Shows by day of week

• Sunday- 21
• Monday- 2
• Tuesday- 2
• Wednesday- 1
• Thursday- 5
• Friday- 20
• Saturday- 19

Shows by month

• January - 1
• February - 4
• March -
• April -
• May - 1
• June - 8
• July - 22
• August - 14
• September - 3
• October - 5
• November -
• December - 12

Shows by year

• 1999- 5
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 1
• 2004- 0
• 2009- 2
• 2010- 0
• 2011- 4
• 2012- 3
• 2013- 3
• 2014- 3
• 2015- 2
• 2016- 3
• 2017- 3
• 2018- 10
• 2019- 2
• 2020- 4
• 2021- 3
• 2022- 6
• 2023- 6
• 2024- 7
• 2025- 3

Most Frequently Played Dates

• 12/30- 3
• 12/31- 3
• 7/19- 3
• 7/20- 3
• 12/28- 2
• 12/29- 2
• 7/1- 2
• 7/18- 2
• 8/8- 2
• 1/2- 1
• 10/14- 1
• 10/15- 1
• 10/26- 1
• 10/27- 1
• 10/28- 1
• 12/16- 1
• 12/17- 1
• 2/20- 1
• 2/21- 1
• 2/22- 1
• 2/23- 1

Shows by States

• IL - 21 (30%)
• NY - 11 (16%)
• WI - 11 (16%)
• IN - 10 (14%)
• Mexico - 4 (6%)
• CO - 3 (4%)
• VA - 2 (3%)
• MO - 2 (3%)
• FL - 2 (3%)
• MA - 1 (1%)
• NC - 1 (1%)
• LA - 1 (1%)
• OH - 1 (1%)

Shows by Time Zone

• Central - 35 (50%)
• Eastern - 32 (46%)
• Mountain - 3 (4%)
• Pacific - 0 (0%)

Shows by Cities

• Chicago, IL - 17 (24%)
• East Troy, WI - 11 (16%)
• Noblesville, IN - 10 (14%)
• New York, NY - 8 (11%)
• Quintana Roo, Mexico - 4 (6%)
• Watkins Glen, NY - 3 (4%)
• Rosemont, IL - 3 (4%)
• Commerce City, CO - 3 (4%)
• St. Louis, MO - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Hampton, VA - 2 (3%)
• Cincinnati, OH - 1 (1%)
• Raleigh, NC - 1 (1%)
• New Orleans, LA - 1 (1%)
• Boston, MA - 1 (1%)
• Bridgeview, IL - 1 (1%)

Shows by Venues

• Alpine Valley Music Theatre - 11 (16%)
• Ruoff Music Center - 10 (14%)
• Huntington Bank Pavilion at Northerly Island - 9 (13%)
• Madison Square Garden - 8 (11%)
• United Center - 5 (7%)
• Cancun - 4 (6%)
• Allstate Arena - 3 (4%)
• Watkins Glen International - 3 (4%)
• Dick's Sporting Goods Park - 3 (4%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Wrigley Field - 2 (3%)
• Hampton Coliseum - 2 (3%)
• Saint Louis University - 2 (3%)
• University of New Orleans - 1 (1%)
• Toyota Park - 1 (1%)
• Riverbend Music Center - 1 (1%)
• Reynolds Coliseum - 1 (1%)
• Fenway Park - 1 (1%)
• University of Illinois - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 5 (7%)
• After hiatus - 65 (93%)

317 different songs have been played (31% 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 4.62.
There were 95 onetimers
1498 total songs have been played in the selected shows.

There were 1 one set shows
There were 64 two set shows
There were 4 three set shows
There were 1 four set shows
4 songs were in a four show rotation.
18 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 19 (27%)
46 Days - 18 (25%)
Character Zero - 18 (25%)
Twist - 18 (25%)
Cavern - 17 (24%)
Down with Disease - 17 (24%)
Harry Hood - 17 (24%)
The Moma Dance - 17 (24%)
Possum - 15 (21%)
Sand - 15 (21%)
Tube - 15 (21%)
Back on the Train - 14 (20%)
Bathtub Gin - 14 (20%)
Carini - 14 (20%)
Ghost - 14 (20%)
Light - 14 (20%)
Run Like an Antelope - 14 (20%)
Tweezer - 14 (20%)
Also Sprach Zarathustra - 13 (18%)
Golden Age - 13 (18%)
Piper - 13 (18%)
Tweezer Reprise - 13 (18%)
Wolfman's Brother - 13 (18%)
Blaze On - 12 (17%)
Everything's Right - 12 (17%)
Fuego - 12 (17%)
Gotta Jibboo - 12 (17%)
Limb By Limb - 12 (17%)
Runaway Jim - 12 (17%)
Slave to the Traffic Light - 12 (17%)
Wilson - 12 (17%)
David Bowie - 11 (15%)
Free - 11 (15%)
Funky Bitch - 11 (15%)
Heavy Things - 11 (15%)
Maze - 11 (15%)
No Men In No Man's Land - 11 (15%)
Ocelot - 11 (15%)
Reba - 11 (15%)
Simple - 11 (15%)
Stash - 11 (15%)
Weekapaug Groove - 11 (15%)
Backwards Down the Number Line - 10 (14%)
First Tube - 10 (14%)
Kill Devil Falls - 10 (14%)
Lawn Boy - 10 (14%)
Mike's Song - 10 (14%)
Theme From the Bottom - 10 (14%)
What's the Use? - 10 (14%)
A Song I Heard the Ocean Sing - 9 (12%)
AC/DC Bag - 9 (12%)
Bouncing Around the Room - 9 (12%)
Crosseyed and Painless - 9 (12%)
My Friend, My Friend - 9 (12%)
Rift - 9 (12%)
Silent in the Morning - 9 (12%)
Split Open and Melt - 9 (12%)
The Squirming Coil - 9 (12%)
The Wedge - 9 (12%)
Good Times Bad Times - 8 (11%)
Horn - 8 (11%)
Julius - 8 (11%)
Mercury - 8 (11%)
More - 8 (11%)
Shade - 8 (11%)
Steam - 8 (11%)
Suzy Greenberg - 8 (11%)
The Horse - 8 (11%)
Waves - 8 (11%)
Ya Mar - 8 (11%)
Birds of a Feather - 7 (10%)
Destiny Unbound - 7 (10%)
Halley's Comet - 7 (10%)
Loving Cup - 7 (10%)
Martian Monster - 7 (10%)
Meat - 7 (10%)
Meatstick - 7 (10%)
Poor Heart - 7 (10%)
Sample in a Jar - 7 (10%)
Say It To Me S.A.N.T.O.S. - 7 (10%)
The Lizards - 7 (10%)
Boogie On Reggae Woman - 6 (8%)
Bug - 6 (8%)
Camel Walk - 6 (8%)
Cities - 6 (8%)
Divided Sky - 6 (8%)
Drift While You're Sleeping - 6 (8%)
Fluffhead - 6 (8%)
Plasma - 6 (8%)
Prince Caspian - 6 (8%)
Punch You in the Eye - 6 (8%)
Rock and Roll - 6 (8%)
Roggae - 6 (8%)
Saw It Again - 6 (8%)
Set Your Soul Free - 6 (8%)
Stealing Time From the Faulty Plan - 6 (8%)
Taste - 6 (8%)
The Sloth - 6 (8%)
Turtle in the Clouds - 6 (8%)
Twenty Years Later - 6 (8%)
Undermind - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
You Enjoy Myself - 6 (8%)
555 - 5 (7%)
Dirt - 5 (7%)
Farmhouse - 5 (7%)
Golgi Apparatus - 5 (7%)
Grind - 5 (7%)
My Soul - 5 (7%)
No Quarter - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Waste - 5 (7%)
Water in the Sky - 5 (7%)
Wingsuit - 5 (7%)
A Life Beyond The Dream - 4 (5%)
A Wave of Hope - 4 (5%)
Axilla - 4 (5%)
Contact - 4 (5%)
Evolve - 4 (5%)
Guyute - 4 (5%)
Halfway to the Moon - 4 (5%)
I Didn't Know - 4 (5%)
It's Ice - 4 (5%)
Joy - 4 (5%)
Leaves - 4 (5%)
Llama - 4 (5%)
McGrupp and the Watchful Hosemasters - 4 (5%)
Miss You - 4 (5%)
NICU - 4 (5%)
Oblivion - 4 (5%)
Roses Are Free - 4 (5%)
Scent of a Mule - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Shine a Light - 4 (5%)
Sigma Oasis - 4 (5%)
Soul Planet - 4 (5%)
Sparkle - 4 (5%)
The Mango Song - 4 (5%)
Vultures - 4 (5%)
Walls of the Cave - 4 (5%)
When the Circus Comes - 4 (5%)
A Day in the Life - 3 (4%)
Alaska - 3 (4%)
Auld Lang Syne - 3 (4%)
Axilla (Part II) - 3 (4%)
Breath and Burning - 3 (4%)
Brian and Robert - 3 (4%)
Cars Trucks Buses - 3 (4%)
Colonel Forbin's Ascent - 3 (4%)
Corinna - 3 (4%)
Energy - 3 (4%)
Fee - 3 (4%)
Fly Famous Mockingbird - 3 (4%)
I Always Wanted It This Way - 3 (4%)
Life Saving Gun - 3 (4%)
Most Events Aren't Planned - 3 (4%)
Mountains in the Mist - 3 (4%)
Party Time - 3 (4%)
Ruby Waves - 3 (4%)
The Curtain - 3 (4%)
The Final Hurrah - 3 (4%)
The Howling - 3 (4%)
The Line - 3 (4%)
Wombat - 3 (4%)
About to Run - 2 (2%)
Alumni Blues - 2 (2%)
Ass Handed - 2 (2%)
Billy Breathes - 2 (2%)
Bittersweet Motel - 2 (2%)
Buried Alive - 2 (2%)
Crowd Control - 2 (2%)
Drowned - 2 (2%)
Esther - 2 (2%)
Ether Edge - 2 (2%)
Frankenstein - 2 (2%)
Frost - 2 (2%)
Guelah Papyrus - 2 (2%)
Gumbo - 2 (2%)
Harpua - 2 (2%)
Hey Stranger - 2 (2%)
Hold Your Head Up - 2 (2%)
I Am Hydrogen - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
If I Could - 2 (2%)
Izabella - 2 (2%)
Jam - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Light Up Or Leave Me Alone - 2 (2%)
Lonely Trip - 2 (2%)
Makisupa Policeman - 2 (2%)
Monsters - 2 (2%)
Mound - 2 (2%)
Mr. Completely - 2 (2%)
Nellie Kane - 2 (2%)
Passing Through - 2 (2%)
Peaches en Regalia - 2 (2%)
Pebbles and Marbles - 2 (2%)
Petrichor - 2 (2%)
Pillow Jets - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Rise/Come Together - 2 (2%)
Rocky Top - 2 (2%)
Sanity - 2 (2%)
Seven Below - 2 (2%)
Sneakin' Sally Through the Alley - 2 (2%)
Soul Shakedown Party - 2 (2%)
Tela - 2 (2%)
The Dogs - 2 (2%)
The Landlady - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Star-Spangled Banner - 2 (2%)
The Well - 2 (2%)
Time Turns Elastic - 2 (2%)
Torn and Frayed - 2 (2%)
Train Song - 2 (2%)
Waiting All Night - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
Weigh - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Winterqueen - 2 (2%)
Yarmouth Road - 2 (2%)
Your Pet Cat - 2 (2%)
1999 - 1 (1%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
Albuquerque - 1 (1%)
Anything But Me - 1 (1%)
Army of One - 1 (1%)
Babylon Baby - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Alligator - 1 (1%)
Big Balls - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bliss - 1 (1%)
Broken Heart Attack - 1 (1%)
Buffalo Bill - 1 (1%)
Casual Enlightenment - 1 (1%)
Catapult - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Clear Your Mind - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corona - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Devotion To a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Evening Song - 1 (1%)
Everything is Hollow - 1 (1%)
Fire - 1 (1%)
Frankie Says - 1 (1%)
Fuck Your Face - 1 (1%)
Glide II - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy Birthday to You - 1 (1%)
Have Mercy - 1 (1%)
Home - 1 (1%)
I Am the Walrus - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Jennifer Dances - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Let It Loose - 1 (1%)
Life on Mars? - 1 (1%)
Lifeboy - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Love Is What We Are - 1 (1%)
Love You - 1 (1%)
Manteca - 1 (1%)
Mellow Mood - 1 (1%)
Mercy - 1 (1%)
Mexican Cousin - 1 (1%)
Monkey Man - 1 (1%)
Moonage Daydream - 1 (1%)
Mozambique - 1 (1%)
Mull - 1 (1%)
My Sweet One - 1 (1%)
On Your Way Down - 1 (1%)
Paul and Silas - 1 (1%)
Play by Play - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Round Room - 1 (1%)
Sea and Sand - 1 (1%)
Shafty - 1 (1%)
Shaggy Dog - 1 (1%)
Shake Your Coconuts - 1 (1%)
Shipwreck - 1 (1%)
Show of Life - 1 (1%)
Sleeping Monkey - 1 (1%)
Space Oddity - 1 (1%)
Spanish Moon - 1 (1%)
Steep - 1 (1%)
Storage Jam - 1 (1%)
Strange Design - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Sugar Shack - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Jane - 1 (1%)
Sweet Virginia - 1 (1%)
Swept Away - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Curtain With - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Old Home Place - 1 (1%)
The Very Long Fuse - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Time Loves a Hero - 1 (1%)
Uncle Pen - 1 (1%)
Victim - 1 (1%)
What's Going Through Your Mind - 1 (1%)
Willin' - 1 (1%)
Windy City - 1 (1%)
You Sexy Thing - 1 (1%)

First Set Openers

The Moma Dance - 3
Turtle in the Clouds - 3
Cars Trucks Buses - 2
Crowd Control - 2
Everything's Right - 2
Free - 2
No Men In No Man's Land - 2
Possum - 2
Punch You in the Eye - 2
Runaway Jim - 2
Sand - 2
Soul Shakedown Party - 2
1999 - 1
46 Days - 1
555 - 1
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Alumni Blues - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Buried Alive - 1
Carini - 1
Chalk Dust Torture - 1
Dinner and a Movie - 1
Everything is Hollow - 1
Fuego - 1
Gumbo - 1
Harry Hood - 1
Kill Devil Falls - 1
Life Saving Gun - 1
Mike's Song - 1
My Friend, My Friend - 1
My Soul - 1
Party Time - 1
Piper - 1
Prince Caspian - 1
Sample in a Jar - 1
Sigma Oasis - 1
Soul Planet - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
Sweet Virginia - 1
The Landlady - 1
The Star-Spangled Banner - 1
The Very Long Fuse - 1
Theme From the Bottom - 1
Torn and Frayed - 1
Tube - 1
Water in the Sky - 1
We Are Come to Outlive Our Brains - 1
What's the Use? - 1
While My Guitar Gently Weeps - 1
Willin' - 1
Wilson - 1
Wolfman's Brother - 1

First Set Closers

David Bowie - 7
Character Zero - 6
Run Like an Antelope - 6
Cavern - 5
Possum - 4
The Squirming Coil - 4
Walls of the Cave - 4
More - 3
Blaze On - 2
Drift While You're Sleeping - 2
Everything's Right - 2
Izabella - 2
Split Open and Melt - 2
Twist - 2
Wolfman's Brother - 2
A Day in the Life - 1
After Midnight - 1
Alumni Blues - 1
Bathtub Gin - 1
First Tube - 1
Ghost - 1
Good Times Bad Times - 1
Grind - 1
Julius - 1
Life Saving Gun - 1
Monkey Man - 1
Most Events Aren't Planned - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Say It To Me S.A.N.T.O.S. - 1
Suzy Greenberg - 1
The Moma Dance - 1
Time Turns Elastic - 1

Second Set Openers

Down with Disease - 7
Carini - 5
No Men In No Man's Land - 5
Backwards Down the Number Line - 3
Chalk Dust Torture - 3
Energy - 3
Sand - 3
Set Your Soul Free - 3
46 Days - 2
Tweezer - 2
AC/DC Bag - 1
Ass Handed - 1
Axilla (Part II) - 1
Back on the Train - 1
Bathtub Gin - 1
Big Balls - 1
Birds of a Feather - 1
Cool Amber and Mercury - 1
Corona - 1
Crosseyed and Painless - 1
Drowned - 1
Everything's Right - 1
Free - 1
Ghost - 1
Golden Age - 1
Gotta Jibboo - 1
Halley's Comet - 1
I Never Needed You Like This Before - 1
Jam - 1
Meatstick - 1
Punch You in the Eye - 1
Run Like an Antelope - 1
Runaway Jim - 1
Sigma Oasis - 1
Simple - 1
The Howling - 1
The Moma Dance - 1
The Oh Kee Pa Ceremony - 1
The Well - 1
Tube - 1
Twist - 1
Wilson - 1
You Enjoy Myself - 1

Second Set Closers

Slave to the Traffic Light - 6
Character Zero - 5
Cavern - 4
Good Times Bad Times - 4
Harry Hood - 4
Possum - 4
First Tube - 3
Split Open and Melt - 3
Blaze On - 2
Chalk Dust Torture - 2
David Bowie - 2
Down with Disease - 2
Julius - 2
Loving Cup - 2
Run Like an Antelope - 2
The Squirming Coil - 2
Tweezer Reprise - 2
Bathtub Gin - 1
Divided Sky - 1
Fire - 1
Fluffhead - 1
Free - 1
Fuego - 1
Golgi Apparatus - 1
I Never Needed You Like This Before - 1
Kill Devil Falls - 1
Light - 1
Meatstick - 1
Passing Through - 1
Prince Caspian - 1
Runaway Jim - 1
Suzy Greenberg - 1
The Star-Spangled Banner - 1
Undermind - 1
You Enjoy Myself - 1

Third Set Openers

Chalk Dust Torture - 1
Golden Age - 1
McGrupp and the Watchful Hosemasters - 1
Meatstick - 1
Mercury - 1

Third Set Closers

A Day in the Life - 1
Good Times Bad Times - 1
Possum - 1
Suzy Greenberg - 1
Weekapaug Groove - 1

Fourth Set Openers

Storage Jam - 1

Fourth Set Closers

Sleeping Monkey - 1

Encores

Tweezer Reprise - 11
Character Zero - 6
First Tube - 5
Say It To Me S.A.N.T.O.S. - 5
Slave to the Traffic Light - 5
Contact - 4
Grind - 4
Loving Cup - 4
More - 4
Silent in the Morning - 4
The Horse - 4
Cavern - 3
Meatstick - 3
Rock and Roll - 3
Run Like an Antelope - 3
Weekapaug Groove - 3
Wilson - 3
A Life Beyond The Dream - 2
Carini - 2
Fee - 2
Fluffhead - 2
Funky Bitch - 2
Good Times Bad Times - 2
Harry Hood - 2
Julius - 2
Rocky Top - 2
Shine a Light - 2
The Lizards - 2
The Squirming Coil - 2
You Enjoy Myself - 2
46 Days - 1
Bittersweet Motel - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Bouncing Around the Room - 1
Bug - 1
Camel Walk - 1
Down with Disease - 1
Drift While You're Sleeping - 1
Frankenstein - 1
Golgi Apparatus - 1
Guyute - 1
I Am the Walrus - 1
Limb By Limb - 1
Lonely Trip - 1
Love Is What We Are - 1
Martian Monster - 1
Maze - 1
Mercy - 1
Mexican Cousin - 1
Miss You - 1
Rise/Come Together - 1
Sand - 1
Sanity - 1
Saw It Again - 1
Shafty - 1
Show of Life - 1
Space Oddity - 1
Suzy Greenberg - 1
Sweet Jane - 1
The Old Home Place - 1
The Wedge - 1
Tube - 1
Waste - 1
While My Guitar Gently Weeps - 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 1999

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 31 song debuts
0.44 debuts per show.
The most frequently played song you have seen debuted is 46 Days (152 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Bittersweet Motel - 2
After Midnight - 1
Albuquerque - 1
Big Alligator - 1
Catapult - 1
Che Hun Ta Mo - 1
Jennifer Dances - 1
Love You - 1
Mozambique - 1
Quadrophonic Toppling - 1

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

46 Days - 18
Carini - 14
Light - 14
Golden Age - 13
Blaze On - 12
Everything's Right - 12
Fuego - 12
Maze - 11
No Men In No Man's Land - 11
Ocelot - 11

Percentage Differences

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

Biggest drop off post hiatus

Biggest increase post hiatus

Breakup Song Breakdown

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

Bittersweet Motel - 2
After Midnight - 1
Albuquerque - 1
Big Alligator - 1
Catapult - 1
Che Hun Ta Mo - 1
Jennifer Dances - 1
Love You - 1
Mexican Cousin - 1
Mozambique - 1

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

Carini - 14
Light - 14
Golden Age - 13
Blaze On - 12
Everything's Right - 12
Fuego - 12
Maze - 11
No Men In No Man's Land - 11
Ocelot - 11
Backwards Down the Number Line - 10

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