Shows by day of week

• Sunday- 18
• Monday- 5
• Tuesday- 3
• Wednesday- 4
• Thursday- 5
• Friday- 19
• Saturday- 23

Shows by month

• January - 3
• February - 3
• March -
• April -
• May -
• June - 12
• July - 18
• August - 14
• September - 6
• October - 12
• November - 9
• December -

Shows by year

• 1998- 4
• 1999- 3
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 10
• 2004- 6
• 2009- 3
• 2010- 5
• 2011- 3
• 2012- 4
• 2013- 3
• 2014- 6
• 2015- 2
• 2016- 12
• 2017- 6
• 2018- 7
• 2019- 3
• 2020- 0
• 2021- 0
• 2022- 0
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 10/31- 3
• 7/19- 3
• 8/15- 3
• 10/28- 2
• 11/1- 2
• 11/2- 2
• 6/24- 2
• 6/25- 2
• 7/14- 2
• 7/18- 2
• 7/20- 2
• 7/21- 2
• 8/14- 2
• 9/2- 2
• 9/3- 2
• 1/15- 1
• 1/16- 1
• 1/17- 1
• 10/2- 1
• 10/26- 1
• 10/27- 1

Shows by States

• IL - 25 (32%)
• WI - 16 (21%)
• NV - 11 (14%)
• IN - 9 (12%)
• CO - 6 (8%)
• Mexico - 3 (4%)
• ME - 2 (3%)
• OH - 2 (3%)
• VT - 2 (3%)
• MN - 1 (1%)

Shows by Time Zone

• Central - 42 (55%)
• Eastern - 18 (23%)
• Pacific - 11 (14%)
• Mountain - 6 (8%)

Shows by Cities

• Chicago, IL - 17 (22%)
• East Troy, WI - 15 (19%)
• Las Vegas, NV - 11 (14%)
• Noblesville, IN - 9 (12%)
• Commerce City, CO - 6 (8%)
• Rosemont, IL - 5 (6%)
• Quintana Roo, Mexico - 3 (4%)
• Coventry, VT - 2 (3%)
• Cincinnati, OH - 2 (3%)
• Limestone, ME - 2 (3%)
• Bridgeview, IL - 2 (3%)
• Minneapolis, MN - 1 (1%)
• Madison, WI - 1 (1%)
• Normal, IL - 1 (1%)

Shows by Venues

• Alpine Valley Music Theatre - 15 (19%)
• MGM Grand Garden Arena - 11 (14%)
• Ruoff Music Center - 9 (12%)
• Huntington Bank Pavilion at Northerly Island - 9 (12%)
• Dick's Sporting Goods Park - 6 (8%)
• University of Illinois - 6 (8%)
• Allstate Arena - 5 (6%)
• Riviera Maya - 3 (4%)
• Loring Commerce Centre - 2 (3%)
• Newport State Airport - 2 (3%)
• Toyota Park - 2 (3%)
• Wrigley Field - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• Kohl Center - 1 (1%)
• Target Center - 1 (1%)
• Illinois State University - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 7 (9%)
• After hiatus - 70 (91%)

320 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 20.4.
The average amount of times each song was played is 4.87.
There were 94 onetimers
1578 total songs have been played in the selected shows.

There were 69 two set shows
There were 7 three set shows
There were 1 four set shows
3 songs were in a four show rotation.
13 songs were in a five show rotation.

Total Times Played

Down with Disease - 22 (28%)
Harry Hood - 21 (27%)
Run Like an Antelope - 20 (25%)
Character Zero - 19 (24%)
Ghost - 19 (24%)
Possum - 19 (24%)
Piper - 18 (23%)
Wolfman's Brother - 18 (23%)
46 Days - 17 (22%)
Slave to the Traffic Light - 17 (22%)
Cavern - 16 (20%)
Chalk Dust Torture - 16 (20%)
Twist - 16 (20%)
Bathtub Gin - 15 (19%)
Light - 15 (19%)
Mike's Song - 15 (19%)
Weekapaug Groove - 15 (19%)
Also Sprach Zarathustra - 14 (18%)
Carini - 14 (18%)
Reba - 14 (18%)
The Moma Dance - 14 (18%)
Theme From the Bottom - 14 (18%)
Tweezer - 14 (18%)
Tweezer Reprise - 14 (18%)
Wilson - 14 (18%)
David Bowie - 13 (16%)
Free - 13 (16%)
Funky Bitch - 13 (16%)
Limb By Limb - 13 (16%)
Maze - 13 (16%)
Sample in a Jar - 13 (16%)
Sand - 13 (16%)
The Wedge - 13 (16%)
Walls of the Cave - 13 (16%)
AC/DC Bag - 12 (15%)
Back on the Train - 12 (15%)
Prince Caspian - 12 (15%)
Runaway Jim - 12 (15%)
Tube - 12 (15%)
Birds of a Feather - 11 (14%)
Fuego - 11 (14%)
Julius - 11 (14%)
Roggae - 11 (14%)
Stash - 11 (14%)
Suzy Greenberg - 11 (14%)
You Enjoy Myself - 11 (14%)
Backwards Down the Number Line - 10 (12%)
Bug - 10 (12%)
Divided Sky - 10 (12%)
Golden Age - 10 (12%)
Heavy Things - 10 (12%)
Rock and Roll - 10 (12%)
Wading in the Velvet Sea - 10 (12%)
Ya Mar - 10 (12%)
555 - 9 (11%)
Blaze On - 9 (11%)
Halley's Comet - 9 (11%)
Lawn Boy - 9 (11%)
Meatstick - 9 (11%)
Ocelot - 9 (11%)
Rift - 9 (11%)
Simple - 9 (11%)
Split Open and Melt - 9 (11%)
The Squirming Coil - 9 (11%)
Crosseyed and Painless - 8 (10%)
Farmhouse - 8 (10%)
Frankenstein - 8 (10%)
Golgi Apparatus - 8 (10%)
Kill Devil Falls - 8 (10%)
Loving Cup - 8 (10%)
Martian Monster - 8 (10%)
No Men In No Man's Land - 8 (10%)
Punch You in the Eye - 8 (10%)
Scents and Subtle Sounds - 8 (10%)
Waves - 8 (10%)
What's the Use? - 8 (10%)
Bouncing Around the Room - 7 (9%)
First Tube - 7 (9%)
Good Times Bad Times - 7 (9%)
Guyute - 7 (9%)
I Didn't Know - 7 (9%)
Seven Below - 7 (9%)
Silent in the Morning - 7 (9%)
Steam - 7 (9%)
Vultures - 7 (9%)
Waste - 7 (9%)
A Song I Heard the Ocean Sing - 6 (7%)
Boogie On Reggae Woman - 6 (7%)
Buffalo Bill - 6 (7%)
Cities - 6 (7%)
Gotta Jibboo - 6 (7%)
Gumbo - 6 (7%)
Joy - 6 (7%)
Mercury - 6 (7%)
NICU - 6 (7%)
Poor Heart - 6 (7%)
Scent of a Mule - 6 (7%)
The Horse - 6 (7%)
The Lizards - 6 (7%)
Water in the Sky - 6 (7%)
Dirt - 5 (6%)
Everything's Right - 5 (6%)
Fluffhead - 5 (6%)
Makisupa Policeman - 5 (6%)
More - 5 (6%)
My Friend, My Friend - 5 (6%)
My Soul - 5 (6%)
Pebbles and Marbles - 5 (6%)
Taste - 5 (6%)
The Mango Song - 5 (6%)
The Sloth - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Twenty Years Later - 5 (6%)
Wingsuit - 5 (6%)
Anything But Me - 4 (5%)
Army of One - 4 (5%)
Avenu Malkenu - 4 (5%)
Axilla - 4 (5%)
Beauty of My Dreams - 4 (5%)
Big Black Furry Creature from Mars - 4 (5%)
Brian and Robert - 4 (5%)
Contact - 4 (5%)
Dogs Stole Things - 4 (5%)
Fire - 4 (5%)
Friday - 4 (5%)
Fuck Your Face - 4 (5%)
Grind - 4 (5%)
Halfway to the Moon - 4 (5%)
Horn - 4 (5%)
I Am Hydrogen - 4 (5%)
Meat - 4 (5%)
Roses Are Free - 4 (5%)
Saw It Again - 4 (5%)
Shine a Light - 4 (5%)
Sparkle - 4 (5%)
Stealing Time From the Faulty Plan - 4 (5%)
The Curtain With - 4 (5%)
The Dogs - 4 (5%)
The Man Who Stepped Into Yesterday - 4 (5%)
Weigh - 4 (5%)
While My Guitar Gently Weeps - 4 (5%)
Wombat - 4 (5%)
A Day in the Life - 3 (3%)
Alaska - 3 (3%)
Bike - 3 (3%)
Breath and Burning - 3 (3%)
Camel Walk - 3 (3%)
Destiny Unbound - 3 (3%)
Dinner and a Movie - 3 (3%)
Driver - 3 (3%)
Drowned - 3 (3%)
Fee - 3 (3%)
Frankie Says - 3 (3%)
Glide - 3 (3%)
Hold Your Head Up - 3 (3%)
Jesus Just Left Chicago - 3 (3%)
Llama - 3 (3%)
Mexican Cousin - 3 (3%)
Miss You - 3 (3%)
No Quarter - 3 (3%)
Quinn the Eskimo (The Mighty Quinn) - 3 (3%)
Show of Life - 3 (3%)
Sneakin' Sally Through the Alley - 3 (3%)
Strange Design - 3 (3%)
Sugar Shack - 3 (3%)
The Line - 3 (3%)
Time Turns Elastic - 3 (3%)
Train Song - 3 (3%)
Undermind - 3 (3%)
Waiting All Night - 3 (3%)
When the Circus Comes - 3 (3%)
Winterqueen - 3 (3%)
Yarmouth Road - 3 (3%)
Your Pet Cat - 3 (3%)
Access Me - 2 (2%)
Ass Handed - 2 (2%)
Billy Breathes - 2 (2%)
Bold As Love - 2 (2%)
Brother - 2 (2%)
Buried Alive - 2 (2%)
Catapult - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Crazy Sometimes - 2 (2%)
Daniel Saw the Stone - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Discern - 2 (2%)
Dog Faced Boy - 2 (2%)
Fast Enough for You - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Foam - 2 (2%)
Frost - 2 (2%)
Ginseng Sullivan - 2 (2%)
Guelah Papyrus - 2 (2%)
Ha Ha Ha - 2 (2%)
I Always Wanted It This Way - 2 (2%)
Leaves - 2 (2%)
Let It Loose - 2 (2%)
Lifeboy - 2 (2%)
Moonage Daydream - 2 (2%)
Mound - 2 (2%)
Mountains in the Mist - 2 (2%)
My Sweet One - 2 (2%)
Nellie Kane - 2 (2%)
On Your Way Down - 2 (2%)
Party Time - 2 (2%)
Paul and Silas - 2 (2%)
Petrichor - 2 (2%)
Plasma - 2 (2%)
Ride Captain Ride - 2 (2%)
Rise/Come Together - 2 (2%)
Rocky Top - 2 (2%)
Sanity - 2 (2%)
Say It To Me S.A.N.T.O.S. - 2 (2%)
Secret Smile - 2 (2%)
Set Your Soul Free - 2 (2%)
Shade - 2 (2%)
Space Oddity - 2 (2%)
Tela - 2 (2%)
The Birds - 2 (2%)
The Final Hurrah - 2 (2%)
The Landlady - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Old Home Place - 2 (2%)
The Very Long Fuse - 2 (2%)
Turtle in the Clouds - 2 (2%)
Two Versions of Me - 2 (2%)
A Life Beyond The Dream - 1 (1%)
About to Run - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Babylon Baby - 1 (1%)
Been Caught Stealing - 1 (1%)
Cars Trucks Buses - 1 (1%)
Chariots of Fire - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool It Down - 1 (1%)
Cool Jerk - 1 (1%)
Corona - 1 (1%)
Crimes of the Mind - 1 (1%)
Crowd Control - 1 (1%)
Devotion To a Dream - 1 (1%)
Dog Log - 1 (1%)
Dust in the Wind - 1 (1%)
Energy - 1 (1%)
Esther - 1 (1%)
Everything is Hollow - 1 (1%)
Fikus - 1 (1%)
Five Years - 1 (1%)
Free Bird - 1 (1%)
Hang On to Yourself - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Hello My Baby - 1 (1%)
Home - 1 (1%)
How Many People Are You - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
I Get a Kick Out of You - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Intro - 1 (1%)
Is This What You Wanted - 1 (1%)
It Ain't Easy - 1 (1%)
It's Ice - 1 (1%)
Jam - 1 (1%)
Kung - 1 (1%)
Lady Stardust - 1 (1%)
Lengthwise - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life on Mars? - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Love Is What We Are - 1 (1%)
Love Me - 1 (1%)
Magilla - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mellow Mood - 1 (1%)
Messin' with The Kid - 1 (1%)
Most Events Aren't Planned - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
NO2 - 1 (1%)
Nothing - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
Passing Through - 1 (1%)
Play by Play - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Ruby Waves - 1 (1%)
Shipwreck - 1 (1%)
Sing Monica - 1 (1%)
Sleep - 1 (1%)
Soul Love - 1 (1%)
Soul Planet - 1 (1%)
Soul Shakedown Party - 1 (1%)
Spock's Brain - 1 (1%)
Spread It 'Round - 1 (1%)
Star - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Stray Dog - 1 (1%)
Suffragette City - 1 (1%)
Sweet Jane - 1 (1%)
Swept Away - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Chinese Water Torture - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Haunted House - 1 (1%)
The Ocean - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Unsafe Bridge - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Timber - 1 (1%)
Tower Jam - 1 (1%)
Uncle Pen - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
Windy City - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

The Moma Dance - 4
Llama - 3
Punch You in the Eye - 3
AC/DC Bag - 2
Buried Alive - 2
Dinner and a Movie - 2
Everything's Right - 2
My Soul - 2
Possum - 2
Runaway Jim - 2
Sample in a Jar - 2
555 - 1
A Song I Heard the Ocean Sing - 1
Access Me - 1
Axilla - 1
Back on the Train - 1
Blaze On - 1
Brother - 1
Buffalo Bill - 1
Camel Walk - 1
Carini - 1
Cavern - 1
Chalk Dust Torture - 1
Cities - 1
Colonel Forbin's Ascent - 1
Crowd Control - 1
Daniel Saw the Stone - 1
Down with Disease - 1
First Tube - 1
Fuego - 1
Ghost - 1
Gumbo - 1
Julius - 1
Kill Devil Falls - 1
Loving Cup - 1
Martian Monster - 1
Mexican Cousin - 1
Mike's Song - 1
No Men In No Man's Land - 1
Prince Caspian - 1
Rift - 1
Sand - 1
Scents and Subtle Sounds - 1
Simple - 1
Slave to the Traffic Light - 1
Soul Shakedown Party - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
Taste - 1
The Birds - 1
The Birdwatcher - 1
The Dogs - 1
The Landlady - 1
The Sloth - 1
The Very Long Fuse - 1
Tube - 1
Tweezer - 1
Uncle Pen - 1
Walls of the Cave - 1
What's the Use? - 1
Wilson - 1

First Set Closers

David Bowie - 6
Run Like an Antelope - 6
Walls of the Cave - 6
Weekapaug Groove - 4
Cavern - 3
Character Zero - 3
More - 3
Possum - 3
Split Open and Melt - 3
Suzy Greenberg - 3
Time Turns Elastic - 3
Blaze On - 2
First Tube - 2
Good Times Bad Times - 2
Julius - 2
Rock and Roll - 2
The Squirming Coil - 2
Wolfman's Brother - 2
46 Days - 1
Alumni Blues - 1
Bathtub Gin - 1
Bold As Love - 1
Chalk Dust Torture - 1
Down with Disease - 1
Fire - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Grind - 1
Guyute - 1
I Didn't Know - 1
Let It Loose - 1
Loving Cup - 1
Sample in a Jar - 1
Saw It Again - 1
Stealing Time From the Faulty Plan - 1
Taste - 1
While My Guitar Gently Weeps - 1
Wingsuit - 1

Second Set Openers

Down with Disease - 13
Carini - 5
Crosseyed and Painless - 4
Halley's Comet - 3
No Men In No Man's Land - 3
Tweezer - 3
AC/DC Bag - 2
Backwards Down the Number Line - 2
Chalk Dust Torture - 2
Drowned - 2
Ghost - 2
Golden Age - 2
Mercury - 2
Mike's Song - 2
Run Like an Antelope - 2
Tube - 2
Back on the Train - 1
Bathtub Gin - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Corona - 1
Crimes of the Mind - 1
Energy - 1
Everything's Right - 1
Five Years - 1
Fuego - 1
Intro - 1
Light - 1
Makisupa Policeman - 1
Mellow Mood - 1
Piper - 1
Possum - 1
Sand - 1
Seven Below - 1
Soul Planet - 1
Split Open and Melt - 1
Suzy Greenberg - 1
The Moma Dance - 1
The Sloth - 1
Turtle in the Clouds - 1
Twist - 1
Waves - 1

Second Set Closers

Slave to the Traffic Light - 9
Harry Hood - 7
Character Zero - 6
You Enjoy Myself - 6
Cavern - 5
Run Like an Antelope - 4
Julius - 3
Suzy Greenberg - 3
The Squirming Coil - 3
Bug - 2
David Bowie - 2
Fire - 2
First Tube - 2
Golgi Apparatus - 2
Loving Cup - 2
Tweezer Reprise - 2
Walls of the Cave - 2
A Day in the Life - 1
Backwards Down the Number Line - 1
Farmhouse - 1
Ghost - 1
Good Times Bad Times - 1
Martian Monster - 1
Passing Through - 1
Pebbles and Marbles - 1
Possum - 1
Prince Caspian - 1
Rock 'n' Roll Suicide - 1
Shine a Light - 1
Show of Life - 1
Split Open and Melt - 1
Waste - 1

Third Set Openers

46 Days - 2
Fast Enough for You - 1
Meatstick - 1
Punch You in the Eye - 1
Rock and Roll - 1
Set Your Soul Free - 1
Twist - 1

Third Set Closers

Run Like an Antelope - 2
Slave to the Traffic Light - 2
Bug - 1
Friday - 1
Good Times Bad Times - 1
Tweezer Reprise - 1

Fourth Set Openers

Tower Jam - 1

Fourth Set Closers

Tower Jam - 1

Encores

Tweezer Reprise - 11
Character Zero - 9
Frankenstein - 5
Loving Cup - 4
Cavern - 3
Contact - 3
Good Times Bad Times - 3
Grind - 3
Harry Hood - 3
Rock and Roll - 3
Slave to the Traffic Light - 3
Wading in the Velvet Sea - 3
Waste - 3
Bouncing Around the Room - 2
Bug - 2
First Tube - 2
Funky Bitch - 2
Golgi Apparatus - 2
Guyute - 2
Hold Your Head Up - 2
Julius - 2
Meatstick - 2
Run Like an Antelope - 2
Shine a Light - 2
Show of Life - 2
Silent in the Morning - 2
Space Oddity - 2
Suzy Greenberg - 2
The Horse - 2
The Squirming Coil - 2
While My Guitar Gently Weeps - 2
Wilson - 2
A Life Beyond The Dream - 1
Anything But Me - 1
Been Caught Stealing - 1
Bike - 1
Birds of a Feather - 1
Bold As Love - 1
Camel Walk - 1
Dog Log - 1
Fee - 1
Fire - 1
Fluffhead - 1
Free Bird - 1
Heavy Things - 1
Hello My Baby - 1
I Am the Walrus - 1
Is This What You Wanted - 1
Joy - 1
Kung - 1
Love Is What We Are - 1
Messin' with The Kid - 1
More - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
Possum - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Rocky Top - 1
Sample in a Jar - 1
Sanity - 1
Say It To Me S.A.N.T.O.S. - 1
Sing Monica - 1
The Curtain With - 1
The Lizards - 1
The Mango Song - 1
The Moma Dance - 1
The Ocean - 1
The Star-Spangled Banner - 1
Tube - 1
Waiting All Night - 1
Walls of the Cave - 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 1998

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 51 song debuts
0.66 debuts per show.
The most frequently played song you have seen debuted is Everything's Right (53 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Been Caught Stealing - 1
Fikus - 1
Free Bird - 1
Hello My Baby - 1
I Get a Kick Out of You - 1
Love Me - 1
Messin' with The Kid - 1
Uncle Pen - 1

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

46 Days - 17
Light - 15
Also Sprach Zarathustra - 14
Theme From the Bottom - 14
Walls of the Cave - 13
Tube - 12
Fuego - 11
Julius - 11
Suzy Greenberg - 11
Backwards Down the Number Line - 10

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:

Friday - 4
I Am Hydrogen - 4
Driver - 3
Llama - 3
Billy Breathes - 2
Discern - 2
Fast Enough for You - 2
Mountains in the Mist - 2
Secret Smile - 2
Two Versions of Me - 2

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

Light - 15
Fuego - 11
Backwards Down the Number Line - 10
Golden Age - 10
555 - 9
Blaze On - 9
Ocelot - 9
Kill Devil Falls - 8
Martian Monster - 8
No Men In No Man's Land - 8

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