Shows by day of week

• Sunday- 12
• Monday- 4
• Tuesday- 6
• Wednesday- 5
• Thursday- 5
• Friday- 22
• Saturday- 23

Shows by month

• January -
• February - 3
• March - 1
• April - 6
• May - 1
• June - 3
• July - 11
• August - 15
• September - 24
• October - 5
• November - 2
• December - 6

Shows by year

• 1990- 1
• 1991- 2
• 1992- 4
• 1993- 2
• 1994- 3
• 1995- 2
• 1996- 0
• 1997- 0
• 1998- 0
• 1999- 0
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 2
• 2004- 0
• 2009- 0
• 2010- 2
• 2011- 2
• 2012- 2
• 2013- 2
• 2014- 2
• 2015- 3
• 2016- 5
• 2017- 3
• 2018- 5
• 2019- 6
• 2020- 0
• 2021- 6
• 2022- 8
• 2023- 9
• 2024- 4
• 2025- 2

Most Frequently Played Dates

• 9/1- 7
• 8/31- 6
• 9/2- 6
• 9/3- 5
• 8/30- 4
• 9/4- 4
• 12/30- 2
• 7/23- 2
• 7/24- 2
• 8/29- 2
• 9/5- 2
• 10/11- 1
• 10/12- 1
• 10/29- 1
• 10/30- 1
• 10/31- 1
• 11/21- 1
• 11/28- 1
• 12/1- 1
• 12/28- 1
• 12/29- 1

Shows by States

• CO - 38 (49%)
• NY - 27 (35%)
• CA - 8 (10%)
• NV - 3 (4%)
• MA - 1 (1%)

Shows by Time Zone

• Mountain - 38 (49%)
• Eastern - 28 (36%)
• Pacific - 11 (14%)
• Central - 0 (0%)

Shows by Cities

• Commerce City, CO - 36 (47%)
• New York, NY - 14 (18%)
• Wantagh, NY - 7 (9%)
• San Francisco, CA - 4 (5%)
• Uniondale, NY - 3 (4%)
• Las Vegas, NV - 3 (4%)
• Berkeley, CA - 3 (4%)
• Broomfield, CO - 2 (3%)
• Bethel, NY - 2 (3%)
• Mountain View, CA - 1 (1%)
• Stony Brook, NY - 1 (1%)
• Mansfield, MA - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 36 (47%)
• Madison Square Garden - 8 (10%)
• Jones Beach Amphitheater - 7 (9%)
• Bill Graham Civic Auditorium - 4 (5%)
• MGM Grand Garden Arena - 3 (4%)
• Nassau Veterans Memorial Coliseum - 3 (4%)
• Berkeley - 3 (4%)
• Roseland Ballroom - 2 (3%)
• Bethel Woods Center for the Arts - 2 (3%)
• The Marquee - 2 (3%)
• 1stBank Center - 2 (3%)
• Shoreline Amphitheatre - 1 (1%)
• Great Woods Center for the Performing Arts - 1 (1%)
• SUNY Stony Brook - 1 (1%)
• Beacon Theatre - 1 (1%)
• The Wetlands Preserve - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 14 (18%)
• After hiatus - 63 (82%)

319 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 19.9.
The average amount of times each song was played is 4.73.
There were 97 onetimers
1537 total songs have been played in the selected shows.

There were 3 one set shows
There were 72 two set shows
There were 2 three set shows
4 songs were in a four show rotation.
14 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 22 (28%)
Harry Hood - 22 (28%)
Tweezer - 21 (27%)
Run Like an Antelope - 20 (25%)
Ghost - 18 (23%)
Tweezer Reprise - 18 (23%)
Cavern - 17 (22%)
Down with Disease - 17 (22%)
Light - 17 (22%)
Carini - 16 (20%)
Character Zero - 16 (20%)
Possum - 16 (20%)
Runaway Jim - 16 (20%)
Slave to the Traffic Light - 16 (20%)
46 Days - 15 (19%)
Bathtub Gin - 15 (19%)
Mike's Song - 15 (19%)
Split Open and Melt - 15 (19%)
Weekapaug Groove - 15 (19%)
Free - 14 (18%)
Reba - 14 (18%)
Silent in the Morning - 14 (18%)
Wolfman's Brother - 14 (18%)
You Enjoy Myself - 14 (18%)
Fluffhead - 13 (16%)
Sand - 13 (16%)
The Moma Dance - 13 (16%)
Also Sprach Zarathustra - 12 (15%)
David Bowie - 12 (15%)
Fuego - 12 (15%)
Maze - 12 (15%)
No Men In No Man's Land - 12 (15%)
Simple - 12 (15%)
Stash - 12 (15%)
Suzy Greenberg - 12 (15%)
The Horse - 12 (15%)
Theme From the Bottom - 12 (15%)
Twist - 12 (15%)
What's the Use? - 12 (15%)
Blaze On - 11 (14%)
Divided Sky - 11 (14%)
Everything's Right - 11 (14%)
Rift - 11 (14%)
Sparkle - 11 (14%)
Tube - 11 (14%)
Undermind - 11 (14%)
Bouncing Around the Room - 10 (12%)
Foam - 10 (12%)
Piper - 10 (12%)
Set Your Soul Free - 10 (12%)
Steam - 10 (12%)
The Wedge - 10 (12%)
Back on the Train - 9 (11%)
First Tube - 9 (11%)
Golden Age - 9 (11%)
Halley's Comet - 9 (11%)
Kill Devil Falls - 9 (11%)
Llama - 9 (11%)
Ocelot - 9 (11%)
Say It To Me S.A.N.T.O.S. - 9 (11%)
The Squirming Coil - 9 (11%)
I Am Hydrogen - 8 (10%)
Poor Heart - 8 (10%)
Sample in a Jar - 8 (10%)
Walls of the Cave - 8 (10%)
555 - 7 (9%)
Axilla (Part II) - 7 (9%)
Backwards Down the Number Line - 7 (9%)
Bug - 7 (9%)
Crosseyed and Painless - 7 (9%)
Funky Bitch - 7 (9%)
Golgi Apparatus - 7 (9%)
Guelah Papyrus - 7 (9%)
Gumbo - 7 (9%)
Lawn Boy - 7 (9%)
Meatstick - 7 (9%)
Mercury - 7 (9%)
Sleeping Monkey - 7 (9%)
Stealing Time From the Faulty Plan - 7 (9%)
Birds of a Feather - 6 (7%)
Buried Alive - 6 (7%)
Farmhouse - 6 (7%)
Fee - 6 (7%)
Hold Your Head Up - 6 (7%)
Limb By Limb - 6 (7%)
Loving Cup - 6 (7%)
Martian Monster - 6 (7%)
More - 6 (7%)
My Friend, My Friend - 6 (7%)
Punch You in the Eye - 6 (7%)
Roggae - 6 (7%)
Ruby Waves - 6 (7%)
The Howling - 6 (7%)
Timber (Jerry the Mule) - 6 (7%)
Waste - 6 (7%)
Yarmouth Road - 6 (7%)
A Life Beyond The Dream - 5 (6%)
AC/DC Bag - 5 (6%)
Don't Doubt Me - 5 (6%)
Drift While You're Sleeping - 5 (6%)
Halfway to the Moon - 5 (6%)
It's Ice - 5 (6%)
Julius - 5 (6%)
My Sweet One - 5 (6%)
NICU - 5 (6%)
Prince Caspian - 5 (6%)
Scent of a Mule - 5 (6%)
Scents and Subtle Sounds - 5 (6%)
Seven Below - 5 (6%)
Sneakin' Sally Through the Alley - 5 (6%)
Take the 'A' Train - 5 (6%)
The Lizards - 5 (6%)
Turtle in the Clouds - 5 (6%)
Uncle Pen - 5 (6%)
Wading in the Velvet Sea - 5 (6%)
Wilson - 5 (6%)
A Song I Heard the Ocean Sing - 4 (5%)
Ass Handed - 4 (5%)
Beneath a Sea of Stars Part 1 - 4 (5%)
Heavy Things - 4 (5%)
Joy - 4 (5%)
Lonely Trip - 4 (5%)
Most Events Aren't Planned - 4 (5%)
My Soul - 4 (5%)
No Quarter - 4 (5%)
Rock and Roll - 4 (5%)
Rocky Top - 4 (5%)
Roses Are Free - 4 (5%)
Shade - 4 (5%)
Sigma Oasis - 4 (5%)
Sugar Shack - 4 (5%)
Taste - 4 (5%)
The Curtain - 4 (5%)
The Oh Kee Pa Ceremony - 4 (5%)
Wingsuit - 4 (5%)
Wombat - 4 (5%)
A Wave of Hope - 3 (3%)
Alaska - 3 (3%)
All of These Dreams - 3 (3%)
Big Ball Jam - 3 (3%)
Big Black Furry Creature from Mars - 3 (3%)
Boogie On Reggae Woman - 3 (3%)
Breath and Burning - 3 (3%)
Buffalo Bill - 3 (3%)
Cities - 3 (3%)
Cool It Down - 3 (3%)
Dog Faced Boy - 3 (3%)
Fast Enough for You - 3 (3%)
Glide - 3 (3%)
Good Times Bad Times - 3 (3%)
Gotta Jibboo - 3 (3%)
Guyute - 3 (3%)
Horn - 3 (3%)
Love You - 3 (3%)
Miss You - 3 (3%)
Mountains in the Mist - 3 (3%)
Nellie Kane - 3 (3%)
Party Time - 3 (3%)
Pebbles and Marbles - 3 (3%)
Strange Design - 3 (3%)
Sweet Adeline - 3 (3%)
The Line - 3 (3%)
The Mango Song - 3 (3%)
The Sloth - 3 (3%)
Twenty Years Later - 3 (3%)
Vultures - 3 (3%)
When the Circus Comes - 3 (3%)
Winterqueen - 3 (3%)
Ya Mar - 3 (3%)
A Day in the Life - 2 (2%)
Alumni Blues - 2 (2%)
Amazing Grace - 2 (2%)
Avenu Malkenu - 2 (2%)
Billy Breathes - 2 (2%)
Bliss - 2 (2%)
Bold As Love - 2 (2%)
Brian and Robert - 2 (2%)
Camel Walk - 2 (2%)
Carolina - 2 (2%)
Contact - 2 (2%)
Crazy Sometimes - 2 (2%)
Daniel Saw the Stone - 2 (2%)
Dinner and a Movie - 2 (2%)
Esther - 2 (2%)
Ether Edge - 2 (2%)
Evening Song - 2 (2%)
Evolve - 2 (2%)
Fire - 2 (2%)
Frankenstein - 2 (2%)
Fuck Your Face - 2 (2%)
Harpua - 2 (2%)
I Am the Walrus - 2 (2%)
I Didn't Know - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
Icculus - 2 (2%)
Leaves - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Lifeboy - 2 (2%)
Meat - 2 (2%)
Mound - 2 (2%)
Oblivion - 2 (2%)
Olivia's Pool - 2 (2%)
Paul and Silas - 2 (2%)
Pillow Jets - 2 (2%)
Plasma - 2 (2%)
Rise/Come Together - 2 (2%)
Sabotage - 2 (2%)
Sanity - 2 (2%)
Saw It Again - 2 (2%)
Shine a Light - 2 (2%)
Show of Life - 2 (2%)
Something Living Here - 2 (2%)
Soul Planet - 2 (2%)
Soul Shakedown Party - 2 (2%)
Stray Dog - 2 (2%)
Terrapin - 2 (2%)
The Landlady - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Well - 2 (2%)
Walk Away - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
20-20 Vision - 1 (1%)
About to Run - 1 (1%)
Access Me - 1 (1%)
Acoustic Army - 1 (1%)
Auld Lang Syne - 1 (1%)
Axilla - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Bike - 1 (1%)
Broken Into Pieces - 1 (1%)
Can't Always Listen - 1 (1%)
Caravan - 1 (1%)
Catapult - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Clear Your Mind - 1 (1%)
Cold as Ice - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crimes of the Mind - 1 (1%)
Crowd Control - 1 (1%)
Dave's Energy Guide - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Demand - 1 (1%)
Destiny Unbound - 1 (1%)
Devotion To a Dream - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Drowned - 1 (1%)
Easy To Slip - 1 (1%)
Egg in a Hole - 1 (1%)
Emotional Rescue - 1 (1%)
Energy - 1 (1%)
Faht - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Get More Down - 1 (1%)
Glide II - 1 (1%)
Grind - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
Heavy Rotation - 1 (1%)
Hey Stranger - 1 (1%)
Highway to Hell - 1 (1%)
Home - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Am in Miami - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Keeping It Real - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
La Grange - 1 (1%)
Let's Go (The Cars) - 1 (1%)
Life Saving Gun - 1 (1%)
Manteca - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mellow Mood - 1 (1%)
Mexican Cousin - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Mr. Completely - 1 (1%)
Mull - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On Your Way Down - 1 (1%)
On the Road Again - 1 (1%)
Passing Through - 1 (1%)
Play by Play - 1 (1%)
Purple Rain - 1 (1%)
Rocky Mountain Way Jam - 1 (1%)
Round Room - 1 (1%)
Say Something - 1 (1%)
Shaggy Dog - 1 (1%)
Sightless Escape - 1 (1%)
Sleep - 1 (1%)
Space Oddity - 1 (1%)
Sparks - 1 (1%)
Summer of '89 - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Virginia - 1 (1%)
Thanksgiving - 1 (1%)
The 9th Cube - 1 (1%)
The Curtain With - 1 (1%)
The Dogs - 1 (1%)
The Final Hurrah - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Unwinding - 1 (1%)
The Vibration of Life - 1 (1%)
Thunderhead - 1 (1%)
Time Turns Elastic - 1 (1%)
Train Song - 1 (1%)
Two Versions of Me - 1 (1%)
Vacuum Solo - 1 (1%)
Waiting All Night - 1 (1%)
Waves - 1 (1%)
Weigh - 1 (1%)
What Things Seem - 1 (1%)
What's Going Through Your Mind - 1 (1%)
Whole Lotta Love Jam - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Buried Alive - 5
Runaway Jim - 5
Ghost - 4
The Moma Dance - 4
Possum - 3
46 Days - 2
Alumni Blues - 2
Carini - 2
Evening Song - 2
First Tube - 2
Free - 2
Llama - 2
Olivia's Pool - 2
Sand - 2
Simple - 2
Axilla (Part II) - 1
Back on the Train - 1
Birds of a Feather - 1
Blaze On - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Can't Always Listen - 1
Chalk Dust Torture - 1
Cities - 1
Dog Log - 1
Fluffhead - 1
Golgi Apparatus - 1
I Never Needed You Like This Before - 1
Loving Cup - 1
Martian Monster - 1
Mike's Song - 1
My Sweet One - 1
No Men In No Man's Land - 1
Punch You in the Eye - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Slave to the Traffic Light - 1
Soul Planet - 1
Stealing Time From the Faulty Plan - 1
Stray Dog - 1
Sweet Adeline - 1
The Curtain - 1
The Curtain With - 1
The Dogs - 1
The Landlady - 1
The Line - 1
The Sloth - 1
Tube - 1
Turtle in the Clouds - 1
Wilson - 1
Wolfman's Brother - 1

First Set Closers

Run Like an Antelope - 8
Character Zero - 5
Possum - 5
46 Days - 4
Bathtub Gin - 4
Blaze On - 4
Cavern - 4
David Bowie - 4
The Squirming Coil - 3
Walls of the Cave - 3
Weekapaug Groove - 3
Chalk Dust Torture - 2
Drift While You're Sleeping - 2
Ghost - 2
I Am the Walrus - 2
More - 2
Bug - 1
Carini - 1
Carolina - 1
Easy To Slip - 1
Fluffhead - 1
Free - 1
I Always Wanted It This Way - 1
Life Saving Gun - 1
Most Events Aren't Planned - 1
Rock and Roll - 1
Say It To Me S.A.N.T.O.S. - 1
Space Oddity - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
Theme From the Bottom - 1
Tweezer Reprise - 1
Undermind - 1
Walk Away - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 5
Everything's Right - 5
Set Your Soul Free - 5
Sample in a Jar - 4
Also Sprach Zarathustra - 3
Carini - 3
Chalk Dust Torture - 3
Golden Age - 3
No Men In No Man's Land - 3
46 Days - 2
Mike's Song - 2
Prince Caspian - 2
Sand - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Ass Handed - 1
Blaze On - 1
Carolina - 1
Cavern - 1
Cool Amber and Mercury - 1
Crosseyed and Painless - 1
Dogs Stole Things - 1
Don't Doubt Me - 1
Free - 1
Fuego - 1
Ghost - 1
Golgi Apparatus - 1
I Never Needed You Like This Before - 1
Knuckle Bone Broth Avenue - 1
Loving Cup - 1
Mr. Completely - 1
My Soul - 1
Possum - 1
Punch You in the Eye - 1
Rise/Come Together - 1
Run Like an Antelope - 1
Runaway Jim - 1
Say It To Me S.A.N.T.O.S. - 1
Sightless Escape - 1
The Curtain - 1
The Oh Kee Pa Ceremony - 1
Tweezer - 1
Waves - 1
Whole Lotta Love Jam - 1
Wolfman's Brother - 1

Second Set Closers

Slave to the Traffic Light - 9
Harry Hood - 7
Tweezer Reprise - 4
Backwards Down the Number Line - 3
Cavern - 3
Split Open and Melt - 3
Suzy Greenberg - 3
Weekapaug Groove - 3
You Enjoy Myself - 3
Carini - 2
Character Zero - 2
First Tube - 2
Loving Cup - 2
Piper - 2
Rock and Roll - 2
Run Like an Antelope - 2
A Day in the Life - 1
Bold As Love - 1
Chalk Dust Torture - 1
Down with Disease - 1
Everything's Right - 1
Farmhouse - 1
Fluffhead - 1
Fuck Your Face - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Highway to Hell - 1
I Am in Miami - 1
Julius - 1
Light - 1
Llama - 1
Possum - 1
Say It To Me S.A.N.T.O.S. - 1
Shine a Light - 1
Sweet Adeline - 1
The Lizards - 1
Walk Away - 1
Walls of the Cave - 1

Third Set Openers

Carini - 1
Mercury - 1

Third Set Closers

Drift While You're Sleeping - 1
Suzy Greenberg - 1

Encores

Tweezer Reprise - 13
Character Zero - 8
Sleeping Monkey - 7
Harry Hood - 5
Silent in the Morning - 5
The Horse - 5
First Tube - 4
Run Like an Antelope - 4
Say It To Me S.A.N.T.O.S. - 4
Slave to the Traffic Light - 4
A Life Beyond The Dream - 3
Bug - 3
Meatstick - 3
Possum - 3
Rocky Top - 3
Waste - 3
Wilson - 3
Amazing Grace - 2
Buffalo Bill - 2
Cavern - 2
Contact - 2
Fee - 2
Fire - 2
Fluffhead - 2
Frankenstein - 2
Good Times Bad Times - 2
Hold Your Head Up - 2
Julius - 2
Loving Cup - 2
More - 2
Sabotage - 2
Show of Life - 2
The Lizards - 2
Theme From the Bottom - 2
A Day in the Life - 1
Big Black Furry Creature from Mars - 1
Bike - 1
Bold As Love - 1
Brian and Robert - 1
Crimes of the Mind - 1
Daniel Saw the Stone - 1
David Bowie - 1
Dinner and a Movie - 1
Divided Sky - 1
Don't Doubt Me - 1
Evolve - 1
Fuck Your Face - 1
Funky Bitch - 1
Golgi Apparatus - 1
Grind - 1
Icculus - 1
Lawn Boy - 1
Martian Monster - 1
Mexican Cousin - 1
Miss You - 1
Oh! Sweet Nuthin' - 1
On the Road Again - 1
Pebbles and Marbles - 1
Rocky Mountain Way Jam - 1
Roses Are Free - 1
Runaway Jim - 1
Sand - 1
Sanity - 1
Split Open and Melt - 1
Sweet Adeline - 1
Take the 'A' Train - 1
The Mango Song - 1
The Squirming Coil - 1
Vultures - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 1
You Enjoy Myself - 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 1990

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

Songs played in consecutive shows

Longest Existing Gaps

Debut Count

You saw 25 song debuts
0.32 debuts per show.
The most frequently played song you have seen debuted is Dog Faced Boy (54 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Take the 'A' Train - 5
Big Ball Jam - 3
Glide - 3
Love You - 3
Amazing Grace - 2
Carolina - 2
Dinner and a Movie - 2
Paul and Silas - 2
Terrapin - 2
The Landlady - 2

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

Ghost - 18
Light - 17
Carini - 16
Character Zero - 16
46 Days - 15
Bathtub Gin - 15
Wolfman's Brother - 14
Sand - 13
The Moma Dance - 13
Fuego - 12

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:

Take the 'A' Train - 5
Big Ball Jam - 3
Glide - 3
Love You - 3
Amazing Grace - 2
Carolina - 2
Contact - 2
Dinner and a Movie - 2
Paul and Silas - 2
Terrapin - 2

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

Light - 17
Carini - 16
Character Zero - 16
46 Days - 15
Wolfman's Brother - 14
Sand - 13
The Moma Dance - 13
Fuego - 12
No Men In No Man's Land - 12
Twist - 12

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