Shows by day of week

• Sunday- 15
• Monday- 5
• Tuesday- 6
• Wednesday- 8
• Thursday- 6
• Friday- 16
• Saturday- 17

Shows by month

• January - 3
• February - 9
• March -
• April - 8
• May -
• June -
• July - 21
• August - 10
• September - 6
• October - 5
• November -
• December - 11

Shows by year

• 1999- 1
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 0
• 2010- 0
• 2011- 0
• 2012- 0
• 2013- 0
• 2014- 0
• 2015- 3
• 2016- 10
• 2017- 13
• 2018- 9
• 2019- 7
• 2020- 0
• 2021- 2
• 2022- 7
• 2023- 8
• 2024- 4
• 2025- 6
• 2026- 3

Most Frequently Played Dates

• 12/29- 3
• 12/30- 3
• 12/31- 3
• 7/21- 3
• 7/22- 3
• 10/30- 2
• 10/31- 2
• 12/28- 2
• 2/24- 2
• 2/25- 2
• 2/26- 2
• 4/17- 2
• 4/18- 2
• 7/20- 2
• 7/23- 2
• 9/2- 2
• 9/3- 2
• 1/29- 1
• 1/30- 1
• 1/31- 1
• 10/15- 1

Shows by States

• NY - 22 (30%)
• Mexico - 12 (16%)
• CA - 12 (16%)
• NV - 7 (10%)
• CO - 6 (8%)
• DE - 4 (5%)
• WA - 3 (4%)
• WI - 3 (4%)
• MA - 2 (3%)
• IL - 1 (1%)
• PA - 1 (1%)

Shows by Time Zone

• Eastern - 41 (56%)
• Pacific - 22 (30%)
• Mountain - 6 (8%)
• Central - 4 (5%)

Shows by Cities

• New York, NY - 17 (23%)
• Quintana Roo, Mexico - 12 (16%)
• Las Vegas, NV - 7 (10%)
• San Francisco, CA - 7 (10%)
• Commerce City, CO - 6 (8%)
• Dover, DE - 4 (5%)
• Watkins Glen, NY - 3 (4%)
• George, WA - 3 (4%)
• East Troy, WI - 3 (4%)
• Berkeley, CA - 3 (4%)
• Boston, MA - 2 (3%)
• Saratoga Springs, NY - 2 (3%)
• Burgettstown, PA - 1 (1%)
• Chula Vista, CA - 1 (1%)
• Inglewood, CA - 1 (1%)
• Chicago, IL - 1 (1%)

Shows by Venues

• Madison Square Garden - 17 (23%)
• Cancun - 12 (16%)
• Bill Graham Civic Auditorium - 7 (10%)
• Dick's Sporting Goods Park - 6 (8%)
• MGM Grand Garden Arena - 4 (5%)
• The Woodlands - 4 (5%)
• Watkins Glen International - 3 (4%)
• Sphere - 3 (4%)
• Gorge Amphitheatre - 3 (4%)
• Alpine Valley Music Theatre - 3 (4%)
• Berkeley - 3 (4%)
• Saratoga Performing Arts Center - 2 (3%)
• Fenway Park - 2 (3%)
• Coors Amphitheatre - 1 (1%)
• Post-Gazette Pavilion at Star Lake - 1 (1%)
• Great Western Forum - 1 (1%)
• United Center - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 1 (1%)
• After hiatus - 72 (99%)

324 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 19.6.
The average amount of times each song was played is 4.37.
There were 116 onetimers
1438 total songs have been played in the selected shows.

There were 4 one set shows
There were 62 two set shows
There were 6 three set shows
There were 1 four set shows
1 songs were in a four show rotation.
15 songs were in a five show rotation.

Total Times Played

Twist - 19 (26%)
46 Days - 17 (23%)
Carini - 17 (23%)
Harry Hood - 17 (23%)
Simple - 17 (23%)
Wolfman's Brother - 17 (23%)
Run Like an Antelope - 16 (21%)
The Moma Dance - 16 (21%)
Down with Disease - 15 (20%)
Fuego - 15 (20%)
Mike's Song - 15 (20%)
Possum - 15 (20%)
Tube - 15 (20%)
Tweezer Reprise - 15 (20%)
Weekapaug Groove - 15 (20%)
Blaze On - 14 (19%)
Chalk Dust Torture - 14 (19%)
Character Zero - 14 (19%)
First Tube - 14 (19%)
Free - 14 (19%)
Ghost - 14 (19%)
Sand - 14 (19%)
Slave to the Traffic Light - 14 (19%)
Tweezer - 14 (19%)
Also Sprach Zarathustra - 13 (17%)
Backwards Down the Number Line - 13 (17%)
Light - 13 (17%)
Martian Monster - 13 (17%)
Maze - 13 (17%)
No Men In No Man's Land - 13 (17%)
Theme from the Bottom - 13 (17%)
Bathtub Gin - 12 (16%)
Halley's Comet - 12 (16%)
Reba - 12 (16%)
Roggae - 12 (16%)
The Wedge - 12 (16%)
Back on the Train - 11 (15%)
Everything's Right - 11 (15%)
Split Open and Melt - 11 (15%)
Suzy Greenberg - 11 (15%)
What's the Use? - 11 (15%)
555 - 10 (13%)
Farmhouse - 10 (13%)
Prince Caspian - 10 (13%)
Steam - 10 (13%)
Walls of the Cave - 10 (13%)
Waste - 10 (13%)
AC/DC Bag - 9 (12%)
Divided Sky - 9 (12%)
More - 9 (12%)
Rock and Roll - 9 (12%)
Stash - 9 (12%)
Wading in the Velvet Sea - 9 (12%)
Axilla - 8 (10%)
Birds of a Feather - 8 (10%)
David Bowie - 8 (10%)
Fluffhead - 8 (10%)
Golden Age - 8 (10%)
Piper - 8 (10%)
Runaway Jim - 8 (10%)
Set Your Soul Free - 8 (10%)
You Enjoy Myself - 8 (10%)
Ass Handed - 7 (9%)
Cavern - 7 (9%)
Cities - 7 (9%)
Crosseyed and Painless - 7 (9%)
Funky Bitch - 7 (9%)
Halfway to the Moon - 7 (9%)
I Am Hydrogen - 7 (9%)
Kill Devil Falls - 7 (9%)
Lonely Trip - 7 (9%)
Mercury - 7 (9%)
My Friend, My Friend - 7 (9%)
Rift - 7 (9%)
Saw It Again - 7 (9%)
Scents and Subtle Sounds - 7 (9%)
The Lizards - 7 (9%)
Wilson - 7 (9%)
A Song I Heard the Ocean Sing - 6 (8%)
Gotta Jibboo - 6 (8%)
Limb By Limb - 6 (8%)
Ocelot - 6 (8%)
Say It To Me S.A.N.T.O.S. - 6 (8%)
Soul Planet - 6 (8%)
The Squirming Coil - 6 (8%)
Undermind - 6 (8%)
Ya Mar - 6 (8%)
Your Pet Cat - 6 (8%)
Boogie On Reggae Woman - 5 (6%)
Bouncing Around the Room - 5 (6%)
Bug - 5 (6%)
Buried Alive - 5 (6%)
Evolve - 5 (6%)
Golgi Apparatus - 5 (6%)
Heavy Things - 5 (6%)
Loving Cup - 5 (6%)
Meatstick - 5 (6%)
Miss You - 5 (6%)
Mull - 5 (6%)
Seven Below - 5 (6%)
Shade - 5 (6%)
Sigma Oasis - 5 (6%)
Sparkle - 5 (6%)
The Dogs - 5 (6%)
Waves - 5 (6%)
Wombat - 5 (6%)
About to Run - 4 (5%)
Beneath a Sea of Stars Part 1 - 4 (5%)
Breath and Burning - 4 (5%)
Dirt - 4 (5%)
Drift While You're Sleeping - 4 (5%)
Fee - 4 (5%)
Gumbo - 4 (5%)
Most Events Aren't Planned - 4 (5%)
Plasma - 4 (5%)
Poor Heart - 4 (5%)
Punch You in the Eye - 4 (5%)
Rise/Come Together - 4 (5%)
Ruby Waves - 4 (5%)
Sample in a Jar - 4 (5%)
Sleeping Monkey - 4 (5%)
Space Oddity - 4 (5%)
The Howling - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
A Life Beyond The Dream - 3 (4%)
A Wave of Hope - 3 (4%)
Alumni Blues - 3 (4%)
Auld Lang Syne - 3 (4%)
Cars Trucks Buses - 3 (4%)
Clear Your Mind - 3 (4%)
Death Don't Hurt Very Long - 3 (4%)
Destiny Unbound - 3 (4%)
Guyute - 3 (4%)
How Many People Are You - 3 (4%)
I Am the Walrus - 3 (4%)
Joy - 3 (4%)
Julius - 3 (4%)
Leaves - 3 (4%)
Letter to Jimmy Page - 3 (4%)
Llama - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
Meat - 3 (4%)
Mound - 3 (4%)
My Soul - 3 (4%)
My Sweet One - 3 (4%)
No Quarter - 3 (4%)
Oblivion - 3 (4%)
Party Time - 3 (4%)
Peaches en Regalia - 3 (4%)
Silent in the Morning - 3 (4%)
Sneakin' Sally Thru the Alley - 3 (4%)
Stealing Time From the Faulty Plan - 3 (4%)
Sugar Shack - 3 (4%)
Taste - 3 (4%)
The Curtain With - 3 (4%)
The Horse - 3 (4%)
The Line - 3 (4%)
The Sloth - 3 (4%)
Turtle in the Clouds - 3 (4%)
Twenty Years Later - 3 (4%)
Vultures - 3 (4%)
Waiting All Night - 3 (4%)
When the Circus Comes - 3 (4%)
Yarmouth Road - 3 (4%)
1999 - 2 (2%)
All of These Dreams - 2 (2%)
Army of One - 2 (2%)
Axilla (Part II) - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Billy Breathes - 2 (2%)
Brian and Robert - 2 (2%)
Buffalo Bill - 2 (2%)
Camel Walk - 2 (2%)
Cool Amber and Mercury - 2 (2%)
Corinna - 2 (2%)
Crazy Sometimes - 2 (2%)
Don't Doubt Me - 2 (2%)
Foam - 2 (2%)
Fuck Your Face - 2 (2%)
Have Mercy - 2 (2%)
Horn - 2 (2%)
I Always Wanted It This Way - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
If I Could - 2 (2%)
It's Ice - 2 (2%)
Lawn Boy - 2 (2%)
Moonage Daydream - 2 (2%)
Mountains in the Mist - 2 (2%)
Mr. Completely - 2 (2%)
NICU - 2 (2%)
Pebbles and Marbles - 2 (2%)
Petrichor - 2 (2%)
Pigtail - 2 (2%)
Pillow Jets - 2 (2%)
Roses Are Free - 2 (2%)
Scent of a Mule - 2 (2%)
Shine a Light - 2 (2%)
Tela - 2 (2%)
The Birds - 2 (2%)
The Final Hurrah - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Very Long Fuse - 2 (2%)
Waking Up Dead - 2 (2%)
Walk Away - 2 (2%)
Water in the Sky - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
What's Going Through Your Mind - 2 (2%)
Winterqueen - 2 (2%)
(I Can't Get No) Satisfaction - 1 (1%)
A Day in the Life - 1 (1%)
Alaska - 1 (1%)
Avenu Malkenu - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Bold As Love - 1 (1%)
Brief Time - 1 (1%)
Broken Heart Attack - 1 (1%)
Brother - 1 (1%)
Cathy's Clown - 1 (1%)
Chocolate Rain - 1 (1%)
Cinnamon Girl - 1 (1%)
Coconut - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Contact - 1 (1%)
Cool It Down - 1 (1%)
Cry Baby Cry - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Demand - 1 (1%)
Dinner and a Movie - 1 (1%)
Dog Faced Boy - 1 (1%)
Dogs Stole Things - 1 (1%)
Drive-In Jam - 1 (1%)
Driver - 1 (1%)
Drowned - 1 (1%)
Egg in a Hole - 1 (1%)
Energy - 1 (1%)
Everything is Hollow - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Five Years - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Get More Down - 1 (1%)
Ginseng Sullivan - 1 (1%)
Glide - 1 (1%)
Glide II - 1 (1%)
Gold Soundz - 1 (1%)
Good Times Bad Times - 1 (1%)
Guelah Papyrus - 1 (1%)
Hang On to Yourself - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Hey Stranger - 1 (1%)
Hold Your Head Up - 1 (1%)
Home - 1 (1%)
I Am in Miami - 1 (1%)
I Didn't Know - 1 (1%)
Infinite - 1 (1%)
It Ain't Easy - 1 (1%)
Izabella - 1 (1%)
Keeping It Real - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Lady Stardust - 1 (1%)
Lifeboy - 1 (1%)
Makisupa Policeman - 1 (1%)
Manteca - 1 (1%)
Mercy - 1 (1%)
Mexican Cousin - 1 (1%)
Mind Left Body Jam - 1 (1%)
Mock Song - 1 (1%)
Monsters - 1 (1%)
My Left Toe - 1 (1%)
Nellie Kane - 1 (1%)
Olivia's Pool - 1 (1%)
Passing Through - 1 (1%)
Paul and Silas - 1 (1%)
Play by Play - 1 (1%)
Powderfinger - 1 (1%)
Rescue Squad - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Rocky Top - 1 (1%)
Sanity - 1 (1%)
Scabbard - 1 (1%)
Send in the Clowns - 1 (1%)
Shaggy Dog - 1 (1%)
Shake Your Coconuts - 1 (1%)
Show of Life - 1 (1%)
Sightless Escape - 1 (1%)
Sing Monica - 1 (1%)
Sleep - 1 (1%)
So Damn Lucky - 1 (1%)
Something Living Here - 1 (1%)
Soul Love - 1 (1%)
Soul Shakedown Party - 1 (1%)
Spanish Moon - 1 (1%)
Star - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Strawberry Fields Forever - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Suffragette City - 1 (1%)
Sunday Morning - 1 (1%)
Sweet Jane - 1 (1%)
Swept Away - 1 (1%)
Thanksgiving - 1 (1%)
The 9th Cube - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Landlady - 1 (1%)
The Maker - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Mango Song - 1 (1%)
The Unwinding - 1 (1%)
The Well - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Train Song - 1 (1%)
Weigh - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
White Winter Hymnal - 1 (1%)
Wingsuit - 1 (1%)
Woodlands Jam - 1 (1%)
You Sexy Thing - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

Buried Alive - 4
The Moma Dance - 4
Carini - 3
Simple - 3
AC/DC Bag - 2
Blaze On - 2
Free - 2
Martian Monster - 2
Mike's Song - 2
Party Time - 2
The Curtain With - 2
The Dogs - 2
1999 - 1
46 Days - 1
Alumni Blues - 1
Axilla - 1
Bathtub Gin - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Cars Trucks Buses - 1
Cathy's Clown - 1
Cavern - 1
Chalk Dust Torture - 1
Chocolate Rain - 1
Demand - 1
Dinner and a Movie - 1
Divided Sky - 1
Everything is Hollow - 1
Evolve - 1
Farmhouse - 1
Fat Man in the Bathtub - 1
Fluffhead - 1
Fuego - 1
Ghost - 1
Gotta Jibboo - 1
Harry Hood - 1
I Never Needed You Like This Before - 1
Llama - 1
Olivia's Pool - 1
Punch You in the Eye - 1
Roggae - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Set Your Soul Free - 1
Shake Your Coconuts - 1
Sigma Oasis - 1
Slave to the Traffic Light - 1
Strawberry Fields Forever - 1
Sunday Morning - 1
The Landlady - 1
The Lizards - 1
Turtle in the Clouds - 1
We Are Come to Outlive Our Brains - 1
White Winter Hymnal - 1
Wilson - 1

First Set Closers

Walls of the Cave - 8
More - 6
Character Zero - 5
David Bowie - 5
Run Like an Antelope - 5
Sand - 4
Suzy Greenberg - 4
Bathtub Gin - 3
Cavern - 3
Possum - 3
Split Open and Melt - 3
The Squirming Coil - 3
46 Days - 2
Drift While You're Sleeping - 2
I Am the Walrus - 2
Theme from the Bottom - 2
Bittersweet Motel - 1
Chalk Dust Torture - 1
Everything's Right - 1
Free - 1
Golden Age - 1
Most Events Aren't Planned - 1
My Friend, My Friend - 1
Rise/Come Together - 1
Rock and Roll - 1
Runaway Jim - 1
Space Oddity - 1
Tube - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 8
No Men In No Man's Land - 5
Carini - 4
Set Your Soul Free - 4
Everything's Right - 3
Tweezer - 3
Also Sprach Zarathustra - 2
Chalk Dust Torture - 2
Cool Amber and Mercury - 2
Crosseyed and Painless - 2
Mike's Song - 2
Oblivion - 2
Possum - 2
Sand - 2
What's Going Through Your Mind - 2
AC/DC Bag - 1
Ass Handed - 1
Axilla - 1
Backwards Down the Number Line - 1
Blaze On - 1
Dogs Stole Things - 1
Don't Doubt Me - 1
Drowned - 1
Energy - 1
First Tube - 1
Five Years - 1
Fuego - 1
Golden Age - 1
Have Mercy - 1
Knuckle Bone Broth Avenue - 1
Martian Monster - 1
My Friend, My Friend - 1
My Soul - 1
Punch You in the Eye - 1
Run Like an Antelope - 1
Sample in a Jar - 1
The Moma Dance - 1
Wilson - 1
Wolfman's Brother - 1

Second Set Closers

Harry Hood - 8
Slave to the Traffic Light - 6
Character Zero - 3
Loving Cup - 3
Possum - 3
Rock and Roll - 3
Run Like an Antelope - 3
Split Open and Melt - 3
Suzy Greenberg - 3
You Enjoy Myself - 3
Backwards Down the Number Line - 2
First Tube - 2
Fluffhead - 2
Most Events Aren't Planned - 2
A Day in the Life - 1
A Song I Heard the Ocean Sing - 1
Also Sprach Zarathustra - 1
Bathtub Gin - 1
Blaze On - 1
Carini - 1
Cavern - 1
Coconut - 1
David Bowie - 1
Down with Disease - 1
Everything's Right - 1
Farmhouse - 1
Golgi Apparatus - 1
I Am in Miami - 1
Julius - 1
Martian Monster - 1
More - 1
Prince Caspian - 1
Rock 'n' Roll Suicide - 1
Say It To Me S.A.N.T.O.S. - 1
Shine a Light - 1
Undermind - 1
Wading in the Velvet Sea - 1

Third Set Openers

46 Days - 1
Carini - 1
Meatstick - 1
Mercury - 1
Send in the Clowns - 1
Soul Planet - 1
Woodlands Jam - 1

Third Set Closers

Drift While You're Sleeping - 1
First Tube - 1
Slave to the Traffic Light - 1
Suzy Greenberg - 1
Walls of the Cave - 1
Woodlands Jam - 1
You Enjoy Myself - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Tweezer Reprise - 13
First Tube - 9
Character Zero - 6
Run Like an Antelope - 5
Slave to the Traffic Light - 5
Bug - 4
Harry Hood - 4
Sleeping Monkey - 4
The Lizards - 4
Waste - 4
A Life Beyond The Dream - 3
Fee - 3
Golgi Apparatus - 3
Space Oddity - 3
The Squirming Coil - 3
The Wedge - 3
Wading in the Velvet Sea - 3
Wilson - 3
Boogie On Reggae Woman - 2
Bouncing Around the Room - 2
Carini - 2
My Sweet One - 2
Possum - 2
Rock and Roll - 2
Saw It Again - 2
Say It To Me S.A.N.T.O.S. - 2
You Enjoy Myself - 2
46 Days - 1
Backwards Down the Number Line - 1
Blaze On - 1
Bold As Love - 1
Brian and Robert - 1
Brief Time - 1
Cavern - 1
Cinnamon Girl - 1
Cities - 1
Farmhouse - 1
Fluffhead - 1
Fuego - 1
Funky Bitch - 1
Good Times Bad Times - 1
I Am the Walrus - 1
Julius - 1
Loving Cup - 1
McGrupp and the Watchful Hosemasters - 1
Miss You - 1
More - 1
Peaches en Regalia - 1
Powderfinger - 1
Rescue Squad - 1
Rise/Come Together - 1
Rocky Top - 1
Sand - 1
Shine a Light - 1
Show of Life - 1
Silent in the Morning - 1
So Damn Lucky - 1
Sweet Jane - 1
The Horse - 1
The Maker - 1
The Mango Song - 1
Tube - 1
Vultures - 1
Walls of the Cave - 1
When the Circus Comes - 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 47 song debuts
0.64 debuts per show.
The most frequently played song you have seen debuted is Set Your Soul Free (48 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 - 1
Bold As Love - 1
Ginseng Sullivan - 1
Gold Soundz - 1
My Left Toe - 1

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

Twist - 19
46 Days - 17
Carini - 17
Harry Hood - 17
Wolfman's Brother - 17
Run Like an Antelope - 16
Down with Disease - 15
Fuego - 15
Possum - 15
Tube - 15

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 - 1
Bold As Love - 1
Ginseng Sullivan - 1
Gold Soundz - 1
My Left Toe - 1

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

Twist - 19
46 Days - 17
Carini - 17
Harry Hood - 17
Wolfman's Brother - 17
Run Like an Antelope - 16
Down with Disease - 15
Fuego - 15
Possum - 15
Tube - 15

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