Shows by day of week

• Sunday- 14
• Monday- 4
• Tuesday- 5
• Wednesday- 12
• Thursday- 6
• Friday- 17
• Saturday- 24

Shows by month

• January - 3
• February -
• March -
• April - 11
• May -
• June -
• July - 24
• August - 10
• September -
• October - 5
• November - 1
• December - 28

Shows by year

• 1993- 1
• 1994- 0
• 1995- 0
• 1996- 0
• 1997- 0
• 1998- 0
• 1999- 2
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 2
• 2010- 1
• 2011- 2
• 2012- 2
• 2013- 6
• 2014- 3
• 2015- 2
• 2016- 8
• 2017- 10
• 2018- 2
• 2019- 6
• 2020- 0
• 2021- 2
• 2022- 10
• 2023- 8
• 2024- 7
• 2025- 8
• 2026- 0

Most Frequently Played Dates

• 12/30- 10
• 12/28- 8
• 12/29- 6
• 4/20- 3
• 7/23- 3
• 1/1- 2
• 12/31- 2
• 4/21- 2
• 4/22- 2
• 4/23- 2
• 7/26- 2
• 7/3- 2
• 7/30- 2
• 7/5- 2
• 7/6- 2
• 1/2- 1
• 10/16- 1
• 10/17- 1
• 10/27- 1
• 10/7- 1
• 10/8- 1

Shows by States

• NY - 65 (79%)
• NV - 4 (5%)
• CA - 4 (5%)
• MA - 3 (4%)
• CT - 3 (4%)
• CO - 1 (1%)
• ME - 1 (1%)
• OR - 1 (1%)

Shows by Time Zone

• Eastern - 72 (88%)
• Pacific - 9 (11%)
• Mountain - 1 (1%)
• Central - 0 (0%)

Shows by Cities

• New York, NY - 48 (59%)
• Saratoga Springs, NY - 7 (9%)
• Las Vegas, NV - 4 (5%)
• San Francisco, CA - 4 (5%)
• Uniondale, NY - 3 (4%)
• Watkins Glen, NY - 2 (2%)
• Boston, MA - 2 (2%)
• Hartford, CT - 2 (2%)
• Wantagh, NY - 2 (2%)
• Portland, OR - 1 (1%)
• Bangor, ME - 1 (1%)
• Uncasville, CT - 1 (1%)
• Albany, NY - 1 (1%)
• Mansfield, MA - 1 (1%)
• Forest Hills, NY - 1 (1%)
• Bethel, NY - 1 (1%)
• Morrison, CO - 1 (1%)

Shows by Venues

• Madison Square Garden - 45 (55%)
• Saratoga Performing Arts Center - 7 (9%)
• Sphere - 4 (5%)
• Randall's Island - 3 (4%)
• Nassau Veterans Memorial Coliseum - 3 (4%)
• Chase Center - 2 (2%)
• Jones Beach Amphitheater - 2 (2%)
• Bill Graham Civic Auditorium - 2 (2%)
• Watkins Glen International - 2 (2%)
• Fenway Park - 2 (2%)
• The Comcast Theatre - 1 (1%)
• Forest Hills Stadium - 1 (1%)
• Darling's Waterfront Pavilion - 1 (1%)
• Moda Center - 1 (1%)
• Bethel Woods Center for the Arts - 1 (1%)
• Great Woods Center for the Performing Arts - 1 (1%)
• Pepsi Arena - 1 (1%)
• Red Rocks Amphitheatre - 1 (1%)
• Hartford Civic Center - 1 (1%)
• Mohegan Sun Arena - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 3 (4%)
• After hiatus - 79 (96%)

313 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 19.4.
The average amount of times each song was played is 5.01.
There were 93 onetimers
1593 total songs have been played in the selected shows.

There were 1 one set shows
There were 77 two set shows
There were 3 three set shows
There were 1 four set shows
5 songs were in a four show rotation.
14 songs were in a five show rotation.

Total Times Played

Tube - 24 (29%)
Slave to the Traffic Light - 23 (28%)
Chalk Dust Torture - 22 (26%)
Down with Disease - 21 (25%)
Harry Hood - 21 (25%)
Possum - 20 (24%)
Carini - 19 (23%)
Free - 19 (23%)
Run Like an Antelope - 19 (23%)
Tweezer - 19 (23%)
46 Days - 18 (21%)
Back on the Train - 17 (20%)
Tweezer Reprise - 17 (20%)
Wolfman's Brother - 17 (20%)
Bathtub Gin - 16 (19%)
Ghost - 16 (19%)
Light - 16 (19%)
Sand - 16 (19%)
Split Open and Melt - 16 (19%)
The Moma Dance - 16 (19%)
Backwards Down the Number Line - 15 (18%)
Twist - 15 (18%)
Also Sprach Zarathustra - 14 (17%)
Character Zero - 14 (17%)
Maze - 14 (17%)
Mike's Song - 14 (17%)
Simple - 14 (17%)
The Wedge - 14 (17%)
Bouncing Around the Room - 13 (15%)
Divided Sky - 13 (15%)
Everything's Right - 13 (15%)
Golden Age - 13 (15%)
No Men In No Man's Land - 13 (15%)
Stash - 13 (15%)
Weekapaug Groove - 13 (15%)
Blaze On - 12 (14%)
David Bowie - 12 (14%)
Fuego - 12 (14%)
My Friend, My Friend - 12 (14%)
Cavern - 11 (13%)
First Tube - 11 (13%)
Fluffhead - 11 (13%)
Piper - 11 (13%)
Rift - 11 (13%)
Theme from the Bottom - 11 (13%)
Wading in the Velvet Sea - 11 (13%)
You Enjoy Myself - 11 (13%)
A Wave of Hope - 10 (12%)
Cities - 10 (12%)
It's Ice - 10 (12%)
Julius - 10 (12%)
More - 10 (12%)
Ocelot - 10 (12%)
Reba - 10 (12%)
Rock and Roll - 10 (12%)
Say It To Me S.A.N.T.O.S. - 10 (12%)
Steam - 10 (12%)
Kill Devil Falls - 9 (10%)
NICU - 9 (10%)
Ruby Waves - 9 (10%)
Sample in a Jar - 9 (10%)
Sigma Oasis - 9 (10%)
Suzy Greenberg - 9 (10%)
What's the Use? - 9 (10%)
Wilson - 9 (10%)
555 - 8 (9%)
Axilla - 8 (9%)
Birds of a Feather - 8 (9%)
Bug - 8 (9%)
Evolve - 8 (9%)
Golgi Apparatus - 8 (9%)
Gotta Jibboo - 8 (9%)
Halley's Comet - 8 (9%)
Plasma - 8 (9%)
Walls of the Cave - 8 (9%)
A Life Beyond The Dream - 7 (8%)
AC/DC Bag - 7 (8%)
Axilla (Part II) - 7 (8%)
Farmhouse - 7 (8%)
Gumbo - 7 (8%)
I Am Hydrogen - 7 (8%)
Joy - 7 (8%)
Rocky Top - 7 (8%)
Roggae - 7 (8%)
Set Your Soul Free - 7 (8%)
Halfway to the Moon - 6 (7%)
Heavy Things - 6 (7%)
I Always Wanted It This Way - 6 (7%)
Lawn Boy - 6 (7%)
Life Saving Gun - 6 (7%)
Lonely Trip - 6 (7%)
Martian Monster - 6 (7%)
Mountains in the Mist - 6 (7%)
My Soul - 6 (7%)
Poor Heart - 6 (7%)
Prince Caspian - 6 (7%)
The Squirming Coil - 6 (7%)
Twenty Years Later - 6 (7%)
Wingsuit - 6 (7%)
About to Run - 5 (6%)
Army of One - 5 (6%)
Boogie On Reggae Woman - 5 (6%)
Brian and Robert - 5 (6%)
Crosseyed and Painless - 5 (6%)
Foam - 5 (6%)
Oblivion - 5 (6%)
Punch You in the Eye - 5 (6%)
Roses Are Free - 5 (6%)
Runaway Jim - 5 (6%)
Seven Below - 5 (6%)
Silent in the Morning - 5 (6%)
Sparkle - 5 (6%)
Stealing Time From the Faulty Plan - 5 (6%)
Sugar Shack - 5 (6%)
A Song I Heard the Ocean Sing - 4 (4%)
Drift While You're Sleeping - 4 (4%)
Funky Bitch - 4 (4%)
Guelah Papyrus - 4 (4%)
Leaves - 4 (4%)
Limb By Limb - 4 (4%)
Meat - 4 (4%)
Meatstick - 4 (4%)
Mound - 4 (4%)
Pillow Jets - 4 (4%)
Taste - 4 (4%)
The Horse - 4 (4%)
The Howling - 4 (4%)
The Lizards - 4 (4%)
The Mango Song - 4 (4%)
Undermind - 4 (4%)
Walk Away - 4 (4%)
Waste - 4 (4%)
Yarmouth Road - 4 (4%)
Your Pet Cat - 4 (4%)
Avenu Malkenu - 3 (3%)
Buried Alive - 3 (3%)
Crowd Control - 3 (3%)
Destiny Unbound - 3 (3%)
Dirt - 3 (3%)
Drowned - 3 (3%)
Esther - 3 (3%)
Evening Song - 3 (3%)
Fee - 3 (3%)
Frankie Says - 3 (3%)
Fuck Your Face - 3 (3%)
Hey Stranger - 3 (3%)
Horn - 3 (3%)
How Many People Are You - 3 (3%)
Loving Cup - 3 (3%)
My Sweet One - 3 (3%)
Nellie Kane - 3 (3%)
Peaches en Regalia - 3 (3%)
Shade - 3 (3%)
Show of Life - 3 (3%)
The Final Hurrah - 3 (3%)
The Man Who Stepped Into Yesterday - 3 (3%)
The Well - 3 (3%)
Timber (Jerry the Mule) - 3 (3%)
Train Song - 3 (3%)
Vultures - 3 (3%)
Water in the Sky - 3 (3%)
Waves - 3 (3%)
When the Circus Comes - 3 (3%)
Winterqueen - 3 (3%)
Ya Mar - 3 (3%)
A Day in the Life - 2 (2%)
Alaska - 2 (2%)
Ass Handed - 2 (2%)
Auld Lang Syne - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Beneath a Sea of Stars Part 1 - 2 (2%)
Breath and Burning - 2 (2%)
Camel Walk - 2 (2%)
Contact - 2 (2%)
Cool It Down - 2 (2%)
Corinna - 2 (2%)
Devotion to a Dream - 2 (2%)
Dogs Stole Things - 2 (2%)
Energy - 2 (2%)
Ether Edge - 2 (2%)
Fire - 2 (2%)
Frankenstein - 2 (2%)
Glide - 2 (2%)
Good Times Bad Times - 2 (2%)
Guyute - 2 (2%)
Harpua - 2 (2%)
Hold Your Head Up - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
If I Could - 2 (2%)
Izabella - 2 (2%)
Kung - 2 (2%)
Let Me Lie - 2 (2%)
Llama - 2 (2%)
Makisupa Policeman - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Miss You - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Party Time - 2 (2%)
Pebbles and Marbles - 2 (2%)
Rise/Come Together - 2 (2%)
Round Room - 2 (2%)
Sanity - 2 (2%)
Saw It Again - 2 (2%)
Scent of a Mule - 2 (2%)
Sing Monica - 2 (2%)
Sneakin' Sally Thru the Alley - 2 (2%)
Soul Shakedown Party - 2 (2%)
Steep - 2 (2%)
Swept Away - 2 (2%)
Tela - 2 (2%)
The Ballad of Curtis Loew - 2 (2%)
The Curtain With - 2 (2%)
The Dogs - 2 (2%)
The Line - 2 (2%)
The Old Home Place - 2 (2%)
Turtle in the Clouds - 2 (2%)
Uncle Pen - 2 (2%)
Waiting All Night - 2 (2%)
Waking Up Dead - 2 (2%)
What's Going Through Your Mind - 2 (2%)
1999 - 1 (1%)
20-20 Vision - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Architect - 1 (1%)
Billy Breathes - 1 (1%)
Bliss - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
Carolina - 1 (1%)
Cars Trucks Buses - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crazy Sometimes - 1 (1%)
Cream - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Dog Faced Boy - 1 (1%)
Drive-In Jam - 1 (1%)
Driver - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Fast Enough for You - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Free Bird - 1 (1%)
Frost - 1 (1%)
Ginseng Sullivan - 1 (1%)
Glide II - 1 (1%)
Grind - 1 (1%)
Ha Ha Ha - 1 (1%)
Happiness Is a Warm Gun - 1 (1%)
Happy Birthday to You - 1 (1%)
Home - 1 (1%)
I Been Around - 1 (1%)
Icculus - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Lengthwise - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Lifeboy - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Maple Leaf Rag - 1 (1%)
Mercury - 1 (1%)
Mercy - 1 (1%)
Mexican Cousin - 1 (1%)
Mind Left Body Jam - 1 (1%)
Mock Song - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Mr. Completely - 1 (1%)
Mull - 1 (1%)
No Quarter - 1 (1%)
O Canada - 1 (1%)
On the Road Again - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Powderfinger - 1 (1%)
Purple Rain - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ride Captain Ride - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Scabbard - 1 (1%)
Scents and Subtle Sounds - 1 (1%)
Secret Smile - 1 (1%)
Shine a Light - 1 (1%)
Sincere - 1 (1%)
Skin It Back - 1 (1%)
Sleeping Monkey - 1 (1%)
Sparks - 1 (1%)
Spock's Brain - 1 (1%)
Starman - 1 (1%)
Strange Design - 1 (1%)
Strawberry Fields Forever - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Sunday Morning - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Jane - 1 (1%)
The Sloth - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Very Long Fuse - 1 (1%)
The Wind Cries Mary - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Tweezer Reprise Jam - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
We're Not Gonna Take It - 1 (1%)
Weigh - 1 (1%)
White Winter Hymnal - 1 (1%)
Wombat - 1 (1%)

First Set Openers

Free - 8
AC/DC Bag - 4
Buried Alive - 3
Carini - 3
Evening Song - 3
Kill Devil Falls - 3
Possum - 3
Simple - 3
46 Days - 2
Crowd Control - 2
Divided Sky - 2
Down with Disease - 2
Everything's Right - 2
Fluffhead - 2
Mike's Song - 2
The Moma Dance - 2
The Wedge - 2
Alumni Blues - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Bug - 1
Carolina - 1
Cavern - 1
Chalk Dust Torture - 1
Dogs Stole Things - 1
Ghost - 1
Martian Monster - 1
My Soul - 1
NICU - 1
O Canada - 1
Party Time - 1
Pigtail - 1
Piper - 1
Plasma - 1
Rock and Roll - 1
Runaway Jim - 1
Sand - 1
Set Your Soul Free - 1
Skin It Back - 1
Soul Shakedown Party - 1
Stealing Time From the Faulty Plan - 1
Strawberry Fields Forever - 1
Sunday Morning - 1
Suzy Greenberg - 1
Sweet Adeline - 1
The Curtain With - 1
The Star-Spangled Banner - 1
We Are Come to Outlive Our Brains - 1
White Winter Hymnal - 1
Wilson - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 11
Split Open and Melt - 7
Walls of the Cave - 6
More - 4
Blaze On - 3
Character Zero - 3
David Bowie - 3
Fluffhead - 3
Say It To Me S.A.N.T.O.S. - 3
The Squirming Coil - 3
Bathtub Gin - 2
Cavern - 2
Ghost - 2
Golgi Apparatus - 2
Julius - 2
Life Saving Gun - 2
Rock and Roll - 2
You Enjoy Myself - 2
46 Days - 1
Backwards Down the Number Line - 1
Carini - 1
Drift While You're Sleeping - 1
First Tube - 1
Gotta Jibboo - 1
Harry Hood - 1
I Never Needed You Like This Before - 1
Izabella - 1
Moonage Daydream - 1
My Soul - 1
No Men In No Man's Land - 1
Plasma - 1
Possum - 1
Runaway Jim - 1
Stash - 1
Suzy Greenberg - 1
Theme from the Bottom - 1
Tube - 1
Walk Away - 1

Second Set Openers

Down with Disease - 8
Chalk Dust Torture - 7
Sand - 5
Sigma Oasis - 5
No Men In No Man's Land - 3
Tweezer - 3
A Wave of Hope - 2
Carini - 2
Everything's Right - 2
Evolve - 2
Ghost - 2
Mike's Song - 2
Oblivion - 2
Punch You in the Eye - 2
Set Your Soul Free - 2
Wolfman's Brother - 2
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Axilla - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Birds of a Feather - 1
Boogie On Reggae Woman - 1
Cavern - 1
Cool Amber and Mercury - 1
Crosseyed and Painless - 1
David Bowie - 1
Drowned - 1
Energy - 1
Free - 1
Golden Age - 1
Golgi Apparatus - 1
Halley's Comet - 1
Hey Stranger - 1
More - 1
Party Time - 1
Prince Caspian - 1
Sample in a Jar - 1
Seven Below - 1
Simple - 1
Soul Shakedown Party - 1
Steam - 1
The Wedge - 1
The Well - 1
Wilson - 1

Second Set Closers

Character Zero - 7
Harry Hood - 7
Slave to the Traffic Light - 7
First Tube - 5
Chalk Dust Torture - 4
David Bowie - 4
Possum - 4
Run Like an Antelope - 4
You Enjoy Myself - 4
Say It To Me S.A.N.T.O.S. - 3
Split Open and Melt - 3
Backwards Down the Number Line - 2
Cavern - 2
Drift While You're Sleeping - 2
Fluffhead - 2
Rocky Top - 2
A Day in the Life - 1
Bug - 1
Carini - 1
Cream - 1
Down with Disease - 1
Everything's Right - 1
I Always Wanted It This Way - 1
In The Good Old Summer Time - 1
Julius - 1
Light - 1
Loving Cup - 1
Prince Caspian - 1
Shine a Light - 1
Show of Life - 1
Sigma Oasis - 1
The Moma Dance - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Weekapaug Groove - 1

Third Set Openers

Character Zero - 1
Free - 1
Harry Hood - 1
Meatstick - 1

Third Set Closers

Say It To Me S.A.N.T.O.S. - 2
Split Open and Melt - 1
Walls of the Cave - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Tweezer Reprise - 17
Slave to the Traffic Light - 11
First Tube - 5
Rocky Top - 5
Wilson - 5
A Life Beyond The Dream - 4
Bouncing Around the Room - 4
Farmhouse - 4
Possum - 4
Rock and Roll - 4
Character Zero - 3
Harry Hood - 3
Julius - 3
More - 3
Suzy Greenberg - 3
The Lizards - 3
Wading in the Velvet Sea - 3
46 Days - 2
Carini - 2
Frankenstein - 2
Fuck Your Face - 2
Good Times Bad Times - 2
Joy - 2
Lawn Boy - 2
Loving Cup - 2
Roses Are Free - 2
Run Like an Antelope - 2
Saw It Again - 2
Show of Life - 2
The Squirming Coil - 2
Tube - 2
A Day in the Life - 1
Backwards Down the Number Line - 1
Boogie On Reggae Woman - 1
Buffalo Bill - 1
Bug - 1
Cavern - 1
Chalk Dust Torture - 1
Cities - 1
David Bowie - 1
Drift While You're Sleeping - 1
Esther - 1
Fee - 1
Fire - 1
Fluffhead - 1
Free Bird - 1
Funky Bitch - 1
Golgi Apparatus - 1
Grind - 1
Gumbo - 1
Guyute - 1
I Am Hydrogen - 1
Icculus - 1
It's Ice - 1
Izabella - 1
Kung - 1
Lonely Trip - 1
Mountains in the Mist - 1
My Sweet One - 1
NICU - 1
On the Road Again - 1
Peaches en Regalia - 1
Powderfinger - 1
Rise/Come Together - 1
Rock 'n' Roll Suicide - 1
Say It To Me S.A.N.T.O.S. - 1
Silent in the Morning - 1
Sincere - 1
Sleeping Monkey - 1
Sneakin' Sally Thru the Alley - 1
Spock's Brain - 1
Sweet Jane - 1
The Horse - 1
The Mango Song - 1
The Wedge - 1
The Wind Cries Mary - 1
Wolfman's Brother - 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 1993

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 24 song debuts
0.29 debuts per show.
The most frequently played song you have seen debuted is Yarmouth Road (32 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Free Bird - 1
Ginseng Sullivan - 1
Purple Rain - 1
We're Not Gonna Take It - 1

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

Down with Disease - 21
Carini - 19
Free - 19
46 Days - 18
Wolfman's Brother - 17
Bathtub Gin - 16
Ghost - 16
Light - 16
Sand - 16
The Moma Dance - 16

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:

Free Bird - 1
Ginseng Sullivan - 1
Purple Rain - 1
We're Not Gonna Take It - 1

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

Down with Disease - 21
Carini - 19
Free - 19
46 Days - 18
Wolfman's Brother - 17
Bathtub Gin - 16
Ghost - 16
Light - 16
Sand - 16
The Moma Dance - 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