Shows by day of week

• Sunday- 14
• Monday- 3
• Tuesday- 12
• Wednesday- 12
• Thursday- 7
• Friday- 12
• Saturday- 8

Shows by month

• January -
• February - 1
• March -
• April - 2
• May - 2
• June - 9
• July - 17
• August - 17
• September -
• October - 1
• November - 2
• December - 17

Shows by year

• 2003- 1
• 2004- 6
• 2009- 4
• 2010- 2
• 2011- 3
• 2012- 3
• 2013- 2
• 2014- 1
• 2015- 2
• 2016- 2
• 2017- 6
• 2018- 8
• 2019- 14
• 2020- 0
• 2021- 3
• 2022- 4
• 2023- 4
• 2024- 3
• 2025- 0

Most Frequently Played Dates

• 12/31- 6
• 12/30- 5
• 8/11- 4
• 12/28- 3
• 12/29- 2
• 6/18- 2
• 6/25- 2
• 7/10- 2
• 7/9- 2
• 8/14- 2
• 10/21- 1
• 11/29- 1
• 11/30- 1
• 12/1- 1
• 2/28- 1
• 4/21- 1
• 4/22- 1
• 5/27- 1
• 5/31- 1
• 6/17- 1
• 6/20- 1

Shows by States

• NY - 40 (59%)
• NJ - 5 (7%)
• CT - 5 (7%)
• PA - 4 (6%)
• WA - 3 (4%)
• RI - 2 (3%)
• ME - 2 (3%)
• VT - 2 (3%)
• VA - 1 (1%)
• MA - 1 (1%)
• IL - 1 (1%)
• AR - 1 (1%)
• MD - 1 (1%)

Shows by Time Zone

• Eastern - 63 (93%)
• Pacific - 3 (4%)
• Central - 2 (3%)
• Mountain - 0 (0%)

Shows by Cities

• New York, NY - 25 (37%)
• Saratoga Springs, NY - 5 (7%)
• Uncasville, CT - 3 (4%)
• George, WA - 3 (4%)
• Camden, NJ - 3 (4%)
• Hershey, PA - 2 (3%)
• Coventry, VT - 2 (3%)
• Bangor, ME - 2 (3%)
• Hartford, CT - 2 (3%)
• Holmdel, NJ - 2 (3%)
• Uniondale, NY - 2 (3%)
• Providence, RI - 2 (3%)
• Brooklyn, NY - 2 (3%)
• Wantagh, NY - 2 (3%)
• Bethel, NY - 2 (3%)
• Burgettstown, PA - 1 (1%)
• Darien Center, NY - 1 (1%)
• Rogers, AR - 1 (1%)
• Mansfield, MA - 1 (1%)
• Columbia, MD - 1 (1%)
• Philadelphia, PA - 1 (1%)
• Hampton, VA - 1 (1%)
• Syracuse, NY - 1 (1%)
• Bridgeview, IL - 1 (1%)

Shows by Venues

• Madison Square Garden - 24 (35%)
• Saratoga Performing Arts Center - 5 (7%)
• Tweeter Center at the Waterfront - 3 (4%)
• Mohegan Sun Arena - 3 (4%)
• Gorge Amphitheatre - 3 (4%)
• The Comcast Theatre - 2 (3%)
• KeySpan Park - 2 (3%)
• Jones Beach Amphitheater - 2 (3%)
• Darling's Waterfront Pavilion - 2 (3%)
• Newport State Airport - 2 (3%)
• Hersheypark Stadium - 2 (3%)
• Providence Civic Center - 2 (3%)
• Bethel Woods Center for the Arts - 2 (3%)
• Garden State Arts Center - 2 (3%)
• Nassau Veterans Memorial Coliseum - 2 (3%)
• Merriweather Post Pavilion - 1 (1%)
• Walmart Arkansas Music Pavilion - 1 (1%)
• Great Woods Center for the Performing Arts - 1 (1%)
• The Mann Center for the Performing Arts - 1 (1%)
• Toyota Park - 1 (1%)
• Darien Lake Performing Arts Center - 1 (1%)
• Randall's Island - 1 (1%)
• Hampton Coliseum - 1 (1%)
• Lakeview Amphitheater - 1 (1%)
• Post-Gazette Pavilion at Star Lake - 1 (1%)

320 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 21.1.
The average amount of times each song was played is 4.37.
There were 110 onetimers
1437 total songs have been played in the selected shows.

There were 59 two set shows
There were 9 three set shows
5 songs were in a four show rotation.
13 songs were in a five show rotation.

Total Times Played

Harry Hood - 20 (29%)
Chalk Dust Torture - 18 (26%)
Maze - 18 (26%)
Possum - 17 (25%)
Wolfman's Brother - 17 (25%)
Tweezer - 16 (23%)
Tweezer Reprise - 16 (23%)
Twist - 16 (23%)
Wilson - 16 (23%)
Down with Disease - 15 (22%)
Also Sprach Zarathustra - 14 (20%)
Bathtub Gin - 14 (20%)
Character Zero - 14 (20%)
Carini - 13 (19%)
Light - 13 (19%)
Run Like an Antelope - 13 (19%)
Sand - 13 (19%)
Slave to the Traffic Light - 13 (19%)
Tube - 13 (19%)
46 Days - 12 (17%)
Birds of a Feather - 12 (17%)
Bouncing Around the Room - 12 (17%)
Free - 12 (17%)
Piper - 12 (17%)
Suzy Greenberg - 12 (17%)
AC/DC Bag - 11 (16%)
Backwards Down the Number Line - 11 (16%)
David Bowie - 11 (16%)
Divided Sky - 11 (16%)
First Tube - 11 (16%)
No Men In No Man's Land - 11 (16%)
Prince Caspian - 11 (16%)
Sample in a Jar - 11 (16%)
Stash - 11 (16%)
Weekapaug Groove - 11 (16%)
You Enjoy Myself - 11 (16%)
Back on the Train - 10 (14%)
Everything's Right - 10 (14%)
Fluffhead - 10 (14%)
Fuego - 10 (14%)
Julius - 10 (14%)
Kill Devil Falls - 10 (14%)
Loving Cup - 10 (14%)
Punch You in the Eye - 10 (14%)
Simple - 10 (14%)
Steam - 10 (14%)
The Moma Dance - 10 (14%)
Theme From the Bottom - 10 (14%)
Golgi Apparatus - 9 (13%)
Mike's Song - 9 (13%)
Split Open and Melt - 9 (13%)
What's the Use? - 9 (13%)
Axilla - 8 (11%)
Ghost - 8 (11%)
Gumbo - 8 (11%)
Halley's Comet - 8 (11%)
Lawn Boy - 8 (11%)
More - 8 (11%)
NICU - 8 (11%)
Plasma - 8 (11%)
Reba - 8 (11%)
Rift - 8 (11%)
The Wedge - 8 (11%)
A Life Beyond The Dream - 7 (10%)
Buried Alive - 7 (10%)
Cavern - 7 (10%)
Golden Age - 7 (10%)
Llama - 7 (10%)
Poor Heart - 7 (10%)
Rock and Roll - 7 (10%)
Say It To Me S.A.N.T.O.S. - 7 (10%)
Stealing Time From the Faulty Plan - 7 (10%)
Walls of the Cave - 7 (10%)
Waves - 7 (10%)
Alaska - 6 (8%)
Auld Lang Syne - 6 (8%)
Blaze On - 6 (8%)
Crosseyed and Painless - 6 (8%)
Farmhouse - 6 (8%)
Limb By Limb - 6 (8%)
Meat - 6 (8%)
My Friend, My Friend - 6 (8%)
Rise/Come Together - 6 (8%)
Roggae - 6 (8%)
Ruby Waves - 6 (8%)
Runaway Jim - 6 (8%)
The Curtain With - 6 (8%)
The Lizards - 6 (8%)
Ya Mar - 6 (8%)
Army of One - 5 (7%)
Bug - 5 (7%)
Camel Walk - 5 (7%)
Cities - 5 (7%)
Drift While You're Sleeping - 5 (7%)
Gotta Jibboo - 5 (7%)
Heavy Things - 5 (7%)
I Didn't Know - 5 (7%)
It's Ice - 5 (7%)
Martian Monster - 5 (7%)
Most Events Aren't Planned - 5 (7%)
Ocelot - 5 (7%)
Saw It Again - 5 (7%)
Seven Below - 5 (7%)
Show of Life - 5 (7%)
Silent in the Morning - 5 (7%)
Sugar Shack - 5 (7%)
Taste - 5 (7%)
Tela - 5 (7%)
The Horse - 5 (7%)
The Squirming Coil - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Wading in the Velvet Sea - 5 (7%)
Walk Away - 5 (7%)
A Song I Heard the Ocean Sing - 4 (5%)
Big Black Furry Creature from Mars - 4 (5%)
Boogie On Reggae Woman - 4 (5%)
Crowd Control - 4 (5%)
Drowned - 4 (5%)
Funky Bitch - 4 (5%)
Good Times Bad Times - 4 (5%)
Guyute - 4 (5%)
Hold Your Head Up - 4 (5%)
Horn - 4 (5%)
I Am Hydrogen - 4 (5%)
Joy - 4 (5%)
Leaves - 4 (5%)
Miss You - 4 (5%)
Party Time - 4 (5%)
Scent of a Mule - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Set Your Soul Free - 4 (5%)
Sneakin' Sally Through the Alley - 4 (5%)
Sparkle - 4 (5%)
The Final Hurrah - 4 (5%)
The Man Who Stepped Into Yesterday - 4 (5%)
Turtle in the Clouds - 4 (5%)
Twenty Years Later - 4 (5%)
Waste - 4 (5%)
Water in the Sky - 4 (5%)
Winterqueen - 4 (5%)
555 - 3 (4%)
Alumni Blues - 3 (4%)
Ass Handed - 3 (4%)
Avenu Malkenu - 3 (4%)
Colonel Forbin's Ascent - 3 (4%)
Contact - 3 (4%)
Corinna - 3 (4%)
Dinner and a Movie - 3 (4%)
Driver - 3 (4%)
Fire - 3 (4%)
Fly Famous Mockingbird - 3 (4%)
I Never Needed You Like This Before - 3 (4%)
Kung - 3 (4%)
Letter to Jimmy Page - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
Mexican Cousin - 3 (4%)
My Soul - 3 (4%)
Petrichor - 3 (4%)
Quinn the Eskimo (The Mighty Quinn) - 3 (4%)
Roses Are Free - 3 (4%)
Shine a Light - 3 (4%)
Sigma Oasis - 3 (4%)
Sleep - 3 (4%)
Soul Planet - 3 (4%)
The Mango Song - 3 (4%)
The Sloth - 3 (4%)
Wingsuit - 3 (4%)
Wombat - 3 (4%)
Yarmouth Road - 3 (4%)
Your Pet Cat - 3 (4%)
A Wave of Hope - 2 (2%)
About to Run - 2 (2%)
Bold As Love - 2 (2%)
Brian and Robert - 2 (2%)
Cool Amber and Mercury - 2 (2%)
Crazy Sometimes - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Dirt - 2 (2%)
Dogs Stole Things - 2 (2%)
Esther - 2 (2%)
Fast Enough for You - 2 (2%)
Frankenstein - 2 (2%)
Fuck Your Face - 2 (2%)
Glide - 2 (2%)
Grind - 2 (2%)
Happy Birthday to You - 2 (2%)
I Always Wanted It This Way - 2 (2%)
Icculus - 2 (2%)
Infinite - 2 (2%)
Lengthwise - 2 (2%)
Lonely Trip - 2 (2%)
Makisupa Policeman - 2 (2%)
Meatstick - 2 (2%)
Mercury - 2 (2%)
Nellie Kane - 2 (2%)
Paul and Silas - 2 (2%)
Pebbles and Marbles - 2 (2%)
Play by Play - 2 (2%)
Psycho Killer - 2 (2%)
Rocky Top - 2 (2%)
Sanity - 2 (2%)
Shade - 2 (2%)
Stray Dog - 2 (2%)
The Line - 2 (2%)
Time Turns Elastic - 2 (2%)
Undermind - 2 (2%)
Vultures - 2 (2%)
Waiting All Night - 2 (2%)
When the Circus Comes - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
99 Problems - 1 (1%)
A Day in the Life - 1 (1%)
After Midnight - 1 (1%)
Anything But Me - 1 (1%)
Axilla (Part II) - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Pimpin' - 1 (1%)
Bike - 1 (1%)
Bill Bailey, Won't You Please Come Home? - 1 (1%)
Billie Jean Jam - 1 (1%)
Billy Breathes - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Breath and Burning - 1 (1%)
Bye Bye Foot - 1 (1%)
Cars Trucks Buses - 1 (1%)
Catapult - 1 (1%)
Cathy's Clown - 1 (1%)
Cool It Down - 1 (1%)
Cool Jerk - 1 (1%)
Cracklin' Rosie - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Dem Bones - 1 (1%)
Destiny Unbound - 1 (1%)
Don't Bogart That Joint - 1 (1%)
Drums - 1 (1%)
End of Session - 1 (1%)
Energy - 1 (1%)
Ether Edge - 1 (1%)
Everything In Its Right Place - 1 (1%)
Evolve - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Fee - 1 (1%)
Fikus - 1 (1%)
Foam - 1 (1%)
Free Man in Paris - 1 (1%)
Friday - 1 (1%)
Ginseng Sullivan - 1 (1%)
Glide II - 1 (1%)
Guelah Papyrus - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
Halfway Home - 1 (1%)
Halfway to the Moon - 1 (1%)
Harpua - 1 (1%)
Head Held High - 1 (1%)
Hello My Baby - 1 (1%)
Hey Stranger - 1 (1%)
Home - 1 (1%)
How High the Moon - 1 (1%)
How Many People Are You - 1 (1%)
Human Nature - 1 (1%)
I Been Around - 1 (1%)
If I Could - 1 (1%)
Izabella - 1 (1%)
Let Me Lie - 1 (1%)
Life Saving Gun - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Maple Leaf Rag - 1 (1%)
Maybe - 1 (1%)
Middle of the Road - 1 (1%)
Mr. Completely - 1 (1%)
Mull - 1 (1%)
My Sweet One - 1 (1%)
No Quarter - 1 (1%)
Nothing - 1 (1%)
O Canada - 1 (1%)
O Holy Night - 1 (1%)
Oblivion - 1 (1%)
On the Road Again - 1 (1%)
Passing Through - 1 (1%)
Pigtail - 1 (1%)
Pillow Jets - 1 (1%)
Purple Rain - 1 (1%)
Rescue Squad - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Round Room - 1 (1%)
See That My Grave Is Kept Clean - 1 (1%)
Send in the Clowns - 1 (1%)
Sing Monica - 1 (1%)
Skin It Back - 1 (1%)
Sleeping Monkey - 1 (1%)
Soul Shakedown Party - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Summer of '89 - 1 (1%)
Susskind Hotel - 1 (1%)
Swept Away - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Curtain - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Dogs - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Old Home Place - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Tears of a Clown - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Tide Turns - 1 (1%)
Train Song - 1 (1%)
Tuesday - 1 (1%)
Waking Up Dead - 1 (1%)
Way Down in the Hole - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
Wider - 1 (1%)
Windy City - 1 (1%)
You Sexy Thing - 1 (1%)

First Set Openers

AC/DC Bag - 5
Alumni Blues - 3
Buried Alive - 3
Crowd Control - 2
Everything's Right - 2
First Tube - 2
I Never Needed You Like This Before - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Stealing Time From the Faulty Plan - 2
The Curtain With - 2
The Moma Dance - 2
Turtle in the Clouds - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Birds of a Feather - 1
Carini - 1
Cathy's Clown - 1
Chalk Dust Torture - 1
Cities - 1
Divided Sky - 1
Dogs Stole Things - 1
Don't Bogart That Joint - 1
Energy - 1
Fluffhead - 1
Free - 1
Ghost - 1
Golgi Apparatus - 1
Happy Birthday to You - 1
Kill Devil Falls - 1
Llama - 1
Loving Cup - 1
Martian Monster - 1
Mike's Song - 1
O Canada - 1
Party Time - 1
Pigtail - 1
Possum - 1
Rift - 1
Runaway Jim - 1
Sand - 1
See That My Grave Is Kept Clean - 1
Set Your Soul Free - 1
Suzy Greenberg - 1
The Curtain - 1
Tweezer - 1
Walls of the Cave - 1
Way Down in the Hole - 1
Wilson - 1
You Sexy Thing - 1

First Set Closers

Character Zero - 6
Walls of the Cave - 6
David Bowie - 4
Run Like an Antelope - 4
Drift While You're Sleeping - 3
Golgi Apparatus - 3
Bathtub Gin - 2
Fire - 2
Fluffhead - 2
More - 2
Sand - 2
Split Open and Melt - 2
Wolfman's Brother - 2
Bold As Love - 1
Cavern - 1
Drowned - 1
First Tube - 1
Frankenstein - 1
Ghost - 1
Harry Hood - 1
Izabella - 1
Julius - 1
Kill Devil Falls - 1
Light Up Or Leave Me Alone - 1
Maze - 1
Mexican Cousin - 1
Most Events Aren't Planned - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Saw It Again - 1
Say It To Me S.A.N.T.O.S. - 1
Sigma Oasis - 1
Suzy Greenberg - 1
Taste - 1
The Squirming Coil - 1
The Star-Spangled Banner - 1
Theme From the Bottom - 1
Time Turns Elastic - 1
Tweezer - 1
Walk Away - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 10
Chalk Dust Torture - 5
Tweezer - 5
Carini - 3
Crosseyed and Painless - 3
Wilson - 3
46 Days - 2
Bathtub Gin - 2
Cool Amber and Mercury - 2
No Men In No Man's Land - 2
Set Your Soul Free - 2
AC/DC Bag - 1
After Midnight - 1
Also Sprach Zarathustra - 1
Backwards Down the Number Line - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Buried Alive - 1
Dem Bones - 1
Drowned - 1
Everything's Right - 1
Free - 1
Fuego - 1
Glide - 1
Golden Age - 1
Hey Stranger - 1
I Never Needed You Like This Before - 1
Mike's Song - 1
Mr. Completely - 1
Party Time - 1
Punch You in the Eye - 1
Run Like an Antelope - 1
Seven Below - 1
Simple - 1
Soul Planet - 1
Suzy Greenberg - 1
The Wedge - 1
Theme From the Bottom - 1
Turtle in the Clouds - 1
Waves - 1

Second Set Closers

Harry Hood - 9
Slave to the Traffic Light - 6
Character Zero - 4
Possum - 4
You Enjoy Myself - 4
Fluffhead - 3
Split Open and Melt - 3
The Squirming Coil - 3
Weekapaug Groove - 3
Backwards Down the Number Line - 2
Cavern - 2
Chalk Dust Torture - 2
First Tube - 2
Run Like an Antelope - 2
Suzy Greenberg - 2
Blaze On - 1
David Bowie - 1
Divided Sky - 1
Drift While You're Sleeping - 1
Everything's Right - 1
Ghost - 1
Golgi Apparatus - 1
Julius - 1
Loving Cup - 1
More - 1
Rock and Roll - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Taste - 1
Tweezer Reprise - 1
Twist - 1
Walk Away - 1

Third Set Openers

Character Zero - 1
Fast Enough for You - 1
Free - 1
McGrupp and the Watchful Hosemasters - 1
Mercury - 1
No Men In No Man's Land - 1
Petrichor - 1
Send in the Clowns - 1
Twist - 1

Third Set Closers

You Enjoy Myself - 2
Backwards Down the Number Line - 1
First Tube - 1
Friday - 1
Possum - 1
Slave to the Traffic Light - 1
Split Open and Melt - 1
Suzy Greenberg - 1

Encores

Tweezer Reprise - 13
Loving Cup - 7
A Life Beyond The Dream - 5
First Tube - 4
Harry Hood - 4
Show of Life - 4
Bouncing Around the Room - 3
Bug - 3
Cavern - 3
Good Times Bad Times - 3
Julius - 3
Possum - 3
Rock and Roll - 3
Say It To Me S.A.N.T.O.S. - 3
Slave to the Traffic Light - 3
The Lizards - 3
Wilson - 3
Contact - 2
Grind - 2
Hold Your Head Up - 2
Kung - 2
Lawn Boy - 2
More - 2
Run Like an Antelope - 2
Saw It Again - 2
Shine a Light - 2
Tube - 2
What's the Use? - 2
46 Days - 1
A Day in the Life - 1
Backwards Down the Number Line - 1
Big Black Furry Creature from Mars - 1
Bike - 1
Boogie On Reggae Woman - 1
Character Zero - 1
Divided Sky - 1
Driver - 1
Esther - 1
Fee - 1
Fire - 1
Foam - 1
Frankenstein - 1
Funky Bitch - 1
Golgi Apparatus - 1
Hello My Baby - 1
I Didn't Know - 1
It's Ice - 1
Joy - 1
Maze - 1
Meatstick - 1
Mexican Cousin - 1
On the Road Again - 1
Plasma - 1
Punch You in the Eye - 1
Rescue Squad - 1
Rock 'n' Roll Suicide - 1
Rocky Top - 1
Roses Are Free - 1
Sanity - 1
Sleep - 1
Sleeping Monkey - 1
Suzy Greenberg - 1
The Curtain With - 1
The Wedge - 1
Waste - 1
While My Guitar Gently Weeps - 1
Wombat - 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 2003

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 29 song debuts
0.43 debuts per show.
The most frequently played song you have seen debuted is A Song I Heard the Ocean Sing (49 times).

Sort by Earliest debuted Most often played

Breakup Song Breakdown

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

99 Problems - 1
Anything But Me - 1
Big Pimpin' - 1
Bill Bailey, Won't You Please Come Home? - 1
Cars Trucks Buses - 1
Cool Jerk - 1
Destiny Unbound - 1
Drums - 1
Friday - 1
My Sweet One - 1

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

Light - 13
Sand - 13
Tube - 13
Backwards Down the Number Line - 11
First Tube - 11
No Men In No Man's Land - 11
Everything's Right - 10
Fluffhead - 10
Fuego - 10
Kill Devil Falls - 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