Shows by day of week

• Sunday- 14
• Monday- 3
• Tuesday- 4
• Wednesday- 7
• Thursday- 8
• Friday- 22
• Saturday- 19

Shows by month

• January -
• February -
• March -
• April - 11
• May - 2
• June -
• July - 10
• August - 18
• September - 19
• October - 6
• November - 3
• December - 8

Shows by year

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

Most Frequently Played Dates

• 9/1- 5
• 9/2- 4
• 9/3- 4
• 8/31- 3
• 12/30- 2
• 12/31- 2
• 7/15- 2
• 7/21- 2
• 7/22- 2
• 9/4- 2
• 10/17- 1
• 10/19- 1
• 10/2- 1
• 10/20- 1
• 10/3- 1
• 10/5- 1
• 11/24- 1
• 11/27- 1
• 11/30- 1
• 12/1- 1
• 12/28- 1

Shows by States

• WA - 25 (32%)
• CO - 20 (26%)
• OR - 14 (18%)
• NY - 6 (8%)
• CA - 6 (8%)
• DE - 4 (5%)
• NV - 1 (1%)
• UT - 1 (1%)

Shows by Time Zone

• Pacific - 46 (60%)
• Mountain - 21 (27%)
• Eastern - 10 (13%)
• Central - 0 (0%)

Shows by Cities

• Commerce City, CO - 20 (26%)
• George, WA - 16 (21%)
• Seattle, WA - 8 (10%)
• Portland, OR - 7 (9%)
• New York, NY - 6 (8%)
• Hollywood, CA - 6 (8%)
• Eugene, OR - 4 (5%)
• Dover, DE - 4 (5%)
• Bend, OR - 2 (3%)
• Park City, UT - 1 (1%)
• Olympia, WA - 1 (1%)
• Las Vegas, NV - 1 (1%)
• Salem, OR - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 20 (26%)
• Gorge Amphitheatre - 16 (21%)
• Hollywood Bowl - 6 (8%)
• Madison Square Garden - 6 (8%)
• Key Arena - 5 (6%)
• The Woodlands - 4 (5%)
• Matthew Knight Arena - 3 (4%)
• Les Schwab Amphitheater - 2 (3%)
• Memorial Coliseum - 2 (3%)
• Seattle Center Arena - 2 (3%)
• Portland Meadows - 2 (3%)
• Paramount Theatre - 1 (1%)
• Evergreen College - 1 (1%)
• Moda Center - 1 (1%)
• Civic Auditorium - 1 (1%)
• Wolf Mountain Amphitheatre - 1 (1%)
• Arlene Schnitzer Concert Hall - 1 (1%)
• Hult Center for the Performing Arts - 1 (1%)
• Salem Armory - 1 (1%)
• The Aladdin Theatre - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 17 (22%)
• After hiatus - 60 (78%)

310 different songs have been played (31% 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 4.79.
There were 100 onetimers
1510 total songs have been played in the selected shows.

There were 3 one set shows
There were 71 two set shows
There were 3 three set shows
3 songs were in a four show rotation.
13 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 24 (31%)
Harry Hood - 24 (31%)
Wolfman's Brother - 21 (27%)
Also Sprach Zarathustra - 19 (24%)
Cavern - 19 (24%)
Down with Disease - 19 (24%)
Possum - 18 (23%)
The Moma Dance - 18 (23%)
Sand - 17 (22%)
Bathtub Gin - 16 (20%)
Blaze On - 16 (20%)
Free - 16 (20%)
Run Like an Antelope - 16 (20%)
Ghost - 15 (19%)
Slave to the Traffic Light - 15 (19%)
Tube - 15 (19%)
Tweezer - 15 (19%)
Tweezer Reprise - 15 (19%)
Reba - 14 (18%)
Stash - 14 (18%)
Carini - 13 (16%)
Character Zero - 13 (16%)
David Bowie - 13 (16%)
Everything's Right - 13 (16%)
Maze - 13 (16%)
My Friend, My Friend - 13 (16%)
Piper - 13 (16%)
Split Open and Melt - 13 (16%)
Theme From the Bottom - 13 (16%)
Twist - 13 (16%)
Wilson - 13 (16%)
You Enjoy Myself - 13 (16%)
Back on the Train - 12 (15%)
First Tube - 12 (15%)
Light - 12 (15%)
Mike's Song - 12 (15%)
No Men In No Man's Land - 12 (15%)
Sample in a Jar - 12 (15%)
Simple - 12 (15%)
Fluffhead - 11 (14%)
Fuego - 11 (14%)
Poor Heart - 11 (14%)
Say It To Me S.A.N.T.O.S. - 11 (14%)
Weekapaug Groove - 11 (14%)
46 Days - 10 (12%)
Birds of a Feather - 10 (12%)
Divided Sky - 10 (12%)
Rift - 10 (12%)
Sigma Oasis - 10 (12%)
Sparkle - 10 (12%)
Bouncing Around the Room - 9 (11%)
Crosseyed and Painless - 9 (11%)
Farmhouse - 9 (11%)
Golden Age - 9 (11%)
Golgi Apparatus - 9 (11%)
Kill Devil Falls - 9 (11%)
Prince Caspian - 9 (11%)
Roggae - 9 (11%)
Taste - 9 (11%)
Ya Mar - 9 (11%)
AC/DC Bag - 8 (10%)
Backwards Down the Number Line - 8 (10%)
Julius - 8 (10%)
Mercury - 8 (10%)
Ruby Waves - 8 (10%)
Runaway Jim - 8 (10%)
Silent in the Morning - 8 (10%)
Steam - 8 (10%)
The Horse - 8 (10%)
The Wedge - 8 (10%)
Walls of the Cave - 8 (10%)
What's the Use? - 8 (10%)
555 - 7 (9%)
A Life Beyond The Dream - 7 (9%)
A Wave of Hope - 7 (9%)
Bug - 7 (9%)
Drift While You're Sleeping - 7 (9%)
Funky Bitch - 7 (9%)
More - 7 (9%)
Set Your Soul Free - 7 (9%)
Shade - 7 (9%)
Suzy Greenberg - 7 (9%)
The Squirming Coil - 7 (9%)
Waste - 7 (9%)
Boogie On Reggae Woman - 6 (7%)
Foam - 6 (7%)
Good Times Bad Times - 6 (7%)
Halley's Comet - 6 (7%)
It's Ice - 6 (7%)
Leaves - 6 (7%)
Llama - 6 (7%)
Meatstick - 6 (7%)
Ocelot - 6 (7%)
Party Time - 6 (7%)
Plasma - 6 (7%)
Timber (Jerry the Mule) - 6 (7%)
Undermind - 6 (7%)
Esther - 5 (6%)
Evolve - 5 (6%)
Ginseng Sullivan - 5 (6%)
Horn - 5 (6%)
I Am Hydrogen - 5 (6%)
Lonely Trip - 5 (6%)
Martian Monster - 5 (6%)
Pebbles and Marbles - 5 (6%)
Punch You in the Eye - 5 (6%)
The Lizards - 5 (6%)
The Mango Song - 5 (6%)
A Song I Heard the Ocean Sing - 4 (5%)
About to Run - 4 (5%)
Amazing Grace - 4 (5%)
Beneath a Sea of Stars Part 1 - 4 (5%)
Cars Trucks Buses - 4 (5%)
Fee - 4 (5%)
Gotta Jibboo - 4 (5%)
Guyute - 4 (5%)
Halfway to the Moon - 4 (5%)
Lifeboy - 4 (5%)
Limb By Limb - 4 (5%)
Loving Cup - 4 (5%)
Most Events Aren't Planned - 4 (5%)
Mountains in the Mist - 4 (5%)
NICU - 4 (5%)
Rocky Top - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Show of Life - 4 (5%)
Sneakin' Sally Through the Alley - 4 (5%)
Sweet Adeline - 4 (5%)
The Howling - 4 (5%)
What's Going Through Your Mind - 4 (5%)
Wingsuit - 4 (5%)
Billy Breathes - 3 (3%)
Bold As Love - 3 (3%)
Brian and Robert - 3 (3%)
Buried Alive - 3 (3%)
Fire - 3 (3%)
Guelah Papyrus - 3 (3%)
Heavy Things - 3 (3%)
Hey Stranger - 3 (3%)
I Always Wanted It This Way - 3 (3%)
If I Could - 3 (3%)
Jesus Just Left Chicago - 3 (3%)
Makisupa Policeman - 3 (3%)
McGrupp and the Watchful Hosemasters - 3 (3%)
Meat - 3 (3%)
Mound - 3 (3%)
Mr. Completely - 3 (3%)
Nellie Kane - 3 (3%)
Oblivion - 3 (3%)
Peaches en Regalia - 3 (3%)
Rise/Come Together - 3 (3%)
Rock and Roll - 3 (3%)
Saw It Again - 3 (3%)
Scent of a Mule - 3 (3%)
Shine a Light - 3 (3%)
Sleeping Monkey - 3 (3%)
Strange Design - 3 (3%)
Tela - 3 (3%)
Twenty Years Later - 3 (3%)
Uncle Pen - 3 (3%)
Waves - 3 (3%)
Winterqueen - 3 (3%)
A Day in the Life - 2 (2%)
Acoustic Army - 2 (2%)
Alaska - 2 (2%)
Auld Lang Syne - 2 (2%)
Axilla (Part II) - 2 (2%)
Catapult - 2 (2%)
Cities - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Crazy Sometimes - 2 (2%)
Don't Doubt Me - 2 (2%)
Driver - 2 (2%)
Ether Edge - 2 (2%)
Fast Enough for You - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Frankenstein - 2 (2%)
Grind - 2 (2%)
Gumbo - 2 (2%)
Ha Ha Ha - 2 (2%)
Heavy Rotation - 2 (2%)
Hello My Baby - 2 (2%)
Hold Your Head Up - 2 (2%)
How Many People Are You - 2 (2%)
I Didn't Know - 2 (2%)
I'm Blue, I'm Lonesome - 2 (2%)
Icculus - 2 (2%)
Izabella - 2 (2%)
Joy - 2 (2%)
Lawn Boy - 2 (2%)
Life Saving Gun - 2 (2%)
Miss You - 2 (2%)
Mull - 2 (2%)
No Quarter - 2 (2%)
Nothin' But A Nothin' - 2 (2%)
Pillow Jets - 2 (2%)
Roses Are Free - 2 (2%)
Seven Below - 2 (2%)
Stealing Time From the Faulty Plan - 2 (2%)
The Curtain With - 2 (2%)
The Fog That Surrounds - 2 (2%)
Train Song - 2 (2%)
Turtle in the Clouds - 2 (2%)
Vultures - 2 (2%)
Wading in the Velvet Sea - 2 (2%)
Waiting All Night - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
When the Circus Comes - 2 (2%)
Wombat - 2 (2%)
Your Pet Cat - 2 (2%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
All Things Reconsidered - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Architect - 1 (1%)
Ass Handed - 1 (1%)
Avenu Malkenu - 1 (1%)
Axilla - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Ball Jam - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Bohemian Rhapsody - 1 (1%)
Breath and Burning - 1 (1%)
Buffalo Bill - 1 (1%)
California Love Jam - 1 (1%)
Camel Walk - 1 (1%)
Can't Always Listen - 1 (1%)
Casual Enlightenment - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool It Down - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Destiny Unbound - 1 (1%)
Devotion To a Dream - 1 (1%)
Dogs Stole Things - 1 (1%)
End of Session - 1 (1%)
Energy - 1 (1%)
Faht - 1 (1%)
Fixin' to Die - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Glide - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Highway to Hell - 1 (1%)
Home - 1 (1%)
I Been Around - 1 (1%)
I Never Left Home - 1 (1%)
I Want To Be a Cowboy's Sweetheart - 1 (1%)
Infinite - 1 (1%)
Jam - 1 (1%)
Jungle Boogie - 1 (1%)
Keeping It Real - 1 (1%)
Keyboard Army - 1 (1%)
Lengthwise - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Love You - 1 (1%)
Mellow Mood - 1 (1%)
Middle of the Road - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Mozambique - 1 (1%)
My Long Journey Home - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
My Soul - 1 (1%)
My Sweet One - 1 (1%)
Night Moves Jam - 1 (1%)
On Your Way Down - 1 (1%)
Over the Rainbow - 1 (1%)
Paul and Silas - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Sanity - 1 (1%)
Say Something - 1 (1%)
Scabbard - 1 (1%)
Secret Smile - 1 (1%)
Sightless Escape - 1 (1%)
Sleep - 1 (1%)
Sleep Again - 1 (1%)
Soul Planet - 1 (1%)
Steep - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Sugar Shack - 1 (1%)
Suspicious Minds - 1 (1%)
Sweet Emotion Jam - 1 (1%)
Swept Away - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Final Hurrah - 1 (1%)
The Landlady - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Old Home Place - 1 (1%)
The Sloth - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Vibration of Life - 1 (1%)
Theme from New York, New York - 1 (1%)
Thunderhead - 1 (1%)
Tide Turns - 1 (1%)
Torn and Frayed - 1 (1%)
Walk Away - 1 (1%)
Water in the Sky - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Wildwood Weed - 1 (1%)
Will It Go Round in Circles - 1 (1%)
Woodlands Jam - 1 (1%)
Yarmouth Road - 1 (1%)

First Set Openers

The Moma Dance - 4
46 Days - 3
Carini - 3
Down with Disease - 3
Sand - 3
AC/DC Bag - 2
Blaze On - 2
Buried Alive - 2
Chalk Dust Torture - 2
First Tube - 2
Fluffhead - 2
Free - 2
Mike's Song - 2
Party Time - 2
Poor Heart - 2
Possum - 2
Runaway Jim - 2
Sample in a Jar - 2
Tweezer - 2
Wolfman's Brother - 2
Alumni Blues - 1
Architect - 1
Axilla (Part II) - 1
Birds of a Feather - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Can't Always Listen - 1
Cool Amber and Mercury - 1
Farmhouse - 1
Frankenstein - 1
Ghost - 1
Halley's Comet - 1
Julius - 1
Kill Devil Falls - 1
Maze - 1
Mr. Completely - 1
Over the Rainbow - 1
Punch You in the Eye - 1
Set Your Soul Free - 1
Sigma Oasis - 1
Simple - 1
Soul Planet - 1
Stash - 1
Stray Dog - 1
The Curtain With - 1
The Landlady - 1
The Mango Song - 1
Torn and Frayed - 1
Tube - 1
Waiting All Night - 1
Wilson - 1

First Set Closers

Cavern - 6
Bathtub Gin - 5
David Bowie - 5
Walls of the Cave - 5
Run Like an Antelope - 4
The Squirming Coil - 4
Blaze On - 3
Character Zero - 3
Fluffhead - 3
Possum - 3
Split Open and Melt - 3
Chalk Dust Torture - 2
Ghost - 2
Golgi Apparatus - 2
More - 2
Sand - 2
Say It To Me S.A.N.T.O.S. - 2
Wolfman's Brother - 2
A Wave of Hope - 1
About to Run - 1
After Midnight - 1
Bold As Love - 1
Bug - 1
Carini - 1
Drift While You're Sleeping - 1
Frankenstein - 1
Free - 1
Golden Age - 1
Harry Hood - 1
Loving Cup - 1
Most Events Aren't Planned - 1
My Long Journey Home - 1
Suzy Greenberg - 1
Sweet Adeline - 1
Weekapaug Groove - 1
Will It Go Round in Circles - 1
You Enjoy Myself - 1

Second Set Openers

Also Sprach Zarathustra - 4
Chalk Dust Torture - 4
Down with Disease - 4
Set Your Soul Free - 4
AC/DC Bag - 3
Crosseyed and Painless - 3
Everything's Right - 3
No Men In No Man's Land - 3
A Wave of Hope - 2
Blaze On - 2
Free - 2
Ghost - 2
Mr. Completely - 2
Sample in a Jar - 2
Sand - 2
Say It To Me S.A.N.T.O.S. - 2
Sigma Oasis - 2
What's Going Through Your Mind - 2
Wilson - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Backwards Down the Number Line - 1
Buried Alive - 1
Carini - 1
David Bowie - 1
Halley's Comet - 1
Hey Stranger - 1
Julius - 1
Limb By Limb - 1
Mike's Song - 1
More - 1
My Friend, My Friend - 1
Peaches en Regalia - 1
Possum - 1
Rise/Come Together - 1
Rock and Roll - 1
Runaway Jim - 1
Sightless Escape - 1
The Moma Dance - 1
Timber (Jerry the Mule) - 1
Tweezer - 1
Twist - 1
Wolfman's Brother - 1

Second Set Closers

Harry Hood - 8
Slave to the Traffic Light - 6
Run Like an Antelope - 5
Cavern - 4
Character Zero - 4
First Tube - 4
Backwards Down the Number Line - 3
Everything's Right - 3
Possum - 3
Chalk Dust Torture - 2
Ghost - 2
Golgi Apparatus - 2
Good Times Bad Times - 2
I Always Wanted It This Way - 2
Piper - 2
Shine a Light - 2
Split Open and Melt - 2
Suzy Greenberg - 2
You Enjoy Myself - 2
Amazing Grace - 1
Back on the Train - 1
Carini - 1
David Bowie - 1
Fire - 1
Fluffhead - 1
Grind - 1
Light - 1
Loving Cup - 1
Rock and Roll - 1
Rocky Top - 1
Say It To Me S.A.N.T.O.S. - 1
Sigma Oasis - 1
The Squirming Coil - 1

Third Set Openers

Character Zero - 1
Ghost - 1
Woodlands Jam - 1

Third Set Closers

First Tube - 1
Say It To Me S.A.N.T.O.S. - 1
Woodlands Jam - 1

Encores

Tweezer Reprise - 15
Wilson - 7
Slave to the Traffic Light - 6
Harry Hood - 5
Say It To Me S.A.N.T.O.S. - 5
First Tube - 4
Good Times Bad Times - 4
Harpua - 4
Possum - 4
Silent in the Morning - 4
The Horse - 4
Character Zero - 3
Drift While You're Sleeping - 3
Ginseng Sullivan - 3
Run Like an Antelope - 3
Show of Life - 3
Sleeping Monkey - 3
Theme From the Bottom - 3
Waste - 3
A Life Beyond The Dream - 2
About to Run - 2
Amazing Grace - 2
Bold As Love - 2
Brian and Robert - 2
Bug - 2
Cavern - 2
Fire - 2
Fuego - 2
Golgi Apparatus - 2
Hold Your Head Up - 2
Icculus - 2
More - 2
Rocky Top - 2
Suzy Greenberg - 2
46 Days - 1
A Day in the Life - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Bittersweet Motel - 1
Chalk Dust Torture - 1
Divided Sky - 1
Don't Doubt Me - 1
Esther - 1
Evolve - 1
Fee - 1
Fluffhead - 1
Free Bird - 1
Grind - 1
Guyute - 1
Heavy Things - 1
Highway to Hell - 1
I Want To Be a Cowboy's Sweetheart - 1
Julius - 1
Love You - 1
Loving Cup - 1
Makisupa Policeman - 1
Martian Monster - 1
My Friend, My Friend - 1
Nellie Kane - 1
Pebbles and Marbles - 1
Punch You in the Eye - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Sanity - 1
Saw It Again - 1
Shine a Light - 1
Split Open and Melt - 1
Suspicious Minds - 1
Sweet Adeline - 1
Taste - 1
The Lizards - 1
The Mango Song - 1
The Squirming Coil - 1
Train Song - 1
Tube - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 1
Wildwood Weed - 1
Wingsuit - 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 26 song debuts
0.34 debuts per show.
The most frequently played song you have seen debuted is Sand (159 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Ginseng Sullivan - 5
Amazing Grace - 4
Cars Trucks Buses - 4
Sweet Adeline - 4
Guelah Papyrus - 3
Jesus Just Left Chicago - 3
A Day in the Life - 2
Acoustic Army - 2
Colonel Forbin's Ascent - 2
Fast Enough for You - 2

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

Blaze On - 16
Everything's Right - 13
Light - 12
No Men In No Man's Land - 12
Fuego - 11
Say It To Me S.A.N.T.O.S. - 11
46 Days - 10
Sigma Oasis - 10
Crosseyed and Painless - 9
Golden Age - 9

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:

Ginseng Sullivan - 5
Amazing Grace - 4
Cars Trucks Buses - 4
Sweet Adeline - 4
Guelah Papyrus - 3
Jesus Just Left Chicago - 3
A Day in the Life - 2
Acoustic Army - 2
Colonel Forbin's Ascent - 2
Fast Enough for You - 2

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

Blaze On - 16
Everything's Right - 13
Light - 12
No Men In No Man's Land - 12
Fuego - 11
Say It To Me S.A.N.T.O.S. - 11
46 Days - 10
Sigma Oasis - 10
Crosseyed and Painless - 9
Golden Age - 9

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