Shows by day of week

• Sunday- 16
• Monday- 3
• Tuesday- 8
• Wednesday- 11
• Thursday- 16
• Friday- 22
• Saturday- 25

Shows by month

• January - 7
• February - 13
• March -
• April - 15
• May - 2
• June - 1
• July - 19
• August - 13
• September - 5
• October - 8
• November - 2
• December - 16

Shows by year

• 1999- 1
• 2000- 1
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 0
• 2010- 0
• 2011- 0
• 2012- 0
• 2013- 1
• 2014- 0
• 2015- 0
• 2016- 0
• 2017- 0
• 2018- 2
• 2019- 1
• 2020- 0
• 2021- 2
• 2022- 16
• 2023- 21
• 2024- 24
• 2025- 23
• 2026- 9

Most Frequently Played Dates

• 12/28- 4
• 12/29- 4
• 12/30- 4
• 12/31- 4
• 2/24- 3
• 7/23- 3
• 1/29- 2
• 1/30- 2
• 1/31- 2
• 2/23- 2
• 2/25- 2
• 2/26- 2
• 4/18- 2
• 4/21- 2
• 4/22- 2
• 4/23- 2
• 7/22- 2
• 7/25- 2
• 7/26- 2
• 8/3- 2
• 1/28- 1

Shows by States

• NY - 31 (31%)
• Mexico - 20 (20%)
• NV - 13 (13%)
• CO - 7 (7%)
• ON - 5 (5%)
• CA - 5 (5%)
• DE - 4 (4%)
• IL - 3 (3%)
• NJ - 3 (3%)
• IN - 3 (3%)
• VA - 2 (2%)
• PA - 2 (2%)
• CT - 2 (2%)
• MI - 1 (1%)

Shows by Time Zone

• Eastern - 73 (72%)
• Pacific - 18 (18%)
• Mountain - 7 (7%)
• Central - 3 (3%)

Shows by Cities

• New York, NY - 22 (22%)
• Quintana Roo, Mexico - 20 (20%)
• Las Vegas, NV - 13 (13%)
• Toronto, ON - 5 (5%)
• Commerce City, CO - 4 (4%)
• Dover, DE - 4 (4%)
• Atlantic City, NJ - 3 (3%)
• Albany, NY - 3 (3%)
• Hollywood, CA - 3 (3%)
• Saratoga Springs, NY - 3 (3%)
• Noblesville, IN - 3 (3%)
• Chicago, IL - 3 (3%)
• Boulder, CO - 3 (3%)
• Uncasville, CT - 2 (2%)
• Philadelphia, PA - 2 (2%)
• Hampton, VA - 2 (2%)
• Forest Hills, NY - 2 (2%)
• San Francisco, CA - 2 (2%)
• Clarkston, MI - 1 (1%)
• Syracuse, NY - 1 (1%)

Shows by Venues

• Madison Square Garden - 22 (22%)
• Cancun - 20 (20%)
• Sphere - 9 (9%)
• Budweiser Stage - 5 (5%)
• MGM Grand Garden Arena - 4 (4%)
• Dick's Sporting Goods Park - 4 (4%)
• The Woodlands - 4 (4%)
• Saratoga Performing Arts Center - 3 (3%)
• Atlantic City Beach - 3 (3%)
• Hollywood Bowl - 3 (3%)
• Knickerbocker Arena - 3 (3%)
• Ruoff Music Center - 3 (3%)
• Folsom Field - 3 (3%)
• United Center - 3 (3%)
• Forest Hills Stadium - 2 (2%)
• Bill Graham Civic Auditorium - 2 (2%)
• The Mann Center for the Performing Arts - 2 (2%)
• Hampton Coliseum - 2 (2%)
• Mohegan Sun Arena - 2 (2%)
• DTE Energy Music Theatre - 1 (1%)
• Lakeview Amphitheater - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 2 (2%)
• After hiatus - 99 (98%)

286 different songs have been played (28% of songs Phish have played).
The average number of songs per show is 18.6.
The average amount of times each song was played is 6.48.
There were 91 onetimers
1888 total songs have been played in the selected shows.

There were 6 one set shows
There were 89 two set shows
There were 6 three set shows
18 songs were in a five show rotation.

Total Times Played

Also Sprach Zarathustra - 24 (23%)
Harry Hood - 24 (23%)
Carini - 23 (22%)
Chalk Dust Torture - 23 (22%)
Everything's Right - 23 (22%)
Tweezer - 23 (22%)
46 Days - 22 (21%)
Character Zero - 22 (21%)
No Men In No Man's Land - 22 (21%)
The Moma Dance - 22 (21%)
Tweezer Reprise - 22 (21%)
Blaze On - 21 (20%)
Down with Disease - 21 (20%)
Free - 21 (20%)
Ghost - 21 (20%)
Sand - 21 (20%)
Stash - 21 (20%)
Wolfman's Brother - 21 (20%)
Back on the Train - 20 (19%)
First Tube - 20 (19%)
Bathtub Gin - 19 (18%)
Ruby Waves - 19 (18%)
Sigma Oasis - 19 (18%)
Tube - 19 (18%)
Evolve - 18 (17%)
Kill Devil Falls - 18 (17%)
Mike's Song - 18 (17%)
Piper - 18 (17%)
Twist - 18 (17%)
Weekapaug Groove - 18 (17%)
A Life Beyond The Dream - 17 (16%)
Golden Age - 17 (16%)
Light - 17 (16%)
Possum - 17 (16%)
Slave to the Traffic Light - 17 (16%)
Theme from the Bottom - 17 (16%)
You Enjoy Myself - 17 (16%)
A Wave of Hope - 16 (15%)
Backwards Down the Number Line - 16 (15%)
Fluffhead - 16 (15%)
Fuego - 16 (15%)
More - 16 (15%)
My Friend, My Friend - 16 (15%)
Oblivion - 16 (15%)
Prince Caspian - 16 (15%)
Simple - 16 (15%)
Split Open and Melt - 16 (15%)
Bouncing Around the Room - 15 (14%)
Run Like an Antelope - 15 (14%)
Say It To Me S.A.N.T.O.S. - 15 (14%)
Rift - 14 (13%)
Crosseyed and Painless - 13 (12%)
David Bowie - 13 (12%)
Reba - 13 (12%)
Waste - 13 (12%)
Lonely Trip - 12 (11%)
Maze - 12 (11%)
Plasma - 12 (11%)
What's the Use? - 12 (11%)
AC/DC Bag - 11 (10%)
Axilla (Part II) - 11 (10%)
Beneath a Sea of Stars Part 1 - 11 (10%)
Cavern - 11 (10%)
Divided Sky - 11 (10%)
Halley's Comet - 11 (10%)
I Am Hydrogen - 11 (10%)
Mountains in the Mist - 11 (10%)
Golgi Apparatus - 10 (9%)
Life Saving Gun - 10 (9%)
Most Events Aren't Planned - 10 (9%)
Runaway Jim - 10 (9%)
Set Your Soul Free - 10 (9%)
Wading in the Velvet Sea - 10 (9%)
Roggae - 9 (8%)
Sample in a Jar - 9 (8%)
Steam - 9 (8%)
Suzy Greenberg - 9 (8%)
Taste - 9 (8%)
What's Going Through Your Mind - 9 (8%)
Wilson - 9 (8%)
About to Run - 8 (7%)
Birds of a Feather - 8 (7%)
Drift While You're Sleeping - 8 (7%)
Ether Edge - 8 (7%)
Farmhouse - 8 (7%)
Funky Bitch - 8 (7%)
Gotta Jibboo - 8 (7%)
Gumbo - 8 (7%)
Hey Stranger - 8 (7%)
The Squirming Coil - 8 (7%)
The Wedge - 8 (7%)
555 - 7 (6%)
Bug - 7 (6%)
Llama - 7 (6%)
Loving Cup - 7 (6%)
Martian Monster - 7 (6%)
Mercury - 7 (6%)
Mull - 7 (6%)
Ocelot - 7 (6%)
Pillow Jets - 7 (6%)
Shade - 7 (6%)
The Howling - 7 (6%)
Walls of the Cave - 7 (6%)
Boogie On Reggae Woman - 6 (5%)
Buried Alive - 6 (5%)
Julius - 6 (5%)
McGrupp and the Watchful Hosemasters - 6 (5%)
Monsters - 6 (5%)
NICU - 6 (5%)
Scents and Subtle Sounds - 6 (5%)
The Lizards - 6 (5%)
A Song I Heard the Ocean Sing - 5 (4%)
Army of One - 5 (4%)
Guyute - 5 (4%)
Heavy Things - 5 (4%)
I Always Wanted It This Way - 5 (4%)
It's Ice - 5 (4%)
Izabella - 5 (4%)
Joy - 5 (4%)
Mercy - 5 (4%)
My Soul - 5 (4%)
Punch You in the Eye - 5 (4%)
Saw It Again - 5 (4%)
Timber (Jerry the Mule) - 5 (4%)
Twenty Years Later - 5 (4%)
Undermind - 5 (4%)
Ya Mar - 5 (4%)
Auld Lang Syne - 4 (3%)
Cities - 4 (3%)
Esther - 4 (3%)
Foam - 4 (3%)
Halfway to the Moon - 4 (3%)
I Didn't Know - 4 (3%)
If I Could - 4 (3%)
Leaves - 4 (3%)
Lifeboy - 4 (3%)
Limb By Limb - 4 (3%)
Meatstick - 4 (3%)
My Sweet One - 4 (3%)
Rock and Roll - 4 (3%)
Sleeping Monkey - 4 (3%)
Soul Planet - 4 (3%)
The Mango Song - 4 (3%)
The Well - 4 (3%)
Waves - 4 (3%)
Wingsuit - 4 (3%)
Your Pet Cat - 4 (3%)
Cars Trucks Buses - 3 (2%)
Dog Faced Boy - 3 (2%)
Driver - 3 (2%)
I Am the Walrus - 3 (2%)
Lawn Boy - 3 (2%)
Meat - 3 (2%)
Moonage Daydream - 3 (2%)
Mound - 3 (2%)
Pebbles and Marbles - 3 (2%)
Seven Below - 3 (2%)
Sneakin' Sally Thru the Alley - 3 (2%)
Stealing Time From the Faulty Plan - 3 (2%)
Strawberry Letter 23 - 3 (2%)
Tela - 3 (2%)
The Dogs - 3 (2%)
The Final Hurrah - 3 (2%)
The Sloth - 3 (2%)
Vultures - 3 (2%)
A Day in the Life - 2 (1%)
Axilla - 2 (1%)
Brian and Robert - 2 (1%)
Camel Walk - 2 (1%)
Colonel Forbin's Ascent - 2 (1%)
Destiny Unbound - 2 (1%)
Dirt - 2 (1%)
Dogs Stole Things - 2 (1%)
Fly Famous Mockingbird - 2 (1%)
Frankie Says - 2 (1%)
Grind - 2 (1%)
Harpua - 2 (1%)
I Never Needed You Like This Before - 2 (1%)
Nellie Kane - 2 (1%)
No Quarter - 2 (1%)
Party Time - 2 (1%)
Peaches en Regalia - 2 (1%)
Poor Heart - 2 (1%)
Rocky Top - 2 (1%)
Roses Are Free - 2 (1%)
Show of Life - 2 (1%)
Silent in the Morning - 2 (1%)
The Curtain With - 2 (1%)
The Man Who Stepped Into Yesterday - 2 (1%)
The Old Home Place - 2 (1%)
Train Song - 2 (1%)
Turtle in the Clouds - 2 (1%)
Walk Away - 2 (1%)
Water in the Sky - 2 (1%)
Wombat - 2 (1%)
(I Can't Get No) Satisfaction - 1 (0%)
1999 - 1 (0%)
Access Me - 1 (0%)
Alaska - 1 (0%)
Albuquerque - 1 (0%)
Avenu Malkenu - 1 (0%)
Beauty of My Dreams - 1 (0%)
Big Black Furry Creature from Mars - 1 (0%)
Billy Breathes - 1 (0%)
Bohemian Rhapsody - 1 (0%)
Bold As Love - 1 (0%)
Box of Rain - 1 (0%)
Breath and Burning - 1 (0%)
Brief Time - 1 (0%)
Buffalo Bill - 1 (0%)
Chalk Dust Torture Reprise - 1 (0%)
Clear Your Mind - 1 (0%)
Contact - 1 (0%)
Corinna - 1 (0%)
Cracklin' Rosie - 1 (0%)
Cream - 1 (0%)
Dancing in Midair - 1 (0%)
Death Don't Hurt Very Long - 1 (0%)
Devotion to a Dream - 1 (0%)
Dinner and a Movie - 1 (0%)
Don't Doubt Me - 1 (0%)
Drowned - 1 (0%)
Egg in a Hole Jam - 1 (0%)
Energy - 1 (0%)
Evening Song - 1 (0%)
Everything is Hollow - 1 (0%)
Fast Enough for You - 1 (0%)
Fat Man in the Bathtub - 1 (0%)
Fee - 1 (0%)
Fire - 1 (0%)
Five Years - 1 (0%)
Fling Your Head - 1 (0%)
Frankenstein - 1 (0%)
Frost - 1 (0%)
Fuck Your Face - 1 (0%)
Good Times Bad Times - 1 (0%)
Guelah Papyrus - 1 (0%)
Guy Forget - 1 (0%)
Happy Birthday to You - 1 (0%)
Heavy Rotation - 1 (0%)
Hello My Baby - 1 (0%)
Hold Your Head Up - 1 (0%)
Horn - 1 (0%)
I Been Around - 1 (0%)
Icculus - 1 (0%)
If 6 Was 9 - 1 (0%)
Jungle Boogie - 1 (0%)
Knuckle Bone Broth Avenue - 1 (0%)
Lengthwise - 1 (0%)
Miss You - 1 (0%)
Misty Mountain Hop - 1 (0%)
NO2 - 1 (0%)
Nothing - 1 (0%)
Olivia's Pool - 1 (0%)
Quadrophonic Toppling - 1 (0%)
Rise/Come Together - 1 (0%)
Round Room - 1 (0%)
Sanity - 1 (0%)
Scent of a Mule - 1 (0%)
Shaggy Dog - 1 (0%)
Shine a Light - 1 (0%)
Sightless Escape - 1 (0%)
Simeon - 1 (0%)
Sincere - 1 (0%)
Sleep - 1 (0%)
So Damn Lucky - 1 (0%)
Soul Shakedown Party - 1 (0%)
Space Oddity - 1 (0%)
Spanish Moon - 1 (0%)
Sparkle - 1 (0%)
Spock's Brain - 1 (0%)
Sugar Shack - 1 (0%)
Talk - 1 (0%)
The Horse - 1 (0%)
The Inlaw Josie Wales - 1 (0%)
The Landlady - 1 (0%)
The Maker - 1 (0%)
The Oh Kee Pa Ceremony - 1 (0%)
Theme from New York, New York - 1 (0%)
Two Versions of Me - 1 (0%)
We Are Come to Outlive Our Brains - 1 (0%)
Weigh - 1 (0%)
When the Circus Comes - 1 (0%)
Winterqueen - 1 (0%)
Woodlands Jam - 1 (0%)
Yarmouth Road - 1 (0%)

First Set Openers

Buried Alive - 6
Free - 5
Mike's Song - 5
Everything's Right - 4
Fluffhead - 4
The Moma Dance - 4
AC/DC Bag - 3
Carini - 3
Chalk Dust Torture - 3
Sigma Oasis - 3
Simple - 3
Wolfman's Brother - 3
46 Days - 2
Back on the Train - 2
Bathtub Gin - 2
Blaze On - 2
First Tube - 2
Martian Monster - 2
Party Time - 2
Possum - 2
Runaway Jim - 2
Sample in a Jar - 2
Set Your Soul Free - 2
Also Sprach Zarathustra - 1
Axilla - 1
Backwards Down the Number Line - 1
Boogie On Reggae Woman - 1
Bouncing Around the Room - 1
Box of Rain - 1
Cars Trucks Buses - 1
Dinner and a Movie - 1
Down with Disease - 1
Evening Song - 1
Everything is Hollow - 1
Evolve - 1
Farmhouse - 1
Fat Man in the Bathtub - 1
Gotta Jibboo - 1
Gumbo - 1
Happy Birthday to You - 1
Harry Hood - 1
Heavy Things - 1
Hey Stranger - 1
I Never Needed You Like This Before - 1
No Men In No Man's Land - 1
Plasma - 1
Punch You in the Eye - 1
Reba - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Strawberry Letter 23 - 1
Suzy Greenberg - 1
The Dogs - 1
The Landlady - 1
The Lizards - 1
Tweezer - 1

First Set Closers

Split Open and Melt - 6
Character Zero - 5
Most Events Aren't Planned - 5
Run Like an Antelope - 5
Walls of the Cave - 5
David Bowie - 4
Drift While You're Sleeping - 4
Fluffhead - 4
Ghost - 4
More - 4
Sand - 4
The Squirming Coil - 4
Cavern - 3
Life Saving Gun - 3
Moonage Daydream - 3
Suzy Greenberg - 3
You Enjoy Myself - 3
46 Days - 2
A Day in the Life - 2
Carini - 2
Chalk Dust Torture - 2
I Am the Walrus - 2
Say It To Me S.A.N.T.O.S. - 2
Weekapaug Groove - 2
Axilla (Part II) - 1
Bathtub Gin - 1
Blaze On - 1
First Tube - 1
Free - 1
Golden Age - 1
Golgi Apparatus - 1
Harry Hood - 1
Izabella - 1
Julius - 1
Kill Devil Falls - 1
My Friend, My Friend - 1
My Soul - 1
No Men In No Man's Land - 1
Possum - 1
Sigma Oasis - 1
Tweezer Reprise - 1
Twenty Years Later - 1

Second Set Openers

Set Your Soul Free - 6
Carini - 5
Down with Disease - 5
No Men In No Man's Land - 5
Oblivion - 5
Blaze On - 4
Chalk Dust Torture - 4
Everything's Right - 4
Sand - 4
Sigma Oasis - 3
What's Going Through Your Mind - 3
A Song I Heard the Ocean Sing - 2
A Wave of Hope - 2
AC/DC Bag - 2
Ghost - 2
Mike's Song - 2
More - 2
Plasma - 2
Sample in a Jar - 2
The Howling - 2
Wilson - 2
Also Sprach Zarathustra - 1
Axilla (Part II) - 1
Back on the Train - 1
Bathtub Gin - 1
David Bowie - 1
Dogs Stole Things - 1
Drowned - 1
Energy - 1
First Tube - 1
Frankenstein - 1
Free - 1
Hey Stranger - 1
Kill Devil Falls - 1
Limb By Limb - 1
My Friend, My Friend - 1
Possum - 1
Prince Caspian - 1
Punch You in the Eye - 1
Say It To Me S.A.N.T.O.S. - 1
Seven Below - 1
Simple - 1
Suzy Greenberg - 1
The Oh Kee Pa Ceremony - 1
The Wedge - 1
The Well - 1
Twist - 1
Waves - 1

Second Set Closers

Harry Hood - 10
Character Zero - 8
Everything's Right - 6
Fluffhead - 5
First Tube - 4
Say It To Me S.A.N.T.O.S. - 4
Slave to the Traffic Light - 4
Backwards Down the Number Line - 3
David Bowie - 3
Most Events Aren't Planned - 3
Possum - 3
Split Open and Melt - 3
Blaze On - 2
Carini - 2
Down with Disease - 2
Ghost - 2
Loving Cup - 2
Suzy Greenberg - 2
You Enjoy Myself - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Also Sprach Zarathustra - 1
Bathtub Gin - 1
Chalk Dust Torture - 1
Cream - 1
Crosseyed and Painless - 1
Divided Sky - 1
Farmhouse - 1
Free - 1
Fuego - 1
I Always Wanted It This Way - 1
Julius - 1
Light - 1
Misty Mountain Hop - 1
More - 1
Piper - 1
Rock and Roll - 1
Run Like an Antelope - 1
Sand - 1
Shine a Light - 1
Tube - 1
Tweezer Reprise - 1
Walls of the Cave - 1
What's Going Through Your Mind - 1

Third Set Openers

Character Zero - 1
Free - 1
Ghost - 1
Harry Hood - 1
McGrupp and the Watchful Hosemasters - 1
Woodlands Jam - 1

Third Set Closers

Say It To Me S.A.N.T.O.S. - 2
First Tube - 1
Possum - 1
Split Open and Melt - 1
Woodlands Jam - 1

Encores

Tweezer Reprise - 21
Slave to the Traffic Light - 11
A Life Beyond The Dream - 10
First Tube - 9
Harry Hood - 8
Possum - 7
Run Like an Antelope - 7
Wading in the Velvet Sea - 7
Character Zero - 6
More - 5
Say It To Me S.A.N.T.O.S. - 5
Bug - 4
Carini - 4
Golgi Apparatus - 4
Sleeping Monkey - 4
46 Days - 3
Izabella - 3
Loving Cup - 3
Rock and Roll - 3
Saw It Again - 3
The Squirming Coil - 3
Wilson - 3
About to Run - 2
Backwards Down the Number Line - 2
Drift While You're Sleeping - 2
Farmhouse - 2
Fluffhead - 2
Fuego - 2
Ghost - 2
Grind - 2
Guyute - 2
I Didn't Know - 2
Rocky Top - 2
Show of Life - 2
The Mango Song - 2
The Wedge - 2
Waste - 2
You Enjoy Myself - 2
Also Sprach Zarathustra - 1
Bold As Love - 1
Brief Time - 1
Buffalo Bill - 1
Cavern - 1
Chalk Dust Torture - 1
Contact - 1
Dancing in Midair - 1
David Bowie - 1
Dog Faced Boy - 1
Don't Doubt Me - 1
Down with Disease - 1
Esther - 1
Evolve - 1
Fee - 1
Fire - 1
Free - 1
Fuck Your Face - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
Hello My Baby - 1
I Am the Walrus - 1
Icculus - 1
It's Ice - 1
Julius - 1
Lawn Boy - 1
Lonely Trip - 1
McGrupp and the Watchful Hosemasters - 1
Mercy - 1
Mountains in the Mist - 1
My Sweet One - 1
Prince Caspian - 1
Rise/Come Together - 1
Simeon - 1
Sincere - 1
Sneakin' Sally Thru the Alley - 1
So Damn Lucky - 1
Space Oddity - 1
Split Open and Melt - 1
Spock's Brain - 1
Stash - 1
Suzy Greenberg - 1
Taste - 1
The Lizards - 1
The Maker - 1
Theme from the Bottom - 1
Tweezer - 1
Vultures - 1
Weekapaug Groove - 1
What's the Use? - 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 16 song debuts
0.16 debuts per show.
The most frequently played song you have seen debuted is Ruby Waves (42 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Hello My Baby - 1
Misty Mountain Hop - 1
The Inlaw Josie Wales - 1

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

Carini - 23
Everything's Right - 23
Tweezer - 23
46 Days - 22
Character Zero - 22
No Men In No Man's Land - 22
Tweezer Reprise - 22
Blaze On - 21
Down with Disease - 21
Free - 21

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:

Hello My Baby - 1
Misty Mountain Hop - 1
The Inlaw Josie Wales - 1

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

Carini - 23
Everything's Right - 23
Tweezer - 23
46 Days - 22
Character Zero - 22
No Men In No Man's Land - 22
Tweezer Reprise - 22
Blaze On - 21
Down with Disease - 21
Free - 21

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