Shows by day of week

• Sunday- 12
• Monday- 3
• Tuesday- 12
• Wednesday- 9
• Thursday- 12
• Friday- 16
• Saturday- 10

Shows by month

• January - 2
• February - 4
• March -
• April - 1
• May -
• June - 8
• July - 19
• August - 10
• September - 2
• October - 5
• November - 1
• December - 22

Shows by year

• 1998- 3
• 1999- 2
• 2000- 2
• 2001- 0
• 2002- 1
• 2003- 8
• 2004- 5
• 2009- 7
• 2010- 4
• 2011- 0
• 2012- 2
• 2013- 2
• 2014- 3
• 2015- 1
• 2016- 11
• 2017- 6
• 2018- 2
• 2019- 2
• 2020- 0
• 2021- 0
• 2022- 3
• 2023- 8
• 2024- 2
• 2025- 0

Most Frequently Played Dates

• 12/29- 7
• 12/28- 5
• 12/31- 3
• 7/30- 3
• 12/2- 2
• 12/30- 2
• 6/17- 2
• 7/25- 2
• 7/26- 2
• 7/3- 2
• 8/2- 2
• 1/1- 1
• 1/2- 1
• 10/29- 1
• 10/30- 1
• 10/31- 1
• 10/7- 1
• 10/8- 1
• 11/28- 1
• 12/1- 1
• 12/3- 1

Shows by States

• NY - 56 (76%)
• NJ - 6 (8%)
• NV - 3 (4%)
• CA - 3 (4%)
• CT - 2 (3%)
• VT - 2 (3%)
• MA - 1 (1%)
• PA - 1 (1%)

Shows by Time Zone

• Eastern - 68 (92%)
• Pacific - 6 (8%)
• Mountain - 0 (0%)
• Central - 0 (0%)

Shows by Cities

• New York, NY - 36 (49%)
• Wantagh, NY - 8 (11%)
• Uniondale, NY - 6 (8%)
• Camden, NJ - 5 (7%)
• Las Vegas, NV - 3 (4%)
• Coventry, VT - 2 (3%)
• Albany, NY - 2 (3%)
• Brooklyn, NY - 2 (3%)
• San Francisco, CA - 2 (3%)
• Saratoga Springs, NY - 2 (3%)
• Hartford, CT - 2 (3%)
• Philadelphia, PA - 1 (1%)
• Inglewood, CA - 1 (1%)
• Boston, MA - 1 (1%)
• East Rutherford, NJ - 1 (1%)

Shows by Venues

• Madison Square Garden - 33 (45%)
• Jones Beach Amphitheater - 8 (11%)
• Nassau Veterans Memorial Coliseum - 6 (8%)
• Tweeter Center at the Waterfront - 5 (7%)
• MGM Grand Garden Arena - 3 (4%)
• Randall's Island - 3 (4%)
• Saratoga Performing Arts Center - 2 (3%)
• The Comcast Theatre - 2 (3%)
• KeySpan Park - 2 (3%)
• Bill Graham Civic Auditorium - 2 (3%)
• Newport State Airport - 2 (3%)
• Pepsi Arena - 2 (3%)
• Continental Airlines Arena - 1 (1%)
• Wachovia Spectrum - 1 (1%)
• FleetCenter - 1 (1%)
• Great Western Forum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 7 (9%)
• After hiatus - 67 (91%)

325 different songs have been played (32% 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 4.40.
There were 126 onetimers
1441 total songs have been played in the selected shows.

There were 68 two set shows
There were 6 three set shows
4 songs were in a four show rotation.
14 songs were in a five show rotation.

Total Times Played

Harry Hood - 23 (31%)
Chalk Dust Torture - 20 (27%)
Run Like an Antelope - 20 (27%)
Possum - 19 (25%)
Down with Disease - 17 (22%)
Tube - 17 (22%)
Wolfman's Brother - 17 (22%)
Carini - 16 (21%)
Character Zero - 16 (21%)
Weekapaug Groove - 16 (21%)
46 Days - 15 (20%)
AC/DC Bag - 15 (20%)
Free - 15 (20%)
Mike's Song - 15 (20%)
Backwards Down the Number Line - 14 (18%)
Bathtub Gin - 14 (18%)
Birds of a Feather - 14 (18%)
David Bowie - 14 (18%)
Maze - 14 (18%)
You Enjoy Myself - 14 (18%)
Ghost - 13 (17%)
Julius - 13 (17%)
Sample in a Jar - 13 (17%)
Stash - 13 (17%)
The Moma Dance - 13 (17%)
Tweezer Reprise - 13 (17%)
Twist - 13 (17%)
Axilla - 12 (16%)
Back on the Train - 12 (16%)
Divided Sky - 12 (16%)
Golgi Apparatus - 12 (16%)
Guyute - 12 (16%)
Piper - 12 (16%)
Runaway Jim - 12 (16%)
Sand - 12 (16%)
Slave to the Traffic Light - 12 (16%)
Taste - 12 (16%)
Tweezer - 12 (16%)
Wilson - 12 (16%)
Cavern - 11 (14%)
Kill Devil Falls - 11 (14%)
NICU - 11 (14%)
The Wedge - 11 (14%)
Walls of the Cave - 11 (14%)
Bouncing Around the Room - 10 (13%)
Cities - 10 (13%)
Heavy Things - 10 (13%)
My Friend, My Friend - 10 (13%)
Ocelot - 10 (13%)
Silent in the Morning - 10 (13%)
Suzy Greenberg - 10 (13%)
Fuego - 9 (12%)
Halley's Comet - 9 (12%)
Light - 9 (12%)
Reba - 9 (12%)
Rock and Roll - 9 (12%)
Simple - 9 (12%)
Split Open and Melt - 9 (12%)
The Horse - 9 (12%)
Theme From the Bottom - 9 (12%)
Also Sprach Zarathustra - 8 (10%)
Boogie On Reggae Woman - 8 (10%)
Fluffhead - 8 (10%)
Horn - 8 (10%)
I Am Hydrogen - 8 (10%)
Limb By Limb - 8 (10%)
Blaze On - 7 (9%)
Farmhouse - 7 (9%)
Funky Bitch - 7 (9%)
Golden Age - 7 (9%)
Lawn Boy - 7 (9%)
Prince Caspian - 7 (9%)
Rift - 7 (9%)
Roggae - 7 (9%)
The Squirming Coil - 7 (9%)
Ya Mar - 7 (9%)
A Song I Heard the Ocean Sing - 6 (8%)
Joy - 6 (8%)
Martian Monster - 6 (8%)
Poor Heart - 6 (8%)
Punch You in the Eye - 6 (8%)
Scents and Subtle Sounds - 6 (8%)
Seven Below - 6 (8%)
The Lizards - 6 (8%)
Twenty Years Later - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
Water in the Sky - 6 (8%)
What's the Use? - 6 (8%)
A Day in the Life - 5 (6%)
Brian and Robert - 5 (6%)
Bug - 5 (6%)
Dirt - 5 (6%)
Frankenstein - 5 (6%)
Frankie Says - 5 (6%)
Glide - 5 (6%)
Gumbo - 5 (6%)
It's Ice - 5 (6%)
Loving Cup - 5 (6%)
Meatstick - 5 (6%)
No Men In No Man's Land - 5 (6%)
Show of Life - 5 (6%)
Sneakin' Sally Through the Alley - 5 (6%)
Stealing Time From the Faulty Plan - 5 (6%)
Sugar Shack - 5 (6%)
When the Circus Comes - 5 (6%)
Wingsuit - 5 (6%)
555 - 4 (5%)
All of These Dreams - 4 (5%)
Axilla (Part II) - 4 (5%)
Driver - 4 (5%)
Everything's Right - 4 (5%)
First Tube - 4 (5%)
Gotta Jibboo - 4 (5%)
Halfway to the Moon - 4 (5%)
Makisupa Policeman - 4 (5%)
More - 4 (5%)
My Soul - 4 (5%)
My Sweet One - 4 (5%)
Pebbles and Marbles - 4 (5%)
Ruby Waves - 4 (5%)
Shine a Light - 4 (5%)
Sparkle - 4 (5%)
Steam - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Waste - 4 (5%)
Waves - 4 (5%)
Yarmouth Road - 4 (5%)
Your Pet Cat - 4 (5%)
A Wave of Hope - 3 (4%)
Army of One - 3 (4%)
Auld Lang Syne - 3 (4%)
Buried Alive - 3 (4%)
Cars Trucks Buses - 3 (4%)
Crosseyed and Painless - 3 (4%)
Crowd Control - 3 (4%)
Destiny Unbound - 3 (4%)
Dinner and a Movie - 3 (4%)
Drowned - 3 (4%)
Fee - 3 (4%)
Good Times Bad Times - 3 (4%)
How Many People Are You - 3 (4%)
I Always Wanted It This Way - 3 (4%)
I Didn't Know - 3 (4%)
Kung - 3 (4%)
Llama - 3 (4%)
Lonely Trip - 3 (4%)
Meat - 3 (4%)
Mountains in the Mist - 3 (4%)
Rocky Top - 3 (4%)
Roses Are Free - 3 (4%)
Say It To Me S.A.N.T.O.S. - 3 (4%)
The Curtain With - 3 (4%)
The Sloth - 3 (4%)
Time Turns Elastic - 3 (4%)
Waiting All Night - 3 (4%)
Walk Away - 3 (4%)
About to Run - 2 (2%)
Alaska - 2 (2%)
Anything But Me - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Corinna - 2 (2%)
Drift While You're Sleeping - 2 (2%)
Esther - 2 (2%)
Fast Enough for You - 2 (2%)
Fire - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Friday - 2 (2%)
Fuck Your Face - 2 (2%)
Ginseng Sullivan - 2 (2%)
Grind - 2 (2%)
Guelah Papyrus - 2 (2%)
Jam - 2 (2%)
Lonesome Cowboy Bill - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Mercury - 2 (2%)
Miss You - 2 (2%)
Mound - 2 (2%)
Nellie Kane - 2 (2%)
Oblivion - 2 (2%)
Peaches en Regalia - 2 (2%)
Pigtail - 2 (2%)
Round Room - 2 (2%)
Saw It Again - 2 (2%)
Secret Smile - 2 (2%)
Set Your Soul Free - 2 (2%)
Sing Monica - 2 (2%)
Sleep - 2 (2%)
Soul Shakedown Party - 2 (2%)
Strange Design - 2 (2%)
The Curtain - 2 (2%)
The Dogs - 2 (2%)
The Howling - 2 (2%)
The Mango Song - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Old Home Place - 2 (2%)
Train Song - 2 (2%)
Waking Up Dead - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
1999 - 1 (1%)
99 Problems - 1 (1%)
A Life Beyond The Dream - 1 (1%)
Albuquerque - 1 (1%)
Alumni Blues - 1 (1%)
Ass Handed - 1 (1%)
Avenu Malkenu - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Back in the Bubble - 1 (1%)
Been Caught Stealing - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Big Pimpin' - 1 (1%)
Billie Jean Jam - 1 (1%)
Bold As Love - 1 (1%)
Breath and Burning - 1 (1%)
Broken Into Pieces - 1 (1%)
Camel Walk - 1 (1%)
Carolina - 1 (1%)
Catapult - 1 (1%)
Contact - 1 (1%)
Cool It Down - 1 (1%)
Cool Jerk - 1 (1%)
Crimes of the Mind - 1 (1%)
Devotion To a Dream - 1 (1%)
Don't Doubt Me - 1 (1%)
End of Session - 1 (1%)
Energy - 1 (1%)
Evening Song - 1 (1%)
Everyday I Have the Blues - 1 (1%)
Evolve - 1 (1%)
Five Years - 1 (1%)
Foam - 1 (1%)
Free Bird - 1 (1%)
Free Man in Paris - 1 (1%)
Guy Forget - 1 (1%)
Hang On to Yourself - 1 (1%)
Happiness Is a Warm Gun - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Hey Stranger - 1 (1%)
Home - 1 (1%)
I Am the Walrus - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
In The Good Old Summer Time - 1 (1%)
It Ain't Easy - 1 (1%)
Izabella - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Lady Stardust - 1 (1%)
Leaves - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life Saving Gun - 1 (1%)
Lifeboy - 1 (1%)
Mellow Mood - 1 (1%)
Mercy - 1 (1%)
Mexican Cousin - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Most Events Aren't Planned - 1 (1%)
Mr. Completely - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
No Quarter - 1 (1%)
Nothing - 1 (1%)
O Holy Night - 1 (1%)
On Your Way Down - 1 (1%)
Party Time - 1 (1%)
Petrichor - 1 (1%)
Plasma - 1 (1%)
Powderfinger - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ride Captain Ride - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Rock Me Baby - 1 (1%)
Sanity - 1 (1%)
Scent of a Mule - 1 (1%)
Shade - 1 (1%)
Sigma Oasis - 1 (1%)
Skin It Back - 1 (1%)
Sleeping Monkey - 1 (1%)
Something Living Here - 1 (1%)
Soul Love - 1 (1%)
Space Oddity - 1 (1%)
Sparks - 1 (1%)
Spock's Brain - 1 (1%)
Star - 1 (1%)
Starman - 1 (1%)
Suffragette City - 1 (1%)
Summer of '89 - 1 (1%)
Sunday Morning - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Jane - 1 (1%)
Talk - 1 (1%)
Tela - 1 (1%)
The Birds - 1 (1%)
The Cover of 'Rolling Stone' - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Thrill is Gone - 1 (1%)
The Very Long Fuse - 1 (1%)
The Well - 1 (1%)
The Wind Cries Mary - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Time Loves a Hero - 1 (1%)
Tuesday - 1 (1%)
Turtle in the Clouds - 1 (1%)
Tweezer Reprise Jam - 1 (1%)
Two Versions of Me - 1 (1%)
Undermind - 1 (1%)
Vultures - 1 (1%)
Way Down in the Hole - 1 (1%)
We're Not Gonna Take It - 1 (1%)
White Winter Hymnal - 1 (1%)
Windora Bug - 1 (1%)
Winterqueen - 1 (1%)
Wombat - 1 (1%)
You Ain't Goin' Nowhere - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

AC/DC Bag - 5
Down with Disease - 2
Fluffhead - 2
Ghost - 2
Mike's Song - 2
Piper - 2
Possum - 2
Punch You in the Eye - 2
Runaway Jim - 2
Sample in a Jar - 2
The Moma Dance - 2
The Wedge - 2
Wilson - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Alumni Blues - 1
Axilla - 1
Birds of a Feather - 1
Bouncing Around the Room - 1
Buried Alive - 1
Carini - 1
Carolina - 1
Cavern - 1
Chalk Dust Torture - 1
Crowd Control - 1
Evening Song - 1
Free - 1
Grind - 1
Harry Hood - 1
Heavy Things - 1
Julius - 1
Llama - 1
Loving Cup - 1
Mellow Mood - 1
My Friend, My Friend - 1
My Sweet One - 1
NICU - 1
No Men In No Man's Land - 1
Pigtail - 1
Rock and Roll - 1
Roggae - 1
Sand - 1
Simple - 1
Skin It Back - 1
Stealing Time From the Faulty Plan - 1
Sunday Morning - 1
Sweet Adeline - 1
The Birds - 1
The Curtain - 1
The Curtain With - 1
The Dogs - 1
The Star-Spangled Banner - 1
Tube - 1
Turtle in the Clouds - 1
Walls of the Cave - 1
Way Down in the Hole - 1
White Winter Hymnal - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 12
Golgi Apparatus - 6
Walls of the Cave - 6
David Bowie - 3
Julius - 3
More - 3
Possum - 3
Split Open and Melt - 3
Blaze On - 2
Cavern - 2
Drift While You're Sleeping - 2
First Tube - 2
Fluffhead - 2
Ghost - 2
Taste - 2
You Enjoy Myself - 2
Bathtub Gin - 1
Chalk Dust Torture - 1
Character Zero - 1
Down with Disease - 1
Fire - 1
Frankenstein - 1
Free - 1
Free Bird - 1
Good Times Bad Times - 1
I Am the Walrus - 1
If I Could - 1
My Soul - 1
Pebbles and Marbles - 1
Rock Me Baby - 1
Stash - 1
Suzy Greenberg - 1
The Squirming Coil - 1
Tube - 1
Tweezer - 1

Second Set Openers

Down with Disease - 8
Chalk Dust Torture - 4
AC/DC Bag - 3
Carini - 3
Mike's Song - 3
Sand - 3
Tweezer - 3
Halley's Comet - 2
No Men In No Man's Land - 2
Piper - 2
Punch You in the Eye - 2
Set Your Soul Free - 2
Waves - 2
46 Days - 1
Axilla - 1
Back on the Train - 1
Bathtub Gin - 1
Birds of a Feather - 1
Boogie On Reggae Woman - 1
Cavern - 1
David Bowie - 1
Drowned - 1
Everything's Right - 1
Five Years - 1
Free - 1
Fuego - 1
Glide - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
I Never Needed You Like This Before - 1
Lengthwise - 1
Mercury - 1
More - 1
Party Time - 1
Possum - 1
Rock and Roll - 1
Sample in a Jar - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
Soul Shakedown Party - 1
Steam - 1
The Howling - 1
The Moma Dance - 1
The Wedge - 1
Twist - 1
Water in the Sky - 1
Wilson - 1
Wolfman's Brother - 1

Second Set Closers

Harry Hood - 7
Character Zero - 6
Weekapaug Groove - 6
You Enjoy Myself - 6
Slave to the Traffic Light - 4
Cavern - 3
Chalk Dust Torture - 3
David Bowie - 3
Run Like an Antelope - 3
Split Open and Melt - 3
A Day in the Life - 2
Loving Cup - 2
Possum - 2
Rocky Top - 2
Backwards Down the Number Line - 1
Blaze On - 1
Crosseyed and Painless - 1
Ghost - 1
Golgi Apparatus - 1
In The Good Old Summer Time - 1
Julius - 1
Light - 1
Pebbles and Marbles - 1
Prince Caspian - 1
Rock 'n' Roll Suicide - 1
Say It To Me S.A.N.T.O.S. - 1
Scents and Subtle Sounds - 1
Show of Life - 1
Taste - 1
Tweezer - 1
Tweezer Reprise - 1
Twist - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Waste - 1
While My Guitar Gently Weeps - 1

Third Set Openers

46 Days - 1
Character Zero - 1
Fast Enough for You - 1
No Men In No Man's Land - 1
Sample in a Jar - 1
Twist - 1

Third Set Closers

Slave to the Traffic Light - 2
Backwards Down the Number Line - 1
Friday - 1
Walls of the Cave - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 11
Character Zero - 6
Harry Hood - 5
Julius - 4
Shine a Light - 4
Show of Life - 4
Suzy Greenberg - 4
The Squirming Coil - 4
A Day in the Life - 3
Frankenstein - 3
Rock and Roll - 3
Run Like an Antelope - 3
Slave to the Traffic Light - 3
The Lizards - 3
Bouncing Around the Room - 2
Bug - 2
Divided Sky - 2
Farmhouse - 2
Good Times Bad Times - 2
Guyute - 2
Joy - 2
Lawn Boy - 2
Loving Cup - 2
Tube - 2
Weekapaug Groove - 2
46 Days - 1
Backwards Down the Number Line - 1
Been Caught Stealing - 1
Bold As Love - 1
Carini - 1
Cavern - 1
Contact - 1
Crimes of the Mind - 1
David Bowie - 1
Fire - 1
First Tube - 1
Fluffhead - 1
Fuck Your Face - 1
Golgi Apparatus - 1
Grind - 1
I Am Hydrogen - 1
Izabella - 1
Lonely Trip - 1
Mercy - 1
Mexican Cousin - 1
Mountains in the Mist - 1
Possum - 1
Powderfinger - 1
Rocky Top - 1
Roses Are Free - 1
Sanity - 1
Say It To Me S.A.N.T.O.S. - 1
Secret Smile - 1
Space Oddity - 1
Sweet Jane - 1
The Curtain With - 1
The Wind Cries Mary - 1
Wading in the Velvet Sea - 1
Wilson - 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 1998

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 51 song debuts
0.69 debuts per show.
The most frequently played song you have seen debuted is Birds of a Feather (136 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Jam - 2
Albuquerque - 1
Back at the Chicken Shack - 1
Been Caught Stealing - 1
Free Bird - 1
Mellow Mood - 1
My Mind's Got a Mind of its Own - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Sleeping Monkey - 1
We're Not Gonna Take It - 1

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

Down with Disease - 17
46 Days - 15
Backwards Down the Number Line - 14
Sample in a Jar - 13
The Moma Dance - 13
Runaway Jim - 12
Slave to the Traffic Light - 12
Wilson - 12
Kill Devil Falls - 11
The Wedge - 11

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:

Anything But Me - 2
Fast Enough for You - 2
Fire - 2
Friday - 2
Jam - 2
Sleep - 2
The Oh Kee Pa Ceremony - 2
99 Problems - 1
Albuquerque - 1
Back at the Chicken Shack - 1

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

Backwards Down the Number Line - 14
Kill Devil Falls - 11
Ocelot - 10
Fuego - 9
Light - 9
Blaze On - 7
Golden Age - 7
Joy - 6
Martian Monster - 6
The Lizards - 6

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