Shows by day of week

• Sunday- 22
• Monday- 2
• Tuesday- 4
• Wednesday- 4
• Thursday- 5
• Friday- 24
• Saturday- 22

Shows by month

• January -
• February -
• March -
• April - 1
• May -
• June - 7
• July - 11
• August - 20
• September - 26
• October - 10
• November - 2
• December - 6

Shows by year

• 2003- 1
• 2004- 0
• 2009- 5
• 2010- 4
• 2011- 7
• 2012- 7
• 2013- 6
• 2014- 5
• 2015- 7
• 2016- 10
• 2017- 3
• 2018- 5
• 2019- 5
• 2020- 0
• 2021- 3
• 2022- 4
• 2023- 0
• 2024- 11
• 2025- 0

Most Frequently Played Dates

• 9/1- 7
• 8/31- 6
• 9/2- 6
• 9/3- 5
• 9/4- 5
• 8/30- 4
• 8/29- 3
• 10/30- 2
• 10/31- 2
• 12/29- 2
• 12/31- 2
• 6/14- 2
• 9/5- 2
• 10/11- 1
• 10/12- 1
• 10/16- 1
• 10/17- 1
• 10/28- 1
• 10/29- 1
• 11/1- 1
• 11/2- 1

Shows by States

• CO - 40 (48%)
• NY - 11 (13%)
• NV - 6 (7%)
• NC - 5 (6%)
• DE - 4 (5%)
• IL - 3 (4%)
• CA - 3 (4%)
• TN - 3 (4%)
• WA - 2 (2%)
• MA - 2 (2%)
• GA - 2 (2%)
• TX - 1 (1%)
• OK - 1 (1%)

Shows by Time Zone

• Mountain - 40 (48%)
• Eastern - 24 (29%)
• Pacific - 11 (13%)
• Central - 8 (10%)

Shows by Cities

• Commerce City, CO - 38 (46%)
• Las Vegas, NV - 6 (7%)
• New York, NY - 6 (7%)
• Dover, DE - 4 (5%)
• Watkins Glen, NY - 3 (4%)
• Manchester, TN - 3 (4%)
• Raleigh, NC - 3 (4%)
• Indio, CA - 3 (4%)
• Chicago, IL - 3 (4%)
• Albany, NY - 2 (2%)
• George, WA - 2 (2%)
• Alpharetta, GA - 2 (2%)
• Boston, MA - 2 (2%)
• Broomfield, CO - 2 (2%)
• Charlotte, NC - 2 (2%)
• Oklahoma City, OK - 1 (1%)
• Grand Prairie, TX - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 38 (46%)
• Madison Square Garden - 6 (7%)
• MGM Grand Garden Arena - 5 (6%)
• The Woodlands - 4 (5%)
• Empire Polo Club - 3 (4%)
• Bonnaroo Music & Arts Festival - 3 (4%)
• Watkins Glen International - 3 (4%)
• ALLTEL Pavilion - 3 (4%)
• Huntington Bank Pavilion at Northerly Island - 3 (4%)
• Verizon Wireless Amphitheatre - Charlotte - 2 (2%)
• Pepsi Arena - 2 (2%)
• Verizon Wireless Amphitheatre at Encore Park - 2 (2%)
• Fenway Park - 2 (2%)
• 1stBank Center - 2 (2%)
• Gorge Amphitheatre - 2 (2%)
• Oklahoma City Zoo Amphitheatre - 1 (1%)
• Verizon Theatre at Grand Prairie - 1 (1%)
• Sphere - 1 (1%)

336 different songs have been played (33% of songs Phish have played).
The average number of songs per show is 21.4.
The average amount of times each song was played is 5.23.
There were 120 onetimers
1777 total songs have been played in the selected shows.

There were 4 one set shows
There were 71 two set shows
There were 7 three set shows
There were 1 four set shows
15 songs were in a four show rotation.
25 songs were in a five show rotation.

Total Times Played

Harry Hood - 26 (31%)
Chalk Dust Torture - 25 (30%)
Wolfman's Brother - 25 (30%)
Character Zero - 24 (28%)
Down with Disease - 24 (28%)
Ghost - 23 (27%)
Light - 23 (27%)
The Moma Dance - 23 (27%)
46 Days - 22 (26%)
Also Sprach Zarathustra - 22 (26%)
Slave to the Traffic Light - 22 (26%)
Tweezer - 22 (26%)
Bathtub Gin - 21 (25%)
Free - 21 (25%)
Tweezer Reprise - 21 (25%)
Piper - 20 (24%)
Backwards Down the Number Line - 18 (21%)
Carini - 18 (21%)
Kill Devil Falls - 18 (21%)
Sand - 18 (21%)
Theme From the Bottom - 18 (21%)
Tube - 18 (21%)
Divided Sky - 17 (20%)
Possum - 17 (20%)
Run Like an Antelope - 17 (20%)
Back on the Train - 16 (19%)
Suzy Greenberg - 16 (19%)
Cavern - 15 (18%)
First Tube - 15 (18%)
Mike's Song - 15 (18%)
Stash - 15 (18%)
Twist - 15 (18%)
Fuego - 14 (16%)
No Men In No Man's Land - 14 (16%)
The Wedge - 14 (16%)
Weekapaug Groove - 14 (16%)
Blaze On - 13 (15%)
Golden Age - 13 (15%)
Halley's Comet - 13 (15%)
Maze - 13 (15%)
Ocelot - 13 (15%)
Prince Caspian - 13 (15%)
Rift - 13 (15%)
Stealing Time From the Faulty Plan - 13 (15%)
Steam - 13 (15%)
Funky Bitch - 12 (14%)
Meatstick - 12 (14%)
Walls of the Cave - 12 (14%)
What's the Use? - 12 (14%)
David Bowie - 11 (13%)
Fluffhead - 11 (13%)
Reba - 11 (13%)
Runaway Jim - 11 (13%)
Silent in the Morning - 11 (13%)
Simple - 11 (13%)
Split Open and Melt - 11 (13%)
The Squirming Coil - 11 (13%)
Undermind - 11 (13%)
Wilson - 11 (13%)
You Enjoy Myself - 11 (13%)
555 - 10 (12%)
AC/DC Bag - 10 (12%)
Birds of a Feather - 10 (12%)
Bouncing Around the Room - 10 (12%)
Everything's Right - 10 (12%)
Limb By Limb - 10 (12%)
Sample in a Jar - 10 (12%)
Halfway to the Moon - 9 (10%)
Julius - 9 (10%)
More - 9 (10%)
NICU - 9 (10%)
Rock and Roll - 9 (10%)
Wading in the Velvet Sea - 9 (10%)
Boogie On Reggae Woman - 8 (9%)
Bug - 8 (9%)
Lawn Boy - 8 (9%)
Loving Cup - 8 (9%)
Mercury - 8 (9%)
My Friend, My Friend - 8 (9%)
The Horse - 8 (9%)
A Song I Heard the Ocean Sing - 7 (8%)
Golgi Apparatus - 7 (8%)
Heavy Things - 7 (8%)
Martian Monster - 7 (8%)
Punch You in the Eye - 7 (8%)
Scent of a Mule - 7 (8%)
Set Your Soul Free - 7 (8%)
Alaska - 6 (7%)
Army of One - 6 (7%)
Axilla - 6 (7%)
Crosseyed and Painless - 6 (7%)
Farmhouse - 6 (7%)
Gotta Jibboo - 6 (7%)
I Didn't Know - 6 (7%)
Llama - 6 (7%)
Mound - 6 (7%)
Party Time - 6 (7%)
Poor Heart - 6 (7%)
Roggae - 6 (7%)
Roses Are Free - 6 (7%)
Say It To Me S.A.N.T.O.S. - 6 (7%)
Seven Below - 6 (7%)
Sparkle - 6 (7%)
Sugar Shack - 6 (7%)
The Line - 6 (7%)
Twenty Years Later - 6 (7%)
Wingsuit - 6 (7%)
A Day in the Life - 5 (6%)
Cities - 5 (6%)
Good Times Bad Times - 5 (6%)
Gumbo - 5 (6%)
Shine a Light - 5 (6%)
Sigma Oasis - 5 (6%)
The Lizards - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Ya Mar - 5 (6%)
A Life Beyond The Dream - 4 (4%)
Brian and Robert - 4 (4%)
Buried Alive - 4 (4%)
Evolve - 4 (4%)
Foam - 4 (4%)
Grind - 4 (4%)
Guelah Papyrus - 4 (4%)
Icculus - 4 (4%)
Joy - 4 (4%)
Most Events Aren't Planned - 4 (4%)
Ruby Waves - 4 (4%)
Saw It Again - 4 (4%)
Scents and Subtle Sounds - 4 (4%)
Shade - 4 (4%)
Sleeping Monkey - 4 (4%)
Strange Design - 4 (4%)
Waste - 4 (4%)
Water in the Sky - 4 (4%)
When the Circus Comes - 4 (4%)
Winterqueen - 4 (4%)
Wombat - 4 (4%)
Yarmouth Road - 4 (4%)
Your Pet Cat - 4 (4%)
A Wave of Hope - 3 (3%)
Ass Handed - 3 (3%)
Bold As Love - 3 (3%)
Breath and Burning - 3 (3%)
Drift While You're Sleeping - 3 (3%)
Esther - 3 (3%)
Fee - 3 (3%)
Guyute - 3 (3%)
Hey Stranger - 3 (3%)
Hold Your Head Up - 3 (3%)
Horn - 3 (3%)
I Am Hydrogen - 3 (3%)
It's Ice - 3 (3%)
Mexican Cousin - 3 (3%)
Mountains in the Mist - 3 (3%)
Nellie Kane - 3 (3%)
No Quarter - 3 (3%)
Oblivion - 3 (3%)
Peaches en Regalia - 3 (3%)
Pillow Jets - 3 (3%)
Rise/Come Together - 3 (3%)
Show of Life - 3 (3%)
Sneakin' Sally Through the Alley - 3 (3%)
The Dogs - 3 (3%)
Waiting All Night - 3 (3%)
What's Going Through Your Mind - 3 (3%)
All of These Dreams - 2 (2%)
Auld Lang Syne - 2 (2%)
Axilla (Part II) - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Beneath a Sea of Stars Part 1 - 2 (2%)
Bike - 2 (2%)
Buffalo Bill - 2 (2%)
Camel Walk - 2 (2%)
Cars Trucks Buses - 2 (2%)
Crazy Sometimes - 2 (2%)
Crowd Control - 2 (2%)
Destiny Unbound - 2 (2%)
Dinner and a Movie - 2 (2%)
Driver - 2 (2%)
Ether Edge - 2 (2%)
Frankenstein - 2 (2%)
Fuck Your Face - 2 (2%)
Ha Ha Ha - 2 (2%)
Harpua - 2 (2%)
Have Mercy - 2 (2%)
Home - 2 (2%)
How Many People Are You - 2 (2%)
Kung - 2 (2%)
Life Saving Gun - 2 (2%)
Light Up Or Leave Me Alone - 2 (2%)
Lonely Trip - 2 (2%)
Makisupa Policeman - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Meat - 2 (2%)
Miss You - 2 (2%)
My Soul - 2 (2%)
Pebbles and Marbles - 2 (2%)
Plasma - 2 (2%)
Rocky Top - 2 (2%)
Sabotage - 2 (2%)
Secret Smile - 2 (2%)
Sleep Again - 2 (2%)
Sweet Adeline - 2 (2%)
Sweet Virginia - 2 (2%)
Taste - 2 (2%)
The Birds - 2 (2%)
The Birdwatcher - 2 (2%)
The Curtain With - 2 (2%)
The Howling - 2 (2%)
Tide Turns - 2 (2%)
Time Turns Elastic - 2 (2%)
Train Song - 2 (2%)
Turtle in the Clouds - 2 (2%)
Uncle Pen - 2 (2%)
Vultures - 2 (2%)
Waves - 2 (2%)
About to Run - 1 (1%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
All Down the Line - 1 (1%)
Alumni Blues - 1 (1%)
Anything But Me - 1 (1%)
Avenu Malkenu - 1 (1%)
Beauty of My Dreams - 1 (1%)
Been Caught Stealing - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Billy Breathes - 1 (1%)
Bliss - 1 (1%)
Bobby Jean - 1 (1%)
Can't Always Listen - 1 (1%)
Casino Boogie - 1 (1%)
Catapult - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Come Together - 1 (1%)
Cool It Down - 1 (1%)
Crimes of the Mind - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Devotion To a Dream - 1 (1%)
Dirt - 1 (1%)
Discern - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Don't Bogart That Joint - 1 (1%)
Don't Doubt Me - 1 (1%)
Drive-In Jam - 1 (1%)
Drowned - 1 (1%)
Easy To Slip - 1 (1%)
Emotional Rescue - 1 (1%)
Energy - 1 (1%)
Fast Enough for You - 1 (1%)
Fire - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Ginseng Sullivan - 1 (1%)
Glory Days - 1 (1%)
Guy Forget - 1 (1%)
Happy - 1 (1%)
Happy Birthday to You - 1 (1%)
Heavy Rotation - 1 (1%)
Highway to Hell - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Just Want To See His Face - 1 (1%)
If I Could - 1 (1%)
Intro - 1 (1%)
Invisible - 1 (1%)
Is This What You Wanted - 1 (1%)
Izabella - 1 (1%)
Keeping It Real - 1 (1%)
Keyboard Army - 1 (1%)
Leaves - 1 (1%)
Legalize It - 1 (1%)
Lengthwise - 1 (1%)
Let It Loose - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Love You - 1 (1%)
Mellow Mood - 1 (1%)
Mind Left Body Jam - 1 (1%)
Mock Song - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Mustang Sally - 1 (1%)
My Sweet One - 1 (1%)
NO2 - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On Your Way Down - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Paul and Silas - 1 (1%)
Petrichor - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ride Captain Ride - 1 (1%)
Rip This Joint - 1 (1%)
Rocks Off - 1 (1%)
Sanity - 1 (1%)
Say Something - 1 (1%)
Scabbard - 1 (1%)
Shafty - 1 (1%)
Shake Your Hips - 1 (1%)
Shipwreck - 1 (1%)
Sightless Escape - 1 (1%)
Soul Planet - 1 (1%)
Soul Shakedown Party - 1 (1%)
Soul Survivor - 1 (1%)
Sparks - 1 (1%)
Stop Breaking Down - 1 (1%)
Stray Dog - 1 (1%)
Summer of '89 - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Black Angel - 1 (1%)
Talk - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Chinese Water Torture - 1 (1%)
The Connection - 1 (1%)
The Final Hurrah - 1 (1%)
The Gambler - 1 (1%)
The Haunted House - 1 (1%)
The Landlady - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Old Home Place - 1 (1%)
The Sloth - 1 (1%)
The Unsafe Bridge - 1 (1%)
The Very Long Fuse - 1 (1%)
The Way It Goes - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Timber - 1 (1%)
Time Loves a Hero - 1 (1%)
Torn and Frayed - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
United We Stand - 1 (1%)
Ventilator Blues - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
What Things Seem - 1 (1%)
Woodlands Jam - 1 (1%)

First Set Openers

The Moma Dance - 5
Buried Alive - 4
Free - 3
Mike's Song - 3
Runaway Jim - 3
46 Days - 2
Carini - 2
Cars Trucks Buses - 2
Crowd Control - 2
Dinner and a Movie - 2
First Tube - 2
Ghost - 2
Llama - 2
Party Time - 2
Possum - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Sand - 2
Simple - 2
Stealing Time From the Faulty Plan - 2
Tube - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Alumni Blues - 1
Back on the Train - 1
Blaze On - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Can't Always Listen - 1
Chalk Dust Torture - 1
Cities - 1
Divided Sky - 1
Dog Log - 1
Don't Bogart That Joint - 1
Down with Disease - 1
Kill Devil Falls - 1
Martian Monster - 1
Maze - 1
No Men In No Man's Land - 1
Paul and Silas - 1
Plasma - 1
Prince Caspian - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1
Soul Planet - 1
Stray Dog - 1
Suzy Greenberg - 1
Sweet Adeline - 1
The Birds - 1
The Curtain With - 1
The Dogs - 1
The Landlady - 1
Tweezer - 1
Water in the Sky - 1

First Set Closers

Run Like an Antelope - 10
Bathtub Gin - 8
Walls of the Cave - 6
Cavern - 5
Character Zero - 5
David Bowie - 4
Blaze On - 3
Chalk Dust Torture - 3
Suzy Greenberg - 3
The Squirming Coil - 3
Wolfman's Brother - 3
46 Days - 2
Fluffhead - 2
More - 2
Possum - 2
Stealing Time From the Faulty Plan - 2
Bug - 1
Carini - 1
Drift While You're Sleeping - 1
Easy To Slip - 1
Frankenstein - 1
Glory Days - 1
Golden Age - 1
Julius - 1
Life Saving Gun - 1
Llama - 1
McGrupp and the Watchful Hosemasters - 1
Most Events Aren't Planned - 1
Mound - 1
Rock and Roll - 1
Runaway Jim - 1
Sand - 1
Split Open and Melt - 1
Time Turns Elastic - 1
Undermind - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 7
Chalk Dust Torture - 6
Golden Age - 4
Set Your Soul Free - 4
Carini - 3
Everything's Right - 3
Ghost - 3
Sand - 3
46 Days - 2
Also Sprach Zarathustra - 2
Backwards Down the Number Line - 2
Crosseyed and Painless - 2
No Men In No Man's Land - 2
Punch You in the Eye - 2
Rock and Roll - 2
Wolfman's Brother - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Back on the Train - 1
Blaze On - 1
Crimes of the Mind - 1
Drowned - 1
Energy - 1
Fuego - 1
Hey Stranger - 1
Intro - 1
Loving Cup - 1
Martian Monster - 1
Mercury - 1
Mike's Song - 1
Mound - 1
My Friend, My Friend - 1
Oblivion - 1
Possum - 1
Prince Caspian - 1
Rise/Come Together - 1
Rocks Off - 1
Run Like an Antelope - 1
Runaway Jim - 1
Say It To Me S.A.N.T.O.S. - 1
Sightless Escape - 1
Sigma Oasis - 1
Tweezer - 1
Twist - 1
What's Going Through Your Mind - 1
Wilson - 1

Second Set Closers

Slave to the Traffic Light - 10
Harry Hood - 7
First Tube - 6
Suzy Greenberg - 5
Run Like an Antelope - 4
You Enjoy Myself - 4
Character Zero - 3
Everything's Right - 3
Split Open and Melt - 3
Backwards Down the Number Line - 2
Carini - 2
Cavern - 2
Golgi Apparatus - 2
Martian Monster - 2
Prince Caspian - 2
Walls of the Cave - 2
Weekapaug Groove - 2
46 Days - 1
A Day in the Life - 1
Bold As Love - 1
David Bowie - 1
Fire - 1
Fluffhead - 1
Fuck Your Face - 1
Kung - 1
Light - 1
Loving Cup - 1
More - 1
Piper - 1
Rock and Roll - 1
Rocky Top - 1
Shine a Light - 1
Soul Survivor - 1
Sweet Adeline - 1
The Squirming Coil - 1

Third Set Openers

Meatstick - 2
Backwards Down the Number Line - 1
Character Zero - 1
Petrichor - 1
Punch You in the Eye - 1
Tweezer - 1
Woodlands Jam - 1

Third Set Closers

First Tube - 1
Good Times Bad Times - 1
Say It To Me S.A.N.T.O.S. - 1
Slave to the Traffic Light - 1
Tweezer Reprise - 1
Walls of the Cave - 1
Woodlands Jam - 1
You Enjoy Myself - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Tweezer Reprise - 20
Character Zero - 9
First Tube - 6
Harry Hood - 6
Loving Cup - 5
Slave to the Traffic Light - 5
Good Times Bad Times - 4
Grind - 4
Hold Your Head Up - 4
Julius - 4
Silent in the Morning - 4
Sleeping Monkey - 4
The Horse - 4
The Squirming Coil - 4
A Day in the Life - 3
Bug - 3
Meatstick - 3
More - 3
Say It To Me S.A.N.T.O.S. - 3
Wilson - 3
You Enjoy Myself - 3
A Life Beyond The Dream - 2
Backwards Down the Number Line - 2
Bold As Love - 2
Boogie On Reggae Woman - 2
Bouncing Around the Room - 2
Fee - 2
Icculus - 2
Sabotage - 2
Shine a Light - 2
Suzy Greenberg - 2
Waste - 2
After Midnight - 1
Bike - 1
Brian and Robert - 1
Cavern - 1
Divided Sky - 1
Driver - 1
Esther - 1
Farmhouse - 1
Fluffhead - 1
Frankenstein - 1
Fuego - 1
Funky Bitch - 1
Harpua - 1
Is This What You Wanted - 1
Keyboard Army - 1
Love You - 1
Makisupa Policeman - 1
Martian Monster - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
On the Road Again - 1
Once in a Lifetime - 1
Pebbles and Marbles - 1
Possum - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Rocky Top - 1
Run Like an Antelope - 1
Saw It Again - 1
Secret Smile - 1
Show of Life - 1
Talk - 1
The Connection - 1
The Lizards - 1
The Moma Dance - 1
United We Stand - 1
Walls of the Cave - 1
Your Pet Cat - 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

Longest Existing Gaps

Debut Count

You saw 43 song debuts
0.52 debuts per show.
The most frequently played song you have seen debuted is Martian Monster (47 times).

Sort by Earliest debuted Most often played

Breakup Song Breakdown

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

Anything But Me - 1
Discern - 1
Fire - 1

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

Harry Hood - 26
Chalk Dust Torture - 25
Wolfman's Brother - 25
Character Zero - 24
Light - 23
The Moma Dance - 23
46 Days - 22
Slave to the Traffic Light - 22
Tweezer - 22
Bathtub Gin - 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