Shows by day of week

• Sunday- 12
• Monday- 3
• Tuesday- 5
• Wednesday- 8
• Thursday- 4
• Friday- 11
• Saturday- 13

Shows by month

• January -
• February -
• March -
• April - 7
• May -
• June - 4
• July - 3
• August - 20
• September - 12
• October - 2
• November - 6
• December - 2

Shows by year

• 1995- 4
• 1996- 5
• 1997- 9
• 1998- 9
• 1999- 3
• 2000- 2
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 1
• 2010- 0
• 2011- 0
• 2012- 1
• 2013- 0
• 2014- 1
• 2015- 0
• 2016- 3
• 2017- 0
• 2018- 2
• 2019- 2
• 2020- 0
• 2021- 3
• 2022- 4
• 2023- 3
• 2024- 4

Most Frequently Played Dates

• 9/1- 3
• 9/2- 3
• 11/21- 2
• 11/22- 2
• 4/18- 2
• 4/19- 2
• 8/11- 2
• 8/16- 2
• 8/31- 2
• 8/7- 2
• 9/3- 2
• 9/4- 2
• 10/25- 1
• 10/31- 1
• 11/20- 1
• 11/25- 1
• 12/30- 1
• 12/31- 1
• 4/17- 1
• 4/20- 1
• 4/21- 1

Shows by States

• CO - 16 (29%)
• VA - 10 (18%)
• NV - 5 (9%)
• ME - 4 (7%)
• WA - 3 (5%)
• NC - 3 (5%)
• CA - 3 (5%)
• PA - 3 (5%)
• NY - 2 (4%)
• FL - 2 (4%)
• MD - 2 (4%)
• IL - 1 (2%)
• GA - 1 (2%)
• KS - 1 (2%)

Shows by Time Zone

• Eastern - 27 (48%)
• Mountain - 16 (29%)
• Pacific - 11 (20%)
• Central - 2 (4%)

Shows by Cities

• Commerce City, CO - 12 (21%)
• Hampton, VA - 6 (11%)
• Las Vegas, NV - 5 (9%)
• Limestone, ME - 4 (7%)
• Morrison, CO - 4 (7%)
• George, WA - 3 (5%)
• Raleigh, NC - 3 (5%)
• Berkeley, CA - 3 (5%)
• Burgettstown, PA - 2 (4%)
• Big Cypress, FL - 2 (4%)
• Virginia Beach, VA - 2 (4%)
• Portsmouth, VA - 1 (2%)
• Hershey, PA - 1 (2%)
• Bonner Springs, KS - 1 (2%)
• Landover, MD - 1 (2%)
• Vernon, NY - 1 (2%)
• Darien Center, NY - 1 (2%)
• Columbia, MD - 1 (2%)
• Bristow, VA - 1 (2%)
• Atlanta, GA - 1 (2%)
• Bridgeview, IL - 1 (2%)

Shows by Venues

• Dick's Sporting Goods Park - 12 (21%)
• Hampton Coliseum - 6 (11%)
• Loring Commerce Centre - 4 (7%)
• Red Rocks Amphitheatre - 4 (7%)
• Sphere - 4 (7%)
• ALLTEL Pavilion - 3 (5%)
• Gorge Amphitheatre - 3 (5%)
• Berkeley - 3 (5%)
• GTE Virginia Beach Amphitheater - 2 (4%)
• Big Cypress Seminole Indian Reservation - 2 (4%)
• Post-Gazette Pavilion at Star Lake - 2 (4%)
• Thomas & Mack Center - 1 (2%)
• USAir Arena - 1 (2%)
• Nissan Pavilion at Stone Ridge - 1 (2%)
• nTelos Pavilion - 1 (2%)
• Merriweather Post Pavilion - 1 (2%)
• Hersheypark Stadium - 1 (2%)
• Verizon Wireless Amphitheater Kansas City - 1 (2%)
• Toyota Park - 1 (2%)
• HiFi Buys Amphitheatre - 1 (2%)
• Darien Lake Performing Arts Center - 1 (2%)
• Vernon Downs - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 32 (57%)
• After hiatus - 24 (43%)

308 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 20.5.
The average amount of times each song was played is 3.69.
There were 125 onetimers
1152 total songs have been played in the selected shows.

There were 1 one set shows
There were 49 two set shows
There were 5 three set shows
There were 1 four set shows
1 songs were in a three show rotation.
9 songs were in a four show rotation.
18 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 19 (33%)
Mike's Song - 17 (30%)
Weekapaug Groove - 17 (30%)
Harry Hood - 16 (28%)
Bathtub Gin - 15 (26%)
Character Zero - 14 (25%)
Piper - 14 (25%)
Tweezer - 14 (25%)
Tweezer Reprise - 14 (25%)
Down with Disease - 13 (23%)
Free - 13 (23%)
Ghost - 13 (23%)
Possum - 13 (23%)
Slave to the Traffic Light - 13 (23%)
Wolfman's Brother - 13 (23%)
Funky Bitch - 12 (21%)
Stash - 12 (21%)
Tube - 12 (21%)
Also Sprach Zarathustra - 11 (19%)
Bouncing Around the Room - 11 (19%)
Lawn Boy - 11 (19%)
Maze - 11 (19%)
Run Like an Antelope - 11 (19%)
Simple - 11 (19%)
Split Open and Melt - 11 (19%)
Loving Cup - 10 (17%)
Theme From the Bottom - 10 (17%)
You Enjoy Myself - 10 (17%)
Divided Sky - 9 (16%)
Limb By Limb - 9 (16%)
Punch You in the Eye - 9 (16%)
Runaway Jim - 9 (16%)
Taste - 9 (16%)
The Moma Dance - 9 (16%)
Wilson - 9 (16%)
Birds of a Feather - 8 (14%)
Guyute - 8 (14%)
Rift - 8 (14%)
Sample in a Jar - 8 (14%)
Sand - 8 (14%)
The Squirming Coil - 8 (14%)
David Bowie - 7 (12%)
Golgi Apparatus - 7 (12%)
Halley's Comet - 7 (12%)
I Am Hydrogen - 7 (12%)
Julius - 7 (12%)
Poor Heart - 7 (12%)
Prince Caspian - 7 (12%)
The Wedge - 7 (12%)
Wading in the Velvet Sea - 7 (12%)
Water in the Sky - 7 (12%)
46 Days - 6 (10%)
AC/DC Bag - 6 (10%)
Back on the Train - 6 (10%)
Bittersweet Motel - 6 (10%)
Bug - 6 (10%)
Cavern - 6 (10%)
Farmhouse - 6 (10%)
First Tube - 6 (10%)
Fluffhead - 6 (10%)
Fuego - 6 (10%)
NICU - 6 (10%)
Rock and Roll - 6 (10%)
Roggae - 6 (10%)
Train Song - 6 (10%)
Twist - 6 (10%)
What's the Use? - 6 (10%)
When the Circus Comes - 6 (10%)
Ya Mar - 6 (10%)
Billy Breathes - 5 (8%)
Carini - 5 (8%)
Crosseyed and Painless - 5 (8%)
Dogs Stole Things - 5 (8%)
Frankenstein - 5 (8%)
Ginseng Sullivan - 5 (8%)
Gumbo - 5 (8%)
Heavy Things - 5 (8%)
Jam - 5 (8%)
Reba - 5 (8%)
Set Your Soul Free - 5 (8%)
Silent in the Morning - 5 (8%)
Sparkle - 5 (8%)
Strange Design - 5 (8%)
Suzy Greenberg - 5 (8%)
The Horse - 5 (8%)
The Lizards - 5 (8%)
The Mango Song - 5 (8%)
Beauty of My Dreams - 4 (7%)
Blaze On - 4 (7%)
Boogie On Reggae Woman - 4 (7%)
Brian and Robert - 4 (7%)
Dirt - 4 (7%)
Everything's Right - 4 (7%)
Fee - 4 (7%)
Gotta Jibboo - 4 (7%)
Ha Ha Ha - 4 (7%)
Hello My Baby - 4 (7%)
Hold Your Head Up - 4 (7%)
Horn - 4 (7%)
Kill Devil Falls - 4 (7%)
Makisupa Policeman - 4 (7%)
Meat - 4 (7%)
Mountains in the Mist - 4 (7%)
My Friend, My Friend - 4 (7%)
My Soul - 4 (7%)
Rocky Top - 4 (7%)
Sleeping Monkey - 4 (7%)
Sweet Adeline - 4 (7%)
The Curtain With - 4 (7%)
Uncle Pen - 4 (7%)
Undermind - 4 (7%)
Waste - 4 (7%)
555 - 3 (5%)
A Life Beyond The Dream - 3 (5%)
A Song I Heard the Ocean Sing - 3 (5%)
Axilla - 3 (5%)
Beneath a Sea of Stars Part 1 - 3 (5%)
Bold As Love - 3 (5%)
Cities - 3 (5%)
Colonel Forbin's Ascent - 3 (5%)
Drift While You're Sleeping - 3 (5%)
Esther - 3 (5%)
Foam - 3 (5%)
Frankie Says - 3 (5%)
Guelah Papyrus - 3 (5%)
Johnny B. Goode - 3 (5%)
Light - 3 (5%)
Llama - 3 (5%)
Lonely Trip - 3 (5%)
More - 3 (5%)
No Men In No Man's Land - 3 (5%)
Ocelot - 3 (5%)
Say It To Me S.A.N.T.O.S. - 3 (5%)
Scent of a Mule - 3 (5%)
Shade - 3 (5%)
Sigma Oasis - 3 (5%)
Sneakin' Sally Through the Alley - 3 (5%)
Steam - 3 (5%)
The Curtain - 3 (5%)
The Sloth - 3 (5%)
Timber (Jerry the Mule) - 3 (5%)
Wombat - 3 (5%)
A Day in the Life - 2 (3%)
A Wave of Hope - 2 (3%)
Alaska - 2 (3%)
Albuquerque - 2 (3%)
Axilla (Part II) - 2 (3%)
Backwards Down the Number Line - 2 (3%)
Big Black Furry Creature from Mars - 2 (3%)
Camel Walk - 2 (3%)
Carolina - 2 (3%)
Cars Trucks Buses - 2 (3%)
Catapult - 2 (3%)
Contact - 2 (3%)
Cool It Down - 2 (3%)
Corinna - 2 (3%)
Cry Baby Cry - 2 (3%)
Dog Log - 2 (3%)
Don't Doubt Me - 2 (3%)
Drowned - 2 (3%)
Fly Famous Mockingbird - 2 (3%)
Golden Age - 2 (3%)
I Didn't Know - 2 (3%)
It's Ice - 2 (3%)
Izabella - 2 (3%)
Leaves - 2 (3%)
Lifeboy - 2 (3%)
McGrupp and the Watchful Hosemasters - 2 (3%)
Miss You - 2 (3%)
Mound - 2 (3%)
Mull - 2 (3%)
Over the Rainbow - 2 (3%)
Roses Are Free - 2 (3%)
Ruby Waves - 2 (3%)
Sabotage - 2 (3%)
Seven Below - 2 (3%)
Steep - 2 (3%)
Swept Away - 2 (3%)
Taste That Surrounds - 2 (3%)
The Howling - 2 (3%)
Vultures - 2 (3%)
Walls of the Cave - 2 (3%)
Winterqueen - 2 (3%)
About to Run - 1 (1%)
Access Me - 1 (1%)
Acoustic Army - 1 (1%)
After Midnight - 1 (1%)
All of These Dreams - 1 (1%)
Amazing Grace - 1 (1%)
Ambient Jam - 1 (1%)
Amoreena - 1 (1%)
Art Jam - 1 (1%)
Ass Handed - 1 (1%)
Auld Lang Syne - 1 (1%)
Avenu Malkenu - 1 (1%)
Baby Elephant Walk - 1 (1%)
Big Alligator - 1 (1%)
Black-Eyed Katy - 1 (1%)
Breath and Burning - 1 (1%)
Buffalo Bill - 1 (1%)
Burning Down the House - 1 (1%)
Bye Bye Foot - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Crazy Sometimes - 1 (1%)
Digital Delay Loop Jam - 1 (1%)
Dinner and a Movie - 1 (1%)
Dog Faced Boy - 1 (1%)
Doin' My Time - 1 (1%)
Driver - 1 (1%)
Emotional Rescue - 1 (1%)
Ether Edge - 1 (1%)
Evolve - 1 (1%)
Fire - 1 (1%)
Gettin' Jiggy Wit' It - 1 (1%)
Good Times Bad Times - 1 (1%)
Gypsy Queen - 1 (1%)
Halfway to the Moon - 1 (1%)
Harpua - 1 (1%)
Head Held High - 1 (1%)
Heavy Rotation - 1 (1%)
Hey Stranger - 1 (1%)
Hold to a Dream - 1 (1%)
Home - 1 (1%)
How Many People Are You - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Been Around - 1 (1%)
I Found a Reason - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
Joy - 1 (1%)
Keeping It Real - 1 (1%)
Kung - 1 (1%)
La Grange - 1 (1%)
Life Saving Gun - 1 (1%)
Life on Mars? - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Love Me - 1 (1%)
Love You - 1 (1%)
Magilla - 1 (1%)
Meatstick - 1 (1%)
Mellow Mood - 1 (1%)
Mercury - 1 (1%)
Mercy - 1 (1%)
Merry Pranksters Jam - 1 (1%)
Moonage Daydream - 1 (1%)
Mr. Completely - 1 (1%)
My Left Toe - 1 (1%)
My Long Journey Home - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
Nellie Kane - 1 (1%)
New Age - 1 (1%)
Ninety-Nine Years (and One Dark Day) - 1 (1%)
No Quarter - 1 (1%)
Oblivion - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
Party Time - 1 (1%)
Paul and Silas - 1 (1%)
Pebbles and Marbles - 1 (1%)
Pillow Jets - 1 (1%)
Plasma - 1 (1%)
Purple Rain - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ramble On - 1 (1%)
Rock and Roll Part Two - 1 (1%)
Rocky Mountain Way Jam - 1 (1%)
Rotation Jam - 1 (1%)
Sanity - 1 (1%)
Saw It Again - 1 (1%)
Scents and Subtle Sounds - 1 (1%)
Sexual Healing - 1 (1%)
Shine a Light - 1 (1%)
Sightless Escape - 1 (1%)
Soul Planet - 1 (1%)
Stealing Time From the Faulty Plan - 1 (1%)
Stray Dog - 1 (1%)
Sweet Jane - 1 (1%)
Talk - 1 (1%)
Tela - 1 (1%)
Terrapin Station - 1 (1%)
The Final Hurrah - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Star-Spangled Banner - 1 (1%)
Theme from Star Trek - 1 (1%)
Three Little Birds - 1 (1%)
Thunderhead - 1 (1%)
Time Loves a Hero - 1 (1%)
Time Turns Elastic - 1 (1%)
Torn and Frayed - 1 (1%)
Train Round the Bend - 1 (1%)
Trench Town Rock - 1 (1%)
Tubthumping - 1 (1%)
Turtle in the Clouds - 1 (1%)
Twenty Years Later - 1 (1%)
Waiting All Night - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
Weigh - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Who Loves the Sun? - 1 (1%)
Windora Bug - 1 (1%)
Windy City - 1 (1%)
Wingsuit - 1 (1%)

First Set Openers

Punch You in the Eye - 3
Carini - 2
First Tube - 2
Ghost - 2
Makisupa Policeman - 2
Mike's Song - 2
Runaway Jim - 2
Sand - 2
The Curtain With - 2
The Moma Dance - 2
Water in the Sky - 2
Wilson - 2
Amoreena - 1
Axilla - 1
Bathtub Gin - 1
Cars Trucks Buses - 1
Chalk Dust Torture - 1
Cool Amber and Mercury - 1
Divided Sky - 1
Emotional Rescue - 1
Everything's Right - 1
Free - 1
Ginseng Sullivan - 1
Guyute - 1
Ha Ha Ha - 1
Halley's Comet - 1
I Never Needed You Like This Before - 1
Julius - 1
Kill Devil Falls - 1
La Grange - 1
Olivia's Pool - 1
Plasma - 1
Poor Heart - 1
Rock and Roll Part Two - 1
Set Your Soul Free - 1
Slave to the Traffic Light - 1
Soul Planet - 1
Sparkle - 1
Stray Dog - 1
The Wedge - 1
Torn and Frayed - 1
Trench Town Rock - 1
Ya Mar - 1

First Set Closers

Character Zero - 5
Possum - 4
46 Days - 3
Run Like an Antelope - 3
Split Open and Melt - 3
The Squirming Coil - 3
Bathtub Gin - 2
Chalk Dust Torture - 2
Golgi Apparatus - 2
Sweet Adeline - 2
Weekapaug Groove - 2
After Midnight - 1
Bittersweet Motel - 1
Blaze On - 1
Bold As Love - 1
Bug - 1
Carini - 1
Carolina - 1
David Bowie - 1
Doin' My Time - 1
Drift While You're Sleeping - 1
Fluffhead - 1
Fly Famous Mockingbird - 1
Izabella - 1
Julius - 1
Loving Cup - 1
Prince Caspian - 1
Rock and Roll - 1
Runaway Jim - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Slave to the Traffic Light - 1
Stash - 1
Taste - 1
Theme From the Bottom - 1
Time Turns Elastic - 1

Second Set Openers

Runaway Jim - 4
Chalk Dust Torture - 3
Down with Disease - 3
Mike's Song - 3
AC/DC Bag - 2
Rock and Roll - 2
Sand - 2
Set Your Soul Free - 2
Sigma Oasis - 2
Wilson - 2
Wolfman's Brother - 2
46 Days - 1
A Wave of Hope - 1
Also Sprach Zarathustra - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Crosseyed and Painless - 1
Don't Doubt Me - 1
Fuego - 1
Ghost - 1
Halley's Comet - 1
Meatstick - 1
Mr. Completely - 1
My Soul - 1
Oblivion - 1
Piper - 1
Possum - 1
Punch You in the Eye - 1
Rift - 1
Run Like an Antelope - 1
Sabotage - 1
Say It To Me S.A.N.T.O.S. - 1
Sightless Escape - 1
The Curtain - 1
The Squirming Coil - 1
The Wedge - 1
Timber (Jerry the Mule) - 1
Tube - 1
Who Loves the Sun? - 1

Second Set Closers

Slave to the Traffic Light - 6
Weekapaug Groove - 4
Character Zero - 3
First Tube - 3
Hello My Baby - 3
Loving Cup - 3
The Squirming Coil - 3
Harry Hood - 2
Possum - 2
Run Like an Antelope - 2
Backwards Down the Number Line - 1
Chalk Dust Torture - 1
Down with Disease - 1
Fluffhead - 1
Frankenstein - 1
Free - 1
Good Times Bad Times - 1
I Always Wanted It This Way - 1
Julius - 1
Meatstick - 1
Oh! Sweet Nuthin' - 1
Piper - 1
Poor Heart - 1
Rock and Roll - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Split Open and Melt - 1
Stash - 1
Strange Design - 1
Suzy Greenberg - 1
Taste - 1
The Star-Spangled Banner - 1
Tweezer Reprise - 1
You Enjoy Myself - 1

Third Set Openers

Buffalo Bill - 1
Chalk Dust Torture - 1
Halley's Comet - 1
NICU - 1
Sabotage - 1
Wolfman's Brother - 1

Third Set Closers

Funky Bitch - 1
Ghost - 1
Loving Cup - 1
Prince Caspian - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1

Fourth Set Openers

Ambient Jam - 1

Fourth Set Closers

Ambient Jam - 1

Encores

Tweezer Reprise - 13
Bouncing Around the Room - 4
Harry Hood - 4
Loving Cup - 4
Cavern - 3
Character Zero - 3
Rocky Top - 3
A Life Beyond The Dream - 2
Contact - 2
Frankenstein - 2
Golgi Apparatus - 2
Johnny B. Goode - 2
More - 2
Poor Heart - 2
Silent in the Morning - 2
Slave to the Traffic Light - 2
Sleeping Monkey - 2
The Horse - 2
When the Circus Comes - 2
About to Run - 1
Baby Elephant Walk - 1
Bittersweet Motel - 1
Bold As Love - 1
Boogie On Reggae Woman - 1
Brian and Robert - 1
Bug - 1
Burning Down the House - 1
Divided Sky - 1
Drift While You're Sleeping - 1
Farmhouse - 1
Fee - 1
Fire - 1
First Tube - 1
Funky Bitch - 1
Guyute - 1
Halley's Comet - 1
Heavy Things - 1
Icculus - 1
Jam - 1
Miss You - 1
Pebbles and Marbles - 1
Possum - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Sand - 1
Shine a Light - 1
Terrapin Station - 1
The Squirming Coil - 1
Theme From the Bottom - 1
Theme from Star Trek - 1
Three Little Birds - 1
Tubthumping - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Waste - 1
Wilson - 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 1995

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 37 song debuts
0.66 debuts per show.
The most frequently played song you have seen debuted is Back on the Train (158 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Limb By Limb - 9
Water in the Sky - 7
Roggae - 6
When the Circus Comes - 6
Billy Breathes - 5
Dogs Stole Things - 5
Frankenstein - 5
Ginseng Sullivan - 5
Jam - 5
Strange Design - 5

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

46 Days - 6
Fuego - 6
What's the Use? - 6
Carini - 5
Set Your Soul Free - 5
Blaze On - 4
Everything's Right - 4
Kill Devil Falls - 4
Mountains in the Mist - 4
My Friend, My Friend - 4

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:

Limb By Limb - 9
Water in the Sky - 7
Roggae - 6
When the Circus Comes - 6
Billy Breathes - 5
Dogs Stole Things - 5
Frankenstein - 5
Ginseng Sullivan - 5
Jam - 5
Strange Design - 5

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

46 Days - 6
Fuego - 6
What's the Use? - 6
Carini - 5
Set Your Soul Free - 5
Blaze On - 4
Everything's Right - 4
Kill Devil Falls - 4
Mountains in the Mist - 4
My Friend, My Friend - 4

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