Shows by day of week

• Sunday- 8
• Monday- 2
• Tuesday- 6
• Wednesday- 9
• Thursday- 8
• Friday- 15
• Saturday- 20

Shows by month

• January - 1
• February -
• March -
• April -
• May -
• June -
• July - 24
• August - 14
• September - 6
• October - 6
• November - 4
• December - 13

Shows by year

• 1995- 1
• 1996- 5
• 1997- 5
• 1998- 8
• 1999- 15
• 2000- 9
• 2001- 0
• 2002- 0
• 2003- 3
• 2004- 0
• 2009- 5
• 2010- 0
• 2011- 3
• 2012- 2
• 2013- 5
• 2014- 1
• 2015- 2
• 2016- 1
• 2017- 0
• 2018- 3
• 2019- 0
• 2020- 0
• 2021- 0
• 2022- 0
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 12/30- 3
• 8/16- 3
• 8/17- 3
• 12/31- 2
• 7/20- 2
• 7/21- 2
• 7/22- 2
• 7/23- 2
• 7/6- 2
• 7/7- 2
• 8/13- 2
• 9/9- 2
• 1/1- 1
• 10/16- 1
• 10/18- 1
• 10/19- 1
• 10/28- 1
• 10/30- 1
• 10/31- 1
• 11/1- 1
• 11/13- 1

Shows by States

• NY - 23 (34%)
• WA - 8 (12%)
• CA - 6 (9%)
• ME - 6 (9%)
• OH - 6 (9%)
• IN - 6 (9%)
• MI - 4 (6%)
• PA - 4 (6%)
• ON - 2 (3%)
• FL - 2 (3%)
• BC - 1 (1%)

Shows by Time Zone

• Eastern - 53 (78%)
• Pacific - 15 (22%)
• Mountain - 0 (0%)
• Central - 0 (0%)

Shows by Cities

• George, WA - 7 (10%)
• Noblesville, IN - 6 (9%)
• New York, NY - 5 (7%)
• Auburn Hills, MI - 4 (6%)
• Limestone, ME - 4 (6%)
• Watkins Glen, NY - 3 (4%)
• Cincinnati, OH - 3 (4%)
• Burgettstown, PA - 3 (4%)
• Darien Center, NY - 3 (4%)
• Saratoga Springs, NY - 3 (4%)
• Indio, CA - 3 (4%)
• Volney, NY - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Toronto, ON - 2 (3%)
• Columbus, OH - 2 (3%)
• Plattsburgh, NY - 2 (3%)
• Portland, ME - 2 (3%)
• San Francisco, CA - 2 (3%)
• Hershey, PA - 1 (1%)
• Cleveland, OH - 1 (1%)
• Albany, NY - 1 (1%)
• Seattle, WA - 1 (1%)
• Vernon, NY - 1 (1%)
• Vancouver, BC - 1 (1%)
• Buffalo, NY - 1 (1%)
• Rochester, NY - 1 (1%)
• Mountain View, CA - 1 (1%)
• Lake Placid, NY - 1 (1%)

Shows by Venues

• Gorge Amphitheatre - 7 (10%)
• Ruoff Music Center - 6 (9%)
• Madison Square Garden - 5 (7%)
• Loring Commerce Centre - 4 (6%)
• The Palace of Auburn Hills - 4 (6%)
• Empire Polo Club - 3 (4%)
• Saratoga Performing Arts Center - 3 (4%)
• Watkins Glen International - 3 (4%)
• Darien Lake Performing Arts Center - 3 (4%)
• U.S. Bank Arena - 3 (4%)
• Post-Gazette Pavilion at Star Lake - 3 (4%)
• Bill Graham Civic Auditorium - 2 (3%)
• Plattsburgh Air Force Base - 2 (3%)
• Oswego County Airport - 2 (3%)
• Polaris Amphitheater - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Cumberland County Civic Center - 2 (3%)
• Budweiser Stage - 2 (3%)
• Marine Midland Arena - 1 (1%)
• Shoreline Amphitheatre - 1 (1%)
• Hersheypark Stadium - 1 (1%)
• Pepsi Arena - 1 (1%)
• Key Arena - 1 (1%)
• CSU Convocation Center - 1 (1%)
• BlueCross Arena - 1 (1%)
• Vernon Downs - 1 (1%)
• GM Place - 1 (1%)
• Olympic Center - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 43 (63%)
• After hiatus - 25 (37%)

296 different songs have been played (29% of songs Phish have played).
The average number of songs per show is 21.8.
The average amount of times each song was played is 4.95.
There were 109 onetimers
1489 total songs have been played in the selected shows.

There were 56 two set shows
There were 9 three set shows
There were 3 four set shows
2 songs were in a three show rotation.
12 songs were in a four show rotation.
26 songs were in a five show rotation.

Total Times Played

Down with Disease - 24 (35%)
Run Like an Antelope - 23 (33%)
Chalk Dust Torture - 21 (30%)
Character Zero - 20 (29%)
Piper - 19 (27%)
Sample in a Jar - 19 (27%)
Wilson - 18 (26%)
Wolfman's Brother - 18 (26%)
Funky Bitch - 17 (25%)
Limb By Limb - 17 (25%)
Possum - 17 (25%)
The Moma Dance - 17 (25%)
David Bowie - 16 (23%)
Golgi Apparatus - 16 (23%)
Harry Hood - 16 (23%)
Split Open and Melt - 16 (23%)
You Enjoy Myself - 16 (23%)
Also Sprach Zarathustra - 15 (22%)
Bathtub Gin - 15 (22%)
Free - 15 (22%)
Maze - 15 (22%)
Prince Caspian - 15 (22%)
Tweezer - 15 (22%)
Tweezer Reprise - 15 (22%)
Loving Cup - 14 (20%)
Simple - 14 (20%)
Birds of a Feather - 13 (19%)
Divided Sky - 13 (19%)
Mike's Song - 13 (19%)
Punch You in the Eye - 13 (19%)
Reba - 13 (19%)
Slave to the Traffic Light - 13 (19%)
The Squirming Coil - 13 (19%)
Tube - 13 (19%)
Back on the Train - 12 (17%)
Cavern - 12 (17%)
Ghost - 12 (17%)
Weekapaug Groove - 12 (17%)
AC/DC Bag - 11 (16%)
Bouncing Around the Room - 11 (16%)
Bug - 11 (16%)
First Tube - 11 (16%)
Fluffhead - 11 (16%)
Guyute - 11 (16%)
Heavy Things - 11 (16%)
Roggae - 11 (16%)
Runaway Jim - 11 (16%)
Sand - 11 (16%)
Sparkle - 11 (16%)
Twist - 11 (16%)
When the Circus Comes - 11 (16%)
Farmhouse - 10 (14%)
Gotta Jibboo - 10 (14%)
Taste - 10 (14%)
Ya Mar - 10 (14%)
Boogie On Reggae Woman - 9 (13%)
Jam - 9 (13%)
Meatstick - 9 (13%)
Poor Heart - 9 (13%)
Rift - 9 (13%)
Silent in the Morning - 9 (13%)
Suzy Greenberg - 9 (13%)
The Horse - 9 (13%)
Julius - 8 (11%)
Lawn Boy - 8 (11%)
My Friend, My Friend - 8 (11%)
NICU - 8 (11%)
Water in the Sky - 8 (11%)
Backwards Down the Number Line - 7 (10%)
Billy Breathes - 7 (10%)
Carini - 7 (10%)
Cars Trucks Buses - 7 (10%)
Cities - 7 (10%)
Crosseyed and Painless - 7 (10%)
Frankenstein - 7 (10%)
Ginseng Sullivan - 7 (10%)
Halley's Comet - 7 (10%)
It's Ice - 7 (10%)
Light - 7 (10%)
Rocky Top - 7 (10%)
Theme From the Bottom - 7 (10%)
Train Song - 7 (10%)
Wading in the Velvet Sea - 7 (10%)
46 Days - 6 (8%)
Beauty of My Dreams - 6 (8%)
Dirt - 6 (8%)
Fee - 6 (8%)
Gumbo - 6 (8%)
Hello My Baby - 6 (8%)
I Didn't Know - 6 (8%)
Kill Devil Falls - 6 (8%)
Makisupa Policeman - 6 (8%)
My Soul - 6 (8%)
Roses Are Free - 6 (8%)
Stash - 6 (8%)
The Lizards - 6 (8%)
The Wedge - 6 (8%)
Axilla - 5 (7%)
Brian and Robert - 5 (7%)
Drowned - 5 (7%)
Horn - 5 (7%)
Ocelot - 5 (7%)
Stealing Time From the Faulty Plan - 5 (7%)
Strange Design - 5 (7%)
The Curtain - 5 (7%)
The Mango Song - 5 (7%)
The Sloth - 5 (7%)
Walls of the Cave - 5 (7%)
Waste - 5 (7%)
What's the Use? - 5 (7%)
Bittersweet Motel - 4 (5%)
Golden Age - 4 (5%)
Good Times Bad Times - 4 (5%)
Hold Your Head Up - 4 (5%)
I Am Hydrogen - 4 (5%)
Joy - 4 (5%)
Llama - 4 (5%)
McGrupp and the Watchful Hosemasters - 4 (5%)
Meat - 4 (5%)
Mound - 4 (5%)
Rock and Roll - 4 (5%)
Show of Life - 4 (5%)
Sleeping Monkey - 4 (5%)
Sugar Shack - 4 (5%)
The Curtain With - 4 (5%)
The Inlaw Josie Wales - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Uncle Pen - 4 (5%)
Undermind - 4 (5%)
Waves - 4 (5%)
A Day in the Life - 3 (4%)
Beauty of a Broken Heart - 3 (4%)
Bold As Love - 3 (4%)
Buffalo Bill - 3 (4%)
Corinna - 3 (4%)
Dog Faced Boy - 3 (4%)
Dogs Stole Things - 3 (4%)
Driver - 3 (4%)
Esther - 3 (4%)
Fuego - 3 (4%)
Nellie Kane - 3 (4%)
Party Time - 3 (4%)
Scent of a Mule - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
Steep - 3 (4%)
Swept Away - 3 (4%)
Talk - 3 (4%)
The Old Home Place - 3 (4%)
While My Guitar Gently Weeps - 3 (4%)
A Song I Heard the Ocean Sing - 2 (2%)
After Midnight - 2 (2%)
Albuquerque - 2 (2%)
Architect - 2 (2%)
Army of One - 2 (2%)
Auld Lang Syne - 2 (2%)
Back at the Chicken Shack - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Buried Alive - 2 (2%)
Camel Walk - 2 (2%)
Catapult - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Contact - 2 (2%)
Fast Enough for You - 2 (2%)
Fire - 2 (2%)
Frankie Says - 2 (2%)
Grind - 2 (2%)
Guelah Papyrus - 2 (2%)
Happy Birthday to You - 2 (2%)
Harpua - 2 (2%)
Izabella - 2 (2%)
Jennifer Dances - 2 (2%)
Let Me Lie - 2 (2%)
Life on Mars? - 2 (2%)
My Sweet One - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Scents and Subtle Sounds - 2 (2%)
Secret Smile - 2 (2%)
Sexual Healing - 2 (2%)
Shine a Light - 2 (2%)
Steam - 2 (2%)
Tela - 2 (2%)
Time Loves a Hero - 2 (2%)
Time Turns Elastic - 2 (2%)
Torn and Frayed - 2 (2%)
Vultures - 2 (2%)
Waiting All Night - 2 (2%)
Yarmouth Road - 2 (2%)
555 - 1 (1%)
Acoustic Army - 1 (1%)
All Down the Line - 1 (1%)
Amazing Grace - 1 (1%)
Ambient Jam - 1 (1%)
Amoreena - 1 (1%)
Art Jam - 1 (1%)
Avenu Malkenu - 1 (1%)
Baby Elephant Walk - 1 (1%)
Big Alligator - 1 (1%)
Big Balls - 1 (1%)
Blaze On - 1 (1%)
Brother - 1 (1%)
Burning Down the House - 1 (1%)
Can't Always Listen - 1 (1%)
Carolina - 1 (1%)
Casino Boogie - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Crowd Control - 1 (1%)
Destiny Unbound - 1 (1%)
Digital Delay Loop Jam - 1 (1%)
Dinner and a Movie - 1 (1%)
Energy - 1 (1%)
Flatbed Truck Jam - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Foam - 1 (1%)
Free Bird - 1 (1%)
Friday - 1 (1%)
Ha Ha Ha - 1 (1%)
Halfway to the Moon - 1 (1%)
Happy - 1 (1%)
Have Mercy - 1 (1%)
How High the Moon - 1 (1%)
How Many People Are You - 1 (1%)
I Just Want To See His Face - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
If You Need a Fool - 1 (1%)
Infinite - 1 (1%)
Invisible - 1 (1%)
Johnny B. Goode - 1 (1%)
La Grange - 1 (1%)
Let It Loose - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Love Me - 1 (1%)
Love You - 1 (1%)
Magilla - 1 (1%)
Martian Monster - 1 (1%)
Merry Pranksters Jam - 1 (1%)
Mind Left Body Jam - 1 (1%)
Miss You - 1 (1%)
Misty Mountain Hop - 1 (1%)
Moby Dick - 1 (1%)
Monkey Man - 1 (1%)
Mountains in the Mist - 1 (1%)
Mozambique - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
No Men In No Man's Land - 1 (1%)
No Quarter - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On My Knees - 1 (1%)
Peaches en Regalia - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Ramble On - 1 (1%)
Rip This Joint - 1 (1%)
Rise/Come Together - 1 (1%)
Rocks Off - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Saw It Again - 1 (1%)
Say Something - 1 (1%)
Set Your Soul Free - 1 (1%)
Seven Below - 1 (1%)
Shafty - 1 (1%)
Shake Your Hips - 1 (1%)
Sleep Again - 1 (1%)
Smoke on the Water Jam - 1 (1%)
So Lonely - 1 (1%)
Something - 1 (1%)
Soul Shakedown Party - 1 (1%)
Soul Survivor - 1 (1%)
Stop Breaking Down - 1 (1%)
Storage Jam - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Black Angel - 1 (1%)
Sweet Virginia - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Dogs - 1 (1%)
The Line - 1 (1%)
The Little Drummer Boy - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Star-Spangled Banner - 1 (1%)
Thunderhead - 1 (1%)
Trench Town Rock - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
Twenty Years Later - 1 (1%)
Ventilator Blues - 1 (1%)
Walk Away - 1 (1%)
Weigh - 1 (1%)
Will It Go Round in Circles - 1 (1%)
Windora Bug - 1 (1%)
Wingsuit - 1 (1%)
Wombat - 1 (1%)

First Set Openers

AC/DC Bag - 5
Chalk Dust Torture - 5
Punch You in the Eye - 3
Runaway Jim - 3
Sample in a Jar - 3
Tube - 3
Ya Mar - 3
Cars Trucks Buses - 2
Farmhouse - 2
First Tube - 2
Golgi Apparatus - 2
My Friend, My Friend - 2
Party Time - 2
Possum - 2
Water in the Sky - 2
Amoreena - 1
Architect - 1
Buried Alive - 1
Carini - 1
Cavern - 1
Cities - 1
Crowd Control - 1
Funky Bitch - 1
Ginseng Sullivan - 1
Heavy Things - 1
Kill Devil Falls - 1
La Grange - 1
Limb By Limb - 1
Makisupa Policeman - 1
Mike's Song - 1
Mozambique - 1
Reba - 1
Rock and Roll - 1
Scents and Subtle Sounds - 1
Set Your Soul Free - 1
Soul Shakedown Party - 1
Stealing Time From the Faulty Plan - 1
The Curtain With - 1
The Moma Dance - 1
The Old Home Place - 1
The Wedge - 1
Trench Town Rock - 1

First Set Closers

Character Zero - 7
Run Like an Antelope - 7
Cavern - 5
David Bowie - 5
The Squirming Coil - 4
Possum - 3
Slave to the Traffic Light - 3
Walls of the Cave - 3
After Midnight - 2
Split Open and Melt - 2
Weekapaug Groove - 2
You Enjoy Myself - 2
46 Days - 1
Bathtub Gin - 1
Bittersweet Motel - 1
Carolina - 1
Chalk Dust Torture - 1
Frankenstein - 1
Free - 1
Free Bird - 1
Golgi Apparatus - 1
Jam - 1
Julius - 1
Loving Cup - 1
McGrupp and the Watchful Hosemasters - 1
Monkey Man - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Reba - 1
Sample in a Jar - 1
Sand - 1
Suzy Greenberg - 1
Sweet Adeline - 1
Time Turns Elastic - 1
Twist - 1
Will It Go Round in Circles - 1

Second Set Openers

Down with Disease - 13
Runaway Jim - 4
Wolfman's Brother - 4
Chalk Dust Torture - 3
AC/DC Bag - 2
Backwards Down the Number Line - 2
Birds of a Feather - 2
Crosseyed and Painless - 2
David Bowie - 2
Drowned - 2
Ghost - 2
Gotta Jibboo - 2
Mike's Song - 2
Sand - 2
Split Open and Melt - 2
The Wedge - 2
Tweezer - 2
Also Sprach Zarathustra - 1
Big Balls - 1
Boogie On Reggae Woman - 1
Energy - 1
Free - 1
Funky Bitch - 1
Golden Age - 1
Jam - 1
Limb By Limb - 1
Maze - 1
Meatstick - 1
Piper - 1
Punch You in the Eye - 1
Rocks Off - 1
Suzy Greenberg - 1
The Curtain - 1
Twist - 1
Wilson - 1

Second Set Closers

Slave to the Traffic Light - 6
Harry Hood - 5
Character Zero - 4
Loving Cup - 4
Run Like an Antelope - 4
Weekapaug Groove - 4
You Enjoy Myself - 4
Hello My Baby - 3
David Bowie - 2
Frankenstein - 2
Good Times Bad Times - 2
Meatstick - 2
Split Open and Melt - 2
Tweezer Reprise - 2
Bold As Love - 1
Cavern - 1
Chalk Dust Torture - 1
Down with Disease - 1
Fire - 1
Fluffhead - 1
Golgi Apparatus - 1
Johnny B. Goode - 1
Julius - 1
Llama - 1
Misty Mountain Hop - 1
Possum - 1
Rock and Roll - 1
Shine a Light - 1
Soul Survivor - 1
Suzy Greenberg - 1
Taste - 1
The Little Drummer Boy - 1
The Squirming Coil - 1
The Star-Spangled Banner - 1
Twist - 1
Walls of the Cave - 1

Third Set Openers

Backwards Down the Number Line - 1
Buffalo Bill - 1
Chalk Dust Torture - 1
Golden Age - 1
Halley's Comet - 1
Makisupa Policeman - 1
My Soul - 1
NICU - 1
No Men In No Man's Land - 1
Sabotage - 1
Tweezer - 1
Wilson - 1

Third Set Closers

A Day in the Life - 1
Backwards Down the Number Line - 1
Fluffhead - 1
Funky Bitch - 1
Jam - 1
Loving Cup - 1
Prince Caspian - 1
Slave to the Traffic Light - 1
Tweezer Reprise - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1
You Enjoy Myself - 1

Fourth Set Openers

Ambient Jam - 1
Flatbed Truck Jam - 1
Storage Jam - 1

Fourth Set Closers

Ambient Jam - 1
Flatbed Truck Jam - 1
Sleeping Monkey - 1

Encores

Tweezer Reprise - 13
Character Zero - 6
Loving Cup - 5
Rocky Top - 5
First Tube - 4
Golgi Apparatus - 4
Harry Hood - 4
Show of Life - 4
Bouncing Around the Room - 3
The Squirming Coil - 3
Bold As Love - 2
Cavern - 2
Driver - 2
Frankenstein - 2
Good Times Bad Times - 2
Grind - 2
Hello My Baby - 2
Julius - 2
Possum - 2
Sample in a Jar - 2
Tube - 2
Waste - 2
When the Circus Comes - 2
Wilson - 2
Amazing Grace - 1
Baby Elephant Walk - 1
Boogie On Reggae Woman - 1
Bug - 1
Burning Down the House - 1
Chalk Dust Torture Reprise - 1
Contact - 1
Divided Sky - 1
Esther - 1
Farmhouse - 1
Fee - 1
Fire - 1
Guyute - 1
Halley's Comet - 1
Harpua - 1
Jam - 1
Joy - 1
Let Me Lie - 1
Meatstick - 1
Moby Dick - 1
Rock and Roll - 1
Run Like an Antelope - 1
Secret Smile - 1
So Lonely - 1
Suzy Greenberg - 1
Talk - 1
The Inlaw Josie Wales - 1
Theme From the Bottom - 1
Wading in the Velvet Sea - 1
Walk Away - 1
While My Guitar Gently Weeps - 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 55 song debuts
0.81 debuts per show.
The most frequently played song you have seen debuted is Sand (142 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Guyute - 11
Cars Trucks Buses - 7
Ginseng Sullivan - 7
Fee - 6
Hello My Baby - 6
My Soul - 6
The Sloth - 5
Bittersweet Motel - 4
Hold Your Head Up - 4
Llama - 4

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

Backwards Down the Number Line - 7
Light - 7
46 Days - 6
Kill Devil Falls - 6
Ocelot - 5
Stealing Time From the Faulty Plan - 5
Walls of the Cave - 5
Golden Age - 4
Joy - 4
Show of Life - 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:

Guyute - 11
Taste - 10
Billy Breathes - 7
Cars Trucks Buses - 7
Frankenstein - 7
Ginseng Sullivan - 7
Beauty of My Dreams - 6
Fee - 6
Gumbo - 6
Hello My Baby - 6

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

Backwards Down the Number Line - 7
Light - 7
Kill Devil Falls - 6
Ocelot - 5
Stealing Time From the Faulty Plan - 5
Golden Age - 4
Joy - 4
Show of Life - 4
Sugar Shack - 4
Undermind - 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