Shows by day of week

• Sunday- 12
• Monday- 3
• Tuesday- 7
• Wednesday- 9
• Thursday- 6
• Friday- 12
• Saturday- 17

Shows by month

• January -
• February - 3
• March -
• April - 1
• May -
• June - 17
• July - 8
• August - 5
• September - 1
• October - 11
• November - 1
• December - 19

Shows by year

• 1998- 1
• 1999- 3
• 2000- 2
• 2001- 0
• 2002- 0
• 2003- 3
• 2004- 0
• 2009- 13
• 2010- 7
• 2011- 5
• 2012- 6
• 2013- 7
• 2014- 2
• 2015- 1
• 2016- 1
• 2017- 0
• 2018- 5
• 2019- 5
• 2020- 0
• 2021- 1
• 2022- 2
• 2023- 2
• 2024- 0

Most Frequently Played Dates

• 12/28- 7
• 12/30- 3
• 7/1- 3
• 10/19- 2
• 10/20- 2
• 12/29- 2
• 6/22- 2
• 6/30- 2
• 6/7- 2
• 10/18- 1
• 10/21- 1
• 10/25- 1
• 10/26- 1
• 10/27- 1
• 10/30- 1
• 10/31- 1
• 11/1- 1
• 12/12- 1
• 12/2- 1
• 12/27- 1
• 12/31- 1

Shows by States

• NY - 15 (23%)
• MA - 10 (15%)
• CT - 7 (11%)
• VA - 6 (9%)
• WI - 4 (6%)
• MD - 4 (6%)
• FL - 4 (6%)
• SC - 3 (5%)
• PA - 3 (5%)
• CA - 3 (5%)
• OH - 3 (5%)
• MI - 1 (2%)
• IL - 1 (2%)
• ME - 1 (2%)
• VT - 1 (2%)

Shows by Time Zone

• Eastern - 58 (88%)
• Central - 5 (8%)
• Pacific - 3 (5%)
• Mountain - 0 (0%)

Shows by Cities

• New York, NY - 11 (17%)
• Hartford, CT - 7 (11%)
• Worcester, MA - 6 (9%)
• Hampton, VA - 6 (9%)
• Mansfield, MA - 4 (6%)
• Columbia, MD - 4 (6%)
• East Troy, WI - 4 (6%)
• Miami, FL - 4 (6%)
• North Charleston, SC - 3 (5%)
• Indio, CA - 3 (5%)
• Volney, NY - 2 (3%)
• Cincinnati, OH - 2 (3%)
• Saratoga Springs, NY - 2 (3%)
• Philadelphia, PA - 2 (3%)
• Hershey, PA - 1 (2%)
• Bangor, ME - 1 (2%)
• Essex Junction, VT - 1 (2%)
• Rosemont, IL - 1 (2%)
• Clarkston, MI - 1 (2%)
• Cuyahoga Falls, OH - 1 (2%)

Shows by Venues

• Madison Square Garden - 10 (15%)
• Hampton Coliseum - 6 (9%)
• Worcester Centrum Centre - 6 (9%)
• The Comcast Theatre - 5 (8%)
• Merriweather Post Pavilion - 4 (6%)
• Great Woods Center for the Performing Arts - 4 (6%)
• American Airlines Arena - 4 (6%)
• Alpine Valley Music Theatre - 4 (6%)
• Empire Polo Club - 3 (5%)
• North Charleston Coliseum - 3 (5%)
• Saratoga Performing Arts Center - 2 (3%)
• Oswego County Airport - 2 (3%)
• The Mann Center for the Performing Arts - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• Hartford Civic Center - 2 (3%)
• Darling's Waterfront Pavilion - 1 (2%)
• Hersheypark Stadium - 1 (2%)
• Allstate Arena - 1 (2%)
• Blossom Music Center - 1 (2%)
• Randall's Island - 1 (2%)
• DTE Energy Music Theatre - 1 (2%)
• Champlain Valley Exposition - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 6 (9%)
• After hiatus - 60 (91%)

318 different songs have been played (32% 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 4.39.
There were 121 onetimers
1415 total songs have been played in the selected shows.

There were 62 two set shows
There were 4 three set shows
5 songs were in a four show rotation.
21 songs were in a five show rotation.

Total Times Played

Harry Hood - 20 (30%)
Possum - 18 (27%)
Run Like an Antelope - 18 (27%)
Cavern - 17 (25%)
Stash - 17 (25%)
Back on the Train - 16 (24%)
Bathtub Gin - 16 (24%)
Mike's Song - 16 (24%)
Sample in a Jar - 16 (24%)
Suzy Greenberg - 16 (24%)
Wolfman's Brother - 16 (24%)
Backwards Down the Number Line - 15 (22%)
Chalk Dust Torture - 15 (22%)
Character Zero - 15 (22%)
Ghost - 15 (22%)
Runaway Jim - 15 (22%)
Weekapaug Groove - 15 (22%)
David Bowie - 14 (21%)
Free - 14 (21%)
Golgi Apparatus - 14 (21%)
Tweezer - 14 (21%)
Carini - 13 (19%)
Down with Disease - 13 (19%)
Funky Bitch - 13 (19%)
NICU - 13 (19%)
Prince Caspian - 13 (19%)
Rock and Roll - 13 (19%)
Slave to the Traffic Light - 13 (19%)
The Moma Dance - 13 (19%)
Tweezer Reprise - 13 (19%)
Also Sprach Zarathustra - 12 (18%)
Bug - 12 (18%)
Fluffhead - 12 (18%)
Ocelot - 12 (18%)
46 Days - 11 (16%)
Boogie On Reggae Woman - 11 (16%)
Divided Sky - 11 (16%)
Rift - 11 (16%)
Stealing Time From the Faulty Plan - 11 (16%)
Tube - 11 (16%)
Bouncing Around the Room - 10 (15%)
Joy - 10 (15%)
Kill Devil Falls - 10 (15%)
Maze - 10 (15%)
Piper - 10 (15%)
The Squirming Coil - 10 (15%)
Theme From the Bottom - 10 (15%)
Twist - 10 (15%)
Wilson - 10 (15%)
AC/DC Bag - 9 (13%)
Axilla - 9 (13%)
Julius - 9 (13%)
Light - 9 (13%)
Punch You in the Eye - 9 (13%)
Wading in the Velvet Sea - 9 (13%)
Birds of a Feather - 8 (12%)
Golden Age - 8 (12%)
Gotta Jibboo - 8 (12%)
Guyute - 8 (12%)
Halley's Comet - 8 (12%)
Loving Cup - 8 (12%)
Reba - 8 (12%)
Roggae - 8 (12%)
Simple - 8 (12%)
You Enjoy Myself - 8 (12%)
Dirt - 7 (10%)
Farmhouse - 7 (10%)
First Tube - 7 (10%)
Heavy Things - 7 (10%)
I Am Hydrogen - 7 (10%)
Limb By Limb - 7 (10%)
Nellie Kane - 7 (10%)
Quinn the Eskimo (The Mighty Quinn) - 7 (10%)
Sand - 7 (10%)
Sparkle - 7 (10%)
Llama - 6 (9%)
Makisupa Policeman - 6 (9%)
Mound - 6 (9%)
My Sweet One - 6 (9%)
No Men In No Man's Land - 6 (9%)
Party Time - 6 (9%)
Poor Heart - 6 (9%)
Silent in the Morning - 6 (9%)
Split Open and Melt - 6 (9%)
Steam - 6 (9%)
The Wedge - 6 (9%)
Waves - 6 (9%)
Alaska - 5 (7%)
Blaze On - 5 (7%)
Driver - 5 (7%)
Frankenstein - 5 (7%)
Fuego - 5 (7%)
Good Times Bad Times - 5 (7%)
Grind - 5 (7%)
Gumbo - 5 (7%)
Halfway to the Moon - 5 (7%)
Lawn Boy - 5 (7%)
Mountains in the Mist - 5 (7%)
My Soul - 5 (7%)
Rocky Top - 5 (7%)
Shine a Light - 5 (7%)
Sneakin' Sally Through the Alley - 5 (7%)
Sugar Shack - 5 (7%)
Taste - 5 (7%)
The Lizards - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Undermind - 5 (7%)
What's the Use? - 5 (7%)
When the Circus Comes - 5 (7%)
Army of One - 4 (6%)
Brian and Robert - 4 (6%)
Buried Alive - 4 (6%)
Cities - 4 (6%)
Contact - 4 (6%)
Crosseyed and Painless - 4 (6%)
Guelah Papyrus - 4 (6%)
I Didn't Know - 4 (6%)
It's Ice - 4 (6%)
Meatstick - 4 (6%)
Seven Below - 4 (6%)
Strange Design - 4 (6%)
Tela - 4 (6%)
The Curtain With - 4 (6%)
The Horse - 4 (6%)
The Oh Kee Pa Ceremony - 4 (6%)
Twenty Years Later - 4 (6%)
Walls of the Cave - 4 (6%)
Waste - 4 (6%)
Water in the Sky - 4 (6%)
Wingsuit - 4 (6%)
A Song I Heard the Ocean Sing - 3 (4%)
Beauty of My Dreams - 3 (4%)
Beauty of a Broken Heart - 3 (4%)
Breath and Burning - 3 (4%)
Camel Walk - 3 (4%)
Death Don't Hurt Very Long - 3 (4%)
Esther - 3 (4%)
Fee - 3 (4%)
Meat - 3 (4%)
My Friend, My Friend - 3 (4%)
No Quarter - 3 (4%)
Pebbles and Marbles - 3 (4%)
Rise/Come Together - 3 (4%)
Roses Are Free - 3 (4%)
Scent of a Mule - 3 (4%)
Sigma Oasis - 3 (4%)
Sleeping Monkey - 3 (4%)
The Sloth - 3 (4%)
Train Song - 3 (4%)
Vultures - 3 (4%)
Ya Mar - 3 (4%)
555 - 2 (3%)
A Day in the Life - 2 (3%)
A Life Beyond The Dream - 2 (3%)
A Wave of Hope - 2 (3%)
About to Run - 2 (3%)
Access Me - 2 (3%)
Albuquerque - 2 (3%)
Anything But Me - 2 (3%)
Billy Breathes - 2 (3%)
Catapult - 2 (3%)
Drowned - 2 (3%)
Fast Enough for You - 2 (3%)
Foam - 2 (3%)
Ginseng Sullivan - 2 (3%)
Have Mercy - 2 (3%)
Hold Your Head Up - 2 (3%)
I Been Around - 2 (3%)
Icculus - 2 (3%)
Leaves - 2 (3%)
Let It Loose - 2 (3%)
Let Me Lie - 2 (3%)
Lifeboy - 2 (3%)
Mercury - 2 (3%)
My Mind's Got a Mind of its Own - 2 (3%)
Nothing - 2 (3%)
Saw It Again - 2 (3%)
Set Your Soul Free - 2 (3%)
Sleep Again - 2 (3%)
Soul Planet - 2 (3%)
Soul Shakedown Party - 2 (3%)
Steep - 2 (3%)
Strawberry Letter 23 - 2 (3%)
Swept Away - 2 (3%)
The Ballad of Curtis Loew - 2 (3%)
The Connection - 2 (3%)
The Dogs - 2 (3%)
The Howling - 2 (3%)
The Line - 2 (3%)
The Mango Song - 2 (3%)
Time Turns Elastic - 2 (3%)
Torn and Frayed - 2 (3%)
Waiting All Night - 2 (3%)
Walk Away - 2 (3%)
While My Guitar Gently Weeps - 2 (3%)
Yarmouth Road - 2 (3%)
Your Pet Cat - 2 (3%)
After Midnight - 1 (1%)
All Down the Line - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Auld Lang Syne - 1 (1%)
Avenu Malkenu - 1 (1%)
Axilla (Part II) - 1 (1%)
Been Caught Stealing - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bittersweet Motel - 1 (1%)
Blue Moon - 1 (1%)
Bold As Love - 1 (1%)
Brother - 1 (1%)
Can't Always Listen - 1 (1%)
Carolina - 1 (1%)
Cars Trucks Buses - 1 (1%)
Casino Boogie - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool It Down - 1 (1%)
Corinna - 1 (1%)
Crazy Sometimes - 1 (1%)
Crowd Control - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Demand - 1 (1%)
Destiny Unbound - 1 (1%)
Devotion To a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Dixie Cannonball - 1 (1%)
Dogs Stole Things - 1 (1%)
Dr. Gabel - 1 (1%)
Drift While You're Sleeping - 1 (1%)
Energy - 1 (1%)
Everything is Hollow - 1 (1%)
Everything's Right - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Fire - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Friday - 1 (1%)
Friend - 1 (1%)
Frost - 1 (1%)
Fuck Your Face - 1 (1%)
Glide - 1 (1%)
Gone - 1 (1%)
Ha Ha Ha - 1 (1%)
Halfway Home - 1 (1%)
Happy - 1 (1%)
Harpua - 1 (1%)
Highway to Hell - 1 (1%)
Home - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Just Want To See His Face - 1 (1%)
I Kissed a Girl - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
If I Could - 1 (1%)
If You Need a Fool - 1 (1%)
Instant Karma! - 1 (1%)
Invisible - 1 (1%)
Izabella - 1 (1%)
Jam - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Lit O Bit - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Love You - 1 (1%)
Martian Monster - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mercy - 1 (1%)
Mexican Cousin - 1 (1%)
Middle of the Road - 1 (1%)
Mind Left Body Jam - 1 (1%)
Mock Song - 1 (1%)
Moonage Daydream - 1 (1%)
More - 1 (1%)
Mr. Completely - 1 (1%)
NO2 - 1 (1%)
On My Knees - 1 (1%)
Paul and Silas - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Plasma - 1 (1%)
Psycho Killer - 1 (1%)
Rhymes - 1 (1%)
Ride Captain Ride - 1 (1%)
Rip This Joint - 1 (1%)
Rocket in My Pocket - 1 (1%)
Rocks Off - 1 (1%)
Ruby Waves - 1 (1%)
Sanity - 1 (1%)
Say It To Me S.A.N.T.O.S. - 1 (1%)
Scents and Subtle Sounds - 1 (1%)
Secret Smile - 1 (1%)
Shade - 1 (1%)
Shake Your Hips - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Show of Life - 1 (1%)
Skin It Back - 1 (1%)
Sleep - 1 (1%)
Smoke on the Water Jam - 1 (1%)
Soul Survivor - 1 (1%)
Stop Breaking Down - 1 (1%)
Summer of '89 - 1 (1%)
Sweet Black Angel - 1 (1%)
Sweet Virginia - 1 (1%)
Takin' Care of Business - 1 (1%)
Talk - 1 (1%)
The Birdwatcher - 1 (1%)
The Curtain - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
Things People Do - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
Ventilator Blues - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
What Things Seem - 1 (1%)
Winterqueen - 1 (1%)

First Set Openers

Llama - 4
Punch You in the Eye - 4
Sample in a Jar - 4
Stealing Time From the Faulty Plan - 4
AC/DC Bag - 3
Buried Alive - 3
Carini - 2
Free - 2
Kill Devil Falls - 2
Party Time - 2
Soul Shakedown Party - 2
Wilson - 2
Wolfman's Brother - 2
Axilla - 1
Bathtub Gin - 1
Blaze On - 1
Brother - 1
Carolina - 1
Chalk Dust Torture - 1
Cities - 1
Crowd Control - 1
Fee - 1
First Tube - 1
Fluffhead - 1
Funky Bitch - 1
Golgi Apparatus - 1
Ha Ha Ha - 1
Heavy Things - 1
Julius - 1
Lit O Bit - 1
Mike's Song - 1
My Soul - 1
No Men In No Man's Land - 1
Possum - 1
Rift - 1
Rock and Roll - 1
Sigma Oasis - 1
Strawberry Letter 23 - 1
The Sloth - 1
Tube - 1
Tweezer Reprise - 1
Undermind - 1
Water in the Sky - 1

First Set Closers

Run Like an Antelope - 8
Character Zero - 4
46 Days - 3
Bathtub Gin - 3
Cavern - 3
Chalk Dust Torture - 3
Julius - 3
Suzy Greenberg - 3
Walls of the Cave - 3
David Bowie - 2
Fluffhead - 2
Possum - 2
Split Open and Melt - 2
The Squirming Coil - 2
Time Turns Elastic - 2
Weekapaug Groove - 2
Blaze On - 1
Bold As Love - 1
Ghost - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
I Didn't Know - 1
McGrupp and the Watchful Hosemasters - 1
Moonage Daydream - 1
Prince Caspian - 1
Rocky Top - 1
Sample in a Jar - 1
Saw It Again - 1
Stealing Time From the Faulty Plan - 1
The Birdwatcher - 1
The Wedge - 1
Walk Away - 1
Wingsuit - 1
Wolfman's Brother - 1

Second Set Openers

Carini - 5
Mike's Song - 5
Crosseyed and Painless - 3
Down with Disease - 3
Tweezer - 3
Waves - 3
Backwards Down the Number Line - 2
Birds of a Feather - 2
Chalk Dust Torture - 2
Drowned - 2
Ghost - 2
Golden Age - 2
Halley's Comet - 2
Punch You in the Eye - 2
Rock and Roll - 2
Sand - 2
AC/DC Bag - 1
After Midnight - 1
Axilla - 1
Back on the Train - 1
First Tube - 1
Free - 1
Fuego - 1
Funky Bitch - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Kill Devil Falls - 1
No Men In No Man's Land - 1
Party Time - 1
Paul and Silas - 1
Rocks Off - 1
Runaway Jim - 1
Set Your Soul Free - 1
Seven Below - 1
Sigma Oasis - 1
The Connection - 1
The Howling - 1
Tube - 1
Tweezer Reprise - 1
Twist - 1

Second Set Closers

Run Like an Antelope - 7
Character Zero - 6
Harry Hood - 5
Slave to the Traffic Light - 5
Bug - 4
David Bowie - 4
Suzy Greenberg - 4
You Enjoy Myself - 4
Cavern - 3
Weekapaug Groove - 3
Blaze On - 2
Golgi Apparatus - 2
Split Open and Melt - 2
46 Days - 1
Buried Alive - 1
Drift While You're Sleeping - 1
Fire - 1
Ghost - 1
Julius - 1
Llama - 1
Loving Cup - 1
Pebbles and Marbles - 1
Possum - 1
Rise/Come Together - 1
Show of Life - 1
Soul Survivor - 1
Stealing Time From the Faulty Plan - 1
The Squirming Coil - 1

Third Set Openers

Backwards Down the Number Line - 1
My Soul - 1
Party Time - 1
Tweezer - 1

Third Set Closers

You Enjoy Myself - 2
Fluffhead - 1
Slave to the Traffic Light - 1

Encores

Tweezer Reprise - 13
Loving Cup - 6
Suzy Greenberg - 6
Character Zero - 5
Grind - 5
First Tube - 4
Good Times Bad Times - 4
The Squirming Coil - 4
Frankenstein - 3
Rocky Top - 3
Shine a Light - 3
A Day in the Life - 2
Bug - 2
Contact - 2
Esther - 2
Golgi Apparatus - 2
Harry Hood - 2
Julius - 2
Quinn the Eskimo (The Mighty Quinn) - 2
Run Like an Antelope - 2
Slave to the Traffic Light - 2
Sleeping Monkey - 2
Tube - 2
While My Guitar Gently Weeps - 2
46 Days - 1
A Life Beyond The Dream - 1
Anything But Me - 1
Been Caught Stealing - 1
Beneath a Sea of Stars Part 1 - 1
Bittersweet Motel - 1
Blue Moon - 1
Boogie On Reggae Woman - 1
Bouncing Around the Room - 1
Cavern - 1
Chalk Dust Torture Reprise - 1
Death Don't Hurt Very Long - 1
Driver - 1
Gumbo - 1
Heavy Things - 1
Highway to Hell - 1
I Been Around - 1
Izabella - 1
Joy - 1
Martian Monster - 1
Maze - 1
Meatstick - 1
Mercy - 1
More - 1
Pebbles and Marbles - 1
Possum - 1
Rock and Roll - 1
Runaway Jim - 1
Sanity - 1
Say It To Me S.A.N.T.O.S. - 1
Secret Smile - 1
Talk - 1
The Lizards - 1
The Oh Kee Pa Ceremony - 1
Twenty Years Later - 1
Wading in the Velvet Sea - 1
Waste - 1
Weekapaug Groove - 1
When the Circus Comes - 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 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

Songs played in consecutive shows

Longest Existing Gaps

Debut Count

You saw 40 song debuts
0.61 debuts per show.
The most frequently played song you have seen debuted is Steam (65 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Beauty of My Dreams - 3
Been Caught Stealing - 1
Ha Ha Ha - 1
I'm Blue, I'm Lonesome - 1
If You Need a Fool - 1
Jam - 1
On My Knees - 1
Sleep - 1
Smoke on the Water Jam - 1
The Inlaw Josie Wales - 1

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

Suzy Greenberg - 16
Backwards Down the Number Line - 15
NICU - 13
Rock and Roll - 13
Slave to the Traffic Light - 13
Also Sprach Zarathustra - 12
Ocelot - 12
46 Days - 11
Rift - 11
Stealing Time From the Faulty Plan - 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:

Beauty of My Dreams - 3
All of These Dreams - 1
Been Caught Stealing - 1
Dogs Stole Things - 1
Friday - 1
Ha Ha Ha - 1
I'm Blue, I'm Lonesome - 1
If You Need a Fool - 1
Jam - 1
On My Knees - 1

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

Backwards Down the Number Line - 15
NICU - 13
Slave to the Traffic Light - 13
Ocelot - 12
46 Days - 11
Stealing Time From the Faulty Plan - 11
Bouncing Around the Room - 10
Joy - 10
Kill Devil Falls - 10
Maze - 10

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