Shows by day of week

• Sunday- 20
• Monday- 2
• Tuesday- 9
• Wednesday- 9
• Thursday- 2
• Friday- 12
• Saturday- 18

Shows by month

• January -
• February - 2
• March -
• April -
• May -
• June - 3
• July - 21
• August - 23
• September - 9
• October - 3
• November - 3
• December - 8

Shows by year

• 2002- 1
• 2003- 10
• 2004- 5
• 2009- 4
• 2010- 2
• 2011- 0
• 2012- 0
• 2013- 3
• 2014- 2
• 2015- 2
• 2016- 6
• 2017- 3
• 2018- 1
• 2019- 11
• 2020- 0
• 2021- 6
• 2022- 7
• 2023- 4
• 2024- 5

Most Frequently Played Dates

• 8/15- 4
• 8/14- 3
• 9/3- 3
• 9/4- 3
• 12/1- 2
• 12/31- 2
• 6/20- 2
• 7/10- 2
• 7/3- 2
• 7/9- 2
• 8/11- 2
• 10/17- 1
• 10/25- 1
• 10/26- 1
• 11/18- 1
• 11/29- 1
• 11/30- 1
• 12/2- 1
• 12/28- 1
• 12/29- 1
• 12/30- 1

Shows by States

• NY - 19 (26%)
• MA - 12 (17%)
• CO - 11 (15%)
• WI - 6 (8%)
• DE - 4 (6%)
• CT - 4 (6%)
• FL - 4 (6%)
• NJ - 3 (4%)
• ME - 3 (4%)
• RI - 2 (3%)
• VT - 2 (3%)
• IL - 1 (1%)
• MI - 1 (1%)

Shows by Time Zone

• Eastern - 54 (75%)
• Mountain - 11 (15%)
• Central - 7 (10%)
• Pacific - 0 (0%)

Shows by Cities

• Commerce City, CO - 11 (15%)
• Mansfield, MA - 7 (10%)
• New York, NY - 7 (10%)
• East Troy, WI - 6 (8%)
• Saratoga Springs, NY - 4 (6%)
• Miami, FL - 4 (6%)
• Dover, DE - 4 (6%)
• Atlantic City, NJ - 3 (4%)
• Worcester, MA - 3 (4%)
• Coventry, VT - 2 (3%)
• Uncasville, CT - 2 (3%)
• Albany, NY - 2 (3%)
• Limestone, ME - 2 (3%)
• Boston, MA - 2 (3%)
• Hartford, CT - 2 (3%)
• Uniondale, NY - 2 (3%)
• Providence, RI - 2 (3%)
• Wantagh, NY - 2 (3%)
• Syracuse, NY - 2 (3%)
• Bangor, ME - 1 (1%)
• Detroit, MI - 1 (1%)
• Bridgeview, IL - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 11 (15%)
• Great Woods Center for the Performing Arts - 7 (10%)
• Madison Square Garden - 6 (8%)
• Alpine Valley Music Theatre - 6 (8%)
• Saratoga Performing Arts Center - 4 (6%)
• American Airlines Arena - 4 (6%)
• The Woodlands - 4 (6%)
• Atlantic City Beach - 3 (4%)
• Worcester Centrum Centre - 3 (4%)
• The Comcast Theatre - 2 (3%)
• Jones Beach Amphitheater - 2 (3%)
• Loring Commerce Centre - 2 (3%)
• Newport State Airport - 2 (3%)
• Providence Civic Center - 2 (3%)
• Pepsi Arena - 2 (3%)
• Lakeview Amphitheater - 2 (3%)
• Mohegan Sun Arena - 2 (3%)
• Nassau Veterans Memorial Coliseum - 2 (3%)
• Darling's Waterfront Pavilion - 1 (1%)
• Toyota Park - 1 (1%)
• Randall's Island - 1 (1%)
• Cobo Arena - 1 (1%)
• Fenway Park - 1 (1%)
• FleetCenter - 1 (1%)

320 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 20.3.
The average amount of times each song was played is 4.48.
There were 111 onetimers
1464 total songs have been played in the selected shows.

There were 2 one set shows
There were 63 two set shows
There were 6 three set shows
There were 1 four set shows
9 songs were in a four show rotation.
12 songs were in a five show rotation.

Total Times Played

Harry Hood - 21 (29%)
Down with Disease - 19 (26%)
Ghost - 19 (26%)
Slave to the Traffic Light - 19 (26%)
Weekapaug Groove - 19 (26%)
Wolfman's Brother - 19 (26%)
Bathtub Gin - 18 (25%)
Chalk Dust Torture - 18 (25%)
Mike's Song - 18 (25%)
Tweezer Reprise - 16 (22%)
46 Days - 15 (20%)
Run Like an Antelope - 15 (20%)
Also Sprach Zarathustra - 14 (19%)
Backwards Down the Number Line - 14 (19%)
Birds of a Feather - 14 (19%)
Character Zero - 14 (19%)
Free - 14 (19%)
Possum - 14 (19%)
Sand - 14 (19%)
Tweezer - 14 (19%)
Carini - 13 (18%)
David Bowie - 13 (18%)
Maze - 13 (18%)
Piper - 13 (18%)
Stash - 13 (18%)
The Moma Dance - 13 (18%)
Tube - 13 (18%)
Back on the Train - 12 (16%)
NICU - 12 (16%)
Runaway Jim - 12 (16%)
Wilson - 12 (16%)
You Enjoy Myself - 12 (16%)
Cavern - 11 (15%)
Simple - 11 (15%)
Twist - 11 (15%)
Blaze On - 10 (13%)
Bouncing Around the Room - 10 (13%)
Bug - 10 (13%)
Divided Sky - 10 (13%)
Everything's Right - 10 (13%)
First Tube - 10 (13%)
Light - 10 (13%)
Poor Heart - 10 (13%)
Reba - 10 (13%)
Stealing Time From the Faulty Plan - 10 (13%)
Steam - 10 (13%)
The Wedge - 10 (13%)
Theme From the Bottom - 10 (13%)
Ya Mar - 10 (13%)
AC/DC Bag - 9 (12%)
I Am Hydrogen - 9 (12%)
Rift - 9 (12%)
Set Your Soul Free - 9 (12%)
Waves - 9 (12%)
Fuego - 8 (11%)
Loving Cup - 8 (11%)
Rock and Roll - 8 (11%)
Sample in a Jar - 8 (11%)
Seven Below - 8 (11%)
Suzy Greenberg - 8 (11%)
Waste - 8 (11%)
What's the Use? - 8 (11%)
Gumbo - 7 (9%)
Horn - 7 (9%)
Julius - 7 (9%)
No Men In No Man's Land - 7 (9%)
Party Time - 7 (9%)
Prince Caspian - 7 (9%)
Punch You in the Eye - 7 (9%)
Scents and Subtle Sounds - 7 (9%)
Split Open and Melt - 7 (9%)
The Squirming Coil - 7 (9%)
Water in the Sky - 7 (9%)
A Life Beyond The Dream - 6 (8%)
Boogie On Reggae Woman - 6 (8%)
Crosseyed and Painless - 6 (8%)
Drift While You're Sleeping - 6 (8%)
Drowned - 6 (8%)
Farmhouse - 6 (8%)
Fluffhead - 6 (8%)
Frankenstein - 6 (8%)
Funky Bitch - 6 (8%)
Golden Age - 6 (8%)
Golgi Apparatus - 6 (8%)
Good Times Bad Times - 6 (8%)
Guyute - 6 (8%)
Halley's Comet - 6 (8%)
Kill Devil Falls - 6 (8%)
Meatstick - 6 (8%)
Mercury - 6 (8%)
Plasma - 6 (8%)
Roggae - 6 (8%)
Saw It Again - 6 (8%)
Say It To Me S.A.N.T.O.S. - 6 (8%)
Scent of a Mule - 6 (8%)
Taste - 6 (8%)
Undermind - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
Walls of the Cave - 6 (8%)
Cities - 5 (6%)
Contact - 5 (6%)
Dirt - 5 (6%)
Gotta Jibboo - 5 (6%)
I Didn't Know - 5 (6%)
Lawn Boy - 5 (6%)
Llama - 5 (6%)
Martian Monster - 5 (6%)
More - 5 (6%)
Mountains in the Mist - 5 (6%)
Ruby Waves - 5 (6%)
Sigma Oasis - 5 (6%)
The Final Hurrah - 5 (6%)
The Lizards - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Vultures - 5 (6%)
A Song I Heard the Ocean Sing - 4 (5%)
A Wave of Hope - 4 (5%)
All of These Dreams - 4 (5%)
Destiny Unbound - 4 (5%)
Fire - 4 (5%)
Foam - 4 (5%)
Joy - 4 (5%)
Limb By Limb - 4 (5%)
Makisupa Policeman - 4 (5%)
Meat - 4 (5%)
Mound - 4 (5%)
Silent in the Morning - 4 (5%)
Sparkle - 4 (5%)
The Curtain With - 4 (5%)
Train Song - 4 (5%)
Twenty Years Later - 4 (5%)
Wingsuit - 4 (5%)
555 - 3 (4%)
About to Run - 3 (4%)
Alaska - 3 (4%)
Anything But Me - 3 (4%)
Beneath a Sea of Stars Part 1 - 3 (4%)
Breath and Burning - 3 (4%)
Brian and Robert - 3 (4%)
Fee - 3 (4%)
Friday - 3 (4%)
Heavy Things - 3 (4%)
Hold Your Head Up - 3 (4%)
Kung - 3 (4%)
Mexican Cousin - 3 (4%)
My Friend, My Friend - 3 (4%)
No Quarter - 3 (4%)
Pebbles and Marbles - 3 (4%)
Rise/Come Together - 3 (4%)
Rocky Top - 3 (4%)
Sleep - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
Strange Design - 3 (4%)
The Horse - 3 (4%)
The Mango Song - 3 (4%)
The Sloth - 3 (4%)
Turtle in the Clouds - 3 (4%)
Weigh - 3 (4%)
While My Guitar Gently Weeps - 3 (4%)
Alumni Blues - 2 (2%)
Ass Handed - 2 (2%)
Auld Lang Syne - 2 (2%)
Avenu Malkenu - 2 (2%)
Axilla - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Bold As Love - 2 (2%)
Brother - 2 (2%)
Buried Alive - 2 (2%)
Cars Trucks Buses - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Cool It Down - 2 (2%)
Crazy Sometimes - 2 (2%)
Esther - 2 (2%)
Evolve - 2 (2%)
Fast Enough for You - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Frankie Says - 2 (2%)
Fuck Your Face - 2 (2%)
Home - 2 (2%)
I Am the Walrus - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
It's Ice - 2 (2%)
Jam - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Lonely Trip - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Most Events Aren't Planned - 2 (2%)
My Soul - 2 (2%)
Oblivion - 2 (2%)
Ocelot - 2 (2%)
Pillow Jets - 2 (2%)
Soul Shakedown Party - 2 (2%)
Space Oddity - 2 (2%)
Stray Dog - 2 (2%)
Tela - 2 (2%)
The Dogs - 2 (2%)
The Landlady - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
Things People Do - 2 (2%)
Thread - 2 (2%)
Thunderhead - 2 (2%)
Time Turns Elastic - 2 (2%)
Walk Away - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
When the Circus Comes - 2 (2%)
Winterqueen - 2 (2%)
Wombat - 2 (2%)
Yarmouth Road - 2 (2%)
Access Me - 1 (1%)
Army of One - 1 (1%)
Axilla (Part II) - 1 (1%)
Back in the Bubble - 1 (1%)
Bill Bailey, Won't You Please Come Home? - 1 (1%)
Billy Breathes - 1 (1%)
Bliss - 1 (1%)
Blue Skies - 1 (1%)
Bye Bye Foot - 1 (1%)
Camel Walk - 1 (1%)
Can't Always Listen - 1 (1%)
Catapult - 1 (1%)
Cathy's Clown - 1 (1%)
Chariots of Fire - 1 (1%)
Chocolate Rain - 1 (1%)
Cinnamon Girl - 1 (1%)
Clone - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool Jerk - 1 (1%)
Crowd Control - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Discern - 1 (1%)
Dog Faced Boy - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Don't Doubt Me - 1 (1%)
Drifting - 1 (1%)
Driver - 1 (1%)
Drums - 1 (1%)
Energy - 1 (1%)
Feel the Heat - 1 (1%)
Final Flight - 1 (1%)
Friends - 1 (1%)
Glide - 1 (1%)
Grind - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
Halfway to the Moon - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Heavy Rotation - 1 (1%)
How Many People Are You - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Been Around - 1 (1%)
Icculus - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Iron Man - 1 (1%)
Izabella - 1 (1%)
Jungle Boogie - 1 (1%)
L.A. Woman - 1 (1%)
Leaves - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Life Saving Gun - 1 (1%)
Lifeboy - 1 (1%)
Long Cool Woman in a Black Dress - 1 (1%)
Love You - 1 (1%)
Low Rider - 1 (1%)
Maybe - 1 (1%)
Mellow Mood - 1 (1%)
Miss You - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
Nellie Kane - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On Your Way Down - 1 (1%)
P-Funk Medley - 1 (1%)
Paul and Silas - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ride Captain Ride - 1 (1%)
Roses Are Free - 1 (1%)
Round Room - 1 (1%)
Sanity - 1 (1%)
Secret Smile - 1 (1%)
Shade - 1 (1%)
Shafty - 1 (1%)
Sightless Escape - 1 (1%)
Sing Monica - 1 (1%)
Sleeping Monkey - 1 (1%)
Something Living Here - 1 (1%)
Soul Planet - 1 (1%)
Spread It 'Round - 1 (1%)
Sugar Shack - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Connection - 1 (1%)
The Curtain - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Howling - 1 (1%)
The Line - 1 (1%)
The Old Home Place - 1 (1%)
The Tears of a Clown - 1 (1%)
The Very Long Fuse - 1 (1%)
The Wind Cries Mary - 1 (1%)
Timber - 1 (1%)
Time Loves a Hero - 1 (1%)
Tower Jam - 1 (1%)
Two Versions of Me - 1 (1%)
Waiting All Night - 1 (1%)
Waking Up Dead - 1 (1%)
What's Going Through Your Mind - 1 (1%)
Wider - 1 (1%)
Windy City - 1 (1%)
Woodlands Jam - 1 (1%)
You Sexy Thing - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

The Moma Dance - 4
AC/DC Bag - 3
Ghost - 3
Mike's Song - 3
Party Time - 3
46 Days - 2
Buried Alive - 2
Cars Trucks Buses - 2
First Tube - 2
Free - 2
Llama - 2
Piper - 2
Punch You in the Eye - 2
The Landlady - 2
Wilson - 2
Alumni Blues - 1
Birds of a Feather - 1
Bouncing Around the Room - 1
Brother - 1
Can't Always Listen - 1
Carini - 1
Cathy's Clown - 1
Chalk Dust Torture - 1
Chocolate Rain - 1
Crowd Control - 1
Daniel Saw the Stone - 1
David Bowie - 1
Divided Sky - 1
Energy - 1
Fluffhead - 1
Funky Bitch - 1
Happy Birthday to You - 1
Harry Hood - 1
Kill Devil Falls - 1
Loving Cup - 1
No Men In No Man's Land - 1
Pigtail - 1
Possum - 1
Rift - 1
Sand - 1
Slave to the Traffic Light - 1
Stealing Time From the Faulty Plan - 1
Stray Dog - 1
The Curtain - 1
The Curtain With - 1
The Very Long Fuse - 1
Tube - 1
Turtle in the Clouds - 1
Tweezer - 1
Walls of the Cave - 1
You Enjoy Myself - 1

First Set Closers

David Bowie - 7
Bathtub Gin - 4
Character Zero - 4
Run Like an Antelope - 4
Sand - 4
Drift While You're Sleeping - 3
46 Days - 2
Cavern - 2
Fire - 2
Rock and Roll - 2
Split Open and Melt - 2
The Squirming Coil - 2
Time Turns Elastic - 2
Walls of the Cave - 2
Weekapaug Groove - 2
You Enjoy Myself - 2
About to Run - 1
Also Sprach Zarathustra - 1
Birds of a Feather - 1
Blaze On - 1
Bold As Love - 1
Bug - 1
Carini - 1
Down with Disease - 1
Drowned - 1
Fluffhead - 1
Golden Age - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Harry Hood - 1
I Am the Walrus - 1
Kill Devil Falls - 1
Life Saving Gun - 1
Maze - 1
Mexican Cousin - 1
Possum - 1
Space Oddity - 1
Suzy Greenberg - 1
Taste - 1
Tube - 1
Tweezer Reprise - 1
Wingsuit - 1

Second Set Openers

Down with Disease - 5
Mike's Song - 5
Set Your Soul Free - 4
Drowned - 3
Everything's Right - 3
Run Like an Antelope - 3
Tweezer - 3
Waves - 3
Chalk Dust Torture - 2
Crosseyed and Painless - 2
Ghost - 2
I Never Needed You Like This Before - 2
No Men In No Man's Land - 2
Rock and Roll - 2
Stash - 2
46 Days - 1
A Wave of Hope - 1
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Blaze On - 1
Carini - 1
Cool Amber and Mercury - 1
Fuego - 1
Golden Age - 1
Gotta Jibboo - 1
Have Mercy - 1
Mellow Mood - 1
My Friend, My Friend - 1
Party Time - 1
Rise/Come Together - 1
Runaway Jim - 1
Say It To Me S.A.N.T.O.S. - 1
Seven Below - 1
Sightless Escape - 1
Soul Planet - 1
Suzy Greenberg - 1
The Sloth - 1
The Squirming Coil - 1
Tube - 1
What's Going Through Your Mind - 1

Second Set Closers

Harry Hood - 10
Slave to the Traffic Light - 9
Character Zero - 4
First Tube - 4
Run Like an Antelope - 3
Cavern - 2
Golgi Apparatus - 2
Loving Cup - 2
Suzy Greenberg - 2
Tweezer Reprise - 2
Weekapaug Groove - 2
You Enjoy Myself - 2
Backwards Down the Number Line - 1
Bug - 1
Carini - 1
Chalk Dust Torture - 1
David Bowie - 1
Down with Disease - 1
Drift While You're Sleeping - 1
Everything's Right - 1
Fire - 1
Fluffhead - 1
Frankenstein - 1
Ghost - 1
Good Times Bad Times - 1
In The Good Old Summer Time - 1
Julius - 1
More - 1
Possum - 1
Rock and Roll - 1
Sample in a Jar - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Split Open and Melt - 1
The Squirming Coil - 1
Walk Away - 1
Waste - 1
While My Guitar Gently Weeps - 1

Third Set Openers

46 Days - 1
Fast Enough for You - 1
Jungle Boogie - 1
Rock and Roll - 1
Sample in a Jar - 1
Twist - 1
Woodlands Jam - 1

Third Set Closers

Run Like an Antelope - 2
Bug - 1
Friday - 1
Slave to the Traffic Light - 1
Walls of the Cave - 1
Woodlands Jam - 1

Fourth Set Openers

Tower Jam - 1

Fourth Set Closers

Tower Jam - 1

Encores

Tweezer Reprise - 10
Character Zero - 6
Possum - 6
Slave to the Traffic Light - 6
Contact - 5
Harry Hood - 5
Loving Cup - 5
Good Times Bad Times - 4
A Life Beyond The Dream - 3
Backwards Down the Number Line - 3
Bouncing Around the Room - 3
Bug - 3
Fee - 3
First Tube - 3
Frankenstein - 3
Saw It Again - 3
Say It To Me S.A.N.T.O.S. - 3
Cavern - 2
Fluffhead - 2
Julius - 2
Kung - 2
Meatstick - 2
More - 2
Rocky Top - 2
The Squirming Coil - 2
Waste - 2
Big Black Furry Creature from Mars - 1
Bold As Love - 1
Boogie On Reggae Woman - 1
Brian and Robert - 1
Cinnamon Girl - 1
Divided Sky - 1
Dog Log - 1
Driver - 1
Fire - 1
Foam - 1
Fuego - 1
Grind - 1
I Am the Walrus - 1
I Didn't Know - 1
Icculus - 1
Joy - 1
Mexican Cousin - 1
NICU - 1
Oh! Sweet Nuthin' - 1
Plasma - 1
Punch You in the Eye - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Rock and Roll - 1
Roses Are Free - 1
Silent in the Morning - 1
Sleep - 1
Sleeping Monkey - 1
Space Oddity - 1
Suzy Greenberg - 1
The Curtain With - 1
The Horse - 1
The Lizards - 1
The Mango Song - 1
The Wind Cries Mary - 1
Tube - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Weekapaug Groove - 1
What's the Use? - 1
While My Guitar Gently Weeps - 1
Wilson - 1
Wombat - 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 2002

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 27 song debuts
0.38 debuts per show.
The most frequently played song you have seen debuted is Walls of the Cave (75 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 - 3
Friday - 3
Hold Your Head Up - 3
Auld Lang Syne - 2
Jam - 2
Army of One - 1
Bill Bailey, Won't You Please Come Home? - 1
Blue Skies - 1
Camel Walk - 1
Chariots of Fire - 1

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

Backwards Down the Number Line - 14
Blaze On - 10
Everything's Right - 10
Light - 10
Stealing Time From the Faulty Plan - 10
Steam - 10
Set Your Soul Free - 9
Fuego - 8
What's the Use? - 8
No Men In No Man's Land - 7

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