Shows by day of week

• Sunday- 19
• Monday- 0
• Tuesday- 5
• Wednesday- 3
• Thursday- 2
• Friday- 26
• Saturday- 22

Shows by month

• January - 2
• February -
• March -
• April - 5
• May -
• June - 14
• July - 12
• August - 28
• September - 6
• October - 7
• November -
• December - 3

Shows by year

• 2004- 1
• 2009- 0
• 2010- 0
• 2011- 2
• 2012- 5
• 2013- 4
• 2014- 3
• 2015- 6
• 2016- 7
• 2017- 6
• 2018- 5
• 2019- 8
• 2020- 0
• 2021- 5
• 2022- 7
• 2023- 6
• 2024- 4
• 2025- 6
• 2026- 2

Most Frequently Played Dates

• 8/5- 3
• 8/6- 3
• 9/1- 3
• 10/21- 2
• 6/28- 2
• 7/16- 2
• 7/31- 2
• 8/3- 2
• 8/30- 2
• 8/31- 2
• 8/4- 2
• 8/7- 2
• 1/1- 1
• 1/2- 1
• 10/14- 1
• 10/15- 1
• 10/18- 1
• 10/19- 1
• 10/20- 1
• 12/6- 1
• 12/7- 1

Shows by States

• GA - 15 (19%)
• CO - 9 (12%)
• NY - 7 (9%)
• IN - 6 (8%)
• SC - 5 (6%)
• NC - 5 (6%)
• DE - 4 (5%)
• CA - 3 (4%)
• IL - 3 (4%)
• PA - 3 (4%)
• NJ - 3 (4%)
• TX - 2 (3%)
• VA - 2 (3%)
• NV - 2 (3%)
• TN - 2 (3%)
• OH - 2 (3%)
• FL - 2 (3%)
• AL - 1 (1%)
• WI - 1 (1%)

Shows by Time Zone

• Eastern - 54 (70%)
• Mountain - 9 (12%)
• Central - 9 (12%)
• Pacific - 5 (6%)

Shows by Cities

• Alpharetta, GA - 13 (17%)
• Commerce City, CO - 9 (12%)
• Noblesville, IN - 6 (8%)
• North Charleston, SC - 5 (6%)
• Charlotte, NC - 4 (5%)
• Dover, DE - 4 (5%)
• Atlantic City, NJ - 3 (4%)
• Watkins Glen, NY - 3 (4%)
• Hollywood, CA - 3 (4%)
• New York, NY - 3 (4%)
• Chicago, IL - 3 (4%)
• Austin, TX - 2 (3%)
• Las Vegas, NV - 2 (3%)
• Philadelphia, PA - 2 (3%)
• Hampton, VA - 2 (3%)
• Atlanta, GA - 2 (3%)
• Miami, FL - 2 (3%)
• Nashville, TN - 2 (3%)
• Cincinnati, OH - 1 (1%)
• Burgettstown, PA - 1 (1%)
• Raleigh, NC - 1 (1%)
• Saratoga Springs, NY - 1 (1%)
• East Troy, WI - 1 (1%)
• Cuyahoga Falls, OH - 1 (1%)
• Pelham, AL - 1 (1%)

Shows by Venues

• Verizon Wireless Amphitheatre at Encore Park - 13 (17%)
• Dick's Sporting Goods Park - 9 (12%)
• Ruoff Music Center - 6 (8%)
• North Charleston Coliseum - 5 (6%)
• Verizon Wireless Amphitheatre - Charlotte - 4 (5%)
• The Woodlands - 4 (5%)
• Atlantic City Beach - 3 (4%)
• Hollywood Bowl - 3 (4%)
• Watkins Glen International - 3 (4%)
• Madison Square Garden - 3 (4%)
• United Center - 3 (4%)
• American Airlines Arena - 2 (3%)
• The Mann Center for the Performing Arts - 2 (3%)
• HiFi Buys Amphitheatre - 2 (3%)
• Ascend Amphitheater - 2 (3%)
• Hampton Coliseum - 2 (3%)
• Moody Center - 2 (3%)
• Sphere - 2 (3%)
• Saratoga Performing Arts Center - 1 (1%)
• Oak Mountain Amphitheatre - 1 (1%)
• Blossom Music Center - 1 (1%)
• Riverbend Music Center - 1 (1%)
• ALLTEL Pavilion - 1 (1%)
• Post-Gazette Pavilion at Star Lake - 1 (1%)
• Alpine Valley Music Theatre - 1 (1%)

306 different songs have been played (30% 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 5.02.
There were 82 onetimers
1567 total songs have been played in the selected shows.

There were 1 one set shows
There were 74 two set shows
There were 1 three set shows
There were 1 four set shows
3 songs were in a four show rotation.
14 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 20 (25%)
Mike's Song - 20 (25%)
Weekapaug Groove - 20 (25%)
Bathtub Gin - 19 (24%)
Ghost - 19 (24%)
Possum - 18 (23%)
Harry Hood - 17 (22%)
No Men In No Man's Land - 17 (22%)
Sand - 17 (22%)
Slave to the Traffic Light - 17 (22%)
Tube - 17 (22%)
First Tube - 16 (20%)
The Moma Dance - 16 (20%)
Twist - 16 (20%)
Free - 15 (19%)
Fuego - 15 (19%)
Reba - 15 (19%)
Tweezer Reprise - 15 (19%)
Wolfman's Brother - 15 (19%)
Back on the Train - 14 (18%)
Down with Disease - 14 (18%)
Tweezer - 14 (18%)
Carini - 13 (16%)
Cavern - 13 (16%)
Character Zero - 13 (16%)
Light - 13 (16%)
You Enjoy Myself - 13 (16%)
46 Days - 12 (15%)
Blaze On - 12 (15%)
Fluffhead - 12 (15%)
Limb By Limb - 12 (15%)
Rift - 12 (15%)
Run Like an Antelope - 12 (15%)
555 - 11 (14%)
Also Sprach Zarathustra - 11 (14%)
Backwards Down the Number Line - 11 (14%)
David Bowie - 11 (14%)
Kill Devil Falls - 11 (14%)
Maze - 11 (14%)
More - 11 (14%)
Roggae - 11 (14%)
Silent in the Morning - 11 (14%)
What's the Use? - 11 (14%)
Wilson - 11 (14%)
AC/DC Bag - 10 (12%)
Funky Bitch - 10 (12%)
Gotta Jibboo - 10 (12%)
Mercury - 10 (12%)
Ocelot - 10 (12%)
Piper - 10 (12%)
Simple - 10 (12%)
The Wedge - 10 (12%)
Horn - 9 (11%)
My Soul - 9 (11%)
Prince Caspian - 9 (11%)
Suzy Greenberg - 9 (11%)
Walls of the Cave - 9 (11%)
Birds of a Feather - 8 (10%)
Bouncing Around the Room - 8 (10%)
Cities - 8 (10%)
Everything's Right - 8 (10%)
Golden Age - 8 (10%)
Gumbo - 8 (10%)
Meatstick - 8 (10%)
Stash - 8 (10%)
Stealing Time From the Faulty Plan - 8 (10%)
Steam - 8 (10%)
Taste - 8 (10%)
The Horse - 8 (10%)
Theme from the Bottom - 8 (10%)
Waste - 8 (10%)
A Life Beyond The Dream - 7 (9%)
A Song I Heard the Ocean Sing - 7 (9%)
Crosseyed and Painless - 7 (9%)
Divided Sky - 7 (9%)
Golgi Apparatus - 7 (9%)
Joy - 7 (9%)
Martian Monster - 7 (9%)
My Friend, My Friend - 7 (9%)
NICU - 7 (9%)
Poor Heart - 7 (9%)
Ruby Waves - 7 (9%)
Runaway Jim - 7 (9%)
Scents and Subtle Sounds - 7 (9%)
The Lizards - 7 (9%)
Winterqueen - 7 (9%)
Alaska - 6 (7%)
Boogie On Reggae Woman - 6 (7%)
Bug - 6 (7%)
Buried Alive - 6 (7%)
Drift While You're Sleeping - 6 (7%)
Halfway to the Moon - 6 (7%)
I Am Hydrogen - 6 (7%)
Lawn Boy - 6 (7%)
Loving Cup - 6 (7%)
Rise/Come Together - 6 (7%)
Rock and Roll - 6 (7%)
Sample in a Jar - 6 (7%)
Saw It Again - 6 (7%)
Say It To Me S.A.N.T.O.S. - 6 (7%)
Sigma Oasis - 6 (7%)
Split Open and Melt - 6 (7%)
The Line - 6 (7%)
The Squirming Coil - 6 (7%)
Timber (Jerry the Mule) - 6 (7%)
Twenty Years Later - 6 (7%)
Undermind - 6 (7%)
Wading in the Velvet Sea - 6 (7%)
Wingsuit - 6 (7%)
Ya Mar - 6 (7%)
A Wave of Hope - 5 (6%)
Axilla - 5 (6%)
Camel Walk - 5 (6%)
Crazy Sometimes - 5 (6%)
Dirt - 5 (6%)
Farmhouse - 5 (6%)
Halley's Comet - 5 (6%)
Heavy Things - 5 (6%)
Julius - 5 (6%)
Most Events Aren't Planned - 5 (6%)
Mound - 5 (6%)
Mountains in the Mist - 5 (6%)
Party Time - 5 (6%)
Petrichor - 5 (6%)
Plasma - 5 (6%)
Quinn the Eskimo (The Mighty Quinn) - 5 (6%)
Set Your Soul Free - 5 (6%)
Sneakin' Sally Thru the Alley - 5 (6%)
Big Black Furry Creature from Mars - 4 (5%)
Breath and Burning - 4 (5%)
Buffalo Bill - 4 (5%)
Esther - 4 (5%)
Guelah Papyrus - 4 (5%)
Izabella - 4 (5%)
Leaves - 4 (5%)
Llama - 4 (5%)
Pebbles and Marbles - 4 (5%)
Punch You in the Eye - 4 (5%)
Shine a Light - 4 (5%)
Sparkle - 4 (5%)
Things People Do - 4 (5%)
Waves - 4 (5%)
We Are Come to Outlive Our Brains - 4 (5%)
Your Pet Cat - 4 (5%)
A Day in the Life - 3 (3%)
About to Run - 3 (3%)
Army of One - 3 (3%)
Axilla (Part II) - 3 (3%)
Brian and Robert - 3 (3%)
Fee - 3 (3%)
Guyute - 3 (3%)
I Always Wanted It This Way - 3 (3%)
It's Ice - 3 (3%)
Meat - 3 (3%)
Monsters - 3 (3%)
Moonage Daydream - 3 (3%)
My Sweet One - 3 (3%)
Nellie Kane - 3 (3%)
Oblivion - 3 (3%)
Peaches en Regalia - 3 (3%)
Rocky Top - 3 (3%)
Roses Are Free - 3 (3%)
Scent of a Mule - 3 (3%)
Seven Below - 3 (3%)
Shade - 3 (3%)
Sleeping Monkey - 3 (3%)
Soul Planet - 3 (3%)
Strawberry Letter 23 - 3 (3%)
Sugar Shack - 3 (3%)
The Dogs - 3 (3%)
The Oh Kee Pa Ceremony - 3 (3%)
The Well - 3 (3%)
Turtle in the Clouds - 3 (3%)
Vultures - 3 (3%)
Waiting All Night - 3 (3%)
Waking Up Dead - 3 (3%)
What's Going Through Your Mind - 3 (3%)
Alumni Blues - 2 (2%)
Beneath a Sea of Stars Part 1 - 2 (2%)
Cars Trucks Buses - 2 (2%)
Contact - 2 (2%)
Crowd Control - 2 (2%)
Dem Bones - 2 (2%)
Destiny Unbound - 2 (2%)
Devotion to a Dream - 2 (2%)
Dinner and a Movie - 2 (2%)
Evolve - 2 (2%)
Foam - 2 (2%)
Frankenstein - 2 (2%)
Frost - 2 (2%)
Fuck Your Face - 2 (2%)
Ginseng Sullivan - 2 (2%)
Good Times Bad Times - 2 (2%)
Grind - 2 (2%)
Hey Stranger - 2 (2%)
Hold Your Head Up - 2 (2%)
How Many People Are You - 2 (2%)
I Been Around - 2 (2%)
Icculus - 2 (2%)
Lengthwise - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Life Saving Gun - 2 (2%)
Light Up Or Leave Me Alone - 2 (2%)
Makisupa Policeman - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Mind Left Body Jam - 2 (2%)
Miss You - 2 (2%)
Mr. Completely - 2 (2%)
No Quarter - 2 (2%)
On the Road Again - 2 (2%)
Pillow Jets - 2 (2%)
Sanity - 2 (2%)
Strange Design - 2 (2%)
The Curtain - 2 (2%)
The Final Hurrah - 2 (2%)
The Howling - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Mango Song - 2 (2%)
The Sloth - 2 (2%)
Tide Turns - 2 (2%)
Train Song - 2 (2%)
When the Circus Comes - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Yarmouth Road - 2 (2%)
...And Flew Away - 1 (1%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
All of These Dreams - 1 (1%)
Anything But Me - 1 (1%)
Ass Handed - 1 (1%)
Avenu Malkenu - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Bike - 1 (1%)
Billy Breathes - 1 (1%)
Bittersweet Motel - 1 (1%)
Bold As Love - 1 (1%)
Can't Always Listen - 1 (1%)
Carolina - 1 (1%)
Casual Enlightenment - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corinna - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Dear Prudence - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Dogs Stole Things - 1 (1%)
Drive-In Jam - 1 (1%)
Easy To Slip - 1 (1%)
Energy - 1 (1%)
Everything In Its Right Place - 1 (1%)
Everything is Hollow - 1 (1%)
Fast Enough for You - 1 (1%)
Fire - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Friends - 1 (1%)
Glide - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy Birthday to You - 1 (1%)
Have Mercy - 1 (1%)
Heartbreaker - 1 (1%)
Heavy Rotation - 1 (1%)
Home - 1 (1%)
I Didn't Know - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
If I Could - 1 (1%)
Legalize It - 1 (1%)
Let Me Lie - 1 (1%)
Let's Go - 1 (1%)
Lifeboy - 1 (1%)
Lonely Trip - 1 (1%)
Mexican Cousin - 1 (1%)
Mock Song - 1 (1%)
Mull - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
On Your Way Down - 1 (1%)
Passing Through - 1 (1%)
Playing in the Band - 1 (1%)
Running Out of Time - 1 (1%)
Samson and Delilah - 1 (1%)
Say Something - 1 (1%)
Scabbard - 1 (1%)
See That My Grave Is Kept Clean - 1 (1%)
Shaggy Dog - 1 (1%)
Show of Life - 1 (1%)
Sightless Escape - 1 (1%)
Skin It Back - 1 (1%)
Sleep - 1 (1%)
Sleep Again - 1 (1%)
Soul Shakedown Party - 1 (1%)
Starman - 1 (1%)
Stray Dog - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Sweet Virginia - 1 (1%)
Tela - 1 (1%)
The Connection - 1 (1%)
The Night the Lights Went Out in Georgia - 1 (1%)
Thread - 1 (1%)
Torn and Frayed - 1 (1%)
Uncle Pen - 1 (1%)
Walk Away - 1 (1%)
West L.A. Fadeaway - 1 (1%)
Wombat - 1 (1%)
Woodlands Jam - 1 (1%)
You Sexy Thing - 1 (1%)

First Set Openers

Buried Alive - 4
The Moma Dance - 4
Mike's Song - 3
Wolfman's Brother - 3
A Song I Heard the Ocean Sing - 2
AC/DC Bag - 2
Blaze On - 2
Bouncing Around the Room - 2
Cars Trucks Buses - 2
Chalk Dust Torture - 2
Crowd Control - 2
Fluffhead - 2
Ghost - 2
Kill Devil Falls - 2
Punch You in the Eye - 2
Sigma Oasis - 2
Simple - 2
Theme from the Bottom - 2
46 Days - 1
Birds of a Feather - 1
Buffalo Bill - 1
Can't Always Listen - 1
Carini - 1
Carolina - 1
Dinner and a Movie - 1
Divided Sky - 1
Dogs Stole Things - 1
First Tube - 1
Free - 1
Funky Bitch - 1
Harry Hood - 1
Have Mercy - 1
Julius - 1
Life Saving Gun - 1
Llama - 1
My Soul - 1
Party Time - 1
Petrichor - 1
Prince Caspian - 1
Runaway Jim - 1
Sample in a Jar - 1
Sand - 1
See That My Grave Is Kept Clean - 1
Soul Shakedown Party - 1
Stealing Time From the Faulty Plan - 1
Stray Dog - 1
The Man Who Stepped Into Yesterday - 1
Timber (Jerry the Mule) - 1
Tube - 1
Turtle in the Clouds - 1
While My Guitar Gently Weeps - 1
Wilson - 1
You Sexy Thing - 1

First Set Closers

David Bowie - 6
Bathtub Gin - 5
Character Zero - 5
Walls of the Cave - 5
More - 4
Run Like an Antelope - 4
Cavern - 3
Golgi Apparatus - 3
Moonage Daydream - 3
The Squirming Coil - 3
Weekapaug Groove - 3
Drift While You're Sleeping - 2
Izabella - 2
Sand - 2
Split Open and Melt - 2
Suzy Greenberg - 2
A Wave of Hope - 1
About to Run - 1
Also Sprach Zarathustra - 1
Blaze On - 1
Carini - 1
Easy To Slip - 1
First Tube - 1
Fluffhead - 1
Golden Age - 1
Meatstick - 1
Most Events Aren't Planned - 1
My Soul - 1
Plasma - 1
Prince Caspian - 1
Rise/Come Together - 1
Saw It Again - 1
Say It To Me S.A.N.T.O.S. - 1
Shine a Light - 1
Stealing Time From the Faulty Plan - 1
The Moma Dance - 1
Wingsuit - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Openers

No Men In No Man's Land - 7
Chalk Dust Torture - 6
Mike's Song - 4
Carini - 3
Crosseyed and Painless - 3
Down with Disease - 3
Everything's Right - 3
Ghost - 2
Golden Age - 2
Gotta Jibboo - 2
Kill Devil Falls - 2
555 - 1
AC/DC Bag - 1
After Midnight - 1
Also Sprach Zarathustra - 1
Axilla - 1
Axilla (Part II) - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Big Black Furry Creature from Mars - 1
Dem Bones - 1
First Tube - 1
Fuego - 1
Halley's Comet - 1
Julius - 1
Martian Monster - 1
Mercury - 1
More - 1
Mr. Completely - 1
My Friend, My Friend - 1
Oblivion - 1
Pebbles and Marbles - 1
Punch You in the Eye - 1
Rift - 1
Rock and Roll - 1
Runaway Jim - 1
Sample in a Jar - 1
Sand - 1
Seven Below - 1
Sightless Escape - 1
Simple - 1
Taste - 1
The Connection - 1
Tube - 1
Tweezer - 1
Twist - 1
Waves - 1
What's Going Through Your Mind - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Closers

Slave to the Traffic Light - 9
Suzy Greenberg - 7
First Tube - 5
Harry Hood - 5
Possum - 5
You Enjoy Myself - 4
Cavern - 3
Character Zero - 3
Run Like an Antelope - 3
Bathtub Gin - 2
Chalk Dust Torture - 2
Fluffhead - 2
Rock and Roll - 2
Backwards Down the Number Line - 1
Carini - 1
Dem Bones - 1
Drift While You're Sleeping - 1
Everything's Right - 1
Free - 1
Ghost - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
I Never Needed You Like This Before - 1
Kill Devil Falls - 1
Loving Cup - 1
Martian Monster - 1
More - 1
Playing in the Band - 1
Prince Caspian - 1
Rise/Come Together - 1
Rocky Top - 1
Say It To Me S.A.N.T.O.S. - 1
Shine a Light - 1
The Squirming Coil - 1
Walls of the Cave - 1
Weekapaug Groove - 1
You Sexy Thing - 1

Third Set Openers

Meatstick - 1
Woodlands Jam - 1

Third Set Closers

Walls of the Cave - 1
Woodlands Jam - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Tweezer Reprise - 13
First Tube - 8
A Life Beyond The Dream - 5
Loving Cup - 5
Slave to the Traffic Light - 5
Character Zero - 4
Quinn the Eskimo (The Mighty Quinn) - 4
Say It To Me S.A.N.T.O.S. - 4
You Enjoy Myself - 4
More - 3
Run Like an Antelope - 3
Silent in the Morning - 3
Sleeping Monkey - 3
The Horse - 3
Wilson - 3
A Day in the Life - 2
Big Black Furry Creature from Mars - 2
Contact - 2
Drift While You're Sleeping - 2
Farmhouse - 2
Fee - 2
Fluffhead - 2
Frankenstein - 2
Grind - 2
Harry Hood - 2
Meatstick - 2
On the Road Again - 2
Possum - 2
Rocky Top - 2
The Lizards - 2
Waste - 2
46 Days - 1
Also Sprach Zarathustra - 1
Backwards Down the Number Line - 1
Beneath a Sea of Stars Part 1 - 1
Bittersweet Motel - 1
Boogie On Reggae Woman - 1
Brian and Robert - 1
Bug - 1
Cavern - 1
Chalk Dust Torture Reprise - 1
Dear Prudence - 1
Death Don't Hurt Very Long - 1
Free - 1
Fuego - 1
Good Times Bad Times - 1
Heavy Things - 1
Hold Your Head Up - 1
If I Could - 1
Izabella - 1
Joy - 1
Lawn Boy - 1
Limb By Limb - 1
Maze - 1
Monsters - 1
Oh! Sweet Nuthin' - 1
Pebbles and Marbles - 1
Rock and Roll - 1
Sample in a Jar - 1
Sanity - 1
Saw It Again - 1
Shine a Light - 1
Sneakin' Sally Thru the Alley - 1
Strange Design - 1
The Night the Lights Went Out in Georgia - 1
The Squirming Coil - 1
Tube - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1
Winterqueen - 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 2004

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
0.35 debuts per show.
The most frequently played song you have seen debuted is More (54 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
Glide - 1

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

Chalk Dust Torture - 20
Bathtub Gin - 19
Ghost - 19
Possum - 18
Harry Hood - 17
No Men In No Man's Land - 17
Sand - 17
Slave to the Traffic Light - 17
Tube - 17
First Tube - 16

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