Shows by day of week

• Sunday- 15
• Monday- 4
• Tuesday- 14
• Wednesday- 11
• Thursday- 7
• Friday- 21
• Saturday- 23

Shows by month

• January - 7
• February - 5
• March -
• April - 5
• May -
• June - 5
• July - 29
• August - 16
• September - 3
• October - 14
• November -
• December - 11

Shows by year

• 2004- 1
• 2009- 1
• 2010- 0
• 2011- 1
• 2012- 0
• 2013- 0
• 2014- 1
• 2015- 0
• 2016- 3
• 2017- 3
• 2018- 4
• 2019- 8
• 2020- 0
• 2021- 8
• 2022- 10
• 2023- 14
• 2024- 19
• 2025- 15
• 2026- 7

Most Frequently Played Dates

• 12/30- 4
• 12/29- 3
• 7/23- 3
• 1/29- 2
• 1/30- 2
• 1/31- 2
• 10/25- 2
• 12/28- 2
• 12/31- 2
• 4/21- 2
• 7/10- 2
• 7/22- 2
• 7/24- 2
• 7/25- 2
• 7/26- 2
• 8/29- 2
• 8/4- 2
• 8/5- 2
• 1/28- 1
• 10/10- 1
• 10/11- 1

Shows by States

• NY - 35 (37%)
• MA - 12 (13%)
• QuintanaRoo - 12 (13%)
• CO - 6 (6%)
• NV - 4 (4%)
• CT - 4 (4%)
• WA - 3 (3%)
• NH - 3 (3%)
• TN - 3 (3%)
• IN - 3 (3%)
• TX - 2 (2%)
• PA - 2 (2%)
• NJ - 2 (2%)
• OH - 2 (2%)
• MD - 2 (2%)

Shows by Time Zone

• Eastern - 65 (68%)
• Other - 12 (13%)
• Pacific - 7 (7%)
• Mountain - 6 (6%)
• Central - 5 (5%)

Shows by Cities

• New York, NY - 19 (20%)
• Cancun, QuintanaRoo - 12 (13%)
• Mansfield, MA - 10 (11%)
• Saratoga Springs, NY - 7 (7%)
• Commerce City, CO - 6 (6%)
• Albany, NY - 5 (5%)
• Las Vegas, NV - 4 (4%)
• George, WA - 3 (3%)
• Uncasville, CT - 3 (3%)
• Manchester, NH - 3 (3%)
• Noblesville, IN - 3 (3%)
• Nashville, TN - 3 (3%)
• Boston, MA - 2 (2%)
• Grand Prairie, TX - 2 (2%)
• Columbia, MD - 2 (2%)
• Dayton, OH - 2 (2%)
• Philadelphia, PA - 2 (2%)
• Camden, NJ - 2 (2%)
• Forest Hills, NY - 2 (2%)
• Bethel, NY - 2 (2%)
• Hartford, CT - 1 (1%)

Shows by Venues

• Madison Square Garden - 19 (20%)
• Moon Palace - 12 (13%)
• Great Woods Center for the Performing Arts - 10 (11%)
• Saratoga Performing Arts Center - 7 (7%)
• Dick's Sporting Goods Park - 6 (6%)
• Bridgestone Arena - 3 (3%)
• Knickerbocker Arena - 3 (3%)
• Ruoff Music Center - 3 (3%)
• Verizon Wireless Arena - 3 (3%)
• Mohegan Sun Arena - 3 (3%)
• Gorge Amphitheatre - 3 (3%)
• Forest Hills Stadium - 2 (2%)
• Merriweather Post Pavilion - 2 (2%)
• Bethel Woods Center for the Arts - 2 (2%)
• MGM Grand Garden Arena - 2 (2%)
• Wright State University - 2 (2%)
• Tweeter Center at the Waterfront - 2 (2%)
• Pepsi Arena - 2 (2%)
• The Mann Center for the Performing Arts - 2 (2%)
• Verizon Theatre at Grand Prairie - 2 (2%)
• Fenway Park - 2 (2%)
• Sphere - 2 (2%)
• The Comcast Theatre - 1 (1%)

308 different songs have been played (30% of songs Phish have played).
The average number of songs per show is 19.0.
The average amount of times each song was played is 5.76.
There were 82 onetimers
1812 total songs have been played in the selected shows.

There were 2 one set shows
There were 89 two set shows
There were 4 three set shows
1 songs were in a four show rotation.
14 songs were in a five show rotation.

Total Times Played

Harry Hood - 25 (26%)
Chalk Dust Torture - 23 (24%)
Wolfman's Brother - 23 (24%)
Back on the Train - 22 (23%)
Carini - 22 (23%)
Ghost - 22 (23%)
Everything's Right - 21 (22%)
46 Days - 20 (21%)
Bathtub Gin - 20 (21%)
Sand - 20 (21%)
The Moma Dance - 20 (21%)
Free - 19 (20%)
Possum - 19 (20%)
Slave to the Traffic Light - 19 (20%)
Backwards Down the Number Line - 18 (18%)
Blaze On - 18 (18%)
First Tube - 18 (18%)
No Men In No Man's Land - 18 (18%)
Also Sprach Zarathustra - 17 (17%)
Character Zero - 17 (17%)
Down with Disease - 17 (17%)
Tweezer Reprise - 17 (17%)
Fuego - 16 (16%)
Golden Age - 16 (16%)
Light - 16 (16%)
Mike's Song - 16 (16%)
Piper - 16 (16%)
Sigma Oasis - 16 (16%)
Weekapaug Groove - 16 (16%)
Say It To Me S.A.N.T.O.S. - 15 (15%)
Set Your Soul Free - 15 (15%)
Theme from the Bottom - 15 (15%)
Tube - 15 (15%)
A Life Beyond The Dream - 14 (14%)
A Wave of Hope - 14 (14%)
Maze - 14 (14%)
More - 14 (14%)
Prince Caspian - 14 (14%)
Stash - 14 (14%)
Tweezer - 14 (14%)
Twist - 14 (14%)
Bouncing Around the Room - 13 (13%)
Bug - 13 (13%)
Evolve - 13 (13%)
Fluffhead - 13 (13%)
Run Like an Antelope - 13 (13%)
What's the Use? - 13 (13%)
Drift While You're Sleeping - 12 (12%)
My Friend, My Friend - 12 (12%)
Oblivion - 12 (12%)
Ruby Waves - 12 (12%)
Steam - 12 (12%)
Wilson - 12 (12%)
About to Run - 11 (11%)
Birds of a Feather - 11 (11%)
Halley's Comet - 11 (11%)
Kill Devil Falls - 11 (11%)
Plasma - 11 (11%)
Rift - 11 (11%)
Simple - 11 (11%)
David Bowie - 10 (10%)
Divided Sky - 10 (10%)
Lonely Trip - 10 (10%)
Split Open and Melt - 10 (10%)
The Wedge - 10 (10%)
Beneath a Sea of Stars Part 1 - 9 (9%)
Buried Alive - 9 (9%)
Golgi Apparatus - 9 (9%)
Hey Stranger - 9 (9%)
Julius - 9 (9%)
Most Events Aren't Planned - 9 (9%)
Reba - 9 (9%)
Roggae - 9 (9%)
Suzy Greenberg - 9 (9%)
Walls of the Cave - 9 (9%)
You Enjoy Myself - 9 (9%)
AC/DC Bag - 8 (8%)
Cities - 8 (8%)
Crosseyed and Painless - 8 (8%)
Gumbo - 8 (8%)
Life Saving Gun - 8 (8%)
Llama - 8 (8%)
Mull - 8 (8%)
Pillow Jets - 8 (8%)
Punch You in the Eye - 8 (8%)
Runaway Jim - 8 (8%)
Saw It Again - 8 (8%)
Taste - 8 (8%)
Axilla (Part II) - 7 (7%)
Cavern - 7 (7%)
I Am Hydrogen - 7 (7%)
Loving Cup - 7 (7%)
Mercury - 7 (7%)
Mountains in the Mist - 7 (7%)
NICU - 7 (7%)
Ocelot - 7 (7%)
Rock and Roll - 7 (7%)
Scents and Subtle Sounds - 7 (7%)
The Howling - 7 (7%)
Undermind - 7 (7%)
Wading in the Velvet Sea - 7 (7%)
What's Going Through Your Mind - 7 (7%)
555 - 6 (6%)
Gotta Jibboo - 6 (6%)
Halfway to the Moon - 6 (6%)
I Always Wanted It This Way - 6 (6%)
Joy - 6 (6%)
Martian Monster - 6 (6%)
Meatstick - 6 (6%)
The Squirming Coil - 6 (6%)
Waste - 6 (6%)
A Song I Heard the Ocean Sing - 5 (5%)
Boogie On Reggae Woman - 5 (5%)
Dirt - 5 (5%)
Ether Edge - 5 (5%)
Farmhouse - 5 (5%)
Funky Bitch - 5 (5%)
It's Ice - 5 (5%)
Lawn Boy - 5 (5%)
Limb By Limb - 5 (5%)
Seven Below - 5 (5%)
Show of Life - 5 (5%)
Stealing Time From the Faulty Plan - 5 (5%)
The Lizards - 5 (5%)
Turtle in the Clouds - 5 (5%)
Dog Faced Boy - 4 (4%)
Dogs Stole Things - 4 (4%)
Fast Enough for You - 4 (4%)
Fuck Your Face - 4 (4%)
Heavy Things - 4 (4%)
I Am the Walrus - 4 (4%)
Meat - 4 (4%)
Mercy - 4 (4%)
Monsters - 4 (4%)
My Soul - 4 (4%)
My Sweet One - 4 (4%)
Party Time - 4 (4%)
Poor Heart - 4 (4%)
Rise/Come Together - 4 (4%)
Rocky Top - 4 (4%)
Scent of a Mule - 4 (4%)
Sparkle - 4 (4%)
The Mango Song - 4 (4%)
The Well - 4 (4%)
Timber (Jerry the Mule) - 4 (4%)
Vultures - 4 (4%)
Waves - 4 (4%)
Wingsuit - 4 (4%)
Ya Mar - 4 (4%)
Alaska - 3 (3%)
Army of One - 3 (3%)
Axilla - 3 (3%)
Bold As Love - 3 (3%)
Breath and Burning - 3 (3%)
Brian and Robert - 3 (3%)
Buffalo Bill - 3 (3%)
Camel Walk - 3 (3%)
Cool Amber and Mercury - 3 (3%)
Crazy Sometimes - 3 (3%)
Egg in a Hole - 3 (3%)
Fire - 3 (3%)
Foam - 3 (3%)
Guyute - 3 (3%)
I Been Around - 3 (3%)
Lifeboy - 3 (3%)
Mound - 3 (3%)
Pebbles and Marbles - 3 (3%)
Sample in a Jar - 3 (3%)
Shade - 3 (3%)
Silent in the Morning - 3 (3%)
Sneakin' Sally Thru the Alley - 3 (3%)
Strange Design - 3 (3%)
Strawberry Letter 23 - 3 (3%)
The Curtain With - 3 (3%)
The Final Hurrah - 3 (3%)
The Horse - 3 (3%)
Twenty Years Later - 3 (3%)
Water in the Sky - 3 (3%)
Yarmouth Road - 3 (3%)
All of These Dreams - 2 (2%)
Alumni Blues - 2 (2%)
Auld Lang Syne - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Billy Breathes - 2 (2%)
Cars Trucks Buses - 2 (2%)
Contact - 2 (2%)
Crowd Control - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Destiny Unbound - 2 (2%)
Esther - 2 (2%)
Fee - 2 (2%)
Friday - 2 (2%)
Good Times Bad Times - 2 (2%)
Guelah Papyrus - 2 (2%)
Ha Ha Ha - 2 (2%)
How Many People Are You - 2 (2%)
I Didn't Know - 2 (2%)
If I Could - 2 (2%)
Leaves - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Makisupa Policeman - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Miss You - 2 (2%)
Mr. Completely - 2 (2%)
Nothing - 2 (2%)
Petrichor - 2 (2%)
Roses Are Free - 2 (2%)
Sanity - 2 (2%)
Sightless Escape - 2 (2%)
Sleep - 2 (2%)
Sleeping Monkey - 2 (2%)
Soul Planet - 2 (2%)
Soul Shakedown Party - 2 (2%)
Sugar Shack - 2 (2%)
The 9th Cube - 2 (2%)
The Dogs - 2 (2%)
The Old Home Place - 2 (2%)
The Sloth - 2 (2%)
Thread - 2 (2%)
Torn and Frayed - 2 (2%)
Train Song - 2 (2%)
Walk Away - 2 (2%)
When the Circus Comes - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Winterqueen - 2 (2%)
Access Me - 1 (1%)
Ass Handed - 1 (1%)
Avenu Malkenu - 1 (1%)
Back in the Bubble - 1 (1%)
Beauty of My Dreams - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Box of Rain - 1 (1%)
Broken Into Pieces - 1 (1%)
Catapult - 1 (1%)
Cathy's Clown - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Cinnamon Girl - 1 (1%)
Clear Your Mind - 1 (1%)
Cool It Down - 1 (1%)
Corinna - 1 (1%)
Cream - 1 (1%)
Dancing in Midair - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Dem Bones - 1 (1%)
Devotion to a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Don't Doubt Me - 1 (1%)
Driver - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Evening Song - 1 (1%)
Everything In Its Right Place - 1 (1%)
Fling Your Head - 1 (1%)
Frankenstein - 1 (1%)
Frankie Says - 1 (1%)
Frost - 1 (1%)
Get More Down - 1 (1%)
Grind - 1 (1%)
Guy Forget - 1 (1%)
Harpua - 1 (1%)
Home - 1 (1%)
Human Nature - 1 (1%)
I Am in Miami - 1 (1%)
Icculus - 1 (1%)
Infinite - 1 (1%)
Instant Karma! - 1 (1%)
Izabella - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Kung - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Mexican Cousin - 1 (1%)
No Quarter - 1 (1%)
On the Road Again - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Rescue Squad - 1 (1%)
Rhymes - 1 (1%)
Running Out of Time - 1 (1%)
See That My Grave Is Kept Clean - 1 (1%)
Send in the Clowns - 1 (1%)
Shafty - 1 (1%)
Shaggy Dog - 1 (1%)
Shine a Light - 1 (1%)
Simeon - 1 (1%)
Something Living Here - 1 (1%)
Space Oddity - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Stray Dog - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Swept Away - 1 (1%)
Thanksgiving - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Connection - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Unwinding - 1 (1%)
Tide Turns - 1 (1%)
Uncle Pen - 1 (1%)
Waiting All Night - 1 (1%)
Waking Up Dead - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
Wombat - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Buried Alive - 7
Free - 6
The Moma Dance - 5
46 Days - 4
AC/DC Bag - 3
Blaze On - 3
Carini - 3
Martian Monster - 3
Mike's Song - 3
Set Your Soul Free - 3
Back on the Train - 2
Cars Trucks Buses - 2
Crowd Control - 2
First Tube - 2
Fluffhead - 2
No Men In No Man's Land - 2
Possum - 2
Sand - 2
Stealing Time From the Faulty Plan - 2
A Wave of Hope - 1
Also Sprach Zarathustra - 1
Alumni Blues - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Box of Rain - 1
Cathy's Clown - 1
Chalk Dust Torture - 1
Cities - 1
Cool Amber and Mercury - 1
Daniel Saw the Stone - 1
Dogs Stole Things - 1
Evening Song - 1
Everything's Right - 1
Ghost - 1
Golgi Apparatus - 1
Gumbo - 1
Heavy Things - 1
Hey Stranger - 1
Julius - 1
Kill Devil Falls - 1
Llama - 1
Loving Cup - 1
Party Time - 1
Plasma - 1
Runaway Jim - 1
See That My Grave Is Kept Clean - 1
Sigma Oasis - 1
Simple - 1
Soul Shakedown Party - 1
Strawberry Letter 23 - 1
Suzy Greenberg - 1
The Dogs - 1
Theme from the Bottom - 1
Torn and Frayed - 1
Turtle in the Clouds - 1
Wilson - 1

First Set Closers

Walls of the Cave - 7
David Bowie - 5
Drift While You're Sleeping - 5
Ghost - 5
Fluffhead - 4
Most Events Aren't Planned - 4
Run Like an Antelope - 4
46 Days - 3
Character Zero - 3
Life Saving Gun - 3
More - 3
Say It To Me S.A.N.T.O.S. - 3
Bathtub Gin - 2
Cavern - 2
Chalk Dust Torture - 2
First Tube - 2
I Am the Walrus - 2
Rock and Roll - 2
Sand - 2
Split Open and Melt - 2
The Squirming Coil - 2
About to Run - 1
Axilla (Part II) - 1
Birds of a Feather - 1
Blaze On - 1
Bouncing Around the Room - 1
Carini - 1
Down with Disease - 1
Everything's Right - 1
Golgi Apparatus - 1
Harry Hood - 1
Izabella - 1
My Friend, My Friend - 1
No Men In No Man's Land - 1
Plasma - 1
Possum - 1
Prince Caspian - 1
Rise/Come Together - 1
Runaway Jim - 1
Sigma Oasis - 1
Slave to the Traffic Light - 1
Space Oddity - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Lizards - 1
Tweezer Reprise - 1
Walk Away - 1
Wingsuit - 1

Second Set Openers

Set Your Soul Free - 7
Mike's Song - 6
Ghost - 5
Oblivion - 5
Chalk Dust Torture - 4
Down with Disease - 4
Everything's Right - 4
Blaze On - 3
Carini - 3
Sigma Oasis - 3
A Song I Heard the Ocean Sing - 2
A Wave of Hope - 2
Mr. Completely - 2
No Men In No Man's Land - 2
Prince Caspian - 2
Punch You in the Eye - 2
Sand - 2
Simple - 2
The Howling - 2
Axilla (Part II) - 1
Back on the Train - 1
Birds of a Feather - 1
Bouncing Around the Room - 1
Cool Amber and Mercury - 1
Dem Bones - 1
Dog Faced Boy - 1
Dogs Stole Things - 1
Drift While You're Sleeping - 1
Evolve - 1
First Tube - 1
Gotta Jibboo - 1
Halley's Comet - 1
Hey Stranger - 1
Julius - 1
Kill Devil Falls - 1
Knuckle Bone Broth Avenue - 1
Life Saving Gun - 1
Loving Cup - 1
Party Time - 1
Plasma - 1
Rise/Come Together - 1
Seven Below - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Squirming Coil - 1
The Well - 1
Tweezer - 1
Waves - 1
What's Going Through Your Mind - 1
You Enjoy Myself - 1

Second Set Closers

Harry Hood - 11
Character Zero - 9
Slave to the Traffic Light - 9
Everything's Right - 6
First Tube - 5
Carini - 4
Possum - 4
Bug - 3
Chalk Dust Torture - 3
Fluffhead - 3
Say It To Me S.A.N.T.O.S. - 3
Backwards Down the Number Line - 2
Cavern - 2
Loving Cup - 2
More - 2
Most Events Aren't Planned - 2
Tweezer Reprise - 2
You Enjoy Myself - 2
Blaze On - 1
David Bowie - 1
Drift While You're Sleeping - 1
Farmhouse - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
I Always Wanted It This Way - 1
I Am in Miami - 1
I Am the Walrus - 1
Rocky Top - 1
Run Like an Antelope - 1
Sand - 1
Split Open and Melt - 1
Suzy Greenberg - 1
Tube - 1
Walls of the Cave - 1
Weekapaug Groove - 1
What's Going Through Your Mind - 1
While My Guitar Gently Weeps - 1

Third Set Openers

Carini - 1
Character Zero - 1
Free - 1
Send in the Clowns - 1

Third Set Closers

Drift While You're Sleeping - 1
Say It To Me S.A.N.T.O.S. - 1
Split Open and Melt - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 13
A Life Beyond The Dream - 10
Harry Hood - 10
Slave to the Traffic Light - 8
First Tube - 7
Say It To Me S.A.N.T.O.S. - 7
More - 6
Possum - 6
Wilson - 6
Bug - 5
Run Like an Antelope - 5
Julius - 4
Rock and Roll - 4
Show of Life - 4
Suzy Greenberg - 4
Bouncing Around the Room - 3
Buffalo Bill - 3
Carini - 3
Character Zero - 3
David Bowie - 3
Loving Cup - 3
Rocky Top - 3
Saw It Again - 3
About to Run - 2
Alumni Blues - 2
Bold As Love - 2
Drift While You're Sleeping - 2
Fee - 2
Fire - 2
Fluffhead - 2
Ghost - 2
Golgi Apparatus - 2
Joy - 2
Lonely Trip - 2
Sleeping Monkey - 2
The Squirming Coil - 2
Wading in the Velvet Sea - 2
Waste - 2
Weekapaug Groove - 2
When the Circus Comes - 2
46 Days - 1
Also Sprach Zarathustra - 1
Bittersweet Motel - 1
Cavern - 1
Contact - 1
Dancing in Midair - 1
Dog Faced Boy - 1
Egg in a Hole - 1
Frankenstein - 1
Fuck Your Face - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
Grind - 1
Heavy Things - 1
I Am the Walrus - 1
Icculus - 1
It's Ice - 1
Kung - 1
Lawn Boy - 1
Letter to Jimmy Page - 1
Mercy - 1
My Sweet One - 1
NICU - 1
On the Road Again - 1
Punch You in the Eye - 1
Rescue Squad - 1
Rise/Come Together - 1
Shine a Light - 1
Silent in the Morning - 1
Simeon - 1
Sneakin' Sally Thru the Alley - 1
Strange Design - 1
The Horse - 1
The Howling - 1
The Lizards - 1
The Mango Song - 1
Tube - 1
Tweezer - 1
Vultures - 1
What's Going Through Your Mind - 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 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 28 song debuts
0.29 debuts per show.
The most frequently played song you have seen debuted is Most Events Aren't Planned (24 times).

Sort by Earliest debuted Most often played

Breakup Song Breakdown

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

Chalk Dust Torture - 23
Back on the Train - 22
Carini - 22
Ghost - 22
Everything's Right - 21
46 Days - 20
Bathtub Gin - 20
Sand - 20
The Moma Dance - 20
Free - 19

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