Shows by day of week

• Sunday- 14
• Monday- 5
• Tuesday- 6
• Wednesday- 9
• Thursday- 8
• Friday- 20
• Saturday- 21

Shows by month

• January -
• February - 2
• March -
• April - 12
• May -
• June - 11
• July - 9
• August - 16
• September - 10
• October - 17
• November - 4
• December - 2

Shows by year

• 2003- 5
• 2004- 2
• 2009- 6
• 2010- 2
• 2011- 1
• 2012- 1
• 2013- 1
• 2014- 5
• 2015- 1
• 2016- 1
• 2017- 0
• 2018- 11
• 2019- 5
• 2020- 0
• 2021- 18
• 2022- 14
• 2023- 10
• 2024- 0

Most Frequently Played Dates

• 10/28- 3
• 7/22- 3
• 9/1- 3
• 10/24- 2
• 10/26- 2
• 10/27- 2
• 10/31- 2
• 11/1- 2
• 4/21- 2
• 4/22- 2
• 4/23- 2
• 6/18- 2
• 6/19- 2
• 7/21- 2
• 8/12- 2
• 8/13- 2
• 8/31- 2
• 8/8- 2
• 9/2- 2
• 9/3- 2
• 9/4- 2

Shows by States

• CA - 21 (25%)
• IN - 14 (17%)
• CO - 13 (16%)
• NV - 9 (11%)
• PA - 5 (6%)
• WI - 5 (6%)
• NY - 4 (5%)
• IL - 3 (4%)
• OH - 3 (4%)
• WA - 2 (2%)
• FL - 2 (2%)
• ON - 1 (1%)
• AZ - 1 (1%)

Shows by Time Zone

• Pacific - 32 (39%)
• Eastern - 29 (35%)
• Mountain - 14 (17%)
• Central - 8 (10%)

Shows by Cities

• Noblesville, IN - 14 (17%)
• Commerce City, CO - 13 (16%)
• Las Vegas, NV - 9 (11%)
• Inglewood, CA - 6 (7%)
• Hollywood, CA - 5 (6%)
• East Troy, WI - 5 (6%)
• New York, NY - 4 (5%)
• San Francisco, CA - 4 (5%)
• Burgettstown, PA - 3 (4%)
• Rosemont, IL - 3 (4%)
• Berkeley, CA - 3 (4%)
• Hershey, PA - 2 (2%)
• Cincinnati, OH - 2 (2%)
• Seattle, WA - 2 (2%)
• Miami, FL - 2 (2%)
• Santa Barbara, CA - 1 (1%)
• Chula Vista, CA - 1 (1%)
• Toronto, ON - 1 (1%)
• Long Beach, CA - 1 (1%)
• Phoenix, AZ - 1 (1%)
• Cuyahoga Falls, OH - 1 (1%)

Shows by Venues

• Ruoff Music Center - 14 (17%)
• Dick's Sporting Goods Park - 13 (16%)
• MGM Grand Garden Arena - 9 (11%)
• Great Western Forum - 6 (7%)
• Hollywood Bowl - 5 (6%)
• Alpine Valley Music Theatre - 5 (6%)
• Madison Square Garden - 4 (5%)
• Allstate Arena - 3 (4%)
• Berkeley - 3 (4%)
• Chase Center - 2 (2%)
• Bill Graham Civic Auditorium - 2 (2%)
• Hersheypark Stadium - 2 (2%)
• American Airlines Arena - 2 (2%)
• Key Arena - 2 (2%)
• Star Lake Amphitheatre - 2 (2%)
• U.S. Bank Arena - 2 (2%)
• Santa Barbara Bowl - 1 (1%)
• Coors Amphitheatre - 1 (1%)
• Long Beach Arena - 1 (1%)
• Desert Sky Pavilion - 1 (1%)
• Blossom Music Center - 1 (1%)
• Post-Gazette Pavilion at Star Lake - 1 (1%)
• Budweiser Stage - 1 (1%)

308 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 19.6.
The average amount of times each song was played is 5.20.
There were 86 onetimers
1627 total songs have been played in the selected shows.

There were 1 one set shows
There were 78 two set shows
There were 4 three set shows
2 songs were in a four show rotation.
11 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 21 (25%)
Slave to the Traffic Light - 21 (25%)
46 Days - 20 (24%)
Ghost - 19 (22%)
Harry Hood - 19 (22%)
The Moma Dance - 19 (22%)
Bathtub Gin - 18 (21%)
Down with Disease - 18 (21%)
Fuego - 17 (20%)
Possum - 17 (20%)
Tube - 17 (20%)
Everything's Right - 16 (19%)
Sand - 16 (19%)
Twist - 16 (19%)
Back on the Train - 15 (18%)
Character Zero - 15 (18%)
Free - 15 (18%)
Wolfman's Brother - 15 (18%)
Blaze On - 14 (16%)
Carini - 14 (16%)
Cavern - 14 (16%)
David Bowie - 14 (16%)
Run Like an Antelope - 14 (16%)
Weekapaug Groove - 14 (16%)
Birds of a Feather - 13 (15%)
Mike's Song - 13 (15%)
Piper - 13 (15%)
Stash - 13 (15%)
Walls of the Cave - 13 (15%)
Also Sprach Zarathustra - 12 (14%)
Backwards Down the Number Line - 12 (14%)
Bouncing Around the Room - 12 (14%)
Julius - 12 (14%)
Kill Devil Falls - 12 (14%)
Maze - 12 (14%)
No Men In No Man's Land - 12 (14%)
Runaway Jim - 12 (14%)
Sample in a Jar - 12 (14%)
Tweezer - 12 (14%)
You Enjoy Myself - 12 (14%)
555 - 11 (13%)
Bug - 11 (13%)
Ocelot - 11 (13%)
Simple - 11 (13%)
Split Open and Melt - 11 (13%)
Tweezer Reprise - 11 (13%)
Drift While You're Sleeping - 10 (12%)
First Tube - 10 (12%)
Fluffhead - 10 (12%)
Halley's Comet - 10 (12%)
Loving Cup - 10 (12%)
Set Your Soul Free - 10 (12%)
Suzy Greenberg - 10 (12%)
Divided Sky - 9 (10%)
Gotta Jibboo - 9 (10%)
Joy - 9 (10%)
Rift - 9 (10%)
Say It To Me S.A.N.T.O.S. - 9 (10%)
Sigma Oasis - 9 (10%)
The Wedge - 9 (10%)
Theme From the Bottom - 9 (10%)
Waste - 9 (10%)
What's the Use? - 9 (10%)
AC/DC Bag - 8 (9%)
Boogie On Reggae Woman - 8 (9%)
Cities - 8 (9%)
Crosseyed and Painless - 8 (9%)
Grind - 8 (9%)
Lawn Boy - 8 (9%)
Light - 8 (9%)
Limb By Limb - 8 (9%)
More - 8 (9%)
My Friend, My Friend - 8 (9%)
Prince Caspian - 8 (9%)
Reba - 8 (9%)
Rock and Roll - 8 (9%)
Ruby Waves - 8 (9%)
Soul Planet - 8 (9%)
Stealing Time From the Faulty Plan - 8 (9%)
Steam - 8 (9%)
Wilson - 8 (9%)
A Life Beyond The Dream - 7 (8%)
A Song I Heard the Ocean Sing - 7 (8%)
A Wave of Hope - 7 (8%)
Axilla - 7 (8%)
Golden Age - 7 (8%)
Horn - 7 (8%)
Lonely Trip - 7 (8%)
Mercury - 7 (8%)
Party Time - 7 (8%)
Roggae - 7 (8%)
Shade - 7 (8%)
Taste - 7 (8%)
The Lizards - 7 (8%)
Wading in the Velvet Sea - 7 (8%)
Water in the Sky - 7 (8%)
Ya Mar - 7 (8%)
Funky Bitch - 6 (7%)
I Am Hydrogen - 6 (7%)
Martian Monster - 6 (7%)
Mountains in the Mist - 6 (7%)
Plasma - 6 (7%)
Punch You in the Eye - 6 (7%)
Scent of a Mule - 6 (7%)
Seven Below - 6 (7%)
Sparkle - 6 (7%)
The Howling - 6 (7%)
The Squirming Coil - 6 (7%)
Turtle in the Clouds - 6 (7%)
Undermind - 6 (7%)
Vultures - 6 (7%)
Wingsuit - 6 (7%)
About to Run - 5 (6%)
Farmhouse - 5 (6%)
Gumbo - 5 (6%)
Guyute - 5 (6%)
Halfway to the Moon - 5 (6%)
Heavy Things - 5 (6%)
Leaves - 5 (6%)
Llama - 5 (6%)
Meatstick - 5 (6%)
My Soul - 5 (6%)
NICU - 5 (6%)
Scents and Subtle Sounds - 5 (6%)
Sneakin' Sally Through the Alley - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Train Song - 5 (6%)
Twenty Years Later - 5 (6%)
Waves - 5 (6%)
Wombat - 5 (6%)
Army of One - 4 (4%)
Axilla (Part II) - 4 (4%)
Brian and Robert - 4 (4%)
Contact - 4 (4%)
Frankenstein - 4 (4%)
Golgi Apparatus - 4 (4%)
Good Times Bad Times - 4 (4%)
Hold Your Head Up - 4 (4%)
I Always Wanted It This Way - 4 (4%)
I Didn't Know - 4 (4%)
I Never Needed You Like This Before - 4 (4%)
Makisupa Policeman - 4 (4%)
Meat - 4 (4%)
Miss You - 4 (4%)
Pebbles and Marbles - 4 (4%)
Poor Heart - 4 (4%)
Rise/Come Together - 4 (4%)
Roses Are Free - 4 (4%)
Silent in the Morning - 4 (4%)
Sugar Shack - 4 (4%)
The Final Hurrah - 4 (4%)
The Horse - 4 (4%)
Waiting All Night - 4 (4%)
All of These Dreams - 3 (3%)
Ass Handed - 3 (3%)
Beneath a Sea of Stars Part 1 - 3 (3%)
Buried Alive - 3 (3%)
Camel Walk - 3 (3%)
Clear Your Mind - 3 (3%)
Cool It Down - 3 (3%)
Crazy Sometimes - 3 (3%)
Death Don't Hurt Very Long - 3 (3%)
Destiny Unbound - 3 (3%)
Dog Faced Boy - 3 (3%)
Don't Doubt Me - 3 (3%)
Esther - 3 (3%)
Fee - 3 (3%)
Lifeboy - 3 (3%)
Most Events Aren't Planned - 3 (3%)
Mr. Completely - 3 (3%)
Mull - 3 (3%)
My Sweet One - 3 (3%)
NO2 - 3 (3%)
No Quarter - 3 (3%)
Saw It Again - 3 (3%)
Sleeping Monkey - 3 (3%)
Strawberry Letter 23 - 3 (3%)
The Dogs - 3 (3%)
The Mango Song - 3 (3%)
We Are Come to Outlive Our Brains - 3 (3%)
Winterqueen - 3 (3%)
Your Pet Cat - 3 (3%)
1999 - 2 (2%)
A Day in the Life - 2 (2%)
Alaska - 2 (2%)
Avenu Malkenu - 2 (2%)
Billy Breathes - 2 (2%)
Buffalo Bill - 2 (2%)
Cars Trucks Buses - 2 (2%)
Crowd Control - 2 (2%)
Dirt - 2 (2%)
Dogs Stole Things - 2 (2%)
Drowned - 2 (2%)
Everything is Hollow - 2 (2%)
Evolve - 2 (2%)
Fire - 2 (2%)
Foam - 2 (2%)
Frankie Says - 2 (2%)
Friday - 2 (2%)
Frost - 2 (2%)
Fuck Your Face - 2 (2%)
Guelah Papyrus - 2 (2%)
If I Could - 2 (2%)
It's Ice - 2 (2%)
Moonage Daydream - 2 (2%)
Nellie Kane - 2 (2%)
Olivia's Pool - 2 (2%)
Petrichor - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Sanity - 2 (2%)
Soul Shakedown Party - 2 (2%)
Stray Dog - 2 (2%)
The Curtain With - 2 (2%)
The Line - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Sloth - 2 (2%)
Thunderhead - 2 (2%)
Time Turns Elastic - 2 (2%)
Walk Away - 2 (2%)
When the Circus Comes - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Yarmouth Road - 2 (2%)
50 Ways to Leave Your Lover - 1 (1%)
Access Me - 1 (1%)
Alumni Blues - 1 (1%)
Auld Lang Syne - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bike - 1 (1%)
Bliss - 1 (1%)
Blue Moon - 1 (1%)
Bold As Love - 1 (1%)
Broken Heart Attack - 1 (1%)
Brother - 1 (1%)
Bye Bye Foot - 1 (1%)
Can't Always Listen - 1 (1%)
Casual Enlightenment - 1 (1%)
Catapult - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corinna - 1 (1%)
Demand - 1 (1%)
Dixie Cannonball - 1 (1%)
Egg in a Hole - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Energy - 1 (1%)
Five Years - 1 (1%)
Get More Down - 1 (1%)
Gone - 1 (1%)
Harpua - 1 (1%)
Heavy Rotation - 1 (1%)
Hello My Baby - 1 (1%)
Home - 1 (1%)
How Many People Are You - 1 (1%)
I Am in Miami - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
Icculus - 1 (1%)
If 6 Was 9 - 1 (1%)
Izabella - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Kung - 1 (1%)
L.A. Woman - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Love You - 1 (1%)
Magilla - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mellow Mood - 1 (1%)
Mexican Cousin - 1 (1%)
Monsters - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
Nothing - 1 (1%)
Passing Through - 1 (1%)
Paul and Silas - 1 (1%)
Peaches en Regalia - 1 (1%)
Pillow Jets - 1 (1%)
Play by Play - 1 (1%)
Rocky Top - 1 (1%)
Shaggy Dog - 1 (1%)
Shine a Light - 1 (1%)
Show of Life - 1 (1%)
Sightless Escape - 1 (1%)
Sing Monica - 1 (1%)
Something Living Here - 1 (1%)
Steep - 1 (1%)
Strange Design - 1 (1%)
Swept Away - 1 (1%)
Take Me Out to the Ballgame - 1 (1%)
Tela - 1 (1%)
Thanksgiving - 1 (1%)
The 9th Cube - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Connection - 1 (1%)
The Curtain - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Landlady - 1 (1%)
The Old Home Place - 1 (1%)
The Silver Light - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Unwinding - 1 (1%)
Tide Turns - 1 (1%)
Two Versions of Me - 1 (1%)
Walfredo - 1 (1%)
You Sexy Thing - 1 (1%)

First Set Openers

The Moma Dance - 5
Punch You in the Eye - 4
AC/DC Bag - 3
Carini - 3
Everything's Right - 3
46 Days - 2
Buried Alive - 2
Chalk Dust Torture - 2
Crowd Control - 2
First Tube - 2
Fluffhead - 2
Fuego - 2
I Never Needed You Like This Before - 2
Julius - 2
Olivia's Pool - 2
Runaway Jim - 2
Sand - 2
Soul Planet - 2
Suzy Greenberg - 2
1999 - 1
A Wave of Hope - 1
Also Sprach Zarathustra - 1
Alumni Blues - 1
Axilla (Part II) - 1
Backwards Down the Number Line - 1
Birds of a Feather - 1
Blaze On - 1
Brother - 1
Bug - 1
Can't Always Listen - 1
Cities - 1
Down with Disease - 1
Free - 1
Ghost - 1
Golgi Apparatus - 1
Llama - 1
Loving Cup - 1
Martian Monster - 1
Party Time - 1
Pebbles and Marbles - 1
Possum - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
Soul Shakedown Party - 1
Stash - 1
Stray Dog - 1
The Curtain With - 1
The Dogs - 1
The Landlady - 1
The Sloth - 1
Theme From the Bottom - 1
Turtle in the Clouds - 1
Walfredo - 1
While My Guitar Gently Weeps - 1
Wilson - 1
You Sexy Thing - 1

First Set Closers

Run Like an Antelope - 7
David Bowie - 6
Walls of the Cave - 6
Bathtub Gin - 5
Cavern - 4
Blaze On - 3
Ghost - 3
Possum - 3
46 Days - 2
Chalk Dust Torture - 2
Drift While You're Sleeping - 2
First Tube - 2
Fluffhead - 2
Sand - 2
Split Open and Melt - 2
The Squirming Coil - 2
Time Turns Elastic - 2
Weekapaug Groove - 2
A Wave of Hope - 1
About to Run - 1
Backwards Down the Number Line - 1
Bug - 1
Carini - 1
Everything's Right - 1
Grind - 1
I Always Wanted It This Way - 1
I Am the Walrus - 1
I Didn't Know - 1
I Never Needed You Like This Before - 1
Julius - 1
Maze - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Rock and Roll - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Scents and Subtle Sounds - 1
Set Your Soul Free - 1
The Moma Dance - 1
Theme From the Bottom - 1
Twenty Years Later - 1
While My Guitar Gently Weeps - 1
Wingsuit - 1
You Enjoy Myself - 1

Second Set Openers

No Men In No Man's Land - 6
Chalk Dust Torture - 4
Everything's Right - 4
Set Your Soul Free - 4
Blaze On - 3
Carini - 3
Mike's Song - 3
Sand - 3
Ass Handed - 2
Bathtub Gin - 2
Down with Disease - 2
Halley's Comet - 2
Possum - 2
Rock and Roll - 2
Sigma Oasis - 2
Tube - 2
46 Days - 1
555 - 1
A Song I Heard the Ocean Sing - 1
A Wave of Hope - 1
AC/DC Bag - 1
Axilla - 1
Backwards Down the Number Line - 1
Cars Trucks Buses - 1
Crosseyed and Painless - 1
Dogs Stole Things - 1
Don't Doubt Me - 1
Drowned - 1
Energy - 1
Evolve - 1
Free - 1
Gotta Jibboo - 1
Kill Devil Falls - 1
Knuckle Bone Broth Avenue - 1
Loving Cup - 1
Mr. Completely - 1
My Soul - 1
Plasma - 1
Rise/Come Together - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Seven Below - 1
Sightless Escape - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Moma Dance - 1
Theme From the Bottom - 1
Turtle in the Clouds - 1
Tweezer - 1
Waves - 1
You Enjoy Myself - 1

Second Set Closers

Slave to the Traffic Light - 10
Character Zero - 7
Harry Hood - 6
Cavern - 4
Possum - 4
You Enjoy Myself - 4
Backwards Down the Number Line - 3
Chalk Dust Torture - 3
Good Times Bad Times - 3
Walls of the Cave - 3
First Tube - 2
Loving Cup - 2
Rock and Roll - 2
Split Open and Melt - 2
Suzy Greenberg - 2
46 Days - 1
Back on the Train - 1
Bathtub Gin - 1
Bug - 1
David Bowie - 1
Drift While You're Sleeping - 1
Farmhouse - 1
Fire - 1
Free - 1
Golgi Apparatus - 1
I Am in Miami - 1
I Never Needed You Like This Before - 1
Julius - 1
Light - 1
Passing Through - 1
Piper - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Ruby Waves - 1
Run Like an Antelope - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
The Moma Dance - 1
Tweezer Reprise - 1
Undermind - 1
Walk Away - 1

Third Set Openers

Carini - 1
Free - 1
Party Time - 1
Set Your Soul Free - 1

Third Set Closers

Drift While You're Sleeping - 1
Run Like an Antelope - 1
Split Open and Melt - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 10
Slave to the Traffic Light - 8
Character Zero - 7
Grind - 7
Loving Cup - 6
Say It To Me S.A.N.T.O.S. - 5
Waste - 5
A Life Beyond The Dream - 4
Contact - 4
Julius - 4
More - 4
Drift While You're Sleeping - 3
First Tube - 3
Frankenstein - 3
Harry Hood - 3
Sleeping Monkey - 3
Wilson - 3
Bouncing Around the Room - 2
Brian and Robert - 2
Cavern - 2
Fee - 2
Fluffhead - 2
Hold Your Head Up - 2
Rock and Roll - 2
Silent in the Morning - 2
Suzy Greenberg - 2
The Horse - 2
The Lizards - 2
Wading in the Velvet Sea - 2
A Day in the Life - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Bike - 1
Blaze On - 1
Blue Moon - 1
Bold As Love - 1
Boogie On Reggae Woman - 1
Carini - 1
David Bowie - 1
Divided Sky - 1
Fire - 1
Fuck Your Face - 1
Ghost - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Gumbo - 1
Hello My Baby - 1
Icculus - 1
It's Ice - 1
Kung - 1
Lawn Boy - 1
Limb By Limb - 1
Lonely Trip - 1
Martian Monster - 1
Maze - 1
Meatstick - 1
Miss You - 1
NO2 - 1
Pebbles and Marbles - 1
Possum - 1
Rise/Come Together - 1
Run Like an Antelope - 1
Sand - 1
Sanity - 1
Show of Life - 1
Sing Monica - 1
Sparkle - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
Take Me Out to the Ballgame - 1
The Moma Dance - 1
The Squirming Coil - 1
The Star-Spangled Banner - 1
Train Song - 1
Tube - 1
Vultures - 1
Waiting All Night - 1
Weekapaug Groove - 1
Winterqueen - 1
Wolfman's Brother - 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 2003

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 40 song debuts
0.48 debuts per show.
The most frequently played song you have seen debuted is Say It To Me S.A.N.T.O.S. (39 times).

Sort by Earliest debuted Most often played

Breakup Song Breakdown

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

Friday - 2
Beauty of My Dreams - 1
Magilla - 1
My Mind's Got a Mind of its Own - 1
Nothing - 1
The Old Home Place - 1

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

Chalk Dust Torture - 21
Ghost - 19
The Moma Dance - 19
Fuego - 17
Everything's Right - 16
Sand - 16
Twist - 16
Character Zero - 15
Wolfman's Brother - 15
Blaze On - 14

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