Shows by day of week

• Sunday- 23
• Monday- 0
• Tuesday- 1
• Wednesday- 1
• Thursday- 6
• Friday- 23
• Saturday- 29

Shows by month

• January -
• February - 12
• March -
• April - 4
• May -
• June - 6
• July - 18
• August - 10
• September - 21
• October - 8
• November - 1
• December - 3

Shows by year

• 1994- 1
• 1995- 0
• 1996- 1
• 1997- 0
• 1998- 0
• 1999- 0
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 1
• 2010- 2
• 2011- 3
• 2012- 1
• 2013- 3
• 2014- 3
• 2015- 5
• 2016- 2
• 2017- 6
• 2018- 10
• 2019- 7
• 2020- 4
• 2021- 8
• 2022- 8
• 2023- 14
• 2024- 4

Most Frequently Played Dates

• 9/2- 5
• 9/3- 5
• 9/1- 4
• 9/4- 4
• 7/20- 3
• 2/23- 2
• 2/24- 2
• 2/25- 2
• 2/26- 2
• 7/14- 2
• 7/19- 2
• 7/21- 2
• 7/28- 2
• 8/31- 2
• 8/8- 2
• 9/5- 2
• 10/13- 1
• 10/14- 1
• 10/15- 1
• 10/26- 1
• 10/27- 1

Shows by States

• CO - 24 (29%)
• IL - 20 (24%)
• Mexico - 12 (14%)
• WI - 8 (10%)
• NV - 6 (7%)
• NY - 5 (6%)
• WA - 3 (4%)
• IN - 2 (2%)
• MD - 2 (2%)
• AR - 1 (1%)

Shows by Time Zone

• Central - 29 (35%)
• Mountain - 24 (29%)
• Eastern - 21 (25%)
• Pacific - 9 (11%)

Shows by Cities

• Commerce City, CO - 24 (29%)
• Chicago, IL - 15 (18%)
• Quintana Roo, Mexico - 12 (14%)
• East Troy, WI - 8 (10%)
• Las Vegas, NV - 6 (7%)
• New York, NY - 5 (6%)
• George, WA - 3 (4%)
• Rosemont, IL - 3 (4%)
• Noblesville, IN - 2 (2%)
• Bridgeview, IL - 2 (2%)
• Columbia, MD - 2 (2%)
• Rogers, AR - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 24 (29%)
• Cancun - 12 (14%)
• Huntington Bank Pavilion at Northerly Island - 9 (11%)
• Alpine Valley Music Theatre - 8 (10%)
• Madison Square Garden - 5 (6%)
• Sphere - 4 (5%)
• Allstate Arena - 3 (4%)
• Gorge Amphitheatre - 3 (4%)
• United Center - 3 (4%)
• Merriweather Post Pavilion - 2 (2%)
• Ruoff Music Center - 2 (2%)
• MGM Grand Garden Arena - 2 (2%)
• Toyota Park - 2 (2%)
• Wrigley Field - 2 (2%)
• Walmart Arkansas Music Pavilion - 1 (1%)
• University of Illinois - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 2 (2%)
• After hiatus - 81 (98%)

327 different songs have been played (33% of songs Phish have played).
The average number of songs per show is 20.1.
The average amount of times each song was played is 5.02.
There were 111 onetimers
1672 total songs have been played in the selected shows.

There were 5 one set shows
There were 75 two set shows
There were 3 three set shows
3 songs were in a four show rotation.
20 songs were in a five show rotation.

Total Times Played

Harry Hood - 22 (26%)
Down with Disease - 21 (25%)
Tube - 21 (25%)
Ghost - 20 (24%)
Run Like an Antelope - 20 (24%)
46 Days - 19 (22%)
Also Sprach Zarathustra - 19 (22%)
Carini - 19 (22%)
Twist - 19 (22%)
Blaze On - 18 (21%)
Character Zero - 18 (21%)
Slave to the Traffic Light - 18 (21%)
The Moma Dance - 18 (21%)
Wolfman's Brother - 18 (21%)
Chalk Dust Torture - 17 (20%)
Everything's Right - 17 (20%)
Free - 17 (20%)
Fuego - 17 (20%)
Piper - 17 (20%)
Sand - 17 (20%)
Bathtub Gin - 16 (19%)
Cavern - 16 (19%)
Light - 16 (19%)
Tweezer - 16 (19%)
Tweezer Reprise - 16 (19%)
Possum - 15 (18%)
The Wedge - 15 (18%)
Back on the Train - 14 (16%)
Golden Age - 14 (16%)
Reba - 14 (16%)
Weekapaug Groove - 14 (16%)
No Men In No Man's Land - 13 (15%)
Split Open and Melt - 13 (15%)
Steam - 13 (15%)
David Bowie - 12 (14%)
Mike's Song - 12 (14%)
More - 12 (14%)
Say It To Me S.A.N.T.O.S. - 12 (14%)
Set Your Soul Free - 12 (14%)
Simple - 12 (14%)
Halley's Comet - 11 (13%)
Stash - 11 (13%)
What's the Use? - 11 (13%)
Wilson - 11 (13%)
Backwards Down the Number Line - 10 (12%)
First Tube - 10 (12%)
Funky Bitch - 10 (12%)
Maze - 10 (12%)
Ocelot - 10 (12%)
Prince Caspian - 10 (12%)
Rift - 10 (12%)
Shade - 10 (12%)
Suzy Greenberg - 10 (12%)
Theme From the Bottom - 10 (12%)
Bouncing Around the Room - 9 (10%)
Divided Sky - 9 (10%)
Julius - 9 (10%)
Mercury - 9 (10%)
My Friend, My Friend - 9 (10%)
Ruby Waves - 9 (10%)
Runaway Jim - 9 (10%)
Silent in the Morning - 9 (10%)
Waste - 9 (10%)
A Song I Heard the Ocean Sing - 8 (9%)
Bug - 8 (9%)
Drift While You're Sleeping - 8 (9%)
Fluffhead - 8 (9%)
Golgi Apparatus - 8 (9%)
Good Times Bad Times - 8 (9%)
Kill Devil Falls - 8 (9%)
Limb By Limb - 8 (9%)
Loving Cup - 8 (9%)
Plasma - 8 (9%)
Roggae - 8 (9%)
Sigma Oasis - 8 (9%)
The Sloth - 8 (9%)
Undermind - 8 (9%)
Walls of the Cave - 8 (9%)
Waves - 8 (9%)
Ya Mar - 8 (9%)
555 - 7 (8%)
A Life Beyond The Dream - 7 (8%)
A Wave of Hope - 7 (8%)
AC/DC Bag - 7 (8%)
Crosseyed and Painless - 7 (8%)
Gumbo - 7 (8%)
Martian Monster - 7 (8%)
Poor Heart - 7 (8%)
Scent of a Mule - 7 (8%)
The Horse - 7 (8%)
The Squirming Coil - 7 (8%)
You Enjoy Myself - 7 (8%)
Birds of a Feather - 6 (7%)
Farmhouse - 6 (7%)
Heavy Things - 6 (7%)
My Soul - 6 (7%)
NICU - 6 (7%)
Rise/Come Together - 6 (7%)
Sample in a Jar - 6 (7%)
Sparkle - 6 (7%)
The Lizards - 6 (7%)
Wading in the Velvet Sea - 6 (7%)
Wingsuit - 6 (7%)
Axilla - 5 (6%)
Beneath a Sea of Stars Part 1 - 5 (6%)
Cities - 5 (6%)
Evolve - 5 (6%)
Gotta Jibboo - 5 (6%)
Halfway to the Moon - 5 (6%)
Harpua - 5 (6%)
Llama - 5 (6%)
Meatstick - 5 (6%)
Most Events Aren't Planned - 5 (6%)
Mountains in the Mist - 5 (6%)
Rock and Roll - 5 (6%)
Roses Are Free - 5 (6%)
Shine a Light - 5 (6%)
Soul Planet - 5 (6%)
Stealing Time From the Faulty Plan - 5 (6%)
Taste - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Turtle in the Clouds - 5 (6%)
Vultures - 5 (6%)
Winterqueen - 5 (6%)
Yarmouth Road - 5 (6%)
Your Pet Cat - 5 (6%)
Brian and Robert - 4 (4%)
Contact - 4 (4%)
Death Don't Hurt Very Long - 4 (4%)
Fee - 4 (4%)
Hold Your Head Up - 4 (4%)
I Am Hydrogen - 4 (4%)
I Didn't Know - 4 (4%)
Lawn Boy - 4 (4%)
Leaves - 4 (4%)
Lonely Trip - 4 (4%)
Meat - 4 (4%)
Miss You - 4 (4%)
No Quarter - 4 (4%)
Oblivion - 4 (4%)
Party Time - 4 (4%)
Pebbles and Marbles - 4 (4%)
Punch You in the Eye - 4 (4%)
Saw It Again - 4 (4%)
Scents and Subtle Sounds - 4 (4%)
Sleeping Monkey - 4 (4%)
Sneakin' Sally Through the Alley - 4 (4%)
The Howling - 4 (4%)
Twenty Years Later - 4 (4%)
Waiting All Night - 4 (4%)
Wombat - 4 (4%)
A Day in the Life - 3 (3%)
About to Run - 3 (3%)
Axilla (Part II) - 3 (3%)
Boogie On Reggae Woman - 3 (3%)
Breath and Burning - 3 (3%)
Destiny Unbound - 3 (3%)
Dirt - 3 (3%)
Don't Doubt Me - 3 (3%)
Esther - 3 (3%)
Ether Edge - 3 (3%)
Foam - 3 (3%)
Grind - 3 (3%)
Horn - 3 (3%)
If I Could - 3 (3%)
It's Ice - 3 (3%)
McGrupp and the Watchful Hosemasters - 3 (3%)
Moonage Daydream - 3 (3%)
Sanity - 3 (3%)
Seven Below - 3 (3%)
Strange Design - 3 (3%)
Tela - 3 (3%)
The Dogs - 3 (3%)
The Final Hurrah - 3 (3%)
The Landlady - 3 (3%)
The Line - 3 (3%)
The Mango Song - 3 (3%)
Billy Breathes - 2 (2%)
Buffalo Bill - 2 (2%)
Buried Alive - 2 (2%)
Camel Walk - 2 (2%)
Catapult - 2 (2%)
Clear Your Mind - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Corinna - 2 (2%)
Crowd Control - 2 (2%)
Dinner and a Movie - 2 (2%)
Energy - 2 (2%)
Evening Song - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Frankenstein - 2 (2%)
Frost - 2 (2%)
Fuck Your Face - 2 (2%)
I Always Wanted It This Way - 2 (2%)
I Am the Walrus - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
Icculus - 2 (2%)
Joy - 2 (2%)
Lifeboy - 2 (2%)
Makisupa Policeman - 2 (2%)
Mound - 2 (2%)
Mull - 2 (2%)
My Sweet One - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Show of Life - 2 (2%)
Steep - 2 (2%)
Sugar Shack - 2 (2%)
Swept Away - 2 (2%)
The Curtain With - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
Train Song - 2 (2%)
Water in the Sky - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
Weigh - 2 (2%)
When the Circus Comes - 2 (2%)
(I Can't Get No) Satisfaction - 1 (1%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
Alaska - 1 (1%)
Albuquerque - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Army of One - 1 (1%)
Auld Lang Syne - 1 (1%)
Avenu Malkenu - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bike - 1 (1%)
Bliss - 1 (1%)
Bold As Love - 1 (1%)
Can't Always Listen - 1 (1%)
Cars Trucks Buses - 1 (1%)
Casual Enlightenment - 1 (1%)
Come Together - 1 (1%)
Cool It Down - 1 (1%)
Corona - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crazy Sometimes - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Devotion To a Dream - 1 (1%)
Dog Faced Boy - 1 (1%)
Dogs Stole Things - 1 (1%)
Drowned - 1 (1%)
Egg in a Hole - 1 (1%)
Everything is Hollow - 1 (1%)
Fast Enough for You - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Fire - 1 (1%)
Frankie Says - 1 (1%)
Friend - 1 (1%)
Get More Down - 1 (1%)
Glide - 1 (1%)
Guelah Papyrus - 1 (1%)
Guy Forget - 1 (1%)
Guyute - 1 (1%)
Ha Ha Ha - 1 (1%)
Halfway Home - 1 (1%)
Happy Birthday to You - 1 (1%)
Have Mercy - 1 (1%)
Heavy Rotation - 1 (1%)
Home - 1 (1%)
I Am in Miami - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Infinite - 1 (1%)
Izabella - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Keyboard Army - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Let It Loose - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life Saving Gun - 1 (1%)
Love Is What We Are - 1 (1%)
Manteca - 1 (1%)
Mellow Mood - 1 (1%)
Monsters - 1 (1%)
NO2 - 1 (1%)
Nellie Kane - 1 (1%)
Olivia's Pool - 1 (1%)
Once in a Lifetime - 1 (1%)
Passing Through - 1 (1%)
Paul and Silas - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Pillow Jets - 1 (1%)
Purple Rain - 1 (1%)
Sabotage - 1 (1%)
Sea and Sand - 1 (1%)
Shafty - 1 (1%)
Shaggy Dog - 1 (1%)
Shake Your Coconuts - 1 (1%)
Shipwreck - 1 (1%)
So Damn Lucky - 1 (1%)
Something Living Here - 1 (1%)
Soul Shakedown Party - 1 (1%)
Space Oddity - 1 (1%)
Spanish Moon - 1 (1%)
Sparks - 1 (1%)
Spock's Brain - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Jane - 1 (1%)
Sweet Virginia - 1 (1%)
Talk - 1 (1%)
Thanksgiving - 1 (1%)
The 9th Cube - 1 (1%)
The Birds - 1 (1%)
The Birdwatcher - 1 (1%)
The Curtain - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Maker - 1 (1%)
The Old Home Place - 1 (1%)
The Unwinding - 1 (1%)
The Very Long Fuse - 1 (1%)
The Way It Goes - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Time Turns Elastic - 1 (1%)
Torn and Frayed - 1 (1%)
United We Stand - 1 (1%)
Victim - 1 (1%)
Whipping Post - 1 (1%)
Willin' - 1 (1%)
Windy City - 1 (1%)
You Sexy Thing - 1 (1%)
hey stranger - 1 (1%)
mercy - 1 (1%)

First Set Openers

Carini - 4
The Moma Dance - 4
Everything's Right - 3
Sand - 3
Sigma Oasis - 3
Buried Alive - 2
Crowd Control - 2
Dinner and a Movie - 2
No Men In No Man's Land - 2
Possum - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Set Your Soul Free - 2
The Landlady - 2
Tube - 2
46 Days - 1
555 - 1
AC/DC Bag - 1
Alumni Blues - 1
Axilla - 1
Back on the Train - 1
Blaze On - 1
Buffalo Bill - 1
Can't Always Listen - 1
Down with Disease - 1
Evening Song - 1
Everything is Hollow - 1
Fat Man in the Bathtub - 1
First Tube - 1
Fluffhead - 1
Free - 1
Gotta Jibboo - 1
Gumbo - 1
Harry Hood - 1
I Never Needed You Like This Before - 1
Kill Devil Falls - 1
Llama - 1
Maze - 1
My Friend, My Friend - 1
My Soul - 1
Party Time - 1
Plasma - 1
Prince Caspian - 1
Runaway Jim - 1
Say It To Me S.A.N.T.O.S. - 1
Simple - 1
Soul Planet - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Curtain With - 1
The Dogs - 1
The Lizards - 1
The Very Long Fuse - 1
Torn and Frayed - 1
Turtle in the Clouds - 1
Undermind - 1
We Are Come to Outlive Our Brains - 1
What's the Use? - 1
Willin' - 1
Wolfman's Brother - 1

First Set Closers

David Bowie - 9
Run Like an Antelope - 7
Character Zero - 5
Walls of the Cave - 5
Blaze On - 4
Cavern - 4
More - 4
The Squirming Coil - 4
Bathtub Gin - 3
Chalk Dust Torture - 3
Drift While You're Sleeping - 3
Split Open and Melt - 3
Wolfman's Brother - 3
Carini - 2
Good Times Bad Times - 2
Possum - 2
Sand - 2
Suzy Greenberg - 2
46 Days - 1
Bug - 1
Fluffhead - 1
Frankenstein - 1
Free - 1
Ghost - 1
Golgi Apparatus - 1
Grind - 1
I Am the Walrus - 1
Julius - 1
Moonage Daydream - 1
Most Events Aren't Planned - 1
My Soul - 1
Say It To Me S.A.N.T.O.S. - 1
Time Turns Elastic - 1
Twist - 1

Second Set Openers

Down with Disease - 10
Set Your Soul Free - 6
Carini - 5
Everything's Right - 4
No Men In No Man's Land - 4
Sand - 4
Backwards Down the Number Line - 2
Chalk Dust Torture - 2
Crosseyed and Painless - 2
Energy - 2
Possum - 2
Sigma Oasis - 2
Tweezer - 2
Wilson - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
A Wave of Hope - 1
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Back on the Train - 1
Bathtub Gin - 1
Corona - 1
Dogs Stole Things - 1
Drowned - 1
First Tube - 1
Ghost - 1
Golden Age - 1
Halley's Comet - 1
Knuckle Bone Broth Avenue - 1
Light - 1
Mercury - 1
Mike's Song - 1
More - 1
Oblivion - 1
Rise/Come Together - 1
Rock and Roll - 1
Run Like an Antelope - 1
Say It To Me S.A.N.T.O.S. - 1
Simple - 1
The Moma Dance - 1
The Sloth - 1
The Wedge - 1
Wolfman's Brother - 1

Second Set Closers

Slave to the Traffic Light - 11
Harry Hood - 6
Run Like an Antelope - 4
Cavern - 3
Character Zero - 3
First Tube - 3
Loving Cup - 3
Possum - 3
Say It To Me S.A.N.T.O.S. - 3
Split Open and Melt - 3
Suzy Greenberg - 3
You Enjoy Myself - 3
Bathtub Gin - 2
Blaze On - 2
Fluffhead - 2
Piper - 2
Rock and Roll - 2
The Squirming Coil - 2
Tweezer Reprise - 2
Walls of the Cave - 2
A Day in the Life - 1
A Song I Heard the Ocean Sing - 1
Bug - 1
Divided Sky - 1
Farmhouse - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
I Am in Miami - 1
Julius - 1
Passing Through - 1
Prince Caspian - 1
Shine a Light - 1
Show of Life - 1
Sweet Adeline - 1

Third Set Openers

Carini - 1
McGrupp and the Watchful Hosemasters - 1
Meatstick - 1

Third Set Closers

Drift While You're Sleeping - 1
Good Times Bad Times - 1
Possum - 1

Encores

Tweezer Reprise - 14
Character Zero - 10
Run Like an Antelope - 6
Say It To Me S.A.N.T.O.S. - 6
Slave to the Traffic Light - 6
First Tube - 5
More - 5
Wilson - 5
A Life Beyond The Dream - 4
Golgi Apparatus - 4
Good Times Bad Times - 4
Harry Hood - 4
Sleeping Monkey - 4
Waste - 4
Bug - 3
Cavern - 3
Contact - 3
Fee - 3
Loving Cup - 3
Silent in the Morning - 3
The Horse - 3
Farmhouse - 2
Grind - 2
Hold Your Head Up - 2
Julius - 2
Shine a Light - 2
The Wedge - 2
Tube - 2
Wading in the Velvet Sea - 2
46 Days - 1
A Day in the Life - 1
After Midnight - 1
Backwards Down the Number Line - 1
Bike - 1
Bold As Love - 1
Bouncing Around the Room - 1
Brian and Robert - 1
Divided Sky - 1
Don't Doubt Me - 1
Drift While You're Sleeping - 1
Evolve - 1
Fire - 1
Fluffhead - 1
Frankenstein - 1
Funky Bitch - 1
Harpua - 1
I Am the Walrus - 1
Icculus - 1
Izabella - 1
Keyboard Army - 1
Love Is What We Are - 1
Maze - 1
McGrupp and the Watchful Hosemasters - 1
Meatstick - 1
NO2 - 1
Once in a Lifetime - 1
Pebbles and Marbles - 1
Possum - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Rock and Roll - 1
Sabotage - 1
Sand - 1
Sanity - 1
Shafty - 1
Show of Life - 1
So Damn Lucky - 1
Space Oddity - 1
Split Open and Melt - 1
Suzy Greenberg - 1
Sweet Jane - 1
The Lizards - 1
The Maker - 1
The Mango Song - 1
Theme From the Bottom - 1
United We Stand - 1
Vultures - 1
Weekapaug Groove - 1
You Enjoy Myself - 1
Your Pet Cat - 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 1994

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 33 song debuts
0.4 debuts per show.
The most frequently played song you have seen debuted is Everything's Right (53 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Fire - 1
Guelah Papyrus - 1
Purple Rain - 1
Whipping Post - 1

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

Tube - 21
Ghost - 20
46 Days - 19
Carini - 19
Twist - 19
Blaze On - 18
Character Zero - 18
Slave to the Traffic Light - 18
The Moma Dance - 18
Wolfman's Brother - 18

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:

Fire - 1
Guelah Papyrus - 1
Purple Rain - 1
Whipping Post - 1

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

Tube - 21
Ghost - 20
46 Days - 19
Carini - 19
Twist - 19
Blaze On - 18
Character Zero - 18
Slave to the Traffic Light - 18
The Moma Dance - 18
Wolfman's Brother - 18

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