Shows by day of week

• Sunday- 12
• Monday- 5
• Tuesday- 5
• Wednesday- 6
• Thursday- 6
• Friday- 16
• Saturday- 18

Shows by month

• January - 3
• February -
• March -
• April - 2
• May -
• June - 4
• July - 13
• August - 20
• September - 13
• October - 4
• November - 5
• December - 4

Shows by year

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

Most Frequently Played Dates

• 7/24- 3
• 9/1- 3
• 9/3- 3
• 8/31- 2
• 8/5- 2
• 9/2- 2
• 9/4- 2
• 1/2- 1
• 1/3- 1
• 1/4- 1
• 10/27- 1
• 10/29- 1
• 10/30- 1
• 10/31- 1
• 11/1- 1
• 11/28- 1
• 11/29- 1
• 11/6- 1
• 11/8- 1
• 12/13- 1
• 12/2- 1

Shows by States

• CA - 22 (32%)
• CO - 15 (22%)
• WI - 7 (10%)
• MA - 6 (9%)
• RI - 3 (4%)
• VA - 3 (4%)
• IN - 3 (4%)
• OH - 2 (3%)
• VT - 2 (3%)
• FL - 2 (3%)
• NY - 1 (1%)
• IL - 1 (1%)
• NJ - 1 (1%)

Shows by Time Zone

• Eastern - 23 (34%)
• Pacific - 22 (32%)
• Mountain - 15 (22%)
• Central - 8 (12%)

Shows by Cities

• Commerce City, CO - 15 (22%)
• San Francisco, CA - 14 (21%)
• East Troy, WI - 6 (9%)
• Mansfield, MA - 3 (4%)
• Hampton, VA - 3 (4%)
• Providence, RI - 3 (4%)
• Indio, CA - 3 (4%)
• Noblesville, IN - 3 (4%)
• Berkeley, CA - 3 (4%)
• Coventry, VT - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Columbus, OH - 2 (3%)
• Worcester, MA - 2 (3%)
• Mountain View, CA - 2 (3%)
• Boston, MA - 1 (1%)
• Saratoga Springs, NY - 1 (1%)
• Champaign, IL - 1 (1%)
• Camden, NJ - 1 (1%)
• Madison, WI - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 15 (22%)
• Bill Graham Civic Auditorium - 13 (19%)
• Alpine Valley Music Theatre - 6 (9%)
• Empire Polo Club - 3 (4%)
• Providence Civic Center - 3 (4%)
• Ruoff Music Center - 3 (4%)
• Great Woods Center for the Performing Arts - 3 (4%)
• Hampton Coliseum - 3 (4%)
• Berkeley - 3 (4%)
• Shoreline Amphitheatre - 2 (3%)
• Newport State Airport - 2 (3%)
• Polaris Amphitheater - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Worcester Centrum Centre - 2 (3%)
• Saratoga Performing Arts Center - 1 (1%)
• Kohl Center - 1 (1%)
• Golden Gate Park - 1 (1%)
• Tweeter Center at the Waterfront - 1 (1%)
• University of Illinois - 1 (1%)
• FleetCenter - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 20 (29%)
• After hiatus - 48 (71%)

316 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 20.8.
The average amount of times each song was played is 4.39.
There were 116 onetimers
1421 total songs have been played in the selected shows.

There were 2 one set shows
There were 61 two set shows
There were 5 three set shows
8 songs were in a four show rotation.
23 songs were in a five show rotation.

Total Times Played

Down with Disease - 21 (30%)
Chalk Dust Torture - 19 (27%)
Also Sprach Zarathustra - 18 (26%)
Possum - 18 (26%)
Character Zero - 17 (25%)
Mike's Song - 17 (25%)
The Moma Dance - 17 (25%)
Weekapaug Groove - 17 (25%)
Harry Hood - 16 (23%)
Theme From the Bottom - 16 (23%)
Tweezer - 16 (23%)
Tweezer Reprise - 16 (23%)
Wolfman's Brother - 16 (23%)
You Enjoy Myself - 16 (23%)
David Bowie - 15 (22%)
Free - 15 (22%)
Maze - 15 (22%)
Piper - 15 (22%)
Split Open and Melt - 15 (22%)
Ghost - 14 (20%)
Run Like an Antelope - 14 (20%)
Slave to the Traffic Light - 14 (20%)
Wilson - 14 (20%)
First Tube - 13 (19%)
Twist - 13 (19%)
46 Days - 12 (17%)
Fluffhead - 12 (17%)
Reba - 12 (17%)
Sand - 12 (17%)
Simple - 12 (17%)
Axilla - 11 (16%)
Bathtub Gin - 11 (16%)
Cavern - 11 (16%)
Golgi Apparatus - 11 (16%)
Limb By Limb - 11 (16%)
Prince Caspian - 11 (16%)
Runaway Jim - 11 (16%)
Tube - 11 (16%)
Ya Mar - 11 (16%)
Back on the Train - 10 (14%)
Bouncing Around the Room - 10 (14%)
Guyute - 10 (14%)
Light - 10 (14%)
Sample in a Jar - 10 (14%)
Stash - 10 (14%)
Suzy Greenberg - 10 (14%)
Birds of a Feather - 9 (13%)
Bug - 9 (13%)
Divided Sky - 9 (13%)
Funky Bitch - 9 (13%)
Gotta Jibboo - 9 (13%)
Loving Cup - 9 (13%)
Roggae - 9 (13%)
The Wedge - 9 (13%)
AC/DC Bag - 8 (11%)
Boogie On Reggae Woman - 8 (11%)
Carini - 8 (11%)
Halley's Comet - 8 (11%)
Heavy Things - 8 (11%)
NICU - 8 (11%)
Ocelot - 8 (11%)
Seven Below - 8 (11%)
Silent in the Morning - 8 (11%)
Taste - 8 (11%)
Backwards Down the Number Line - 7 (10%)
Cities - 7 (10%)
Foam - 7 (10%)
Julius - 7 (10%)
Kill Devil Falls - 7 (10%)
Punch You in the Eye - 7 (10%)
Rock and Roll - 7 (10%)
Sparkle - 7 (10%)
When the Circus Comes - 7 (10%)
Gumbo - 6 (8%)
I Am Hydrogen - 6 (8%)
Joy - 6 (8%)
Lawn Boy - 6 (8%)
Meatstick - 6 (8%)
My Soul - 6 (8%)
Poor Heart - 6 (8%)
Roses Are Free - 6 (8%)
The Horse - 6 (8%)
What's the Use? - 6 (8%)
Blaze On - 5 (7%)
Crosseyed and Painless - 5 (7%)
Fee - 5 (7%)
Good Times Bad Times - 5 (7%)
Hold Your Head Up - 5 (7%)
Horn - 5 (7%)
Llama - 5 (7%)
Makisupa Policeman - 5 (7%)
McGrupp and the Watchful Hosemasters - 5 (7%)
More - 5 (7%)
Mound - 5 (7%)
Scent of a Mule - 5 (7%)
Set Your Soul Free - 5 (7%)
Stealing Time From the Faulty Plan - 5 (7%)
Sugar Shack - 5 (7%)
The Lizards - 5 (7%)
The Squirming Coil - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Undermind - 5 (7%)
Wading in the Velvet Sea - 5 (7%)
Waste - 5 (7%)
Water in the Sky - 5 (7%)
Alumni Blues - 4 (5%)
Anything But Me - 4 (5%)
Bold As Love - 4 (5%)
Brian and Robert - 4 (5%)
Catapult - 4 (5%)
Driver - 4 (5%)
Drowned - 4 (5%)
Everything's Right - 4 (5%)
Farmhouse - 4 (5%)
Fuego - 4 (5%)
I Didn't Know - 4 (5%)
Mountains in the Mist - 4 (5%)
My Friend, My Friend - 4 (5%)
No Men In No Man's Land - 4 (5%)
Party Time - 4 (5%)
Pebbles and Marbles - 4 (5%)
Rift - 4 (5%)
Ruby Waves - 4 (5%)
Say It To Me S.A.N.T.O.S. - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Sigma Oasis - 4 (5%)
Steam - 4 (5%)
Strange Design - 4 (5%)
The Curtain With - 4 (5%)
A Song I Heard the Ocean Sing - 3 (4%)
A Wave of Hope - 3 (4%)
Albuquerque - 3 (4%)
All of These Dreams - 3 (4%)
Army of One - 3 (4%)
Esther - 3 (4%)
Friday - 3 (4%)
Glide - 3 (4%)
It's Ice - 3 (4%)
Letter to Jimmy Page - 3 (4%)
Meat - 3 (4%)
Mercury - 3 (4%)
My Sweet One - 3 (4%)
Shine a Light - 3 (4%)
Show of Life - 3 (4%)
The Howling - 3 (4%)
The Inlaw Josie Wales - 3 (4%)
The Line - 3 (4%)
The Mango Song - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
Vultures - 3 (4%)
Walk Away - 3 (4%)
Walls of the Cave - 3 (4%)
Yarmouth Road - 3 (4%)
A Life Beyond The Dream - 2 (2%)
Axilla (Part II) - 2 (2%)
Beauty of My Dreams - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Beneath a Sea of Stars Part 1 - 2 (2%)
Bike - 2 (2%)
Billy Breathes - 2 (2%)
Buffalo Bill - 2 (2%)
Camel Walk - 2 (2%)
Cars Trucks Buses - 2 (2%)
Contact - 2 (2%)
Corinna - 2 (2%)
Crossroads - 2 (2%)
Crowd Control - 2 (2%)
Dirt - 2 (2%)
Don't Doubt Me - 2 (2%)
Drift While You're Sleeping - 2 (2%)
Ether Edge - 2 (2%)
Evolve - 2 (2%)
Fast Enough for You - 2 (2%)
Frankenstein - 2 (2%)
Ginseng Sullivan - 2 (2%)
Golden Age - 2 (2%)
Grind - 2 (2%)
Guelah Papyrus - 2 (2%)
Halfway to the Moon - 2 (2%)
Hello My Baby - 2 (2%)
Jam - 2 (2%)
Kung - 2 (2%)
Let Me Lie - 2 (2%)
Mexican Cousin - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Nellie Kane - 2 (2%)
No Quarter - 2 (2%)
Oblivion - 2 (2%)
Rocky Top - 2 (2%)
Sanity - 2 (2%)
Saw It Again - 2 (2%)
Sleep Again - 2 (2%)
Sneakin' Sally Through the Alley - 2 (2%)
Terrapin - 2 (2%)
Thunderhead - 2 (2%)
Time Turns Elastic - 2 (2%)
Train Song - 2 (2%)
Uncle Pen - 2 (2%)
Waiting All Night - 2 (2%)
Waves - 2 (2%)
555 - 1 (1%)
A Day in the Life - 1 (1%)
About to Run - 1 (1%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
Ain't Love Funny - 1 (1%)
Alaska - 1 (1%)
All Down the Line - 1 (1%)
All Things Reconsidered - 1 (1%)
All the Pain Through the Years - 1 (1%)
Auld Lang Syne - 1 (1%)
Avenu Malkenu - 1 (1%)
Babylon Baby - 1 (1%)
Been Caught Stealing - 1 (1%)
Big Alligator - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bill Bailey, Won't You Please Come Home? - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Breath and Burning - 1 (1%)
Brother - 1 (1%)
Casino Boogie - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Cool It Down - 1 (1%)
Cool Jerk - 1 (1%)
Cry Baby Cry - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Demand - 1 (1%)
Dog Faced Boy - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Drums - 1 (1%)
Energy - 1 (1%)
Fikus - 1 (1%)
Fire - 1 (1%)
Frankie Says - 1 (1%)
Fuck Your Face - 1 (1%)
Happy - 1 (1%)
Heavy Rotation - 1 (1%)
Hey Stranger - 1 (1%)
I Just Want To See His Face - 1 (1%)
Icculus - 1 (1%)
Invisible - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Layla - 1 (1%)
Lengthwise - 1 (1%)
Let It Loose - 1 (1%)
Life Saving Gun - 1 (1%)
Life on Mars? - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Lonely Trip - 1 (1%)
Love You - 1 (1%)
Magilla - 1 (1%)
Manteca - 1 (1%)
Martian Monster - 1 (1%)
Miss You - 1 (1%)
Moby Dick - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Paul and Silas - 1 (1%)
Peaches en Regalia - 1 (1%)
Pigtail - 1 (1%)
Pillow Jets - 1 (1%)
Plasma - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ramble On - 1 (1%)
Ride Captain Ride - 1 (1%)
Rip This Joint - 1 (1%)
Rise/Come Together - 1 (1%)
Roadrunner - 1 (1%)
Rocks Off - 1 (1%)
Round Room - 1 (1%)
Sabotage - 1 (1%)
Secret Smile - 1 (1%)
Shafty - 1 (1%)
Shake Your Hips - 1 (1%)
Sing Monica - 1 (1%)
Soul Survivor - 1 (1%)
Space Oddity - 1 (1%)
Steep - 1 (1%)
Stop Breaking Down - 1 (1%)
Sweet Black Angel - 1 (1%)
Sweet Virginia - 1 (1%)
Swept Away - 1 (1%)
Take Me Out to the Ballgame - 1 (1%)
Talk - 1 (1%)
The Curtain - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Dogs - 1 (1%)
The Happy Whip and Dung Song - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Sloth - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Tears of a Clown - 1 (1%)
The Very Long Fuse - 1 (1%)
Torn and Frayed - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
Turtle in the Clouds - 1 (1%)
Twenty Years Later - 1 (1%)
Ventilator Blues - 1 (1%)
Waking Up Dead - 1 (1%)
Walfredo - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
We Are the Champions Jam - 1 (1%)
Weigh - 1 (1%)
What's Going Through Your Mind - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Winterqueen - 1 (1%)
Wipe Out - 1 (1%)
Wombat - 1 (1%)

First Set Openers

Chalk Dust Torture - 4
46 Days - 3
AC/DC Bag - 3
Runaway Jim - 3
Carini - 2
Crowd Control - 2
Possum - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Tweezer - 2
Water in the Sky - 2
Wolfman's Brother - 2
Access Me - 1
Alumni Blues - 1
Back on the Train - 1
Cars Trucks Buses - 1
Cities - 1
Demand - 1
Divided Sky - 1
Dog Log - 1
First Tube - 1
Fluffhead - 1
Free - 1
Golgi Apparatus - 1
Grind - 1
Gumbo - 1
Guyute - 1
Harry Hood - 1
Julius - 1
Kill Devil Falls - 1
Llama - 1
Martian Monster - 1
Mike's Song - 1
My Friend, My Friend - 1
Party Time - 1
Paul and Silas - 1
Ramble On - 1
Rift - 1
Roadrunner - 1
Roggae - 1
Sand - 1
Sigma Oasis - 1
Stealing Time From the Faulty Plan - 1
The Line - 1
The Moma Dance - 1
The Oh Kee Pa Ceremony - 1
Theme From the Bottom - 1
Tube - 1
Walfredo - 1
Walls of the Cave - 1
Ya Mar - 1

First Set Closers

Character Zero - 7
David Bowie - 7
Run Like an Antelope - 5
Split Open and Melt - 4
Golgi Apparatus - 3
46 Days - 2
Blaze On - 2
Cavern - 2
First Tube - 2
More - 2
After Midnight - 1
Bathtub Gin - 1
Bug - 1
Carini - 1
Chalk Dust Torture - 1
Crossroads - 1
Down with Disease - 1
Drowned - 1
Fire - 1
Fluffhead - 1
Funky Bitch - 1
Ghost - 1
Julius - 1
Layla - 1
Life Saving Gun - 1
McGrupp and the Watchful Hosemasters - 1
Mexican Cousin - 1
Most Events Aren't Planned - 1
Pebbles and Marbles - 1
Possum - 1
Slave to the Traffic Light - 1
Space Oddity - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Taste - 1
The Squirming Coil - 1
Theme From the Bottom - 1
Time Turns Elastic - 1
Weekapaug Groove - 1
Wilson - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 7
Rock and Roll - 5
Set Your Soul Free - 4
AC/DC Bag - 3
Birds of a Feather - 3
Sand - 3
Wilson - 3
Also Sprach Zarathustra - 2
Chalk Dust Torture - 2
Golden Age - 2
Gotta Jibboo - 2
Punch You in the Eye - 2
Seven Below - 2
46 Days - 1
Backwards Down the Number Line - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Crosseyed and Painless - 1
Energy - 1
Everything's Right - 1
First Tube - 1
Ghost - 1
Heavy Things - 1
Julius - 1
Loving Cup - 1
Makisupa Policeman - 1
Meatstick - 1
Mike's Song - 1
No Men In No Man's Land - 1
Piper - 1
Possum - 1
Prince Caspian - 1
Rise/Come Together - 1
Rocks Off - 1
Roses Are Free - 1
Run Like an Antelope - 1
Say It To Me S.A.N.T.O.S. - 1
The Moma Dance - 1
Tweezer - 1

Second Set Closers

You Enjoy Myself - 9
Slave to the Traffic Light - 8
Harry Hood - 5
Weekapaug Groove - 5
Cavern - 4
Possum - 4
Loving Cup - 3
Chalk Dust Torture - 2
Character Zero - 2
Fluffhead - 2
Meatstick - 2
Piper - 2
Shine a Light - 2
Split Open and Melt - 2
Also Sprach Zarathustra - 1
Carini - 1
David Bowie - 1
Everything's Right - 1
Frankenstein - 1
Ghost - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Julius - 1
Sample in a Jar - 1
Soul Survivor - 1
The Squirming Coil - 1
Tweezer - 1
Waste - 1

Third Set Openers

Backwards Down the Number Line - 1
Chalk Dust Torture - 1
Fast Enough for You - 1
Tweezer - 1
Twist - 1

Third Set Closers

Slave to the Traffic Light - 2
Friday - 1
Weekapaug Groove - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 15
Character Zero - 6
First Tube - 6
Bold As Love - 4
Good Times Bad Times - 4
Run Like an Antelope - 4
Bug - 3
Harry Hood - 3
Say It To Me S.A.N.T.O.S. - 3
Suzy Greenberg - 3
Bouncing Around the Room - 2
Cavern - 2
Contact - 2
Driver - 2
Fee - 2
Hello My Baby - 2
Loving Cup - 2
Sample in a Jar - 2
Show of Life - 2
The Lizards - 2
The Squirming Coil - 2
Theme From the Bottom - 2
Wading in the Velvet Sea - 2
Waste - 2
When the Circus Comes - 2
A Day in the Life - 1
Alumni Blues - 1
Been Caught Stealing - 1
Birds of a Feather - 1
Boogie On Reggae Woman - 1
Camel Walk - 1
Chalk Dust Torture Reprise - 1
Divided Sky - 1
Don't Doubt Me - 1
Esther - 1
Evolve - 1
Friday - 1
Glide - 1
Golgi Apparatus - 1
Grind - 1
Guyute - 1
Heavy Things - 1
Icculus - 1
Joy - 1
Let Me Lie - 1
Meatstick - 1
Mexican Cousin - 1
Moby Dick - 1
More - 1
Pebbles and Marbles - 1
Possum - 1
Ride Captain Ride - 1
Rocky Top - 1
Roggae - 1
Sabotage - 1
Sanity - 1
Secret Smile - 1
Silent in the Morning - 1
Slave to the Traffic Light - 1
Split Open and Melt - 1
Take Me Out to the Ballgame - 1
Talk - 1
The Curtain With - 1
The Inlaw Josie Wales - 1
The Mango Song - 1
Walls of the Cave - 1
Wilson - 1
Winterqueen - 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 1996

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 46 song debuts
0.68 debuts per show.
The most frequently played song you have seen debuted is 46 Days (145 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Albuquerque - 3
The Inlaw Josie Wales - 3
Beauty of My Dreams - 2
Bike - 2
Cars Trucks Buses - 2
Crossroads - 2
Ginseng Sullivan - 2
Hello My Baby - 2
Jam - 2
Uncle Pen - 2

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

46 Days - 12
Light - 10
Carini - 8
Halley's Comet - 8
Ocelot - 8
Seven Below - 8
Backwards Down the Number Line - 7
Kill Devil Falls - 7
Joy - 6
Blaze On - 5

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:

Hold Your Head Up - 5
Horn - 5
Anything But Me - 4
Drowned - 4
Albuquerque - 3
Friday - 3
Glide - 3
The Inlaw Josie Wales - 3
Beauty of My Dreams - 2
Bike - 2

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

Light - 10
Ocelot - 8
Backwards Down the Number Line - 7
Kill Devil Falls - 7
Joy - 6
Blaze On - 5
More - 5
Set Your Soul Free - 5
Stealing Time From the Faulty Plan - 5
Sugar Shack - 5

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