Shows by day of week

• Sunday- 15
• Monday- 1
• Tuesday- 5
• Wednesday- 4
• Thursday- 3
• Friday- 22
• Saturday- 25

Shows by month

• January -
• February -
• March -
• April -
• May -
• June - 15
• July - 10
• August - 21
• September - 13
• October - 11
• November - 3
• December - 2

Shows by year

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

Most Frequently Played Dates

• 8/5- 3
• 8/6- 3
• 9/3- 3
• 9/4- 3
• 6/26- 2
• 6/3- 2
• 6/4- 2
• 8/1- 2
• 8/30- 2
• 8/31- 2
• 8/7- 2
• 9/1- 2
• 9/2- 2
• 10/10- 1
• 10/11- 1
• 10/13- 1
• 10/14- 1
• 10/15- 1
• 10/18- 1
• 10/19- 1
• 10/24- 1

Shows by States

• CO - 19 (25%)
• WI - 9 (12%)
• OH - 9 (12%)
• IN - 8 (11%)
• IL - 6 (8%)
• CA - 5 (7%)
• GA - 3 (4%)
• NJ - 3 (4%)
• WA - 2 (3%)
• VA - 2 (3%)
• MA - 2 (3%)
• NY - 2 (3%)
• PA - 2 (3%)
• ME - 2 (3%)
• MI - 1 (1%)

Shows by Time Zone

• Eastern - 34 (45%)
• Mountain - 19 (25%)
• Central - 15 (20%)
• Pacific - 7 (9%)

Shows by Cities

• Commerce City, CO - 17 (23%)
• East Troy, WI - 8 (11%)
• Noblesville, IN - 8 (11%)
• Cincinnati, OH - 4 (5%)
• Atlantic City, NJ - 3 (4%)
• Rosemont, IL - 3 (4%)
• Dayton, OH - 3 (4%)
• Chicago, IL - 3 (4%)
• Berkeley, CA - 3 (4%)
• Burgettstown, PA - 2 (3%)
• George, WA - 2 (3%)
• Limestone, ME - 2 (3%)
• Worcester, MA - 2 (3%)
• New York, NY - 2 (3%)
• Hampton, VA - 2 (3%)
• Atlanta, GA - 2 (3%)
• Cuyahoga Falls, OH - 2 (3%)
• Denver, CO - 1 (1%)
• Alpharetta, GA - 1 (1%)
• Englewood, CO - 1 (1%)
• Mountain View, CA - 1 (1%)
• Madison, WI - 1 (1%)
• Inglewood, CA - 1 (1%)
• Clarkston, MI - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 17 (23%)
• Ruoff Music Center - 8 (11%)
• Alpine Valley Music Theatre - 8 (11%)
• Atlantic City Beach - 3 (4%)
• Allstate Arena - 3 (4%)
• Wright State University - 3 (4%)
• United Center - 3 (4%)
• Berkeley - 3 (4%)
• Loring Commerce Centre - 2 (3%)
• Madison Square Garden - 2 (3%)
• HiFi Buys Amphitheatre - 2 (3%)
• Blossom Music Center - 2 (3%)
• Riverbend Music Center - 2 (3%)
• Star Lake Amphitheatre - 2 (3%)
• Worcester Centrum Centre - 2 (3%)
• Hampton Coliseum - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• Gorge Amphitheatre - 2 (3%)
• Shoreline Amphitheatre - 1 (1%)
• Fiddler's Green - 1 (1%)
• Verizon Wireless Amphitheatre at Encore Park - 1 (1%)
• DTE Energy Music Theatre - 1 (1%)
• Dane County Coliseum - 1 (1%)
• McNichols Arena - 1 (1%)
• Great Western Forum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 5 (7%)
• After hiatus - 70 (93%)

309 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 20.7.
The average amount of times each song was played is 4.97.
There were 96 onetimers
1553 total songs have been played in the selected shows.

There were 73 two set shows
There were 2 three set shows
4 songs were in a four show rotation.
19 songs were in a five show rotation.

Total Times Played

Character Zero - 23 (30%)
Chalk Dust Torture - 22 (29%)
Wolfman's Brother - 21 (28%)
Ghost - 19 (25%)
Harry Hood - 18 (24%)
The Moma Dance - 18 (24%)
Tweezer - 18 (24%)
Backwards Down the Number Line - 17 (22%)
Bathtub Gin - 17 (22%)
Slave to the Traffic Light - 17 (22%)
46 Days - 16 (21%)
Down with Disease - 16 (21%)
Possum - 16 (21%)
Run Like an Antelope - 16 (21%)
Tweezer Reprise - 16 (21%)
Kill Devil Falls - 15 (20%)
Mike's Song - 15 (20%)
Ocelot - 15 (20%)
Twist - 15 (20%)
Also Sprach Zarathustra - 14 (18%)
Back on the Train - 14 (18%)
Carini - 14 (18%)
Fluffhead - 14 (18%)
Light - 14 (18%)
Maze - 14 (18%)
Piper - 14 (18%)
Stash - 14 (18%)
The Wedge - 14 (18%)
Weekapaug Groove - 14 (18%)
Cavern - 13 (17%)
Free - 13 (17%)
Limb By Limb - 13 (17%)
Sand - 13 (17%)
Suzy Greenberg - 13 (17%)
Theme From the Bottom - 13 (17%)
Tube - 13 (17%)
David Bowie - 12 (16%)
Halley's Comet - 12 (16%)
NICU - 12 (16%)
Prince Caspian - 12 (16%)
Runaway Jim - 12 (16%)
Funky Bitch - 11 (14%)
Loving Cup - 11 (14%)
Rock and Roll - 11 (14%)
Sample in a Jar - 11 (14%)
Wilson - 11 (14%)
You Enjoy Myself - 11 (14%)
Bouncing Around the Room - 10 (13%)
Joy - 10 (13%)
No Men In No Man's Land - 10 (13%)
Roggae - 10 (13%)
Split Open and Melt - 10 (13%)
Walls of the Cave - 10 (13%)
A Song I Heard the Ocean Sing - 9 (12%)
Birds of a Feather - 9 (12%)
Boogie On Reggae Woman - 9 (12%)
First Tube - 9 (12%)
Heavy Things - 9 (12%)
Julius - 9 (12%)
Punch You in the Eye - 9 (12%)
Reba - 9 (12%)
Stealing Time From the Faulty Plan - 9 (12%)
Steam - 9 (12%)
The Squirming Coil - 9 (12%)
Blaze On - 8 (10%)
Divided Sky - 8 (10%)
Fuego - 8 (10%)
Golden Age - 8 (10%)
My Friend, My Friend - 8 (10%)
Rift - 8 (10%)
Silent in the Morning - 8 (10%)
Undermind - 8 (10%)
555 - 7 (9%)
AC/DC Bag - 7 (9%)
Crosseyed and Painless - 7 (9%)
Everything's Right - 7 (9%)
Gotta Jibboo - 7 (9%)
Lawn Boy - 7 (9%)
Meatstick - 7 (9%)
Simple - 7 (9%)
Taste - 7 (9%)
Alaska - 6 (8%)
Buffalo Bill - 6 (8%)
Bug - 6 (8%)
Farmhouse - 6 (8%)
Fee - 6 (8%)
Guyute - 6 (8%)
Martian Monster - 6 (8%)
Mercury - 6 (8%)
Poor Heart - 6 (8%)
Saw It Again - 6 (8%)
The Horse - 6 (8%)
The Lizards - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
Waiting All Night - 6 (8%)
Waste - 6 (8%)
What's the Use? - 6 (8%)
Ya Mar - 6 (8%)
Cities - 5 (6%)
Contact - 5 (6%)
Golgi Apparatus - 5 (6%)
Good Times Bad Times - 5 (6%)
Guelah Papyrus - 5 (6%)
I Am Hydrogen - 5 (6%)
Llama - 5 (6%)
More - 5 (6%)
Mound - 5 (6%)
No Quarter - 5 (6%)
Roses Are Free - 5 (6%)
Ruby Waves - 5 (6%)
Sleeping Monkey - 5 (6%)
Vultures - 5 (6%)
Water in the Sky - 5 (6%)
Wingsuit - 5 (6%)
A Day in the Life - 4 (5%)
A Life Beyond The Dream - 4 (5%)
Axilla - 4 (5%)
Buried Alive - 4 (5%)
Dirt - 4 (5%)
Fuck Your Face - 4 (5%)
Grind - 4 (5%)
Halfway to the Moon - 4 (5%)
Horn - 4 (5%)
I Didn't Know - 4 (5%)
It's Ice - 4 (5%)
Leaves - 4 (5%)
Meat - 4 (5%)
Mountains in the Mist - 4 (5%)
My Soul - 4 (5%)
Nellie Kane - 4 (5%)
Plasma - 4 (5%)
Set Your Soul Free - 4 (5%)
Seven Below - 4 (5%)
Show of Life - 4 (5%)
Sigma Oasis - 4 (5%)
Sparkle - 4 (5%)
Sugar Shack - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Time Turns Elastic - 4 (5%)
Twenty Years Later - 4 (5%)
Waves - 4 (5%)
When the Circus Comes - 4 (5%)
Yarmouth Road - 4 (5%)
A Wave of Hope - 3 (4%)
Albuquerque - 3 (4%)
Army of One - 3 (4%)
Breath and Burning - 3 (4%)
Camel Walk - 3 (4%)
Crazy Sometimes - 3 (4%)
Drift While You're Sleeping - 3 (4%)
Drowned - 3 (4%)
Foam - 3 (4%)
Frankenstein - 3 (4%)
Ginseng Sullivan - 3 (4%)
Gumbo - 3 (4%)
Icculus - 3 (4%)
Most Events Aren't Planned - 3 (4%)
My Sweet One - 3 (4%)
Pebbles and Marbles - 3 (4%)
Say It To Me S.A.N.T.O.S. - 3 (4%)
Shade - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
Soul Planet - 3 (4%)
Strange Design - 3 (4%)
The Ballad of Curtis Loew - 3 (4%)
The Birdwatcher - 3 (4%)
The Line - 3 (4%)
The Mango Song - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
Train Song - 3 (4%)
Turtle in the Clouds - 3 (4%)
Weigh - 3 (4%)
Winterqueen - 3 (4%)
Wombat - 3 (4%)
Access Me - 2 (2%)
Ass Handed - 2 (2%)
Avenu Malkenu - 2 (2%)
Beauty of My Dreams - 2 (2%)
Bike - 2 (2%)
Brother - 2 (2%)
Cool It Down - 2 (2%)
Crowd Control - 2 (2%)
Daniel Saw the Stone - 2 (2%)
Esther - 2 (2%)
Fast Enough for You - 2 (2%)
Fire - 2 (2%)
Frankie Says - 2 (2%)
Frost - 2 (2%)
Harpua - 2 (2%)
Heavy Rotation - 2 (2%)
Hold Your Head Up - 2 (2%)
Makisupa Policeman - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Monsters - 2 (2%)
Moonage Daydream - 2 (2%)
NO2 - 2 (2%)
Olivia's Pool - 2 (2%)
Party Time - 2 (2%)
Peaches en Regalia - 2 (2%)
Pillow Jets - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Sanity - 2 (2%)
Scent of a Mule - 2 (2%)
Scents and Subtle Sounds - 2 (2%)
Steep - 2 (2%)
Swept Away - 2 (2%)
Tela - 2 (2%)
The Curtain With - 2 (2%)
The Final Hurrah - 2 (2%)
The Landlady - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Sloth - 2 (2%)
Walk Away - 2 (2%)
About to Run - 1 (1%)
Acoustic Army - 1 (1%)
After Midnight - 1 (1%)
Art Jam - 1 (1%)
Axilla (Part II) - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bold As Love - 1 (1%)
Brian and Robert - 1 (1%)
Broken Into Pieces - 1 (1%)
Carolina - 1 (1%)
Cars Trucks Buses - 1 (1%)
Catapult - 1 (1%)
Clear Your Mind - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corinna - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Demand - 1 (1%)
Destiny Unbound - 1 (1%)
Devotion To a Dream - 1 (1%)
Digital Delay Loop Jam - 1 (1%)
Dinner and a Movie - 1 (1%)
Dog Faced Boy - 1 (1%)
Dogs Stole Things - 1 (1%)
Easy To Slip - 1 (1%)
Egg in a Hole - 1 (1%)
Everything is Hollow - 1 (1%)
Evolve - 1 (1%)
Friday - 1 (1%)
Glide - 1 (1%)
Ha Ha Ha - 1 (1%)
Have Mercy - 1 (1%)
How Many People Are You - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Am the Walrus - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
If I Could - 1 (1%)
Instant Karma! - 1 (1%)
Izabella - 1 (1%)
Jam - 1 (1%)
Keyboard Army - 1 (1%)
Kung - 1 (1%)
Legalize It - 1 (1%)
Lengthwise - 1 (1%)
Let It Loose - 1 (1%)
Let Me Lie - 1 (1%)
Life on Mars? - 1 (1%)
Lifeboy - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Look Out Cleveland - 1 (1%)
Maple Leaf Rag - 1 (1%)
Miss You - 1 (1%)
Mull - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
O Canada - 1 (1%)
O Holy Night - 1 (1%)
Oblivion - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On Your Way Down - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Paul and Silas - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Ride Captain Ride - 1 (1%)
Rise/Come Together - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Rocket in My Pocket - 1 (1%)
Rocky Top - 1 (1%)
Say Something - 1 (1%)
Shaggy Dog - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Shine a Light - 1 (1%)
Sleep Again - 1 (1%)
Soul Shakedown Party - 1 (1%)
Spanish Moon - 1 (1%)
Spock's Brain - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Sweet Jane - 1 (1%)
Talk - 1 (1%)
Taste That Surrounds - 1 (1%)
The 9th Cube - 1 (1%)
The Connection - 1 (1%)
The Dogs - 1 (1%)
The Howling - 1 (1%)
The Old Home Place - 1 (1%)
Things People Do - 1 (1%)
Thunderhead - 1 (1%)
Torn and Frayed - 1 (1%)
Tuesday - 1 (1%)
Uncle Pen - 1 (1%)
United We Stand - 1 (1%)
Way Down in the Hole - 1 (1%)
What Things Seem - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Chalk Dust Torture - 4
Wolfman's Brother - 4
AC/DC Bag - 3
Kill Devil Falls - 3
Punch You in the Eye - 3
Runaway Jim - 3
Buried Alive - 2
Ghost - 2
My Friend, My Friend - 2
Possum - 2
Sample in a Jar - 2
The Landlady - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Access Me - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Blaze On - 1
Bouncing Around the Room - 1
Brother - 1
Buffalo Bill - 1
Carini - 1
Crowd Control - 1
Everything is Hollow - 1
Everything's Right - 1
First Tube - 1
Free - 1
I Never Needed You Like This Before - 1
Llama - 1
Look Out Cleveland - 1
Makisupa Policeman - 1
Martian Monster - 1
My Soul - 1
No Men In No Man's Land - 1
O Canada - 1
Party Time - 1
Prince Caspian - 1
Sand - 1
Set Your Soul Free - 1
Sigma Oasis - 1
Simple - 1
Slave to the Traffic Light - 1
Soul Shakedown Party - 1
Stash - 1
The Birdwatcher - 1
The Curtain With - 1
The Line - 1
The Moma Dance - 1
The Wedge - 1
Theme From the Bottom - 1
Tube - 1
Tuesday - 1
Turtle in the Clouds - 1
Way Down in the Hole - 1
Wilson - 1

First Set Closers

Run Like an Antelope - 8
Character Zero - 6
David Bowie - 6
Walls of the Cave - 5
Fluffhead - 4
Cavern - 3
More - 3
Weekapaug Groove - 3
46 Days - 2
Possum - 2
Split Open and Melt - 2
Stealing Time From the Faulty Plan - 2
Suzy Greenberg - 2
The Squirming Coil - 2
Time Turns Elastic - 2
Backwards Down the Number Line - 1
Bathtub Gin - 1
Bug - 1
Carini - 1
Carolina - 1
Chalk Dust Torture - 1
Drift While You're Sleeping - 1
Easy To Slip - 1
First Tube - 1
Frankenstein - 1
Good Times Bad Times - 1
Grind - 1
Julius - 1
Moonage Daydream - 1
Rock and Roll - 1
Runaway Jim - 1
Sand - 1
Scents and Subtle Sounds - 1
The Birdwatcher - 1
The Wedge - 1
Walk Away - 1
While My Guitar Gently Weeps - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 9
Mike's Song - 5
No Men In No Man's Land - 5
Carini - 4
Chalk Dust Torture - 4
Crosseyed and Painless - 4
Punch You in the Eye - 3
Rock and Roll - 3
A Song I Heard the Ocean Sing - 2
Backwards Down the Number Line - 2
Drowned - 2
Everything's Right - 2
Halley's Comet - 2
Tweezer - 2
Wilson - 2
Wolfman's Brother - 2
46 Days - 1
Axilla (Part II) - 1
Birds of a Feather - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Fuego - 1
Ghost - 1
Golden Age - 1
Julius - 1
Kill Devil Falls - 1
Mercury - 1
Piper - 1
Run Like an Antelope - 1
Runaway Jim - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Set Your Soul Free - 1
Sigma Oasis - 1
The Moma Dance - 1
Twist - 1
Waves - 1
You Enjoy Myself - 1

Second Set Closers

Slave to the Traffic Light - 9
Harry Hood - 7
Character Zero - 5
Suzy Greenberg - 5
You Enjoy Myself - 5
Cavern - 4
Possum - 4
Run Like an Antelope - 4
Julius - 3
Loving Cup - 3
Chalk Dust Torture - 2
David Bowie - 2
Fluffhead - 2
Golgi Apparatus - 2
Rock and Roll - 2
The Squirming Coil - 2
Weekapaug Groove - 2
Backwards Down the Number Line - 1
Bathtub Gin - 1
Bold As Love - 1
Bug - 1
Fire - 1
First Tube - 1
Good Times Bad Times - 1
I Am the Walrus - 1
Ruby Waves - 1
Split Open and Melt - 1
Tweezer Reprise - 1
Walls of the Cave - 1

Third Set Openers

Buffalo Bill - 1
Halley's Comet - 1

Third Set Closers

Funky Bitch - 1
Prince Caspian - 1

Encores

Tweezer Reprise - 15
Character Zero - 9
Loving Cup - 8
First Tube - 6
The Squirming Coil - 5
Slave to the Traffic Light - 4
Sleeping Monkey - 4
A Day in the Life - 3
A Life Beyond The Dream - 3
Contact - 3
Fluffhead - 3
Good Times Bad Times - 3
Grind - 3
Rock and Roll - 3
Fee - 2
Hold Your Head Up - 2
Joy - 2
Meatstick - 2
NO2 - 2
Possum - 2
Run Like an Antelope - 2
Sanity - 2
Say It To Me S.A.N.T.O.S. - 2
Silent in the Morning - 2
Suzy Greenberg - 2
The Horse - 2
The Lizards - 2
Tube - 2
When the Circus Comes - 2
Wilson - 2
After Midnight - 1
Axilla - 1
Bike - 1
Buffalo Bill - 1
Bug - 1
Cavern - 1
Divided Sky - 1
Egg in a Hole - 1
Farmhouse - 1
Fire - 1
Frankenstein - 1
Free - 1
Ghost - 1
Golgi Apparatus - 1
Harpua - 1
Harry Hood - 1
Icculus - 1
Izabella - 1
Keyboard Army - 1
Kung - 1
Maze - 1
More - 1
Oh! Sweet Nuthin' - 1
On the Road Again - 1
Once in a Lifetime - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rock 'n' Roll Suicide - 1
Shine a Light - 1
Show of Life - 1
United We Stand - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Waste - 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 1995

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 22 song debuts
0.29 debuts per show.
The most frequently played song you have seen debuted is Steam (60 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Beauty of My Dreams - 2
Acoustic Army - 1
Art Jam - 1
Brian and Robert - 1
Carolina - 1
Demand - 1
Digital Delay Loop Jam - 1
Dogs Stole Things - 1
Jam - 1
Paul and Silas - 1

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

Backwards Down the Number Line - 17
46 Days - 16
Possum - 16
Kill Devil Falls - 15
Mike's Song - 15
Ocelot - 15
Twist - 15
Back on the Train - 14
Carini - 14
Fluffhead - 14

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:

Beauty of My Dreams - 2
Acoustic Army - 1
Art Jam - 1
Brian and Robert - 1
Carolina - 1
Demand - 1
Digital Delay Loop Jam - 1
Dogs Stole Things - 1
Friday - 1
Jam - 1

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

Backwards Down the Number Line - 17
46 Days - 16
Kill Devil Falls - 15
Mike's Song - 15
Ocelot - 15
Twist - 15
Back on the Train - 14
Carini - 14
Fluffhead - 14
Light - 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