Shows by day of week

• Sunday- 9
• Monday- 6
• Tuesday- 10
• Wednesday- 6
• Thursday- 5
• Friday- 8
• Saturday- 13

Shows by month

• January -
• February -
• March - 1
• April - 2
• May - 2
• June - 10
• July - 16
• August - 9
• September - 3
• October - 2
• November - 3
• December - 9

Shows by year

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

Most Frequently Played Dates

• 8/10- 3
• 12/31- 2
• 5/31- 2
• 6/18- 2
• 7/15- 2
• 7/21- 2
• 7/22- 2
• 8/11- 2
• 10/19- 1
• 10/25- 1
• 11/14- 1
• 11/29- 1
• 11/7- 1
• 12/27- 1
• 12/28- 1
• 12/3- 1
• 12/30- 1
• 12/4- 1
• 12/7- 1
• 12/8- 1
• 3/1- 1

Shows by States

• MA - 9 (16%)
• NY - 7 (12%)
• IN - 7 (12%)
• SC - 4 (7%)
• OH - 4 (7%)
• CO - 4 (7%)
• GA - 3 (5%)
• WI - 3 (5%)
• WA - 3 (5%)
• ME - 3 (5%)
• FL - 2 (4%)
• TX - 1 (2%)
• OR - 1 (2%)
• CT - 1 (2%)
• MD - 1 (2%)
• KY - 1 (2%)
• NC - 1 (2%)
• PA - 1 (2%)
• VT - 1 (2%)

Shows by Time Zone

• Eastern - 45 (79%)
• Mountain - 4 (7%)
• Central - 4 (7%)
• Pacific - 4 (7%)

Shows by Cities

• Noblesville, IN - 7 (12%)
• New York, NY - 6 (11%)
• Cincinnati, OH - 4 (7%)
• Worcester, MA - 4 (7%)
• Mansfield, MA - 4 (7%)
• George, WA - 3 (5%)
• Alpharetta, GA - 3 (5%)
• East Troy, WI - 3 (5%)
• North Charleston, SC - 2 (4%)
• Big Cypress, FL - 2 (4%)
• Commerce City, CO - 2 (4%)
• Charleston, SC - 2 (4%)
• Telluride, CO - 2 (4%)
• Portland, OR - 1 (2%)
• Coventry, VT - 1 (2%)
• Bangor, ME - 1 (2%)
• Burgettstown, PA - 1 (2%)
• Greensboro, NC - 1 (2%)
• Boston, MA - 1 (2%)
• Saratoga Springs, NY - 1 (2%)
• Grand Prairie, TX - 1 (2%)
• Hartford, CT - 1 (2%)
• Columbia, MD - 1 (2%)
• Portland, ME - 1 (2%)
• Lexington, KY - 1 (2%)
• Augusta, ME - 1 (2%)

Shows by Venues

• Ruoff Music Center - 7 (12%)
• Madison Square Garden - 6 (11%)
• Great Woods Center for the Performing Arts - 4 (7%)
• Worcester Centrum Centre - 4 (7%)
• Verizon Wireless Amphitheatre at Encore Park - 3 (5%)
• U.S. Bank Arena - 3 (5%)
• Gorge Amphitheatre - 3 (5%)
• Alpine Valley Music Theatre - 3 (5%)
• Dick's Sporting Goods Park - 2 (4%)
• North Charleston Coliseum - 2 (4%)
• Big Cypress Seminole Indian Reservation - 2 (4%)
• Credit One Stadium - 2 (4%)
• Telluride Town Park - 2 (4%)
• The Comcast Theatre - 1 (2%)
• Saratoga Performing Arts Center - 1 (2%)
• Darling's Waterfront Pavilion - 1 (2%)
• Newport State Airport - 1 (2%)
• Merriweather Post Pavilion - 1 (2%)
• Augusta Civic Center - 1 (2%)
• Rupp Arena - 1 (2%)
• Verizon Theatre at Grand Prairie - 1 (2%)
• Riverbend Music Center - 1 (2%)
• Greensboro Coliseum - 1 (2%)
• Fenway Park - 1 (2%)
• Cumberland County Civic Center - 1 (2%)
• Portland Meadows - 1 (2%)
• Post-Gazette Pavilion at Star Lake - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 12 (21%)
• After hiatus - 45 (79%)

299 different songs have been played (30% of songs Phish have played).
The average number of songs per show is 21.1.
The average amount of times each song was played is 3.93.
There were 107 onetimers
1208 total songs have been played in the selected shows.

There were 54 two set shows
There were 3 three set shows
6 songs were in a four show rotation.
23 songs were in a five show rotation.

Total Times Played

Harry Hood - 18 (31%)
Mike's Song - 15 (26%)
Piper - 15 (26%)
Possum - 15 (26%)
Run Like an Antelope - 15 (26%)
Weekapaug Groove - 15 (26%)
Cavern - 14 (24%)
Chalk Dust Torture - 14 (24%)
Divided Sky - 14 (24%)
The Moma Dance - 14 (24%)
Tweezer - 14 (24%)
Tweezer Reprise - 14 (24%)
Wolfman's Brother - 14 (24%)
David Bowie - 13 (22%)
Free - 13 (22%)
Limb By Limb - 13 (22%)
Wilson - 13 (22%)
You Enjoy Myself - 13 (22%)
Also Sprach Zarathustra - 12 (21%)
Character Zero - 12 (21%)
Down with Disease - 12 (21%)
Golgi Apparatus - 12 (21%)
Guyute - 12 (21%)
Bouncing Around the Room - 11 (19%)
Stash - 11 (19%)
Wading in the Velvet Sea - 11 (19%)
Bathtub Gin - 10 (17%)
Reba - 10 (17%)
Sample in a Jar - 10 (17%)
Sand - 10 (17%)
Stealing Time From the Faulty Plan - 10 (17%)
Backwards Down the Number Line - 9 (15%)
Hold Your Head Up - 9 (15%)
Julius - 9 (15%)
Ocelot - 9 (15%)
Rift - 9 (15%)
Rock and Roll - 9 (15%)
Runaway Jim - 9 (15%)
Simple - 9 (15%)
Suzy Greenberg - 9 (15%)
Back on the Train - 8 (14%)
I Am Hydrogen - 8 (14%)
Prince Caspian - 8 (14%)
Split Open and Melt - 8 (14%)
Ya Mar - 8 (14%)
Boogie On Reggae Woman - 7 (12%)
Carini - 7 (12%)
Farmhouse - 7 (12%)
Ghost - 7 (12%)
Light - 7 (12%)
Loving Cup - 7 (12%)
The Squirming Coil - 7 (12%)
The Wedge - 7 (12%)
Theme From the Bottom - 7 (12%)
Tube - 7 (12%)
Walls of the Cave - 7 (12%)
Water in the Sky - 7 (12%)
Waves - 7 (12%)
46 Days - 6 (10%)
AC/DC Bag - 6 (10%)
Birds of a Feather - 6 (10%)
Dirt - 6 (10%)
First Tube - 6 (10%)
Fluffhead - 6 (10%)
Gumbo - 6 (10%)
Halley's Comet - 6 (10%)
Heavy Things - 6 (10%)
Kill Devil Falls - 6 (10%)
Meat - 6 (10%)
Mountains in the Mist - 6 (10%)
Poor Heart - 6 (10%)
Slave to the Traffic Light - 6 (10%)
Taste - 6 (10%)
When the Circus Comes - 6 (10%)
Axilla - 5 (8%)
Bug - 5 (8%)
Crosseyed and Painless - 5 (8%)
Drowned - 5 (8%)
Foam - 5 (8%)
Funky Bitch - 5 (8%)
Horn - 5 (8%)
Makisupa Policeman - 5 (8%)
NICU - 5 (8%)
Nellie Kane - 5 (8%)
Punch You in the Eye - 5 (8%)
Roggae - 5 (8%)
Roses Are Free - 5 (8%)
Silent in the Morning - 5 (8%)
Twist - 5 (8%)
Undermind - 5 (8%)
Vultures - 5 (8%)
Waste - 5 (8%)
Avenu Malkenu - 4 (7%)
Billy Breathes - 4 (7%)
Cars Trucks Buses - 4 (7%)
Frankenstein - 4 (7%)
Friday - 4 (7%)
Good Times Bad Times - 4 (7%)
Gotta Jibboo - 4 (7%)
Grind - 4 (7%)
I Didn't Know - 4 (7%)
It's Ice - 4 (7%)
Lawn Boy - 4 (7%)
Maze - 4 (7%)
Meatstick - 4 (7%)
More - 4 (7%)
My Friend, My Friend - 4 (7%)
Set Your Soul Free - 4 (7%)
Seven Below - 4 (7%)
Sparkle - 4 (7%)
The Horse - 4 (7%)
The Man Who Stepped Into Yesterday - 4 (7%)
Twenty Years Later - 4 (7%)
A Day in the Life - 3 (5%)
A Life Beyond The Dream - 3 (5%)
A Song I Heard the Ocean Sing - 3 (5%)
Albuquerque - 3 (5%)
Alumni Blues - 3 (5%)
Beauty of My Dreams - 3 (5%)
Bike - 3 (5%)
Blaze On - 3 (5%)
Brian and Robert - 3 (5%)
Buried Alive - 3 (5%)
Cool It Down - 3 (5%)
Destiny Unbound - 3 (5%)
Esther - 3 (5%)
Fee - 3 (5%)
Fire - 3 (5%)
Fuego - 3 (5%)
Golden Age - 3 (5%)
Guelah Papyrus - 3 (5%)
Halfway to the Moon - 3 (5%)
I Always Wanted It This Way - 3 (5%)
Letter to Jimmy Page - 3 (5%)
Llama - 3 (5%)
Lonely Trip - 3 (5%)
Mound - 3 (5%)
My Soul - 3 (5%)
Strange Design - 3 (5%)
Tela - 3 (5%)
The Oh Kee Pa Ceremony - 3 (5%)
Timber (Jerry the Mule) - 3 (5%)
Train Song - 3 (5%)
Walk Away - 3 (5%)
Weigh - 3 (5%)
555 - 2 (3%)
About to Run - 2 (3%)
After Midnight - 2 (3%)
Alaska - 2 (3%)
Auld Lang Syne - 2 (3%)
Axilla (Part II) - 2 (3%)
Big Black Furry Creature from Mars - 2 (3%)
Camel Walk - 2 (3%)
Catapult - 2 (3%)
Cities - 2 (3%)
Daniel Saw the Stone - 2 (3%)
Everything's Right - 2 (3%)
Harpua - 2 (3%)
Hello My Baby - 2 (3%)
If I Could - 2 (3%)
Jam - 2 (3%)
Let Me Lie - 2 (3%)
Light Up Or Leave Me Alone - 2 (3%)
Mercury - 2 (3%)
Most Events Aren't Planned - 2 (3%)
No Men In No Man's Land - 2 (3%)
Nothing - 2 (3%)
Party Time - 2 (3%)
Pebbles and Marbles - 2 (3%)
Quinn the Eskimo (The Mighty Quinn) - 2 (3%)
Rise/Come Together - 2 (3%)
Ruby Waves - 2 (3%)
Scent of a Mule - 2 (3%)
Shine a Light - 2 (3%)
Show of Life - 2 (3%)
Sigma Oasis - 2 (3%)
Sleeping Monkey - 2 (3%)
Sneakin' Sally Through the Alley - 2 (3%)
Summer of '89 - 2 (3%)
The Birds - 2 (3%)
The Connection - 2 (3%)
The Curtain - 2 (3%)
The Curtain With - 2 (3%)
The Dogs - 2 (3%)
The Line - 2 (3%)
The Lizards - 2 (3%)
Time Turns Elastic - 2 (3%)
Torn and Frayed - 2 (3%)
Waiting All Night - 2 (3%)
Waking Up Dead - 2 (3%)
What's the Use? - 2 (3%)
Wingsuit - 2 (3%)
...And Flew Away - 1 (1%)
Access Me - 1 (1%)
All of These Dreams - 1 (1%)
Anything But Me - 1 (1%)
Ass Handed - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Alligator - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Bold As Love - 1 (1%)
Breath and Burning - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
California Love Jam - 1 (1%)
Carolina - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Chocolate Rain - 1 (1%)
Cinnamon Girl - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Contact - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corinna - 1 (1%)
Crazy Sometimes - 1 (1%)
Crimes of the Mind - 1 (1%)
Dog Faced Boy - 1 (1%)
Dr. Gabel - 1 (1%)
Drift While You're Sleeping - 1 (1%)
Drums - 1 (1%)
Egg in a Hole - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Energy - 1 (1%)
Everything is Hollow - 1 (1%)
Fast Enough for You - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Frost - 1 (1%)
Fuck Your Face - 1 (1%)
Have Mercy - 1 (1%)
Highway to Hell - 1 (1%)
Home - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
I Kissed a Girl - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Infinite - 1 (1%)
Izabella - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Joy - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Leaves - 1 (1%)
Lifeboy - 1 (1%)
Lit O Bit - 1 (1%)
Love You - 1 (1%)
Magilla - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mexican Cousin - 1 (1%)
Miss You - 1 (1%)
Moonage Daydream - 1 (1%)
Mr. Completely - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
My Sweet One - 1 (1%)
On Your Way Down - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Plasma - 1 (1%)
Proud Mary - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Rhinoceros - 1 (1%)
Ride Captain Ride - 1 (1%)
Rocky Top - 1 (1%)
Say It To Me S.A.N.T.O.S. - 1 (1%)
Scents and Subtle Sounds - 1 (1%)
Sexual Healing - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Sleep - 1 (1%)
So Lonely - 1 (1%)
Something - 1 (1%)
Soul Planet - 1 (1%)
Space Oddity - 1 (1%)
Steam - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Mango Song - 1 (1%)
The Night the Lights Went Out in Georgia - 1 (1%)
The Old Home Place - 1 (1%)
The Sloth - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Tears of a Clown - 1 (1%)
The Well - 1 (1%)
The Wind Cries Mary - 1 (1%)
Things People Do - 1 (1%)
Thunderhead - 1 (1%)
Tide Turns - 1 (1%)
Time Loves a Hero - 1 (1%)
Turtle in the Clouds - 1 (1%)
Uncle Pen - 1 (1%)
What Things Seem - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Whipping Post - 1 (1%)
Wombat - 1 (1%)
Woodstock - 1 (1%)
You Sexy Thing - 1 (1%)

First Set Openers

Chalk Dust Torture - 3
Buried Alive - 2
Daniel Saw the Stone - 2
Fluffhead - 2
Kill Devil Falls - 2
Llama - 2
Possum - 2
Punch You in the Eye - 2
Runaway Jim - 2
Set Your Soul Free - 2
The Curtain With - 2
AC/DC Bag - 1
Alumni Blues - 1
Backwards Down the Number Line - 1
Brother - 1
Cars Trucks Buses - 1
Chocolate Rain - 1
Cities - 1
Cool It Down - 1
Divided Sky - 1
Down with Disease - 1
Farmhouse - 1
Fee - 1
First Tube - 1
Free - 1
Funky Bitch - 1
Golgi Apparatus - 1
Heavy Things - 1
Lit O Bit - 1
Makisupa Policeman - 1
My Friend, My Friend - 1
Party Time - 1
Piper - 1
Rhinoceros - 1
Sample in a Jar - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Moma Dance - 1
The Squirming Coil - 1
The Star-Spangled Banner - 1
Walls of the Cave - 1
Water in the Sky - 1
Wolfman's Brother - 1

First Set Closers

Run Like an Antelope - 6
Character Zero - 5
Cavern - 4
David Bowie - 4
Weekapaug Groove - 3
Bathtub Gin - 2
Julius - 2
Loving Cup - 2
Possum - 2
Sand - 2
Walls of the Cave - 2
After Midnight - 1
Birds of a Feather - 1
Divided Sky - 1
Fire - 1
First Tube - 1
Fluffhead - 1
Ghost - 1
Golgi Apparatus - 1
I Am the Walrus - 1
Mexican Cousin - 1
Moonage Daydream - 1
More - 1
Prince Caspian - 1
Rocky Top - 1
Sample in a Jar - 1
Slave to the Traffic Light - 1
Split Open and Melt - 1
Stash - 1
The Birdwatcher - 1
The Squirming Coil - 1
Time Turns Elastic - 1
While My Guitar Gently Weeps - 1
Wingsuit - 1

Second Set Openers

Mike's Song - 5
Down with Disease - 4
Wilson - 3
Carini - 2
Chalk Dust Torture - 2
Crosseyed and Painless - 2
Sand - 2
Suzy Greenberg - 2
Tweezer - 2
Waves - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
After Midnight - 1
Axilla (Part II) - 1
Backwards Down the Number Line - 1
Birds of a Feather - 1
Blaze On - 1
David Bowie - 1
Drowned - 1
Everything's Right - 1
First Tube - 1
Fuck Your Face - 1
Ghost - 1
Golden Age - 1
Gumbo - 1
Halley's Comet - 1
Have Mercy - 1
Limb By Limb - 1
Meatstick - 1
No Men In No Man's Land - 1
Party Time - 1
Rift - 1
Rock and Roll - 1
Run Like an Antelope - 1
Set Your Soul Free - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
The Connection - 1
The Moma Dance - 1
Timber (Jerry the Mule) - 1
Wolfman's Brother - 1

Second Set Closers

Harry Hood - 6
You Enjoy Myself - 6
Character Zero - 5
A Day in the Life - 3
Good Times Bad Times - 3
Run Like an Antelope - 3
Cavern - 2
David Bowie - 2
Rock and Roll - 2
Slave to the Traffic Light - 2
Split Open and Melt - 2
Walls of the Cave - 2
Blaze On - 1
Bug - 1
Buried Alive - 1
Carolina - 1
Drowned - 1
Fire - 1
First Tube - 1
Hello My Baby - 1
In The Good Old Summer Time - 1
Loving Cup - 1
Meatstick - 1
More - 1
Possum - 1
Rise/Come Together - 1
Sample in a Jar - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Squirming Coil - 1
The Wedge - 1

Third Set Openers

Chalk Dust Torture - 1
Sample in a Jar - 1
Twist - 1

Third Set Closers

Friday - 1
Walls of the Cave - 1
Weekapaug Groove - 1

Encores

Tweezer Reprise - 15
Frankenstein - 4
Grind - 4
Loving Cup - 4
Hold Your Head Up - 3
Julius - 3
Wilson - 3
A Life Beyond The Dream - 2
Bouncing Around the Room - 2
Cavern - 2
First Tube - 2
Harry Hood - 2
More - 2
Possum - 2
Shine a Light - 2
Show of Life - 2
Sleeping Monkey - 2
Suzy Greenberg - 2
The Oh Kee Pa Ceremony - 2
Tube - 2
Waste - 2
When the Circus Comes - 2
You Enjoy Myself - 2
46 Days - 1
Backwards Down the Number Line - 1
Beneath a Sea of Stars Part 1 - 1
Big Black Furry Creature from Mars - 1
Bike - 1
Bold As Love - 1
Boogie On Reggae Woman - 1
Bug - 1
Carini - 1
Chalk Dust Torture Reprise - 1
Character Zero - 1
Cinnamon Girl - 1
Contact - 1
David Bowie - 1
Fee - 1
Fire - 1
Free Bird - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Hello My Baby - 1
Highway to Hell - 1
I Been Around - 1
If I Could - 1
Izabella - 1
Nothing - 1
Pebbles and Marbles - 1
Proud Mary - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Reba - 1
Rock and Roll - 1
Run Like an Antelope - 1
Say It To Me S.A.N.T.O.S. - 1
So Lonely - 1
Space Oddity - 1
The Night the Lights Went Out in Georgia - 1
The Squirming Coil - 1
The Wind Cries Mary - 1
Wading in the Velvet Sea - 1
Woodstock - 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

Songs played in consecutive shows

Longest Existing Gaps

Debut Count

You saw 33 song debuts
0.58 debuts per show.
The most frequently played song you have seen debuted is Light (118 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

My Soul - 3
Jam - 2
Big Alligator - 1
Bittersweet Motel - 1
California Love Jam - 1
Che Hun Ta Mo - 1
Contact - 1
Corinna - 1
Love You - 1
Quadrophonic Toppling - 1

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

Divided Sky - 14
Sample in a Jar - 10
Stealing Time From the Faulty Plan - 10
Backwards Down the Number Line - 9
Ocelot - 9
Carini - 7
Light - 7
Walls of the Cave - 7
Waves - 7
46 Days - 6

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 - 3
My Soul - 3
Auld Lang Syne - 2
Jam - 2
Scent of a Mule - 2
Big Alligator - 1
Bittersweet Motel - 1
Buffalo Bill - 1
California Love Jam - 1
Carolina - 1

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

Stealing Time From the Faulty Plan - 10
Backwards Down the Number Line - 9
Ocelot - 9
Light - 7
Kill Devil Falls - 6
Nellie Kane - 5
Undermind - 5
Grind - 4
More - 4
Set Your Soul Free - 4

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