Shows by day of week

• Sunday- 10
• Monday- 1
• Tuesday- 9
• Wednesday- 6
• Thursday- 7
• Friday- 19
• Saturday- 14

Shows by month

• January - 2
• February -
• March -
• April - 3
• May - 2
• June - 10
• July - 14
• August - 12
• September - 2
• October - 4
• November - 10
• December - 7

Shows by year

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

Most Frequently Played Dates

• 1/2- 2
• 10/18- 2
• 11/24- 2
• 12/28- 2
• 12/30- 2
• 6/20- 2
• 7/3- 2
• 7/8- 2
• 8/11- 2
• 8/14- 2
• 10/19- 1
• 10/29- 1
• 11/2- 1
• 11/20- 1
• 11/21- 1
• 11/22- 1
• 11/25- 1
• 11/27- 1
• 11/28- 1
• 11/29- 1
• 12/3- 1

Shows by States

• NY - 18 (27%)
• PA - 15 (23%)
• VA - 8 (12%)
• NJ - 4 (6%)
• OH - 4 (6%)
• NV - 3 (5%)
• IN - 3 (5%)
• MD - 3 (5%)
• ME - 2 (3%)
• VT - 2 (3%)
• FL - 2 (3%)
• IL - 1 (2%)
• GA - 1 (2%)

Shows by Time Zone

• Eastern - 62 (94%)
• Pacific - 3 (5%)
• Central - 1 (2%)
• Mountain - 0 (0%)

Shows by Cities

• Burgettstown, PA - 5 (8%)
• New York, NY - 5 (8%)
• Hampton, VA - 5 (8%)
• Columbus, OH - 4 (6%)
• Philadelphia, PA - 4 (6%)
• Hershey, PA - 3 (5%)
• Watkins Glen, NY - 3 (5%)
• Las Vegas, NV - 3 (5%)
• Saratoga Springs, NY - 3 (5%)
• Noblesville, IN - 3 (5%)
• Coventry, VT - 2 (3%)
• Atlantic City, NJ - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Limestone, ME - 2 (3%)
• Pittsburgh, PA - 2 (3%)
• Columbia, MD - 2 (3%)
• Camden, NJ - 2 (3%)
• Bethel, NY - 2 (3%)
• Portsmouth, VA - 1 (2%)
• Arrington, VA - 1 (2%)
• Albany, NY - 1 (2%)
• Landover, MD - 1 (2%)
• Reading, PA - 1 (2%)
• Darien Center, NY - 1 (2%)
• Virginia Beach, VA - 1 (2%)
• Uniondale, NY - 1 (2%)
• Atlanta, GA - 1 (2%)
• Syracuse, NY - 1 (2%)
• Bridgeview, IL - 1 (2%)
• Canandaigua, NY - 1 (2%)

Shows by Venues

• Madison Square Garden - 5 (8%)
• Hampton Coliseum - 5 (8%)
• Post-Gazette Pavilion at Star Lake - 5 (8%)
• Polaris Amphitheater - 4 (6%)
• Saratoga Performing Arts Center - 3 (5%)
• Hersheypark Stadium - 3 (5%)
• Watkins Glen International - 3 (5%)
• Ruoff Music Center - 3 (5%)
• Thomas & Mack Center - 3 (5%)
• Loring Commerce Centre - 2 (3%)
• Wachovia Center - 2 (3%)
• Bethel Woods Center for the Arts - 2 (3%)
• Civic Arena - 2 (3%)
• Newport State Airport - 2 (3%)
• Merriweather Post Pavilion - 2 (3%)
• Tweeter Center at the Waterfront - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Santander Arena - 1 (2%)
• Toyota Park - 1 (2%)
• HiFi Buys Amphitheatre - 1 (2%)
• Bader Field - 1 (2%)
• Nassau Veterans Memorial Coliseum - 1 (2%)
• USAir Arena - 1 (2%)
• nTelos Pavilion - 1 (2%)
• GTE Virginia Beach Amphitheater - 1 (2%)
• Pepsi Arena - 1 (2%)
• The Mann Center for the Performing Arts - 1 (2%)
• War Memorial at Oncenter - 1 (2%)
• Darien Lake Performing Arts Center - 1 (2%)
• Oak Ridge Farm - 1 (2%)
• Finger Lakes Performing Arts Center - 1 (2%)
• Wachovia Spectrum - 1 (2%)
• Boardwalk Hall - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 23 (35%)
• After hiatus - 43 (65%)

291 different songs have been played (29% of songs Phish have played).
The average number of songs per show is 21.5.
The average amount of times each song was played is 4.76.
There were 105 onetimers
1420 total songs have been played in the selected shows.

There were 60 two set shows
There were 4 three set shows
There were 2 four set shows
11 songs were in a four show rotation.
22 songs were in a five show rotation.

Total Times Played

Down with Disease - 19 (28%)
Sample in a Jar - 19 (28%)
Stash - 18 (27%)
Wilson - 18 (27%)
You Enjoy Myself - 18 (27%)
Free - 17 (25%)
Harry Hood - 17 (25%)
Julius - 17 (25%)
Limb By Limb - 17 (25%)
Mike's Song - 17 (25%)
Weekapaug Groove - 17 (25%)
Bathtub Gin - 16 (24%)
Character Zero - 16 (24%)
Ghost - 16 (24%)
Piper - 16 (24%)
Possum - 16 (24%)
Run Like an Antelope - 16 (24%)
Simple - 16 (24%)
Chalk Dust Torture - 15 (22%)
Tube - 15 (22%)
David Bowie - 14 (21%)
Runaway Jim - 14 (21%)
Cavern - 13 (19%)
Reba - 13 (19%)
Tweezer - 13 (19%)
Tweezer Reprise - 13 (19%)
Twist - 13 (19%)
AC/DC Bag - 12 (18%)
Backwards Down the Number Line - 12 (18%)
Golgi Apparatus - 12 (18%)
Gumbo - 12 (18%)
Wolfman's Brother - 12 (18%)
46 Days - 11 (16%)
Bouncing Around the Room - 11 (16%)
Funky Bitch - 11 (16%)
Gotta Jibboo - 11 (16%)
Maze - 11 (16%)
Prince Caspian - 11 (16%)
Slave to the Traffic Light - 11 (16%)
Taste - 11 (16%)
Theme From the Bottom - 11 (16%)
Also Sprach Zarathustra - 10 (15%)
Cities - 10 (15%)
Drowned - 10 (15%)
Meatstick - 10 (15%)
NICU - 10 (15%)
Punch You in the Eye - 10 (15%)
Roggae - 10 (15%)
Sparkle - 10 (15%)
Split Open and Melt - 10 (15%)
Suzy Greenberg - 10 (15%)
Axilla - 9 (13%)
Back on the Train - 9 (13%)
Boogie On Reggae Woman - 9 (13%)
Divided Sky - 9 (13%)
Halley's Comet - 9 (13%)
I Am Hydrogen - 9 (13%)
Ocelot - 9 (13%)
Silent in the Morning - 9 (13%)
The Horse - 9 (13%)
The Moma Dance - 9 (13%)
Farmhouse - 8 (12%)
First Tube - 8 (12%)
Hold Your Head Up - 8 (12%)
Horn - 8 (12%)
Rift - 8 (12%)
Rock and Roll - 8 (12%)
Wading in the Velvet Sea - 8 (12%)
Water in the Sky - 8 (12%)
When the Circus Comes - 8 (12%)
Ya Mar - 8 (12%)
Birds of a Feather - 7 (10%)
Good Times Bad Times - 7 (10%)
Guyute - 7 (10%)
It's Ice - 7 (10%)
Kill Devil Falls - 7 (10%)
Lawn Boy - 7 (10%)
Loving Cup - 7 (10%)
My Friend, My Friend - 7 (10%)
The Mango Song - 7 (10%)
Carini - 6 (9%)
Crosseyed and Painless - 6 (9%)
Fee - 6 (9%)
Heavy Things - 6 (9%)
Light - 6 (9%)
Rocky Top - 6 (9%)
Seven Below - 6 (9%)
Bittersweet Motel - 5 (7%)
Bold As Love - 5 (7%)
Camel Walk - 5 (7%)
Cars Trucks Buses - 5 (7%)
Fast Enough for You - 5 (7%)
Fire - 5 (7%)
Fluffhead - 5 (7%)
Ginseng Sullivan - 5 (7%)
Jam - 5 (7%)
Poor Heart - 5 (7%)
Sand - 5 (7%)
Scent of a Mule - 5 (7%)
Stealing Time From the Faulty Plan - 5 (7%)
Strange Design - 5 (7%)
The Curtain - 5 (7%)
The Curtain With - 5 (7%)
The Wedge - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Walls of the Cave - 5 (7%)
Waves - 5 (7%)
Army of One - 4 (6%)
Big Black Furry Creature from Mars - 4 (6%)
Bug - 4 (6%)
Dirt - 4 (6%)
Driver - 4 (6%)
Frankenstein - 4 (6%)
Makisupa Policeman - 4 (6%)
The Ballad of Curtis Loew - 4 (6%)
The Lizards - 4 (6%)
The Old Home Place - 4 (6%)
The Sloth - 4 (6%)
The Squirming Coil - 4 (6%)
Time Turns Elastic - 4 (6%)
Train Song - 4 (6%)
Twenty Years Later - 4 (6%)
Waste - 4 (6%)
555 - 3 (4%)
Blaze On - 3 (4%)
Brian and Robert - 3 (4%)
Brother - 3 (4%)
Buffalo Bill - 3 (4%)
Contact - 3 (4%)
Crowd Control - 3 (4%)
Friday - 3 (4%)
Fuego - 3 (4%)
Glide - 3 (4%)
Guelah Papyrus - 3 (4%)
I Didn't Know - 3 (4%)
Joy - 3 (4%)
Meat - 3 (4%)
Mound - 3 (4%)
My Soul - 3 (4%)
Nellie Kane - 3 (4%)
Quinn the Eskimo (The Mighty Quinn) - 3 (4%)
Roses Are Free - 3 (4%)
Saw It Again - 3 (4%)
Scents and Subtle Sounds - 3 (4%)
Shine a Light - 3 (4%)
Sugar Shack - 3 (4%)
The Inlaw Josie Wales - 3 (4%)
The Line - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
Two Versions of Me - 3 (4%)
Undermind - 3 (4%)
What's the Use? - 3 (4%)
A Day in the Life - 2 (3%)
Albuquerque - 2 (3%)
Avenu Malkenu - 2 (3%)
Beauty of My Dreams - 2 (3%)
Bill Bailey, Won't You Please Come Home? - 2 (3%)
Billy Breathes - 2 (3%)
Catapult - 2 (3%)
Corinna - 2 (3%)
Daniel Saw the Stone - 2 (3%)
Dog Faced Boy - 2 (3%)
Foam - 2 (3%)
Frankie Says - 2 (3%)
Halfway to the Moon - 2 (3%)
Izabella - 2 (3%)
Love You - 2 (3%)
Manteca - 2 (3%)
McGrupp and the Watchful Hosemasters - 2 (3%)
Mellow Mood - 2 (3%)
Mexican Cousin - 2 (3%)
Mountains in the Mist - 2 (3%)
My Mind's Got a Mind of its Own - 2 (3%)
Pebbles and Marbles - 2 (3%)
Secret Smile - 2 (3%)
Sleep Again - 2 (3%)
Sleeping Monkey - 2 (3%)
Steep - 2 (3%)
Swept Away - 2 (3%)
Tela - 2 (3%)
Terrapin - 2 (3%)
The Little Drummer Boy - 2 (3%)
The Man Who Stepped Into Yesterday - 2 (3%)
Thunderhead - 2 (3%)
Uncle Pen - 2 (3%)
Yarmouth Road - 2 (3%)
A Song I Heard the Ocean Sing - 1 (1%)
Acoustic Army - 1 (1%)
After Midnight - 1 (1%)
Alaska - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Amoreena - 1 (1%)
Anything But Me - 1 (1%)
Auld Lang Syne - 1 (1%)
Babylon Baby - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Alligator - 1 (1%)
Bike - 1 (1%)
Billie Jean Jam - 1 (1%)
Buried Alive - 1 (1%)
Carolina - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Chariots of Fire - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Cool It Down - 1 (1%)
Cool Jerk - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crimes of the Mind - 1 (1%)
Cry Baby Cry - 1 (1%)
Devotion To a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Discern - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Drive-In Jam - 1 (1%)
Esther - 1 (1%)
Fooled Around and Fell in Love - 1 (1%)
Free Man in Paris - 1 (1%)
Gettin' Jiggy Wit' It - 1 (1%)
Girls Girls Girls - 1 (1%)
Gold Soundz - 1 (1%)
Golden Age - 1 (1%)
Grind - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Hello My Baby - 1 (1%)
How Many People Are You - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
If I Could - 1 (1%)
In the Aeroplane Over the Sea - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Jumpin' Jack Flash - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life on Mars? - 1 (1%)
Lifeboy - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Llama - 1 (1%)
Martian Monster - 1 (1%)
Mind Left Body Jam - 1 (1%)
Moby Dick - 1 (1%)
Mock Song - 1 (1%)
My Left Toe - 1 (1%)
My Sweet One - 1 (1%)
No Men In No Man's Land - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On Your Way Down - 1 (1%)
Party Time - 1 (1%)
Paul and Silas - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Rock and Roll Part Two - 1 (1%)
Round Room - 1 (1%)
Sabotage - 1 (1%)
Scabbard - 1 (1%)
Shafty - 1 (1%)
Show of Life - 1 (1%)
Sing Monica - 1 (1%)
Sleep - 1 (1%)
Sneakin' Sally Through the Alley - 1 (1%)
Soul Shakedown Party - 1 (1%)
Space Oddity - 1 (1%)
Sparks - 1 (1%)
Spread It 'Round - 1 (1%)
Steam - 1 (1%)
Summer of '89 - 1 (1%)
Sweet Adeline - 1 (1%)
The Connection - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Dogs - 1 (1%)
Things People Do - 1 (1%)
Time Loves a Hero - 1 (1%)
Tomorrow's Song - 1 (1%)
Tower Jam - 1 (1%)
Trench Town Rock - 1 (1%)
Tubthumping - 1 (1%)
Vultures - 1 (1%)
Waiting All Night - 1 (1%)
Walfredo - 1 (1%)
Walk Away - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Windora Bug - 1 (1%)
Windy City - 1 (1%)
Wingsuit - 1 (1%)
Winterqueen - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

AC/DC Bag - 5
Wilson - 5
Chalk Dust Torture - 4
Punch You in the Eye - 3
Cars Trucks Buses - 2
Daniel Saw the Stone - 2
Julius - 2
Kill Devil Falls - 2
Mike's Song - 2
My Friend, My Friend - 2
Runaway Jim - 2
Sample in a Jar - 2
Ya Mar - 2
Alumni Blues - 1
Amoreena - 1
Axilla - 1
Bathtub Gin - 1
Bouncing Around the Room - 1
Brother - 1
Buried Alive - 1
Carolina - 1
Crowd Control - 1
David Bowie - 1
Divided Sky - 1
Farmhouse - 1
First Tube - 1
Free - 1
Gotta Jibboo - 1
Heavy Things - 1
Rift - 1
Rock and Roll Part Two - 1
Rocky Top - 1
Seven Below - 1
Simple - 1
Soul Shakedown Party - 1
The Connection - 1
The Oh Kee Pa Ceremony - 1
Theme From the Bottom - 1
Trench Town Rock - 1
Walfredo - 1
Walls of the Cave - 1
Water in the Sky - 1
Wolfman's Brother - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 6
Character Zero - 5
Julius - 5
Bathtub Gin - 3
Cavern - 3
David Bowie - 3
Golgi Apparatus - 3
Suzy Greenberg - 3
Weekapaug Groove - 3
Bittersweet Motel - 2
Possum - 2
Sample in a Jar - 2
Split Open and Melt - 2
Stash - 2
Taste - 2
Walls of the Cave - 2
After Midnight - 1
Bold As Love - 1
Drowned - 1
Fire - 1
First Tube - 1
Free - 1
Hello My Baby - 1
Jam - 1
Light - 1
Meatstick - 1
Space Oddity - 1
Stealing Time From the Faulty Plan - 1
Sweet Adeline - 1
The Curtain With - 1
The Squirming Coil - 1
Timber (Jerry the Mule) - 1
Time Turns Elastic - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 8
Birds of a Feather - 4
46 Days - 3
Chalk Dust Torture - 3
Drowned - 3
Ghost - 3
Mike's Song - 3
Runaway Jim - 3
Twist - 3
Bathtub Gin - 2
Crosseyed and Painless - 2
Gotta Jibboo - 2
Meatstick - 2
Possum - 2
Tweezer - 2
Wilson - 2
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Axilla - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Carini - 1
Martian Monster - 1
Mellow Mood - 1
My Friend, My Friend - 1
Piper - 1
Punch You in the Eye - 1
Rock and Roll - 1
Sabotage - 1
Scents and Subtle Sounds - 1
Seven Below - 1
Suzy Greenberg - 1
The Curtain - 1
Waves - 1
Wolfman's Brother - 1

Second Set Closers

You Enjoy Myself - 8
Character Zero - 7
Tweezer Reprise - 5
Weekapaug Groove - 5
David Bowie - 4
Loving Cup - 4
Cavern - 3
Run Like an Antelope - 3
Slave to the Traffic Light - 3
Fire - 2
Golgi Apparatus - 2
Harry Hood - 2
Meatstick - 2
Bug - 1
Down with Disease - 1
First Tube - 1
Frankenstein - 1
Ghost - 1
Good Times Bad Times - 1
Grind - 1
I Been Around - 1
Joy - 1
Julius - 1
Martian Monster - 1
Prince Caspian - 1
Rocky Top - 1
Simple - 1
The Little Drummer Boy - 1
The Squirming Coil - 1

Third Set Openers

46 Days - 1
Chalk Dust Torture - 1
Fast Enough for You - 1
Meatstick - 1
Rock and Roll - 1
Twist - 1

Third Set Closers

Bug - 1
Friday - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1
Walls of the Cave - 1
Weekapaug Groove - 1

Fourth Set Openers

Drive-In Jam - 1
Tower Jam - 1

Fourth Set Closers

Drive-In Jam - 1
Tower Jam - 1

Encores

Tweezer Reprise - 8
Good Times Bad Times - 6
Bold As Love - 4
Character Zero - 3
First Tube - 3
Harry Hood - 3
Loving Cup - 3
Rocky Top - 3
A Day in the Life - 2
Boogie On Reggae Woman - 2
Bouncing Around the Room - 2
Driver - 2
Farmhouse - 2
Fire - 2
Frankenstein - 2
Julius - 2
Mexican Cousin - 2
Possum - 2
Shine a Light - 2
Slave to the Traffic Light - 2
The Inlaw Josie Wales - 2
Bill Bailey, Won't You Please Come Home? - 1
Brian and Robert - 1
Cavern - 1
Chalk Dust Torture Reprise - 1
Crimes of the Mind - 1
Dog Log - 1
Friday - 1
Golgi Apparatus - 1
Guyute - 1
Hold Your Head Up - 1
Life on Mars? - 1
Moby Dick - 1
Oh! Sweet Nuthin' - 1
Punch You in the Eye - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Reba - 1
Rock and Roll - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Show of Life - 1
Sing Monica - 1
Sleeping Monkey - 1
Sneakin' Sally Through the Alley - 1
Suzy Greenberg - 1
Terrapin - 1
The Curtain With - 1
The Little Drummer Boy - 1
The Lizards - 1
The Mango Song - 1
The Squirming Coil - 1
Theme From the Bottom - 1
Tube - 1
Tubthumping - 1
Wading in the Velvet Sea - 1
When the Circus Comes - 1
Wilson - 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 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 31 song debuts
0.47 debuts per show.
The most frequently played song you have seen debuted is 46 Days (139 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

The Curtain - 5
Meat - 3
Roses Are Free - 3
The Inlaw Josie Wales - 3
Albuquerque - 2
Beauty of My Dreams - 2
Billy Breathes - 2
Catapult - 2
Corinna - 2
Dog Faced Boy - 2

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

Backwards Down the Number Line - 12
46 Days - 11
Ocelot - 9
Kill Devil Falls - 7
Light - 6
Seven Below - 6
Camel Walk - 5
Fluffhead - 5
Stealing Time From the Faulty Plan - 5
Walls of the Cave - 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 - 8
Fee - 6
Bittersweet Motel - 5
Jam - 5
Poor Heart - 5
The Curtain - 5
Friday - 3
Meat - 3
Roses Are Free - 3
The Inlaw Josie Wales - 3

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

Backwards Down the Number Line - 12
Ocelot - 9
Kill Devil Falls - 7
Light - 6
Fluffhead - 5
Stealing Time From the Faulty Plan - 5
The Ballad of Curtis Loew - 4
Time Turns Elastic - 4
Twenty Years Later - 4
555 - 3

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