Shows by day of week

• Sunday- 12
• Monday- 2
• Tuesday- 10
• Wednesday- 12
• Thursday- 7
• Friday- 14
• Saturday- 15

Shows by month

• January - 1
• February - 3
• March - 3
• April -
• May - 1
• June - 16
• July - 21
• August - 11
• September -
• October - 9
• November - 4
• December - 3

Shows by year

• 1999- 5
• 2000- 4
• 2001- 0
• 2002- 0
• 2003- 6
• 2004- 7
• 2009- 5
• 2010- 9
• 2011- 7
• 2012- 7
• 2013- 9
• 2014- 5
• 2015- 0
• 2016- 0
• 2017- 5
• 2018- 1
• 2019- 2
• 2020- 0
• 2021- 0
• 2022- 0
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 7/3- 3
• 10/29- 2
• 10/31- 2
• 6/17- 2
• 6/29- 2
• 7/10- 2
• 7/12- 2
• 7/4- 2
• 1/1- 1
• 10/20- 1
• 10/23- 1
• 10/25- 1
• 10/26- 1
• 10/30- 1
• 11/1- 1
• 11/2- 1
• 11/24- 1
• 11/29- 1
• 12/1- 1
• 12/29- 1
• 12/30- 1

Shows by States

• NJ - 29 (40%)
• NY - 29 (40%)
• PA - 7 (10%)
• MA - 4 (6%)
• VA - 3 (4%)

Shows by Time Zone

• Eastern - 72 (100%)
• Mountain - 0 (0%)
• Central - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• Camden, NJ - 12 (17%)
• New York, NY - 11 (15%)
• Atlantic City, NJ - 9 (13%)
• Holmdel, NJ - 7 (10%)
• Philadelphia, PA - 5 (7%)
• Wantagh, NY - 5 (7%)
• Watkins Glen, NY - 3 (4%)
• Hampton, VA - 3 (4%)
• Volney, NY - 2 (3%)
• Worcester, MA - 2 (3%)
• Saratoga Springs, NY - 2 (3%)
• Mansfield, MA - 2 (3%)
• Uniondale, NY - 2 (3%)
• Brooklyn, NY - 2 (3%)
• Hershey, PA - 1 (1%)
• Reading, PA - 1 (1%)
• East Rutherford, NJ - 1 (1%)
• Utica, NY - 1 (1%)
• Glens Falls, NY - 1 (1%)

Shows by Venues

• Tweeter Center at the Waterfront - 12 (17%)
• Madison Square Garden - 8 (11%)
• Garden State Arts Center - 7 (10%)
• Boardwalk Hall - 6 (8%)
• Jones Beach Amphitheater - 5 (7%)
• Watkins Glen International - 3 (4%)
• Randall's Island - 3 (4%)
• Bader Field - 3 (4%)
• Hampton Coliseum - 3 (4%)
• Saratoga Performing Arts Center - 2 (3%)
• KeySpan Park - 2 (3%)
• Great Woods Center for the Performing Arts - 2 (3%)
• Oswego County Airport - 2 (3%)
• The Mann Center for the Performing Arts - 2 (3%)
• Worcester Centrum Centre - 2 (3%)
• Wachovia Spectrum - 2 (3%)
• Nassau Veterans Memorial Coliseum - 2 (3%)
• Glens Falls Civic Center - 1 (1%)
• Continental Airlines Arena - 1 (1%)
• Hersheypark Stadium - 1 (1%)
• Wachovia Center - 1 (1%)
• Santander Arena - 1 (1%)
• Utica Memorial Auditorium - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 9 (13%)
• After hiatus - 63 (88%)

313 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 21.3.
The average amount of times each song was played is 4.86.
There were 113 onetimers
1540 total songs have been played in the selected shows.

There were 68 two set shows
There were 3 three set shows
There were 1 four set shows
1 songs were in a three show rotation.
5 songs were in a four show rotation.
20 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 24 (33%)
Down with Disease - 20 (27%)
Harry Hood - 20 (27%)
Character Zero - 19 (26%)
Possum - 19 (26%)
David Bowie - 17 (23%)
Mike's Song - 17 (23%)
Tweezer - 17 (23%)
Tweezer Reprise - 17 (23%)
Weekapaug Groove - 17 (23%)
Wolfman's Brother - 17 (23%)
Julius - 16 (22%)
Piper - 16 (22%)
Run Like an Antelope - 16 (22%)
46 Days - 15 (20%)
Backwards Down the Number Line - 15 (20%)
Bathtub Gin - 15 (20%)
Tube - 15 (20%)
Twist - 15 (20%)
Wilson - 15 (20%)
Birds of a Feather - 14 (19%)
Ghost - 14 (19%)
You Enjoy Myself - 14 (19%)
Golgi Apparatus - 13 (18%)
Limb By Limb - 13 (18%)
Reba - 13 (18%)
Runaway Jim - 13 (18%)
Sand - 13 (18%)
Slave to the Traffic Light - 13 (18%)
Suzy Greenberg - 13 (18%)
The Moma Dance - 13 (18%)
Bouncing Around the Room - 12 (16%)
Cities - 12 (16%)
Divided Sky - 12 (16%)
Fluffhead - 12 (16%)
Theme From the Bottom - 12 (16%)
Axilla - 11 (15%)
Back on the Train - 11 (15%)
Cavern - 11 (15%)
Gotta Jibboo - 11 (15%)
Halley's Comet - 11 (15%)
Heavy Things - 11 (15%)
Prince Caspian - 11 (15%)
Rift - 11 (15%)
Sample in a Jar - 11 (15%)
Taste - 11 (15%)
Water in the Sky - 11 (15%)
Also Sprach Zarathustra - 10 (13%)
Bug - 10 (13%)
Camel Walk - 10 (13%)
Free - 10 (13%)
Horn - 10 (13%)
I Am Hydrogen - 10 (13%)
Ocelot - 10 (13%)
Punch You in the Eye - 10 (13%)
Rock and Roll - 10 (13%)
Silent in the Morning - 10 (13%)
Split Open and Melt - 10 (13%)
Stash - 10 (13%)
Stealing Time From the Faulty Plan - 10 (13%)
The Wedge - 10 (13%)
Boogie On Reggae Woman - 9 (12%)
Carini - 9 (12%)
First Tube - 9 (12%)
Frankenstein - 9 (12%)
Guelah Papyrus - 9 (12%)
Light - 9 (12%)
Simple - 9 (12%)
AC/DC Bag - 8 (11%)
Funky Bitch - 8 (11%)
Good Times Bad Times - 8 (11%)
Kill Devil Falls - 8 (11%)
Maze - 8 (11%)
Sneakin' Sally Through the Alley - 8 (11%)
The Horse - 8 (11%)
The Sloth - 8 (11%)
Timber (Jerry the Mule) - 8 (11%)
Wading in the Velvet Sea - 8 (11%)
Drowned - 7 (9%)
Gumbo - 7 (9%)
Joy - 7 (9%)
Lawn Boy - 7 (9%)
Loving Cup - 7 (9%)
My Soul - 7 (9%)
My Sweet One - 7 (9%)
NICU - 7 (9%)
Poor Heart - 7 (9%)
Sparkle - 7 (9%)
Sugar Shack - 7 (9%)
Walk Away - 7 (9%)
Walls of the Cave - 7 (9%)
Waves - 7 (9%)
A Song I Heard the Ocean Sing - 6 (8%)
Alaska - 6 (8%)
Crosseyed and Painless - 6 (8%)
Golden Age - 6 (8%)
Guyute - 6 (8%)
It's Ice - 6 (8%)
My Friend, My Friend - 6 (8%)
Quinn the Eskimo (The Mighty Quinn) - 6 (8%)
Roggae - 6 (8%)
Scents and Subtle Sounds - 6 (8%)
Seven Below - 6 (8%)
Show of Life - 6 (8%)
The Squirming Coil - 6 (8%)
When the Circus Comes - 6 (8%)
A Day in the Life - 5 (6%)
Big Black Furry Creature from Mars - 5 (6%)
Cars Trucks Buses - 5 (6%)
Farmhouse - 5 (6%)
Foam - 5 (6%)
I Didn't Know - 5 (6%)
Meatstick - 5 (6%)
Sleeping Monkey - 5 (6%)
Twenty Years Later - 5 (6%)
Wingsuit - 5 (6%)
Dirt - 4 (5%)
Grind - 4 (5%)
Makisupa Policeman - 4 (5%)
McGrupp and the Watchful Hosemasters - 4 (5%)
Rocky Top - 4 (5%)
Roses Are Free - 4 (5%)
Scent of a Mule - 4 (5%)
The Curtain With - 4 (5%)
The Star-Spangled Banner - 4 (5%)
Undermind - 4 (5%)
Waiting All Night - 4 (5%)
Waste - 4 (5%)
Winterqueen - 4 (5%)
Ya Mar - 4 (5%)
555 - 3 (4%)
Army of One - 3 (4%)
Avenu Malkenu - 3 (4%)
Bold As Love - 3 (4%)
Catapult - 3 (4%)
Contact - 3 (4%)
Crowd Control - 3 (4%)
Destiny Unbound - 3 (4%)
Devotion To a Dream - 3 (4%)
Dogs Stole Things - 3 (4%)
Everything's Right - 3 (4%)
Friday - 3 (4%)
Fuego - 3 (4%)
Ginseng Sullivan - 3 (4%)
Halfway to the Moon - 3 (4%)
Jam - 3 (4%)
Llama - 3 (4%)
Mexican Cousin - 3 (4%)
Mound - 3 (4%)
No Quarter - 3 (4%)
Party Time - 3 (4%)
Saw It Again - 3 (4%)
Sing Monica - 3 (4%)
Soul Shakedown Party - 3 (4%)
The Line - 3 (4%)
The Lizards - 3 (4%)
The Man Who Stepped Into Yesterday - 3 (4%)
Vultures - 3 (4%)
While My Guitar Gently Weeps - 3 (4%)
Yarmouth Road - 3 (4%)
All of These Dreams - 2 (2%)
Alumni Blues - 2 (2%)
Beauty of My Dreams - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Billy Breathes - 2 (2%)
Bittersweet Motel - 2 (2%)
Brian and Robert - 2 (2%)
Corinna - 2 (2%)
Dinner and a Movie - 2 (2%)
Fast Enough for You - 2 (2%)
Fee - 2 (2%)
Fire - 2 (2%)
Glide - 2 (2%)
Ha Ha Ha - 2 (2%)
Have Mercy - 2 (2%)
Hold Your Head Up - 2 (2%)
Jesus Just Left Chicago - 2 (2%)
Kung - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Meat - 2 (2%)
My Mind's Got a Mind of its Own - 2 (2%)
Nothing - 2 (2%)
Pebbles and Marbles - 2 (2%)
Ride Captain Ride - 2 (2%)
Round Room - 2 (2%)
Ruby Waves - 2 (2%)
Sanity - 2 (2%)
Say It To Me S.A.N.T.O.S. - 2 (2%)
Shine a Light - 2 (2%)
Steam - 2 (2%)
Steep - 2 (2%)
Strange Design - 2 (2%)
Susskind Hotel - 2 (2%)
Swept Away - 2 (2%)
The Mango Song - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
Time Loves a Hero - 2 (2%)
Train Song - 2 (2%)
Uncle Pen - 2 (2%)
What's the Use? - 2 (2%)
99 Problems - 1 (1%)
A Apolitical Blues - 1 (1%)
After Midnight - 1 (1%)
Albuquerque - 1 (1%)
All That You Dream - 1 (1%)
Amidst the Peals of Laughter - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Back in the U.S.S.R. - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Balls - 1 (1%)
Big Pimpin' - 1 (1%)
Bill Bailey, Won't You Please Come Home? - 1 (1%)
Billie Jean Jam - 1 (1%)
Blaze On - 1 (1%)
Born to Run - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
Buried Alive - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool It Down - 1 (1%)
Crazy Sometimes - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Day or Night - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Dem Bones - 1 (1%)
Dixie Chicken - 1 (1%)
Dog Faced Boy - 1 (1%)
Don't Bogart That Joint - 1 (1%)
Drums - 1 (1%)
Everyday I Have the Blues - 1 (1%)
Everything In Its Right Place - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Feats Don't Fail Me Now - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Free Man in Paris - 1 (1%)
Frost - 1 (1%)
Fuck Your Face - 1 (1%)
Happiness Is a Warm Gun - 1 (1%)
Happy Birthday to You - 1 (1%)
Head Held High - 1 (1%)
Heartbreaker - 1 (1%)
I Been Around - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
If You Need a Fool - 1 (1%)
Izabella - 1 (1%)
Leaves - 1 (1%)
Lengthwise - 1 (1%)
Life on Mars? - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Magilla - 1 (1%)
Manteca - 1 (1%)
Maple Leaf Rag - 1 (1%)
Martian Monster - 1 (1%)
Mercenary Territory - 1 (1%)
Monkey Man - 1 (1%)
Most Events Aren't Planned - 1 (1%)
Mountains in the Mist - 1 (1%)
No Men In No Man's Land - 1 (1%)
O Canada - 1 (1%)
O Holy Night - 1 (1%)
Oh Atlanta - 1 (1%)
Old Folks Boogie - 1 (1%)
On My Knees - 1 (1%)
On Your Way Down - 1 (1%)
On the Road Again - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Plasma - 1 (1%)
Purple Rain - 1 (1%)
Ramble On - 1 (1%)
Rise/Come Together - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Rock Me Baby - 1 (1%)
Rocket in My Pocket - 1 (1%)
Sailin' Shoes - 1 (1%)
Secret Smile - 1 (1%)
See That My Grave Is Kept Clean - 1 (1%)
Set Your Soul Free - 1 (1%)
She Thinks I Still Care - 1 (1%)
Skin It Back - 1 (1%)
Sleep - 1 (1%)
Smoke on the Water Jam - 1 (1%)
Snow - 1 (1%)
Spanish Moon - 1 (1%)
Spock's Brain - 1 (1%)
Spooky - 1 (1%)
Stairway to Heaven - 1 (1%)
Starman - 1 (1%)
Storage Jam - 1 (1%)
Summer of '89 - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Talk - 1 (1%)
Tela - 1 (1%)
Terrapin - 1 (1%)
Thank You - 1 (1%)
The Curtain - 1 (1%)
The Rover - 1 (1%)
The Tears of a Clown - 1 (1%)
The Thrill is Gone - 1 (1%)
Thunderhead - 1 (1%)
Time Turns Elastic - 1 (1%)
Torn and Frayed - 1 (1%)
Tripe Face Boogie - 1 (1%)
Way Down in the Hole - 1 (1%)
Whole Lotta Love - 1 (1%)
Willin' - 1 (1%)
Wombat - 1 (1%)
You Ain't Goin' Nowhere - 1 (1%)
You Never Know - 1 (1%)

First Set Openers

Chalk Dust Torture - 5
Wilson - 4
AC/DC Bag - 3
Down with Disease - 3
Alumni Blues - 2
Fluffhead - 2
Funky Bitch - 2
Llama - 2
Mike's Song - 2
My Soul - 2
Punch You in the Eye - 2
Soul Shakedown Party - 2
The Moma Dance - 2
The Star-Spangled Banner - 2
Tube - 2
A Song I Heard the Ocean Sing - 1
Axilla - 1
Back in the U.S.S.R. - 1
Back on the Train - 1
Birds of a Feather - 1
Brother - 1
Cars Trucks Buses - 1
Cavern - 1
Crowd Control - 1
David Bowie - 1
Divided Sky - 1
Dogs Stole Things - 1
First Tube - 1
Frankenstein - 1
Ghost - 1
Glide - 1
Gotta Jibboo - 1
Heavy Things - 1
Julius - 1
Kill Devil Falls - 1
My Friend, My Friend - 1
O Canada - 1
Party Time - 1
Possum - 1
Reba - 1
Rift - 1
Rocky Top - 1
Runaway Jim - 1
Sample in a Jar - 1
Sand - 1
Sanity - 1
See That My Grave Is Kept Clean - 1
Skin It Back - 1
The Sloth - 1
Way Down in the Hole - 1

First Set Closers

Run Like an Antelope - 8
Character Zero - 6
David Bowie - 5
Walls of the Cave - 4
46 Days - 3
Golgi Apparatus - 3
Julius - 3
Split Open and Melt - 3
Suzy Greenberg - 3
Bathtub Gin - 2
First Tube - 2
Frankenstein - 2
Possum - 2
The Squirming Coil - 2
Birds of a Feather - 1
Cavern - 1
Chalk Dust Torture - 1
Drowned - 1
Everything's Right - 1
If I Could - 1
Izabella - 1
Mexican Cousin - 1
Monkey Man - 1
Pebbles and Marbles - 1
Plasma - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rock Me Baby - 1
Rock and Roll - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Taste - 1
The Curtain With - 1
The Rover - 1
The Star-Spangled Banner - 1
Tweezer - 1
Walk Away - 1
Weekapaug Groove - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 7
Chalk Dust Torture - 4
Drowned - 4
Crosseyed and Painless - 3
Rock and Roll - 3
Runaway Jim - 3
Tweezer - 3
Twist - 3
46 Days - 2
Golden Age - 2
Mike's Song - 2
Piper - 2
Punch You in the Eye - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
After Midnight - 1
Also Sprach Zarathustra - 1
Axilla - 1
Backwards Down the Number Line - 1
Big Balls - 1
Birds of a Feather - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Dem Bones - 1
Everything's Right - 1
Fat Man in the Bathtub - 1
Funky Bitch - 1
Ghost - 1
Gotta Jibboo - 1
Halley's Comet - 1
Jam - 1
Julius - 1
Lengthwise - 1
Meatstick - 1
My Soul - 1
Possum - 1
Run Like an Antelope - 1
Sand - 1
Seven Below - 1
Simple - 1
Steam - 1
Tube - 1
Waves - 1
Wilson - 1
Wingsuit - 1

Second Set Closers

Character Zero - 7
Slave to the Traffic Light - 7
You Enjoy Myself - 7
Weekapaug Groove - 5
Harry Hood - 4
Run Like an Antelope - 4
Cavern - 3
Chalk Dust Torture - 3
Fluffhead - 3
David Bowie - 2
Loving Cup - 2
Say It To Me S.A.N.T.O.S. - 2
46 Days - 1
Backwards Down the Number Line - 1
Bittersweet Motel - 1
Down with Disease - 1
Feats Don't Fail Me Now - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Grind - 1
Joy - 1
Llama - 1
Pebbles and Marbles - 1
Possum - 1
Rocky Top - 1
Sample in a Jar - 1
Scents and Subtle Sounds - 1
Sneakin' Sally Through the Alley - 1
Taste - 1
The Star-Spangled Banner - 1
Tweezer - 1
Tweezer Reprise - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
You Never Know - 1

Third Set Openers

Down with Disease - 1
Ghost - 1
Golden Age - 1
My Soul - 1

Third Set Closers

A Day in the Life - 1
Fluffhead - 1
Run Like an Antelope - 1
You Enjoy Myself - 1

Fourth Set Openers

Storage Jam - 1

Fourth Set Closers

Sleeping Monkey - 1

Encores

Tweezer Reprise - 16
Good Times Bad Times - 6
First Tube - 5
Frankenstein - 5
Bouncing Around the Room - 4
Character Zero - 4
Loving Cup - 4
Possum - 4
Show of Life - 4
Sleeping Monkey - 4
A Day in the Life - 3
Bug - 3
Contact - 3
Grind - 3
Joy - 3
Lawn Boy - 3
Suzy Greenberg - 3
The Squirming Coil - 3
Bold As Love - 2
Harry Hood - 2
Julius - 2
Quinn the Eskimo (The Mighty Quinn) - 2
While My Guitar Gently Weeps - 2
Backwards Down the Number Line - 1
Boogie On Reggae Woman - 1
Born to Run - 1
Brian and Robert - 1
Divided Sky - 1
Farmhouse - 1
Fee - 1
Fire - 1
Friday - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Happy Birthday to You - 1
Mexican Cousin - 1
On the Road Again - 1
Reba - 1
Rock 'n' Roll Suicide - 1
Rocky Top - 1
Roses Are Free - 1
Run Like an Antelope - 1
Secret Smile - 1
Shine a Light - 1
Slave to the Traffic Light - 1
Sneakin' Sally Through the Alley - 1
Tube - 1
Wading in the Velvet Sea - 1
Waste - 1
Weekapaug Groove - 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 1999

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 67 song debuts
0.93 debuts per show.
The most frequently played song you have seen debuted is Backwards Down the Number Line (139 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
Albuquerque - 1
Back at the Chicken Shack - 1
Born to Run - 1
I'm Blue, I'm Lonesome - 1
Icculus - 1
If I Could - 1
If You Need a Fool - 1
Magilla - 1
Mountains in the Mist - 1

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

Possum - 19
David Bowie - 17
46 Days - 15
Backwards Down the Number Line - 15
Suzy Greenberg - 13
Divided Sky - 12
Halley's Comet - 11
Bug - 10
Camel Walk - 10
Ocelot - 10

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:

Catapult - 3
Friday - 3
Beauty of My Dreams - 2
Fast Enough for You - 2
Kung - 2
Pebbles and Marbles - 2
99 Problems - 1
Albuquerque - 1
Back at the Chicken Shack - 1
Big Pimpin' - 1

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

Backwards Down the Number Line - 15
Ocelot - 10
Silent in the Morning - 10
Stealing Time From the Faulty Plan - 10
The Wedge - 10
Light - 9
Kill Devil Falls - 8
The Horse - 8
Joy - 7
Sugar Shack - 7

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