Shows by day of week

• Sunday- 15
• Monday- 3
• Tuesday- 4
• Wednesday- 5
• Thursday- 2
• Friday- 13
• Saturday- 23

Shows by month

• January -
• February -
• March -
• April -
• May -
• June - 13
• July - 23
• August - 17
• September - 3
• October - 4
• November - 4
• December - 1

Shows by year

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

Most Frequently Played Dates

• 6/26- 3
• 7/20- 3
• 8/13- 3
• 8/14- 3
• 8/15- 3
• 6/22- 2
• 6/25- 2
• 7/14- 2
• 7/16- 2
• 7/18- 2
• 7/21- 2
• 7/24- 2
• 7/26- 2
• 8/11- 2
• 10/17- 1
• 10/25- 1
• 10/27- 1
• 10/4- 1
• 11/21- 1
• 11/6- 1
• 11/7- 1

Shows by States

• WI - 16 (25%)
• IL - 14 (22%)
• NY - 8 (12%)
• IN - 6 (9%)
• OH - 5 (8%)
• PA - 3 (5%)
• NJ - 3 (5%)
• ME - 3 (5%)
• CO - 2 (3%)
• MA - 2 (3%)
• MN - 1 (2%)
• MI - 1 (2%)
• CT - 1 (2%)

Shows by Time Zone

• Eastern - 32 (49%)
• Central - 31 (48%)
• Mountain - 2 (3%)
• Pacific - 0 (0%)

Shows by Cities

• East Troy, WI - 15 (23%)
• Chicago, IL - 11 (17%)
• Noblesville, IN - 6 (9%)
• Atlantic City, NJ - 3 (5%)
• Bangor, ME - 3 (5%)
• Cincinnati, OH - 3 (5%)
• Albany, NY - 3 (5%)
• New York, NY - 3 (5%)
• Saratoga Springs, NY - 2 (3%)
• Mansfield, MA - 2 (3%)
• Philadelphia, PA - 2 (3%)
• Commerce City, CO - 2 (3%)
• Hershey, PA - 1 (2%)
• Rosemont, IL - 1 (2%)
• Hartford, CT - 1 (2%)
• Normal, IL - 1 (2%)
• Dayton, OH - 1 (2%)
• Madison, WI - 1 (2%)
• St. Paul, MN - 1 (2%)
• Clarkston, MI - 1 (2%)
• Bridgeview, IL - 1 (2%)
• Cuyahoga Falls, OH - 1 (2%)

Shows by Venues

• Alpine Valley Music Theatre - 15 (23%)
• Ruoff Music Center - 6 (9%)
• Huntington Bank Pavilion at Northerly Island - 6 (9%)
• Atlantic City Beach - 3 (5%)
• Darling's Waterfront Pavilion - 3 (5%)
• Madison Square Garden - 3 (5%)
• University of Illinois - 3 (5%)
• Saratoga Performing Arts Center - 2 (3%)
• Knickerbocker Arena - 2 (3%)
• Great Woods Center for the Performing Arts - 2 (3%)
• The Mann Center for the Performing Arts - 2 (3%)
• Dick's Sporting Goods Park - 2 (3%)
• Riverbend Music Center - 2 (3%)
• Wrigley Field - 2 (3%)
• The Comcast Theatre - 1 (2%)
• Kohl Center - 1 (2%)
• Hersheypark Stadium - 1 (2%)
• Allstate Arena - 1 (2%)
• Xcel Energy Center - 1 (2%)
• Wright State University - 1 (2%)
• Pepsi Arena - 1 (2%)
• Toyota Park - 1 (2%)
• Blossom Music Center - 1 (2%)
• Illinois State University - 1 (2%)
• DTE Energy Music Theatre - 1 (2%)
• U.S. Bank Arena - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 9 (14%)
• After hiatus - 56 (86%)

313 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 20.2.
The average amount of times each song was played is 4.12.
There were 100 onetimers
1314 total songs have been played in the selected shows.

There were 63 two set shows
There were 2 three set shows
3 songs were in a four show rotation.
23 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 18 (27%)
Down with Disease - 18 (27%)
Piper - 18 (27%)
Character Zero - 16 (24%)
Possum - 16 (24%)
Wolfman's Brother - 16 (24%)
Back on the Train - 15 (23%)
Backwards Down the Number Line - 15 (23%)
Bathtub Gin - 15 (23%)
Ghost - 15 (23%)
Harry Hood - 15 (23%)
Tweezer - 15 (23%)
Tweezer Reprise - 15 (23%)
Mike's Song - 14 (21%)
The Wedge - 14 (21%)
Weekapaug Groove - 14 (21%)
Wilson - 14 (21%)
Also Sprach Zarathustra - 13 (20%)
Fluffhead - 13 (20%)
Free - 13 (20%)
Light - 13 (20%)
Run Like an Antelope - 13 (20%)
Sand - 13 (20%)
Maze - 12 (18%)
Theme From the Bottom - 12 (18%)
Twist - 12 (18%)
Carini - 11 (16%)
First Tube - 11 (16%)
Funky Bitch - 11 (16%)
Halley's Comet - 10 (15%)
Prince Caspian - 10 (15%)
Rift - 10 (15%)
Slave to the Traffic Light - 10 (15%)
The Moma Dance - 10 (15%)
46 Days - 9 (13%)
AC/DC Bag - 9 (13%)
Birds of a Feather - 9 (13%)
Blaze On - 9 (13%)
Kill Devil Falls - 9 (13%)
Limb By Limb - 9 (13%)
NICU - 9 (13%)
Ocelot - 9 (13%)
Reba - 9 (13%)
Stash - 9 (13%)
Cavern - 8 (12%)
Julius - 8 (12%)
Lawn Boy - 8 (12%)
No Men In No Man's Land - 8 (12%)
Roggae - 8 (12%)
Runaway Jim - 8 (12%)
The Squirming Coil - 8 (12%)
Tube - 8 (12%)
Waves - 8 (12%)
David Bowie - 7 (10%)
Golden Age - 7 (10%)
Gotta Jibboo - 7 (10%)
I Didn't Know - 7 (10%)
Rock and Roll - 7 (10%)
Sample in a Jar - 7 (10%)
Simple - 7 (10%)
Split Open and Melt - 7 (10%)
Wading in the Velvet Sea - 7 (10%)
Waste - 7 (10%)
Boogie On Reggae Woman - 6 (9%)
Bug - 6 (9%)
Everything's Right - 6 (9%)
Farmhouse - 6 (9%)
Fuego - 6 (9%)
Guyute - 6 (9%)
Loving Cup - 6 (9%)
My Friend, My Friend - 6 (9%)
Say It To Me S.A.N.T.O.S. - 6 (9%)
Scents and Subtle Sounds - 6 (9%)
Stealing Time From the Faulty Plan - 6 (9%)
Ya Mar - 6 (9%)
You Enjoy Myself - 6 (9%)
A Life Beyond The Dream - 5 (7%)
Dirt - 5 (7%)
Golgi Apparatus - 5 (7%)
Good Times Bad Times - 5 (7%)
Gumbo - 5 (7%)
I Am Hydrogen - 5 (7%)
Meatstick - 5 (7%)
Mercury - 5 (7%)
Punch You in the Eye - 5 (7%)
Saw It Again - 5 (7%)
Scent of a Mule - 5 (7%)
Set Your Soul Free - 5 (7%)
Silent in the Morning - 5 (7%)
Steam - 5 (7%)
Suzy Greenberg - 5 (7%)
Walls of the Cave - 5 (7%)
Water in the Sky - 5 (7%)
A Song I Heard the Ocean Sing - 4 (6%)
A Wave of Hope - 4 (6%)
About to Run - 4 (6%)
Axilla - 4 (6%)
Brian and Robert - 4 (6%)
Camel Walk - 4 (6%)
Cars Trucks Buses - 4 (6%)
Cities - 4 (6%)
Crosseyed and Painless - 4 (6%)
Divided Sky - 4 (6%)
Fee - 4 (6%)
Fuck Your Face - 4 (6%)
Guelah Papyrus - 4 (6%)
Heavy Things - 4 (6%)
Hold Your Head Up - 4 (6%)
Horn - 4 (6%)
Llama - 4 (6%)
More - 4 (6%)
Mound - 4 (6%)
Mountains in the Mist - 4 (6%)
Plasma - 4 (6%)
Shade - 4 (6%)
Sleeping Monkey - 4 (6%)
Strange Design - 4 (6%)
Sugar Shack - 4 (6%)
Taste - 4 (6%)
The Final Hurrah - 4 (6%)
The Horse - 4 (6%)
The Lizards - 4 (6%)
The Mango Song - 4 (6%)
The Sloth - 4 (6%)
Undermind - 4 (6%)
What's the Use? - 4 (6%)
555 - 3 (4%)
Alaska - 3 (4%)
Bouncing Around the Room - 3 (4%)
Breath and Burning - 3 (4%)
Buffalo Bill - 3 (4%)
Catapult - 3 (4%)
Contact - 3 (4%)
Crowd Control - 3 (4%)
Fire - 3 (4%)
Frankenstein - 3 (4%)
Halfway to the Moon - 3 (4%)
Joy - 3 (4%)
Martian Monster - 3 (4%)
Meat - 3 (4%)
My Soul - 3 (4%)
Poor Heart - 3 (4%)
Ride Captain Ride - 3 (4%)
Roses Are Free - 3 (4%)
Ruby Waves - 3 (4%)
Show of Life - 3 (4%)
Sigma Oasis - 3 (4%)
Tela - 3 (4%)
The Dogs - 3 (4%)
The Landlady - 3 (4%)
The Line - 3 (4%)
Twenty Years Later - 3 (4%)
Vultures - 3 (4%)
When the Circus Comes - 3 (4%)
While My Guitar Gently Weeps - 3 (4%)
Wingsuit - 3 (4%)
Access Me - 2 (3%)
Albuquerque - 2 (3%)
Alumni Blues - 2 (3%)
Army of One - 2 (3%)
Avenu Malkenu - 2 (3%)
Axilla (Part II) - 2 (3%)
Beauty of My Dreams - 2 (3%)
Been Caught Stealing - 2 (3%)
Beneath a Sea of Stars Part 1 - 2 (3%)
Big Black Furry Creature from Mars - 2 (3%)
Bike - 2 (3%)
Billy Breathes - 2 (3%)
Destiny Unbound - 2 (3%)
Dinner and a Movie - 2 (3%)
Drift While You're Sleeping - 2 (3%)
Driver - 2 (3%)
Drowned - 2 (3%)
Energy - 2 (3%)
Esther - 2 (3%)
Evolve - 2 (3%)
Fikus - 2 (3%)
Foam - 2 (3%)
Glide - 2 (3%)
I Never Needed You Like This Before - 2 (3%)
Jam - 2 (3%)
Jesus Just Left Chicago - 2 (3%)
Leaves - 2 (3%)
Makisupa Policeman - 2 (3%)
Miss You - 2 (3%)
Monsters - 2 (3%)
My Sweet One - 2 (3%)
Nellie Kane - 2 (3%)
No Quarter - 2 (3%)
Oblivion - 2 (3%)
Party Time - 2 (3%)
Paul and Silas - 2 (3%)
Peaches en Regalia - 2 (3%)
Pebbles and Marbles - 2 (3%)
Petrichor - 2 (3%)
Rise/Come Together - 2 (3%)
Rocky Top - 2 (3%)
Sanity - 2 (3%)
Shine a Light - 2 (3%)
Sneakin' Sally Through the Alley - 2 (3%)
Sparkle - 2 (3%)
The Curtain With - 2 (3%)
The Man Who Stepped Into Yesterday - 2 (3%)
The Old Home Place - 2 (3%)
Thread - 2 (3%)
Time Turns Elastic - 2 (3%)
Train Song - 2 (3%)
Turtle in the Clouds - 2 (3%)
Uncle Pen - 2 (3%)
Weigh - 2 (3%)
Winterqueen - 2 (3%)
Wombat - 2 (3%)
Yarmouth Road - 2 (3%)
1999 - 1 (1%)
All of These Dreams - 1 (1%)
Anything But Me - 1 (1%)
Ass Handed - 1 (1%)
Auld Lang Syne - 1 (1%)
Babylon Baby - 1 (1%)
Bohemian Rhapsody - 1 (1%)
Box of Rain - 1 (1%)
Broken Heart Attack - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Come on Baby Let's Go Downtown - 1 (1%)
Cool It Down - 1 (1%)
Corona - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crazy Sometimes - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Dear Prudence - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Discern - 1 (1%)
Dog Faced Boy - 1 (1%)
Dust in the Wind - 1 (1%)
Evening Song - 1 (1%)
Fast Enough for You - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Friday - 1 (1%)
Frost - 1 (1%)
Ginseng Sullivan - 1 (1%)
Grind - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Hello My Baby - 1 (1%)
How Many People Are You - 1 (1%)
Human Nature - 1 (1%)
I Am the Walrus - 1 (1%)
I Found a Reason - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
In The Good Old Summer Time - 1 (1%)
It's Ice - 1 (1%)
Jungle Boogie - 1 (1%)
Kung - 1 (1%)
Letter to Jimmy Page - 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 Is What We Are - 1 (1%)
Love Me - 1 (1%)
Magilla - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Moonage Daydream - 1 (1%)
Most Events Aren't Planned - 1 (1%)
Mr. Completely - 1 (1%)
Mull - 1 (1%)
NO2 - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
On Your Way Down - 1 (1%)
Pigtail - 1 (1%)
Pillow Jets - 1 (1%)
Play by Play - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ramble On - 1 (1%)
Rocket in My Pocket - 1 (1%)
Round Room - 1 (1%)
Secret Smile - 1 (1%)
Seven Below - 1 (1%)
Shaggy Dog - 1 (1%)
Sleep - 1 (1%)
Soul Planet - 1 (1%)
Soul Shakedown Party - 1 (1%)
Space Oddity - 1 (1%)
Spock's Brain - 1 (1%)
Steep - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Sweet Jane - 1 (1%)
Swept Away - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Connection - 1 (1%)
The Happy Whip and Dung Song - 1 (1%)
The Howling - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Very Long Fuse - 1 (1%)
The Well - 1 (1%)
Theme from New York, New York - 1 (1%)
Timber (Jerry the Mule) - 1 (1%)
Torn and Frayed - 1 (1%)
Tuesday - 1 (1%)
Two Versions of Me - 1 (1%)
Waiting All Night - 1 (1%)
Walk Away - 1 (1%)
What's Going Through Your Mind - 1 (1%)
Windy City - 1 (1%)
Woodstock - 1 (1%)
You Sexy Thing - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Cars Trucks Buses - 3
Crowd Control - 3
Free - 3
Kill Devil Falls - 3
The Landlady - 3
AC/DC Bag - 2
Back on the Train - 2
Possum - 2
Sample in a Jar - 2
Tweezer - 2
Wolfman's Brother - 2
1999 - 1
46 Days - 1
Access Me - 1
Axilla - 1
Box of Rain - 1
Chalk Dust Torture - 1
Come on Baby Let's Go Downtown - 1
Dinner and a Movie - 1
Evening Song - 1
Farmhouse - 1
Gumbo - 1
Guyute - 1
Heavy Things - 1
Llama - 1
Mike's Song - 1
My Friend, My Friend - 1
My Soul - 1
No Men In No Man's Land - 1
Pigtail - 1
Prince Caspian - 1
Punch You in the Eye - 1
Ramble On - 1
Run Like an Antelope - 1
Runaway Jim - 1
Sand - 1
Stealing Time From the Faulty Plan - 1
Strawberry Letter 23 - 1
Taste - 1
The Birdwatcher - 1
The Moma Dance - 1
The Very Long Fuse - 1
Theme From the Bottom - 1
Tube - 1
Tuesday - 1
Uncle Pen - 1
What's the Use? - 1
Wilson - 1
You Sexy Thing - 1

First Set Closers

Run Like an Antelope - 7
David Bowie - 4
Sand - 4
Character Zero - 3
Possum - 3
Walls of the Cave - 3
Blaze On - 2
Good Times Bad Times - 2
Julius - 2
Split Open and Melt - 2
Stash - 2
Stealing Time From the Faulty Plan - 2
The Squirming Coil - 2
Time Turns Elastic - 2
Weekapaug Groove - 2
46 Days - 1
Alumni Blues - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Cavern - 1
Down with Disease - 1
Drift While You're Sleeping - 1
Everything's Right - 1
First Tube - 1
Fluffhead - 1
Funky Bitch - 1
Harry Hood - 1
Life Saving Gun - 1
Maze - 1
Moonage Daydream - 1
More - 1
My Soul - 1
Rock and Roll - 1
Runaway Jim - 1
The Wedge - 1
While My Guitar Gently Weeps - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 11
Carini - 4
Backwards Down the Number Line - 2
Birds of a Feather - 2
Energy - 2
Ghost - 2
Halley's Comet - 2
Mike's Song - 2
No Men In No Man's Land - 2
Piper - 2
Sand - 2
Set Your Soul Free - 2
Tweezer - 2
A Wave of Hope - 1
AC/DC Bag - 1
Back on the Train - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Chalk Dust Torture - 1
Corona - 1
Drowned - 1
Everything's Right - 1
Evolve - 1
Golden Age - 1
Heavy Things - 1
I Never Needed You Like This Before - 1
Makisupa Policeman - 1
Mercury - 1
More - 1
Punch You in the Eye - 1
Rock and Roll - 1
Run Like an Antelope - 1
Say It To Me S.A.N.T.O.S. - 1
Sigma Oasis - 1
The Sloth - 1
The Squirming Coil - 1
The Wedge - 1
Theme From the Bottom - 1
Turtle in the Clouds - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Closers

Chalk Dust Torture - 7
Slave to the Traffic Light - 7
Character Zero - 6
Harry Hood - 5
First Tube - 3
Run Like an Antelope - 3
The Squirming Coil - 3
You Enjoy Myself - 3
Cavern - 2
Golgi Apparatus - 2
Julius - 2
Possum - 2
Split Open and Melt - 2
Tweezer Reprise - 2
Backwards Down the Number Line - 1
Bathtub Gin - 1
Bug - 1
Carini - 1
David Bowie - 1
Farmhouse - 1
Fire - 1
Frankenstein - 1
Loving Cup - 1
More - 1
Most Events Aren't Planned - 1
Say It To Me S.A.N.T.O.S. - 1
Sigma Oasis - 1
Suzy Greenberg - 1
Undermind - 1
Weekapaug Groove - 1

Third Set Openers

Ghost - 1
Meatstick - 1

Third Set Closers

First Tube - 1
Good Times Bad Times - 1

Encores

Tweezer Reprise - 13
Character Zero - 7
First Tube - 5
Loving Cup - 5
Say It To Me S.A.N.T.O.S. - 4
Sleeping Monkey - 4
A Life Beyond The Dream - 3
Possum - 3
Show of Life - 3
Wading in the Velvet Sea - 3
Been Caught Stealing - 2
Camel Walk - 2
Cavern - 2
Contact - 2
Fire - 2
Fluffhead - 2
Good Times Bad Times - 2
Guyute - 2
Harry Hood - 2
Julius - 2
Rock and Roll - 2
Run Like an Antelope - 2
Slave to the Traffic Light - 2
Suzy Greenberg - 2
Tube - 2
Waste - 2
Alumni Blues - 1
Axilla - 1
Backwards Down the Number Line - 1
Birds of a Feather - 1
Blaze On - 1
Bug - 1
David Bowie - 1
Farmhouse - 1
Fee - 1
Frankenstein - 1
Ghost - 1
Glide - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Grind - 1
Hello My Baby - 1
I Am the Walrus - 1
Joy - 1
Kung - 1
Love Is What We Are - 1
Meatstick - 1
More - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rocky Top - 1
Roses Are Free - 1
Sanity - 1
Shine a Light - 1
Silent in the Morning - 1
Space Oddity - 1
The Horse - 1
The Lizards - 1
The Squirming Coil - 1
Water in the Sky - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 1
Wilson - 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 1998

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 25 song debuts
0.38 debuts per show.
The most frequently played song you have seen debuted is Steam (65 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
Been Caught Stealing - 2
Fikus - 2
Jam - 2
Makisupa Policeman - 2
Come on Baby Let's Go Downtown - 1
Fast Enough for You - 1
Hello My Baby - 1
Love Me - 1
Magilla - 1

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

Backwards Down the Number Line - 15
Free - 13
Light - 13
Rift - 10
Slave to the Traffic Light - 10
46 Days - 9
Blaze On - 9
Kill Devil Falls - 9
Ocelot - 9
No Men In No Man's Land - 8

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
Been Caught Stealing - 2
Driver - 2
Fikus - 2
Jam - 2
Makisupa Policeman - 2
Come on Baby Let's Go Downtown - 1
Discern - 1
Dust in the Wind - 1
Fast Enough for You - 1

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

Backwards Down the Number Line - 15
Light - 13
Slave to the Traffic Light - 10
46 Days - 9
Blaze On - 9
Kill Devil Falls - 9
Ocelot - 9
No Men In No Man's Land - 8
The Squirming Coil - 8
Tube - 8

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