Shows by day of week

• Sunday- 9
• Monday- 7
• Tuesday- 9
• Wednesday- 10
• Thursday- 6
• Friday- 14
• Saturday- 12

Shows by month

• January - 3
• February -
• March -
• April - 10
• May - 1
• June - 7
• July - 11
• August - 14
• September - 1
• October - 9
• November - 7
• December - 4

Shows by year

• 1994- 2
• 1995- 2
• 1996- 6
• 1997- 3
• 1998- 3
• 1999- 0
• 2000- 1
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 8
• 2009- 4
• 2010- 4
• 2011- 1
• 2012- 3
• 2013- 1
• 2014- 3
• 2015- 0
• 2016- 7
• 2017- 1
• 2018- 6
• 2019- 0
• 2020- 0
• 2021- 3
• 2022- 2
• 2023- 2
• 2024- 1
• 2025- 1
• 2026- 3

Most Frequently Played Dates

• 8/5- 3
• 4/15- 2
• 4/16- 2
• 4/17- 2
• 4/18- 2
• 6/10- 2
• 7/19- 2
• 7/20- 2
• 1/15- 1
• 1/16- 1
• 1/17- 1
• 10/10- 1
• 10/11- 1
• 10/12- 1
• 10/15- 1
• 10/27- 1
• 10/28- 1
• 10/29- 1
• 10/30- 1
• 10/31- 1
• 11/1- 1

Shows by States

• CA - 20 (30%)
• CO - 14 (21%)
• NV - 13 (19%)
• NY - 7 (10%)
• WA - 6 (9%)
• Mexico - 3 (4%)
• PA - 2 (3%)
• VT - 2 (3%)

Shows by Time Zone

• Pacific - 39 (58%)
• Mountain - 14 (21%)
• Eastern - 14 (21%)
• Central - 0 (0%)

Shows by Cities

• Las Vegas, NV - 11 (16%)
• San Francisco, CA - 10 (15%)
• Morrison, CO - 8 (12%)
• New York, NY - 5 (7%)
• George, WA - 4 (6%)
• Denver, CO - 3 (4%)
• Mountain View, CA - 3 (4%)
• Broomfield, CO - 3 (4%)
• Quintana Roo, Mexico - 3 (4%)
• Indio, CA - 3 (4%)
• Coventry, VT - 2 (3%)
• Seattle, WA - 2 (3%)
• Philadelphia, PA - 2 (3%)
• Brooklyn, NY - 2 (3%)
• Stateline, NV - 2 (3%)
• Hollywood, CA - 1 (1%)
• Los Angeles, CA - 1 (1%)
• Sacramento, CA - 1 (1%)
• Berkeley, CA - 1 (1%)

Shows by Venues

• Bill Graham Civic Auditorium - 10 (15%)
• Red Rocks Amphitheatre - 8 (12%)
• Thomas & Mack Center - 4 (6%)
• Sphere - 4 (6%)
• Gorge Amphitheatre - 4 (6%)
• Empire Polo Club - 3 (4%)
• Shoreline Amphitheatre - 3 (4%)
• Madison Square Garden - 3 (4%)
• Riviera Maya - 3 (4%)
• McNichols Arena - 3 (4%)
• 1stBank Center - 3 (4%)
• KeySpan Park - 2 (3%)
• Newport State Airport - 2 (3%)
• MGM Grand Garden Arena - 2 (3%)
• Lake Tahoe Outdoor Arena at Harveys - 2 (3%)
• The Mann Center for the Performing Arts - 2 (3%)
• Key Arena - 2 (3%)
• Ed Sullivan Theater - 1 (1%)
• Radio City Music Hall - 1 (1%)
• Hollywood Bowl - 1 (1%)
• University of California Los Angeles - 1 (1%)
• Golden 1 Center - 1 (1%)
• The Aladdin Theatre - 1 (1%)
• Berkeley - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 17 (25%)
• After hiatus - 50 (75%)

314 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 20.4.
The average amount of times each song was played is 4.30.
There were 112 onetimers
1373 total songs have been played in the selected shows.

There were 1 one set shows
There were 62 two set shows
There were 4 three set shows
8 songs were in a four show rotation.
19 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 21 (31%)
Mike's Song - 19 (28%)
Down with Disease - 18 (26%)
Tweezer - 18 (26%)
Weekapaug Groove - 18 (26%)
Also Sprach Zarathustra - 17 (25%)
Free - 17 (25%)
Harry Hood - 17 (25%)
David Bowie - 16 (23%)
Run Like an Antelope - 16 (23%)
Tweezer Reprise - 16 (23%)
Split Open and Melt - 15 (22%)
Wolfman's Brother - 15 (22%)
Maze - 14 (20%)
Possum - 14 (20%)
Sample in a Jar - 14 (20%)
Simple - 14 (20%)
Slave to the Traffic Light - 14 (20%)
The Moma Dance - 14 (20%)
Character Zero - 13 (19%)
Stash - 13 (19%)
Wilson - 13 (19%)
You Enjoy Myself - 13 (19%)
AC/DC Bag - 12 (17%)
Ghost - 12 (17%)
Piper - 12 (17%)
Theme from the Bottom - 12 (17%)
46 Days - 11 (16%)
Back on the Train - 11 (16%)
Bouncing Around the Room - 11 (16%)
Divided Sky - 11 (16%)
Halley's Comet - 11 (16%)
Light - 11 (16%)
Loving Cup - 11 (16%)
Reba - 11 (16%)
Sparkle - 11 (16%)
The Squirming Coil - 11 (16%)
Twist - 11 (16%)
Bug - 10 (14%)
Cavern - 10 (14%)
Kill Devil Falls - 10 (14%)
Runaway Jim - 10 (14%)
Sand - 10 (14%)
Carini - 9 (13%)
Fluffhead - 9 (13%)
Gotta Jibboo - 9 (13%)
Prince Caspian - 9 (13%)
Rift - 9 (13%)
Suzy Greenberg - 9 (13%)
Brian and Robert - 8 (11%)
I Am Hydrogen - 8 (11%)
Poor Heart - 8 (11%)
Roggae - 8 (11%)
Taste - 8 (11%)
The Wedge - 8 (11%)
Ya Mar - 8 (11%)
Backwards Down the Number Line - 7 (10%)
Birds of a Feather - 7 (10%)
Funky Bitch - 7 (10%)
Golgi Apparatus - 7 (10%)
Guyute - 7 (10%)
Horn - 7 (10%)
It's Ice - 7 (10%)
Joy - 7 (10%)
Julius - 7 (10%)
NICU - 7 (10%)
Ocelot - 7 (10%)
Party Time - 7 (10%)
Wading in the Velvet Sea - 7 (10%)
When the Circus Comes - 7 (10%)
Bathtub Gin - 6 (8%)
Camel Walk - 6 (8%)
Cities - 6 (8%)
Farmhouse - 6 (8%)
Golden Age - 6 (8%)
Hold Your Head Up - 6 (8%)
Lifeboy - 6 (8%)
Limb By Limb - 6 (8%)
Martian Monster - 6 (8%)
Punch You in the Eye - 6 (8%)
Scents and Subtle Sounds - 6 (8%)
Strange Design - 6 (8%)
Train Song - 6 (8%)
Tube - 6 (8%)
555 - 5 (7%)
A Day in the Life - 5 (7%)
Axilla - 5 (7%)
Buried Alive - 5 (7%)
Fuego - 5 (7%)
Heavy Things - 5 (7%)
I Didn't Know - 5 (7%)
Makisupa Policeman - 5 (7%)
Meatstick - 5 (7%)
My Friend, My Friend - 5 (7%)
My Soul - 5 (7%)
Rock and Roll - 5 (7%)
Scent of a Mule - 5 (7%)
Sneakin' Sally Thru the Alley - 5 (7%)
The Lizards - 5 (7%)
The Old Home Place - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Walls of the Cave - 5 (7%)
Water in the Sky - 5 (7%)
A Song I Heard the Ocean Sing - 4 (5%)
Boogie On Reggae Woman - 4 (5%)
Cars Trucks Buses - 4 (5%)
Crosseyed and Painless - 4 (5%)
Crowd Control - 4 (5%)
Fee - 4 (5%)
Foam - 4 (5%)
Frankenstein - 4 (5%)
Gumbo - 4 (5%)
Halfway to the Moon - 4 (5%)
Lawn Boy - 4 (5%)
Mercury - 4 (5%)
Shine a Light - 4 (5%)
Silent in the Morning - 4 (5%)
Stealing Time From the Faulty Plan - 4 (5%)
Sugar Shack - 4 (5%)
Tela - 4 (5%)
The Curtain With - 4 (5%)
The Horse - 4 (5%)
Waste - 4 (5%)
Army of One - 3 (4%)
Axilla (Part II) - 3 (4%)
Beauty of My Dreams - 3 (4%)
Billy Breathes - 3 (4%)
Blaze On - 3 (4%)
Colonel Forbin's Ascent - 3 (4%)
Driver - 3 (4%)
Drowned - 3 (4%)
First Tube - 3 (4%)
Fly Famous Mockingbird - 3 (4%)
Ginseng Sullivan - 3 (4%)
Good Times Bad Times - 3 (4%)
Guelah Papyrus - 3 (4%)
If I Could - 3 (4%)
Izabella - 3 (4%)
Johnny B. Goode - 3 (4%)
Llama - 3 (4%)
Meat - 3 (4%)
More - 3 (4%)
My Sweet One - 3 (4%)
Nellie Kane - 3 (4%)
No Men In No Man's Land - 3 (4%)
Plasma - 3 (4%)
Rocky Top - 3 (4%)
Seven Below - 3 (4%)
Soul Planet - 3 (4%)
Space Oddity - 3 (4%)
Steam - 3 (4%)
Sweet Adeline - 3 (4%)
The Curtain - 3 (4%)
The Line - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
Time Turns Elastic - 3 (4%)
Twenty Years Later - 3 (4%)
Undermind - 3 (4%)
What's the Use? - 3 (4%)
Wingsuit - 3 (4%)
Yarmouth Road - 3 (4%)
Alaska - 2 (2%)
Amazing Grace - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Black-Eyed Katy - 2 (2%)
Contact - 2 (2%)
Corinna - 2 (2%)
Dinner and a Movie - 2 (2%)
Dirt - 2 (2%)
Everything's Right - 2 (2%)
Fire - 2 (2%)
Frankie Says - 2 (2%)
Friday - 2 (2%)
Glide - 2 (2%)
Grind - 2 (2%)
Hello My Baby - 2 (2%)
Hey Stranger - 2 (2%)
Leaves - 2 (2%)
Let Me Lie - 2 (2%)
Love You - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Mountains in the Mist - 2 (2%)
Passing Through - 2 (2%)
Peaches en Regalia - 2 (2%)
Saw It Again - 2 (2%)
Say It To Me S.A.N.T.O.S. - 2 (2%)
Secret Smile - 2 (2%)
Set Your Soul Free - 2 (2%)
Shade - 2 (2%)
Sigma Oasis - 2 (2%)
Sleep Again - 2 (2%)
Sleeping Monkey - 2 (2%)
Talk - 2 (2%)
The Final Hurrah - 2 (2%)
The Landlady - 2 (2%)
The Mango Song - 2 (2%)
Uncle Pen - 2 (2%)
Waiting All Night - 2 (2%)
Walk Away - 2 (2%)
Weigh - 2 (2%)
99 Problems - 1 (1%)
A Life Beyond The Dream - 1 (1%)
A Wave of Hope - 1 (1%)
Acoustic Army - 1 (1%)
All Down the Line - 1 (1%)
All of These Dreams - 1 (1%)
And So To Bed - 1 (1%)
Anything But Me - 1 (1%)
Architect - 1 (1%)
Ass Handed - 1 (1%)
Avenu Malkenu - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Pimpin' - 1 (1%)
Bike - 1 (1%)
Bold As Love - 1 (1%)
Breath and Burning - 1 (1%)
Brief Time - 1 (1%)
Brother - 1 (1%)
Casino Boogie - 1 (1%)
Cool Jerk - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Demand - 1 (1%)
Doin' My Time - 1 (1%)
Drift While You're Sleeping - 1 (1%)
Esther - 1 (1%)
Evolve - 1 (1%)
Fast Enough for You - 1 (1%)
Free Bird - 1 (1%)
Girls Girls Girls - 1 (1%)
Gypsy Queen - 1 (1%)
Happy - 1 (1%)
Harpua - 1 (1%)
Highway to Hell - 1 (1%)
Hold to a Dream - 1 (1%)
I Am the Walrus - 1 (1%)
I Just Want To See His Face - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
I Wan'na Be Like You - 1 (1%)
I Want To Be a Cowboy's Sweetheart - 1 (1%)
Infinite - 1 (1%)
Invisible - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Kung - 1 (1%)
Let It Loose - 1 (1%)
Life Saving Gun - 1 (1%)
Life on Mars? - 1 (1%)
Lonely Trip - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Manteca - 1 (1%)
Mellow Mood - 1 (1%)
Mexican Cousin - 1 (1%)
Miss You - 1 (1%)
Moonage Daydream - 1 (1%)
Mound - 1 (1%)
Mull - 1 (1%)
My Problem Right There - 1 (1%)
Ninety-Nine Years (and One Dark Day) - 1 (1%)
No Quarter - 1 (1%)
Nothing - 1 (1%)
O Holy Night - 1 (1%)
Oblivion - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
On Your Way Down - 1 (1%)
Over the Rainbow - 1 (1%)
Pebbles and Marbles - 1 (1%)
Pigtail - 1 (1%)
Purple Rain - 1 (1%)
Ride Captain Ride - 1 (1%)
Rip This Joint - 1 (1%)
Rise/Come Together - 1 (1%)
Rocket Man - 1 (1%)
Rocks Off - 1 (1%)
Roses Are Free - 1 (1%)
Ruby Waves - 1 (1%)
Sanity - 1 (1%)
Shake Your Hips - 1 (1%)
Show of Life - 1 (1%)
Soul Shakedown Party - 1 (1%)
Soul Survivor - 1 (1%)
Steep - 1 (1%)
Stop Breaking Down - 1 (1%)
Summer of '89 - 1 (1%)
Suspicious Minds - 1 (1%)
Sweet Black Angel - 1 (1%)
Sweet Virginia - 1 (1%)
Swept Away - 1 (1%)
Take Me Out to the Ballgame - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Dogs - 1 (1%)
The Little Drummer Boy - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Ocean - 1 (1%)
The Sloth - 1 (1%)
Theme from Star Trek - 1 (1%)
Thread - 1 (1%)
Tide Turns - 1 (1%)
Torn and Frayed - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
Ventilator Blues - 1 (1%)
Vultures - 1 (1%)
Waking Up Dead - 1 (1%)
Walfredo - 1 (1%)
Waves - 1 (1%)
Way Down in the Hole - 1 (1%)
We Are the Champions Jam - 1 (1%)
What Things Seem - 1 (1%)
Wildwood Weed - 1 (1%)
Winterqueen - 1 (1%)
Wombat - 1 (1%)

First Set Openers

Chalk Dust Torture - 6
Buried Alive - 4
Party Time - 3
Runaway Jim - 3
Wilson - 3
A Song I Heard the Ocean Sing - 2
AC/DC Bag - 2
Crowd Control - 2
Makisupa Policeman - 2
Mike's Song - 2
Stealing Time From the Faulty Plan - 2
Tweezer - 2
46 Days - 1
Axilla (Part II) - 1
Blaze On - 1
Camel Walk - 1
Cavern - 1
Everything's Right - 1
Evolve - 1
Free - 1
Glide - 1
Golgi Apparatus - 1
Martian Monster - 1
Mexican Cousin - 1
My Friend, My Friend - 1
My Soul - 1
NICU - 1
Peaches en Regalia - 1
Possum - 1
Punch You in the Eye - 1
Rock and Roll - 1
Roggae - 1
Sample in a Jar - 1
Scents and Subtle Sounds - 1
Set Your Soul Free - 1
Seven Below - 1
Soul Shakedown Party - 1
Space Oddity - 1
Steam - 1
The Final Hurrah - 1
The Landlady - 1
The Moma Dance - 1
Walfredo - 1
Walls of the Cave - 1
Water in the Sky - 1
Way Down in the Hole - 1

First Set Closers

Run Like an Antelope - 8
David Bowie - 6
46 Days - 3
Bathtub Gin - 3
Suzy Greenberg - 3
Cavern - 2
Chalk Dust Torture - 2
Character Zero - 2
Fire - 2
Frankenstein - 2
Split Open and Melt - 2
Stash - 2
Taste - 2
Walls of the Cave - 2
Carini - 1
Doin' My Time - 1
Fluffhead - 1
Free Bird - 1
Ghost - 1
Golgi Apparatus - 1
Hello My Baby - 1
Julius - 1
Loving Cup - 1
McGrupp and the Watchful Hosemasters - 1
Moonage Daydream - 1
More - 1
Most Events Aren't Planned - 1
Possum - 1
Reba - 1
Sand - 1
Saw It Again - 1
Slave to the Traffic Light - 1
Space Oddity - 1
The Squirming Coil - 1
Timber (Jerry the Mule) - 1
Time Turns Elastic - 1
Tweezer - 1
Tweezer Reprise - 1
Weekapaug Groove - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 7
AC/DC Bag - 4
Golden Age - 4
Tweezer - 3
46 Days - 2
Also Sprach Zarathustra - 2
Carini - 2
Crosseyed and Painless - 2
Free - 2
Gotta Jibboo - 2
Mike's Song - 2
More - 2
Runaway Jim - 2
Sand - 2
Soul Planet - 2
A Wave of Hope - 1
Axilla (Part II) - 1
Backwards Down the Number Line - 1
Blaze On - 1
Bouncing Around the Room - 1
Chalk Dust Torture - 1
Drowned - 1
Everything's Right - 1
First Tube - 1
Julius - 1
Kill Devil Falls - 1
Maze - 1
Meatstick - 1
No Men In No Man's Land - 1
Oblivion - 1
Punch You in the Eye - 1
Rocks Off - 1
Scents and Subtle Sounds - 1
Set Your Soul Free - 1
Split Open and Melt - 1
Stash - 1
The Curtain - 1
The Lizards - 1
The Moma Dance - 1
Timber (Jerry the Mule) - 1
Wilson - 1

Second Set Closers

Slave to the Traffic Light - 9
Harry Hood - 5
Weekapaug Groove - 5
Fluffhead - 3
Loving Cup - 3
Run Like an Antelope - 3
Shine a Light - 3
Split Open and Melt - 3
Tweezer Reprise - 3
You Enjoy Myself - 3
Backwards Down the Number Line - 2
Character Zero - 2
Golgi Apparatus - 2
Possum - 2
Rock and Roll - 2
Also Sprach Zarathustra - 1
Back on the Train - 1
Cavern - 1
David Bowie - 1
Frankenstein - 1
Ghost - 1
Good Times Bad Times - 1
Hello My Baby - 1
Izabella - 1
Julius - 1
Most Events Aren't Planned - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Soul Survivor - 1
Taste - 1
Walls of the Cave - 1

Third Set Openers

Backwards Down the Number Line - 1
Fast Enough for You - 1
Tweezer - 1
Twist - 1

Third Set Closers

Slave to the Traffic Light - 2
Friday - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 11
Character Zero - 6
Bug - 5
Loving Cup - 5
The Squirming Coil - 5
Harpua - 4
Harry Hood - 4
Hold Your Head Up - 4
A Day in the Life - 3
Golgi Apparatus - 3
Suzy Greenberg - 3
Divided Sky - 2
First Tube - 2
Good Times Bad Times - 2
Grind - 2
Meatstick - 2
Rocky Top - 2
Run Like an Antelope - 2
Sleeping Monkey - 2
Wilson - 2
A Life Beyond The Dream - 1
Bike - 1
Bold As Love - 1
Bouncing Around the Room - 1
Brian and Robert - 1
Brief Time - 1
Carini - 1
Cavern - 1
Contact - 1
David Bowie - 1
Drift While You're Sleeping - 1
Driver - 1
Esther - 1
Farmhouse - 1
Fee - 1
Fluffhead - 1
Fuego - 1
Highway to Hell - 1
I Am the Walrus - 1
I Want To Be a Cowboy's Sweetheart - 1
Johnny B. Goode - 1
Julius - 1
Let Me Lie - 1
Love You - 1
Makisupa Policeman - 1
Possum - 1
Ride Captain Ride - 1
Rock and Roll - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Secret Smile - 1
Show of Life - 1
Sneakin' Sally Thru the Alley - 1
Space Oddity - 1
Suspicious Minds - 1
Take Me Out to the Ballgame - 1
Talk - 1
The Curtain With - 1
The Lizards - 1
The Ocean - 1
Theme from Star Trek - 1
Train Song - 1
Tube - 1
Wading in the Velvet Sea - 1
Waste - 1
When the Circus Comes - 1
Wildwood Weed - 1
Winterqueen - 1
Wolfman's Brother - 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 1994

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 51 song debuts
0.76 debuts per show.
The most frequently played song you have seen debuted is Farmhouse (92 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Johnny B. Goode - 3
Sweet Adeline - 3
The Curtain - 3
Amazing Grace - 2
Big Black Furry Creature from Mars - 2
Black-Eyed Katy - 2
Frankie Says - 2
Hello My Baby - 2
Peaches en Regalia - 2
The Mango Song - 2

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

46 Days - 11
Light - 11
Twist - 11
Kill Devil Falls - 10
Carini - 9
Gotta Jibboo - 9
Backwards Down the Number Line - 7
Joy - 7
Ocelot - 7
Party Time - 7

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:

Scent of a Mule - 5
Cars Trucks Buses - 4
Frankenstein - 4
Johnny B. Goode - 3
Sweet Adeline - 3
The Curtain - 3
Amazing Grace - 2
Big Black Furry Creature from Mars - 2
Black-Eyed Katy - 2
Dinner and a Movie - 2

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

Light - 11
Kill Devil Falls - 10
Backwards Down the Number Line - 7
Joy - 7
Ocelot - 7
Party Time - 7
Cities - 6
Golden Age - 6
Martian Monster - 6
Tube - 6

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