Shows by day of week

• Sunday- 20
• Monday- 3
• Tuesday- 5
• Wednesday- 8
• Thursday- 7
• Friday- 25
• Saturday- 23

Shows by month

• January - 5
• February -
• March -
• April - 1
• May -
• June - 7
• July - 30
• August - 14
• September - 7
• October - 9
• November - 3
• December - 15

Shows by year

• 1998- 1
• 1999- 1
• 2000- 1
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 3
• 2010- 2
• 2011- 8
• 2012- 14
• 2013- 16
• 2014- 15
• 2015- 12
• 2016- 18
• 2017- 0
• 2018- 0
• 2019- 0
• 2020- 0
• 2021- 0
• 2022- 0
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 12/31- 5
• 12/30- 4
• 7/3- 4
• 10/31- 3
• 12/29- 3
• 8/31- 3
• 1/1- 2
• 1/2- 2
• 10/29- 2
• 11/1- 2
• 12/28- 2
• 7/1- 2
• 7/12- 2
• 7/13- 2
• 7/2- 2
• 7/4- 2
• 7/5- 2
• 7/6- 2
• 7/7- 2
• 7/8- 2
• 8/30- 2

Shows by States

• NY - 40 (44%)
• CO - 12 (13%)
• NV - 7 (8%)
• MD - 7 (8%)
• NJ - 5 (5%)
• PA - 4 (4%)
• FL - 4 (4%)
• CT - 3 (3%)
• WA - 2 (2%)
• VA - 2 (2%)
• MA - 2 (2%)
• OH - 2 (2%)
• CA - 1 (1%)

Shows by Time Zone

• Eastern - 69 (76%)
• Mountain - 12 (13%)
• Pacific - 10 (11%)
• Central - 0 (0%)

Shows by Cities

• New York, NY - 18 (20%)
• Saratoga Springs, NY - 12 (13%)
• Commerce City, CO - 12 (13%)
• Las Vegas, NV - 7 (8%)
• Columbia, MD - 7 (8%)
• Wantagh, NY - 6 (7%)
• Atlantic City, NJ - 5 (5%)
• Philadelphia, PA - 4 (4%)
• Miami, FL - 4 (4%)
• Watkins Glen, NY - 3 (3%)
• Hartford, CT - 3 (3%)
• Arrington, VA - 2 (2%)
• Cincinnati, OH - 2 (2%)
• George, WA - 2 (2%)
• Worcester, MA - 1 (1%)
• Mansfield, MA - 1 (1%)
• Uniondale, NY - 1 (1%)
• Inglewood, CA - 1 (1%)

Shows by Venues

• Madison Square Garden - 15 (16%)
• Saratoga Performing Arts Center - 12 (13%)
• Dick's Sporting Goods Park - 12 (13%)
• Merriweather Post Pavilion - 7 (8%)
• MGM Grand Garden Arena - 7 (8%)
• Jones Beach Amphitheater - 6 (7%)
• American Airlines Arena - 4 (4%)
• The Mann Center for the Performing Arts - 4 (4%)
• Watkins Glen International - 3 (3%)
• Randall's Island - 3 (3%)
• Boardwalk Hall - 3 (3%)
• The Comcast Theatre - 2 (2%)
• Oak Ridge Farm - 2 (2%)
• Bader Field - 2 (2%)
• Gorge Amphitheatre - 2 (2%)
• Great Woods Center for the Performing Arts - 1 (1%)
• Riverbend Music Center - 1 (1%)
• Worcester Centrum Centre - 1 (1%)
• U.S. Bank Arena - 1 (1%)
• Hartford Civic Center - 1 (1%)
• Great Western Forum - 1 (1%)
• Nassau Veterans Memorial Coliseum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 3 (3%)
• After hiatus - 88 (97%)

310 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 22.4.
The average amount of times each song was played is 6.52.
There were 102 onetimers
2047 total songs have been played in the selected shows.

There were 82 two set shows
There were 8 three set shows
There were 1 four set shows
15 songs were in a four show rotation.
31 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 28 (30%)
Backwards Down the Number Line - 27 (29%)
Harry Hood - 27 (29%)
Light - 27 (29%)
Sand - 25 (27%)
The Moma Dance - 25 (27%)
46 Days - 24 (26%)
Run Like an Antelope - 24 (26%)
Slave to the Traffic Light - 24 (26%)
Bathtub Gin - 23 (25%)
Character Zero - 23 (25%)
Down with Disease - 23 (25%)
Ghost - 23 (25%)
Possum - 23 (25%)
Wolfman's Brother - 23 (25%)
Tweezer - 22 (24%)
Tweezer Reprise - 22 (24%)
Sample in a Jar - 21 (23%)
Stash - 21 (23%)
Twist - 21 (23%)
Birds of a Feather - 20 (21%)
Carini - 20 (21%)
David Bowie - 20 (21%)
Free - 20 (21%)
Kill Devil Falls - 20 (21%)
Tube - 20 (21%)
Back on the Train - 19 (20%)
Bouncing Around the Room - 19 (20%)
Ocelot - 19 (20%)
The Wedge - 19 (20%)
You Enjoy Myself - 19 (20%)
AC/DC Bag - 18 (19%)
Fuego - 18 (19%)
Mike's Song - 18 (19%)
Piper - 18 (19%)
Weekapaug Groove - 18 (19%)
Lawn Boy - 17 (18%)
Also Sprach Zarathustra - 16 (17%)
Cavern - 16 (17%)
Silent in the Morning - 16 (17%)
555 - 15 (16%)
Boogie On Reggae Woman - 15 (16%)
Golgi Apparatus - 15 (16%)
Halfway to the Moon - 15 (16%)
Simple - 15 (16%)
Suzy Greenberg - 15 (16%)
Wilson - 15 (16%)
Golden Age - 14 (15%)
Halley's Comet - 14 (15%)
Heavy Things - 14 (15%)
Limb By Limb - 14 (15%)
Loving Cup - 14 (15%)
Rift - 14 (15%)
The Horse - 14 (15%)
Julius - 13 (14%)
NICU - 13 (14%)
Prince Caspian - 13 (14%)
Punch You in the Eye - 13 (14%)
Rock and Roll - 13 (14%)
The Line - 13 (14%)
Theme From the Bottom - 13 (14%)
Walls of the Cave - 13 (14%)
A Song I Heard the Ocean Sing - 12 (13%)
Axilla - 12 (13%)
Cities - 12 (13%)
Divided Sky - 12 (13%)
First Tube - 12 (13%)
Maze - 12 (13%)
Bug - 11 (12%)
Horn - 11 (12%)
It's Ice - 11 (12%)
Meatstick - 11 (12%)
Reba - 11 (12%)
Runaway Jim - 11 (12%)
Stealing Time From the Faulty Plan - 11 (12%)
Wading in the Velvet Sea - 11 (12%)
Wingsuit - 11 (12%)
Yarmouth Road - 11 (12%)
Fluffhead - 10 (10%)
Funky Bitch - 10 (10%)
Roggae - 10 (10%)
Roses Are Free - 10 (10%)
Scent of a Mule - 10 (10%)
Waiting All Night - 10 (10%)
Gumbo - 9 (9%)
Joy - 9 (9%)
My Friend, My Friend - 9 (9%)
Nellie Kane - 9 (9%)
Sleeping Monkey - 9 (9%)
Split Open and Melt - 9 (9%)
Steam - 9 (9%)
Blaze On - 8 (8%)
Farmhouse - 8 (8%)
Martian Monster - 8 (8%)
No Men In No Man's Land - 8 (8%)
Party Time - 8 (8%)
Show of Life - 8 (8%)
Sugar Shack - 8 (8%)
Undermind - 8 (8%)
Crosseyed and Painless - 7 (7%)
Devotion To a Dream - 7 (7%)
Good Times Bad Times - 7 (7%)
Gotta Jibboo - 7 (7%)
Sneakin' Sally Through the Alley - 7 (7%)
The Squirming Coil - 7 (7%)
Twenty Years Later - 7 (7%)
What's the Use? - 7 (7%)
Wombat - 7 (7%)
Grind - 6 (6%)
Mound - 6 (6%)
Poor Heart - 6 (6%)
Quinn the Eskimo (The Mighty Quinn) - 6 (6%)
Saw It Again - 6 (6%)
The Dogs - 6 (6%)
Timber (Jerry the Mule) - 6 (6%)
Water in the Sky - 6 (6%)
Waves - 6 (6%)
Winterqueen - 6 (6%)
Your Pet Cat - 6 (6%)
A Day in the Life - 5 (5%)
Alaska - 5 (5%)
Auld Lang Syne - 5 (5%)
Buried Alive - 5 (5%)
Crowd Control - 5 (5%)
Drowned - 5 (5%)
Foam - 5 (5%)
Guyute - 5 (5%)
Hold Your Head Up - 5 (5%)
No Quarter - 5 (5%)
Shine a Light - 5 (5%)
Sing Monica - 5 (5%)
Sparkle - 5 (5%)
The Star-Spangled Banner - 5 (5%)
When the Circus Comes - 5 (5%)
Army of One - 4 (4%)
Big Black Furry Creature from Mars - 4 (4%)
Destiny Unbound - 4 (4%)
Driver - 4 (4%)
Fuck Your Face - 4 (4%)
I Didn't Know - 4 (4%)
My Soul - 4 (4%)
My Sweet One - 4 (4%)
Taste - 4 (4%)
The Lizards - 4 (4%)
Ya Mar - 4 (4%)
Camel Walk - 3 (3%)
Cars Trucks Buses - 3 (3%)
Colonel Forbin's Ascent - 3 (3%)
Dirt - 3 (3%)
Fee - 3 (3%)
Fly Famous Mockingbird - 3 (3%)
Glide - 3 (3%)
Guelah Papyrus - 3 (3%)
How Many People Are You - 3 (3%)
I Am Hydrogen - 3 (3%)
Icculus - 3 (3%)
Jesus Just Left Chicago - 3 (3%)
Llama - 3 (3%)
Makisupa Policeman - 3 (3%)
Ride Captain Ride - 3 (3%)
Rocky Top - 3 (3%)
Scents and Subtle Sounds - 3 (3%)
Space Oddity - 3 (3%)
The Birds - 3 (3%)
The Mango Song - 3 (3%)
The Sloth - 3 (3%)
Uncle Pen - 3 (3%)
Vultures - 3 (3%)
Waste - 3 (3%)
Architect - 2 (2%)
Ass Handed - 2 (2%)
Avenu Malkenu - 2 (2%)
Bold As Love - 2 (2%)
Breath and Burning - 2 (2%)
Catapult - 2 (2%)
Contact - 2 (2%)
Corinna - 2 (2%)
Dem Bones - 2 (2%)
Dog Faced Boy - 2 (2%)
Dogs Stole Things - 2 (2%)
Frankenstein - 2 (2%)
Frankie Says - 2 (2%)
Ha Ha Ha - 2 (2%)
If I Could - 2 (2%)
Jam - 2 (2%)
Kung - 2 (2%)
Light Up Or Leave Me Alone - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Meat - 2 (2%)
Mercury - 2 (2%)
NO2 - 2 (2%)
Paul and Silas - 2 (2%)
Peaches en Regalia - 2 (2%)
Psycho Killer - 2 (2%)
Seven Below - 2 (2%)
Skin It Back - 2 (2%)
Sleep Again - 2 (2%)
Soul Shakedown Party - 2 (2%)
Strange Design - 2 (2%)
Susskind Hotel - 2 (2%)
The Curtain With - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
Tide Turns - 2 (2%)
Torn and Frayed - 2 (2%)
Train Song - 2 (2%)
Walk Away - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
After Midnight - 1 (1%)
Alumni Blues - 1 (1%)
Amidst the Peals of Laughter - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Balls - 1 (1%)
Bike - 1 (1%)
Billy Breathes - 1 (1%)
Bittersweet Motel - 1 (1%)
Blister in the Sun - 1 (1%)
Brother - 1 (1%)
Can't Always Listen - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crimes of the Mind - 1 (1%)
Dear Prudence - 1 (1%)
Easy To Slip - 1 (1%)
Emotional Rescue - 1 (1%)
Energy - 1 (1%)
Esther - 1 (1%)
Fast Enough for You - 1 (1%)
Fire - 1 (1%)
Five Years - 1 (1%)
Fly Like an Eagle - 1 (1%)
Friends - 1 (1%)
Garden Party - 1 (1%)
Hang On to Yourself - 1 (1%)
Happiness Is a Warm Gun - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Head Held High - 1 (1%)
Home - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
Intro - 1 (1%)
Iron Man - 1 (1%)
Is This What You Wanted - 1 (1%)
It Ain't Easy - 1 (1%)
Jennifer Dances - 1 (1%)
Keyboard Army - 1 (1%)
La Grange - 1 (1%)
Lady Stardust - 1 (1%)
Legalize It - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Let's Go - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life on Mars? - 1 (1%)
Lifeboy - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Love You - 1 (1%)
Manteca - 1 (1%)
Mexican Cousin - 1 (1%)
Middle of the Road - 1 (1%)
Mind Left Body Jam - 1 (1%)
Miss You - 1 (1%)
Monkey Man - 1 (1%)
Moonage Daydream - 1 (1%)
More - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
Nothing - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Pebbles and Marbles - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Plasma - 1 (1%)
Purple Rain - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Say Something - 1 (1%)
Shade - 1 (1%)
Shipwreck - 1 (1%)
Snow - 1 (1%)
Soul Love - 1 (1%)
Star - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Storage Jam - 1 (1%)
Suffragette City - 1 (1%)
Swept Away - 1 (1%)
Tela - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Chinese Water Torture - 1 (1%)
The Curtain - 1 (1%)
The Haunted House - 1 (1%)
The Landlady - 1 (1%)
The Old Home Place - 1 (1%)
The Unsafe Bridge - 1 (1%)
The Very Long Fuse - 1 (1%)
Things People Do - 1 (1%)
Timber - 1 (1%)
Time Loves a Hero - 1 (1%)
Time Turns Elastic - 1 (1%)
United We Stand - 1 (1%)
Waking Up Dead - 1 (1%)
You Never Know - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

AC/DC Bag - 6
Crowd Control - 5
Buried Alive - 4
Runaway Jim - 4
Sample in a Jar - 4
The Moma Dance - 4
Tube - 4
First Tube - 3
Free - 3
Kill Devil Falls - 3
Stealing Time From the Faulty Plan - 3
Cars Trucks Buses - 2
Grind - 2
Party Time - 2
Punch You in the Eye - 2
The Star-Spangled Banner - 2
Wilson - 2
A Song I Heard the Ocean Sing - 1
Alumni Blues - 1
Brother - 1
Carini - 1
Cavern - 1
Chalk Dust Torture - 1
Down with Disease - 1
Farmhouse - 1
Fee - 1
Fuego - 1
Garden Party - 1
Ghost - 1
Golgi Apparatus - 1
Heavy Things - 1
Llama - 1
Martian Monster - 1
Maze - 1
Mike's Song - 1
No Men In No Man's Land - 1
Pigtail - 1
Possum - 1
Rock and Roll - 1
Run Like an Antelope - 1
Sand - 1
Simple - 1
Skin It Back - 1
Soul Shakedown Party - 1
The Birds - 1
The Curtain With - 1
The Dogs - 1
The Landlady - 1
The Sloth - 1
The Wedge - 1
Tweezer - 1
Wolfman's Brother - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 12
Character Zero - 8
Walls of the Cave - 8
David Bowie - 6
Bathtub Gin - 5
Possum - 5
Suzy Greenberg - 5
Split Open and Melt - 3
The Squirming Coil - 3
46 Days - 2
Fluffhead - 2
Quinn the Eskimo (The Mighty Quinn) - 2
Space Oddity - 2
Wolfman's Brother - 2
You Enjoy Myself - 2
A Song I Heard the Ocean Sing - 1
Cavern - 1
Chalk Dust Torture - 1
Easy To Slip - 1
First Tube - 1
Frankenstein - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
Grind - 1
If I Could - 1
Julius - 1
La Grange - 1
Light Up Or Leave Me Alone - 1
Monkey Man - 1
More - 1
Slave to the Traffic Light - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
The Star-Spangled Banner - 1
Undermind - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1
Wingsuit - 1

Second Set Openers

Down with Disease - 11
Chalk Dust Torture - 9
Punch You in the Eye - 5
Carini - 4
Crosseyed and Painless - 4
Axilla - 3
Birds of a Feather - 3
Fuego - 3
Golden Age - 3
Sand - 3
Wilson - 3
Bathtub Gin - 2
Drowned - 2
Mike's Song - 2
Party Time - 2
Runaway Jim - 2
Tweezer - 2
Twist - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Backwards Down the Number Line - 1
Big Balls - 1
Blaze On - 1
Boogie On Reggae Woman - 1
Crimes of the Mind - 1
Energy - 1
First Tube - 1
Five Years - 1
Ghost - 1
Glide - 1
Halley's Comet - 1
Intro - 1
Jam - 1
Mercury - 1
No Men In No Man's Land - 1
Possum - 1
Rock and Roll - 1
Soul Shakedown Party - 1
Stealing Time From the Faulty Plan - 1
Steam - 1
The Wedge - 1
Water in the Sky - 1
Wingsuit - 1
Wolfman's Brother - 1

Second Set Closers

You Enjoy Myself - 13
Slave to the Traffic Light - 10
Run Like an Antelope - 6
Weekapaug Groove - 6
Harry Hood - 5
Backwards Down the Number Line - 4
Character Zero - 3
David Bowie - 3
Suzy Greenberg - 3
Walls of the Cave - 3
A Day in the Life - 2
Cavern - 2
First Tube - 2
Loving Cup - 2
Martian Monster - 2
Rock and Roll - 2
The Squirming Coil - 2
46 Days - 1
Bold As Love - 1
Bug - 1
Dem Bones - 1
Down with Disease - 1
Drowned - 1
Fire - 1
Fluffhead - 1
Fuck Your Face - 1
Golgi Apparatus - 1
I Been Around - 1
Possum - 1
Rock 'n' Roll Suicide - 1
Rocky Top - 1
Shine a Light - 1
Show of Life - 1
Split Open and Melt - 1
The Star-Spangled Banner - 1
Tweezer Reprise - 1
Twist - 1
You Never Know - 1

Third Set Openers

46 Days - 1
Cavern - 1
Character Zero - 1
Dem Bones - 1
Ghost - 1
Golden Age - 1
No Men In No Man's Land - 1
Party Time - 1
Punch You in the Eye - 1

Third Set Closers

A Day in the Life - 1
Backwards Down the Number Line - 1
First Tube - 1
Julius - 1
Lawn Boy - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1
Tweezer Reprise - 1
You Enjoy Myself - 1

Fourth Set Openers

Storage Jam - 1

Fourth Set Closers

Sleeping Monkey - 1

Encores

Tweezer Reprise - 19
Loving Cup - 12
Character Zero - 11
Good Times Bad Times - 6
Sleeping Monkey - 6
Boogie On Reggae Woman - 4
Bouncing Around the Room - 4
First Tube - 4
Harry Hood - 4
Hold Your Head Up - 4
Show of Life - 4
Grind - 3
Meatstick - 3
Quinn the Eskimo (The Mighty Quinn) - 3
Rock and Roll - 3
Slave to the Traffic Light - 3
Suzy Greenberg - 3
Tube - 3
Backwards Down the Number Line - 2
Cavern - 2
Golgi Apparatus - 2
Julius - 2
Makisupa Policeman - 2
Possum - 2
Rocky Top - 2
Sing Monica - 2
The Lizards - 2
A Day in the Life - 1
After Midnight - 1
Bike - 1
Bold As Love - 1
Dear Prudence - 1
Driver - 1
Farmhouse - 1
Fluffhead - 1
Frankenstein - 1
Gotta Jibboo - 1
Guyute - 1
Harpua - 1
I Am the Walrus - 1
Iron Man - 1
Is This What You Wanted - 1
Joy - 1
Keyboard Army - 1
Love You - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
On the Road Again - 1
Once in a Lifetime - 1
Run Like an Antelope - 1
Sabotage - 1
Sanity - 1
Shine a Light - 1
Silent in the Morning - 1
Sneakin' Sally Through the Alley - 1
Space Oddity - 1
The Horse - 1
The Moma Dance - 1
The Squirming Coil - 1
The Star-Spangled Banner - 1
United We Stand - 1
Waiting All Night - 1
Waste - 1
While My Guitar Gently Weeps - 1
Wilson - 1
You Enjoy Myself - 1
Your Pet Cat - 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 60 song debuts
0.66 debuts per show.
The most frequently played song you have seen debuted is Birds of a Feather (133 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Billy Breathes - 1
My Mind's Got a Mind of its Own - 1

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

Backwards Down the Number Line - 27
Light - 27
The Moma Dance - 25
46 Days - 24
Run Like an Antelope - 24
Bathtub Gin - 23
Character Zero - 23
Down with Disease - 23
Ghost - 23
Tweezer - 22

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:

Billy Breathes - 1
My Mind's Got a Mind of its Own - 1

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

Backwards Down the Number Line - 27
Light - 27
The Moma Dance - 25
46 Days - 24
Run Like an Antelope - 24
Bathtub Gin - 23
Character Zero - 23
Down with Disease - 23
Ghost - 23
Tweezer - 22

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