Shows by day of week

• Sunday- 21
• Monday- 4
• Tuesday- 6
• Wednesday- 6
• Thursday- 5
• Friday- 21
• Saturday- 23

Shows by month

• January - 2
• February - 1
• March -
• April -
• May - 3
• June - 9
• July - 29
• August - 11
• September - 4
• October - 9
• November - 3
• December - 15

Shows by year

• 2003- 3
• 2004- 2
• 2009- 1
• 2010- 5
• 2011- 14
• 2012- 12
• 2013- 15
• 2014- 6
• 2015- 3
• 2016- 12
• 2017- 3
• 2018- 2
• 2019- 6
• 2020- 0
• 2021- 0
• 2022- 2
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 12/29- 4
• 12/30- 4
• 7/3- 4
• 12/28- 3
• 12/31- 3
• 7/5- 3
• 7/6- 3
• 6/7- 2
• 7/1- 2
• 7/2- 2
• 7/26- 2
• 7/27- 2
• 7/7- 2
• 7/8- 2
• 1/1- 1
• 1/2- 1
• 10/16- 1
• 10/17- 1
• 10/18- 1
• 10/19- 1
• 10/20- 1

Shows by States

• NY - 43 (50%)
• MA - 12 (14%)
• VA - 5 (6%)
• NJ - 5 (6%)
• CT - 4 (5%)
• CO - 3 (3%)
• RI - 3 (3%)
• ME - 3 (3%)
• VT - 3 (3%)
• WA - 2 (2%)
• MD - 2 (2%)
• OH - 1 (1%)

Shows by Time Zone

• Eastern - 81 (94%)
• Mountain - 3 (3%)
• Pacific - 2 (2%)
• Central - 0 (0%)

Shows by Cities

• New York, NY - 19 (22%)
• Saratoga Springs, NY - 13 (15%)
• Watkins Glen, NY - 6 (7%)
• Worcester, MA - 5 (6%)
• Mansfield, MA - 5 (6%)
• Atlantic City, NJ - 4 (5%)
• Hampton, VA - 3 (3%)
• Providence, RI - 3 (3%)
• Commerce City, CO - 3 (3%)
• Bethel, NY - 3 (3%)
• Arrington, VA - 2 (2%)
• Coventry, VT - 2 (2%)
• Uncasville, CT - 2 (2%)
• Albany, NY - 2 (2%)
• George, WA - 2 (2%)
• Limestone, ME - 2 (2%)
• Hartford, CT - 2 (2%)
• Columbia, MD - 2 (2%)
• Boston, MA - 1 (1%)
• Essex Junction, VT - 1 (1%)
• East Rutherford, NJ - 1 (1%)
• Portland, ME - 1 (1%)
• Amherst, MA - 1 (1%)
• Cuyahoga Falls, OH - 1 (1%)

Shows by Venues

• Madison Square Garden - 18 (21%)
• Saratoga Performing Arts Center - 13 (15%)
• Watkins Glen International - 6 (7%)
• Great Woods Center for the Performing Arts - 5 (6%)
• Worcester Centrum Centre - 5 (6%)
• Providence Civic Center - 3 (3%)
• Bethel Woods Center for the Arts - 3 (3%)
• Dick's Sporting Goods Park - 3 (3%)
• Hampton Coliseum - 3 (3%)
• Bader Field - 3 (3%)
• Loring Commerce Centre - 2 (2%)
• Newport State Airport - 2 (2%)
• Merriweather Post Pavilion - 2 (2%)
• Pepsi Arena - 2 (2%)
• Oak Ridge Farm - 2 (2%)
• Mohegan Sun Arena - 2 (2%)
• Gorge Amphitheatre - 2 (2%)
• The Comcast Theatre - 1 (1%)
• Continental Airlines Arena - 1 (1%)
• University of Massachusetts - 1 (1%)
• Blossom Music Center - 1 (1%)
• Randall's Island - 1 (1%)
• Fenway Park - 1 (1%)
• Cumberland County Civic Center - 1 (1%)
• Hartford Civic Center - 1 (1%)
• Champlain Valley Exposition - 1 (1%)
• Boardwalk Hall - 1 (1%)

320 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 22.3.
The average amount of times each song was played is 5.91.
There were 97 onetimers
1924 total songs have been played in the selected shows.

There were 77 two set shows
There were 6 three set shows
There were 3 four set shows
8 songs were in a four show rotation.
25 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 25 (29%)
Down with Disease - 25 (29%)
Light - 24 (27%)
Possum - 24 (27%)
Run Like an Antelope - 23 (26%)
Backwards Down the Number Line - 22 (25%)
Ghost - 22 (25%)
Harry Hood - 22 (25%)
46 Days - 21 (24%)
Sample in a Jar - 21 (24%)
Slave to the Traffic Light - 21 (24%)
Wolfman's Brother - 21 (24%)
Bathtub Gin - 20 (23%)
Julius - 20 (23%)
Rift - 20 (23%)
The Moma Dance - 20 (23%)
Tweezer Reprise - 20 (23%)
Weekapaug Groove - 20 (23%)
Character Zero - 19 (22%)
Back on the Train - 18 (20%)
Free - 18 (20%)
Mike's Song - 18 (20%)
Ocelot - 18 (20%)
Sand - 18 (20%)
The Wedge - 18 (20%)
Stash - 17 (19%)
Suzy Greenberg - 17 (19%)
Tube - 17 (19%)
Tweezer - 17 (19%)
Wilson - 17 (19%)
Also Sprach Zarathustra - 16 (18%)
Carini - 16 (18%)
Cavern - 16 (18%)
David Bowie - 16 (18%)
Limb By Limb - 16 (18%)
Piper - 16 (18%)
Funky Bitch - 15 (17%)
Loving Cup - 15 (17%)
Roses Are Free - 15 (17%)
Twist - 15 (17%)
Bug - 14 (16%)
Divided Sky - 14 (16%)
Lawn Boy - 14 (16%)
Prince Caspian - 14 (16%)
Stealing Time From the Faulty Plan - 14 (16%)
Wading in the Velvet Sea - 14 (16%)
You Enjoy Myself - 14 (16%)
AC/DC Bag - 13 (15%)
Cities - 13 (15%)
First Tube - 13 (15%)
Heavy Things - 13 (15%)
Maze - 13 (15%)
NICU - 13 (15%)
Simple - 13 (15%)
Theme From the Bottom - 13 (15%)
Axilla - 12 (13%)
Bouncing Around the Room - 12 (13%)
Halley's Comet - 12 (13%)
Kill Devil Falls - 12 (13%)
Runaway Jim - 12 (13%)
Birds of a Feather - 11 (12%)
Boogie On Reggae Woman - 11 (12%)
Fluffhead - 11 (12%)
Golden Age - 11 (12%)
Golgi Apparatus - 11 (12%)
Rock and Roll - 11 (12%)
Silent in the Morning - 11 (12%)
Steam - 11 (12%)
Walls of the Cave - 11 (12%)
Fuego - 10 (11%)
Meatstick - 10 (11%)
Roggae - 10 (11%)
Waves - 10 (11%)
Gumbo - 9 (10%)
Mound - 9 (10%)
My Friend, My Friend - 9 (10%)
Punch You in the Eye - 9 (10%)
Reba - 9 (10%)
Scent of a Mule - 9 (10%)
Seven Below - 9 (10%)
Split Open and Melt - 9 (10%)
Twenty Years Later - 9 (10%)
555 - 8 (9%)
Farmhouse - 8 (9%)
Gotta Jibboo - 8 (9%)
Halfway to the Moon - 8 (9%)
It's Ice - 8 (9%)
Quinn the Eskimo (The Mighty Quinn) - 8 (9%)
Show of Life - 8 (9%)
Sneakin' Sally Through the Alley - 8 (9%)
The Horse - 8 (9%)
The Squirming Coil - 8 (9%)
Alaska - 7 (8%)
Blaze On - 7 (8%)
Camel Walk - 7 (8%)
Good Times Bad Times - 7 (8%)
Horn - 7 (8%)
I Am Hydrogen - 7 (8%)
Nellie Kane - 7 (8%)
The Line - 7 (8%)
A Song I Heard the Ocean Sing - 6 (6%)
Army of One - 6 (6%)
Dirt - 6 (6%)
Joy - 6 (6%)
Llama - 6 (6%)
Party Time - 6 (6%)
Plasma - 6 (6%)
Poor Heart - 6 (6%)
Rocky Top - 6 (6%)
Saw It Again - 6 (6%)
Sparkle - 6 (6%)
The Mango Song - 6 (6%)
Wingsuit - 6 (6%)
Ya Mar - 6 (6%)
Yarmouth Road - 6 (6%)
A Day in the Life - 5 (5%)
Contact - 5 (5%)
Crosseyed and Painless - 5 (5%)
Crowd Control - 5 (5%)
Fire - 5 (5%)
Kung - 5 (5%)
Martian Monster - 5 (5%)
No Men In No Man's Land - 5 (5%)
Sugar Shack - 5 (5%)
Taste - 5 (5%)
The Lizards - 5 (5%)
The Sloth - 5 (5%)
Timber (Jerry the Mule) - 5 (5%)
Undermind - 5 (5%)
Waiting All Night - 5 (5%)
What's the Use? - 5 (5%)
Corinna - 4 (4%)
Fast Enough for You - 4 (4%)
Foam - 4 (4%)
Grind - 4 (4%)
Guyute - 4 (4%)
I Didn't Know - 4 (4%)
Makisupa Policeman - 4 (4%)
My Sweet One - 4 (4%)
Scents and Subtle Sounds - 4 (4%)
Sing Monica - 4 (4%)
Sleeping Monkey - 4 (4%)
Soul Shakedown Party - 4 (4%)
The Curtain With - 4 (4%)
Vultures - 4 (4%)
Walk Away - 4 (4%)
Waste - 4 (4%)
Water in the Sky - 4 (4%)
Wombat - 4 (4%)
Auld Lang Syne - 3 (3%)
Beauty of a Broken Heart - 3 (3%)
Brother - 3 (3%)
Devotion To a Dream - 3 (3%)
Dogs Stole Things - 3 (3%)
Driver - 3 (3%)
Drowned - 3 (3%)
Fee - 3 (3%)
Fuck Your Face - 3 (3%)
How Many People Are You - 3 (3%)
I Been Around - 3 (3%)
Jam - 3 (3%)
Mountains in the Mist - 3 (3%)
My Soul - 3 (3%)
Peaches en Regalia - 3 (3%)
Pebbles and Marbles - 3 (3%)
Sanity - 3 (3%)
Secret Smile - 3 (3%)
Set Your Soul Free - 3 (3%)
Shine a Light - 3 (3%)
Strange Design - 3 (3%)
The Ballad of Curtis Loew - 3 (3%)
The Final Hurrah - 3 (3%)
The Star-Spangled Banner - 3 (3%)
Things People Do - 3 (3%)
Torn and Frayed - 3 (3%)
Train Song - 3 (3%)
When the Circus Comes - 3 (3%)
All of These Dreams - 2 (2%)
Architect - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Billy Breathes - 2 (2%)
Bold As Love - 2 (2%)
Breath and Burning - 2 (2%)
Brian and Robert - 2 (2%)
Buried Alive - 2 (2%)
Cars Trucks Buses - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Crazy Sometimes - 2 (2%)
Drift While You're Sleeping - 2 (2%)
Energy - 2 (2%)
Everything's Right - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Ginseng Sullivan - 2 (2%)
Glide - 2 (2%)
Happy Birthday to You - 2 (2%)
Hold Your Head Up - 2 (2%)
I Am the Walrus - 2 (2%)
If I Could - 2 (2%)
Manteca - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Mercury - 2 (2%)
More - 2 (2%)
My Mind's Got a Mind of its Own - 2 (2%)
No Quarter - 2 (2%)
Nothing - 2 (2%)
Paul and Silas - 2 (2%)
Petrichor - 2 (2%)
Ride Captain Ride - 2 (2%)
Ruby Waves - 2 (2%)
Sabotage - 2 (2%)
Say It To Me S.A.N.T.O.S. - 2 (2%)
Sleep - 2 (2%)
Space Oddity - 2 (2%)
Sparks - 2 (2%)
Susskind Hotel - 2 (2%)
Sweet Adeline - 2 (2%)
Sweet Virginia - 2 (2%)
The Birds - 2 (2%)
The Dogs - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Old Home Place - 2 (2%)
Uncle Pen - 2 (2%)
Winterqueen - 2 (2%)
A Wave of Hope - 1 (1%)
About to Run - 1 (1%)
After Midnight - 1 (1%)
Albuquerque - 1 (1%)
Alumni Blues - 1 (1%)
Anything But Me - 1 (1%)
Avenu Malkenu - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Balls - 1 (1%)
Bittersweet Motel - 1 (1%)
Blister in the Sun - 1 (1%)
Buffalo Bill - 1 (1%)
Bye Bye Foot - 1 (1%)
Carolina - 1 (1%)
Catapult - 1 (1%)
Chariots of Fire - 1 (1%)
Cinnamon Girl - 1 (1%)
Come Together - 1 (1%)
Cool It Down - 1 (1%)
Cool Jerk - 1 (1%)
Cracklin' Rosie - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Destiny Unbound - 1 (1%)
Discern - 1 (1%)
Dog Log - 1 (1%)
Dr. Gabel - 1 (1%)
Drive-In Jam - 1 (1%)
Everyday I Have the Blues - 1 (1%)
Fly Like an Eagle - 1 (1%)
Frankie Says - 1 (1%)
Friday - 1 (1%)
Frost - 1 (1%)
Garden Party - 1 (1%)
Guelah Papyrus - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
I Always Wanted It This Way - 1 (1%)
Icculus - 1 (1%)
Instant Karma! - 1 (1%)
Iron Man - 1 (1%)
Izabella - 1 (1%)
Jennifer Dances - 1 (1%)
La Grange - 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%)
Light Up Or Leave Me Alone - 1 (1%)
Lit O Bit - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Maybe - 1 (1%)
Meat - 1 (1%)
Mellow Mood - 1 (1%)
Mind Left Body Jam - 1 (1%)
Mock Song - 1 (1%)
Monkey Man - 1 (1%)
Most Events Aren't Planned - 1 (1%)
My Problem Right There - 1 (1%)
On the Road Again - 1 (1%)
Pigtail - 1 (1%)
Psycho Killer - 1 (1%)
Rhymes - 1 (1%)
Rise/Come Together - 1 (1%)
Rock Me Baby - 1 (1%)
Say Something - 1 (1%)
Scabbard - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Sigma Oasis - 1 (1%)
Soul Planet - 1 (1%)
Spread It 'Round - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Storage Jam - 1 (1%)
Stray Dog - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Swept Away - 1 (1%)
Takin' Care of Business - 1 (1%)
Tela - 1 (1%)
The Birdwatcher - 1 (1%)
The Curtain - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Thrill is Gone - 1 (1%)
The Way It Goes - 1 (1%)
Tide Turns - 1 (1%)
Time Loves a Hero - 1 (1%)
Time Turns Elastic - 1 (1%)
Tower Jam - 1 (1%)
Turtle in the Clouds - 1 (1%)
Tweezer Reprise Jam - 1 (1%)
Two Versions of Me - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
What Things Seem - 1 (1%)
Wider - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

AC/DC Bag - 8
Crowd Control - 5
Sample in a Jar - 5
Kill Devil Falls - 3
Stealing Time From the Faulty Plan - 3
Buried Alive - 2
Down with Disease - 2
Free - 2
Grind - 2
Llama - 2
Mike's Song - 2
Possum - 2
Punch You in the Eye - 2
Runaway Jim - 2
Soul Shakedown Party - 2
The Moma Dance - 2
The Sloth - 2
The Star-Spangled Banner - 2
The Wedge - 2
Wilson - 2
Architect - 1
Bathtub Gin - 1
Brother - 1
Carolina - 1
Cars Trucks Buses - 1
Chalk Dust Torture - 1
Daniel Saw the Stone - 1
Divided Sky - 1
Dogs Stole Things - 1
Energy - 1
Farmhouse - 1
Fee - 1
First Tube - 1
Fluffhead - 1
Funky Bitch - 1
Garden Party - 1
Ghost - 1
Julius - 1
Lit O Bit - 1
Maze - 1
Party Time - 1
Rock and Roll - 1
Sand - 1
Simple - 1
Sweet Adeline - 1
Theme From the Bottom - 1
Tube - 1
Turtle in the Clouds - 1
Tweezer - 1
Walls of the Cave - 1
Wolfman's Brother - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 7
Bathtub Gin - 6
Walls of the Cave - 6
Julius - 5
David Bowie - 4
Split Open and Melt - 4
The Squirming Coil - 4
Character Zero - 3
Weekapaug Groove - 3
Bold As Love - 2
Cavern - 2
Fire - 2
Fluffhead - 2
Possum - 2
Quinn the Eskimo (The Mighty Quinn) - 2
Space Oddity - 2
Suzy Greenberg - 2
You Enjoy Myself - 2
46 Days - 1
About to Run - 1
After Midnight - 1
Chalk Dust Torture - 1
Drift While You're Sleeping - 1
First Tube - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
I Am the Walrus - 1
Izabella - 1
La Grange - 1
Light Up Or Leave Me Alone - 1
Meatstick - 1
Monkey Man - 1
Plasma - 1
Prince Caspian - 1
Rock Me Baby - 1
Rocky Top - 1
Runaway Jim - 1
Sand - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Taste - 1
The Birdwatcher - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 13
Carini - 7
Chalk Dust Torture - 6
Ghost - 4
Sand - 4
Crosseyed and Painless - 3
Mike's Song - 3
Bathtub Gin - 2
Golden Age - 2
No Men In No Man's Land - 2
Party Time - 2
Rock and Roll - 2
Seven Below - 2
Tweezer - 2
Wilson - 2
Wolfman's Brother - 2
46 Days - 1
A Wave of Hope - 1
AC/DC Bag - 1
Axilla - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Big Balls - 1
Birds of a Feather - 1
Blaze On - 1
Drowned - 1
Energy - 1
First Tube - 1
Fuego - 1
Glide - 1
Halley's Comet - 1
Jam - 1
Martian Monster - 1
Mellow Mood - 1
My Soul - 1
Paul and Silas - 1
Punch You in the Eye - 1
Runaway Jim - 1
Set Your Soul Free - 1
Simple - 1
Soul Planet - 1
Soul Shakedown Party - 1
Twist - 1
Waves - 1

Second Set Closers

Run Like an Antelope - 11
Slave to the Traffic Light - 11
Character Zero - 10
David Bowie - 7
Harry Hood - 5
You Enjoy Myself - 5
Loving Cup - 4
Bug - 2
First Tube - 2
Possum - 2
Rocky Top - 2
The Squirming Coil - 2
Weekapaug Groove - 2
46 Days - 1
A Day in the Life - 1
Buried Alive - 1
Chalk Dust Torture - 1
Down with Disease - 1
Drift While You're Sleeping - 1
Fire - 1
Ghost - 1
Golgi Apparatus - 1
I Been Around - 1
Martian Monster - 1
Prince Caspian - 1
Sand - 1
Show of Life - 1
Split Open and Melt - 1
Suzy Greenberg - 1
Sweet Adeline - 1
The Star-Spangled Banner - 1
Tweezer Reprise - 1
Walk Away - 1
Walls of the Cave - 1

Third Set Openers

46 Days - 1
Cavern - 1
Character Zero - 1
Fast Enough for You - 1
Golden Age - 1
Meatstick - 1
Party Time - 1
Rock and Roll - 1
Twist - 1

Third Set Closers

A Day in the Life - 1
Bug - 1
First Tube - 1
Friday - 1
Lawn Boy - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1
Walls of the Cave - 1
You Enjoy Myself - 1

Fourth Set Openers

Drive-In Jam - 1
Storage Jam - 1
Tower Jam - 1

Fourth Set Closers

Drive-In Jam - 1
Sleeping Monkey - 1
Tower Jam - 1

Encores

Tweezer Reprise - 17
Loving Cup - 11
First Tube - 7
Good Times Bad Times - 6
Suzy Greenberg - 6
Julius - 5
Show of Life - 5
Character Zero - 4
Contact - 4
Harry Hood - 4
Boogie On Reggae Woman - 3
Farmhouse - 3
Quinn the Eskimo (The Mighty Quinn) - 3
Rock and Roll - 3
Slave to the Traffic Light - 3
A Day in the Life - 2
Backwards Down the Number Line - 2
Bouncing Around the Room - 2
Bug - 2
Driver - 2
Grind - 2
Kung - 2
Possum - 2
Rocky Top - 2
Sabotage - 2
Saw It Again - 2
Sleeping Monkey - 2
The Squirming Coil - 2
You Enjoy Myself - 2
Big Black Furry Creature from Mars - 1
Chalk Dust Torture - 1
Cinnamon Girl - 1
Dog Log - 1
Fire - 1
Foam - 1
Gotta Jibboo - 1
I Am the Walrus - 1
Iron Man - 1
Joy - 1
Lawn Boy - 1
Meatstick - 1
More - 1
On the Road Again - 1
Plasma - 1
Punch You in the Eye - 1
Run Like an Antelope - 1
Say It To Me S.A.N.T.O.S. - 1
Shine a Light - 1
Sing Monica - 1
Sleep - 1
The Curtain With - 1
The Lizards - 1
The Mango Song - 1
The Oh Kee Pa Ceremony - 1
Tube - 1
When the Circus Comes - 1
Wombat - 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 2003

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 32 song debuts
0.37 debuts per show.
The most frequently played song you have seen debuted is Yarmouth Road (32 times).

Sort by Earliest debuted Most often played

Breakup Song Breakdown

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

Anything But Me - 1
Chariots of Fire - 1
Cool Jerk - 1
Daniel Saw the Stone - 1
Discern - 1
Dog Log - 1
Everyday I Have the Blues - 1
Friday - 1
Mellow Mood - 1
Rock Me Baby - 1

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

Light - 24
Backwards Down the Number Line - 22
Bathtub Gin - 20
Rift - 20
The Moma Dance - 20
Tweezer Reprise - 20
Back on the Train - 18
Ocelot - 18
Sand - 18
Suzy Greenberg - 17

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