Shows by day of week

• Sunday- 16
• Monday- 4
• Tuesday- 6
• Wednesday- 5
• Thursday- 3
• Friday- 18
• Saturday- 18

Shows by month

• January - 4
• February -
• March -
• April - 3
• May -
• June - 5
• July - 24
• August - 9
• September - 2
• October - 7
• November - 8
• December - 8

Shows by year

• 1997- 3
• 1998- 5
• 1999- 2
• 2000- 2
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 0
• 2010- 8
• 2011- 0
• 2012- 5
• 2013- 8
• 2014- 0
• 2015- 5
• 2016- 10
• 2017- 10
• 2018- 2
• 2019- 5
• 2020- 0
• 2021- 3
• 2022- 2
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 11/29- 3
• 7/6- 3
• 11/28- 2
• 11/30- 2
• 12/28- 2
• 12/30- 2
• 7/5- 2
• 7/7- 2
• 7/8- 2
• 1/1- 1
• 1/15- 1
• 1/16- 1
• 1/17- 1
• 10/16- 1
• 10/17- 1
• 10/22- 1
• 10/23- 1
• 10/24- 1
• 10/25- 1
• 10/26- 1
• 11/27- 1

Shows by States

• NY - 35 (50%)
• MA - 23 (33%)
• RI - 5 (7%)
• Mexico - 3 (4%)
• NJ - 3 (4%)
• CT - 1 (1%)

Shows by Time Zone

• Eastern - 70 (100%)
• Mountain - 0 (0%)
• Central - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• New York, NY - 17 (24%)
• Worcester, MA - 12 (17%)
• Saratoga Springs, NY - 11 (16%)
• Mansfield, MA - 7 (10%)
• Providence, RI - 5 (7%)
• Atlantic City, NJ - 3 (4%)
• Quintana Roo, Mexico - 3 (4%)
• Watkins Glen, NY - 3 (4%)
• Amherst, MA - 2 (3%)
• Albany, NY - 2 (3%)
• Boston, MA - 2 (3%)
• Uniondale, NY - 1 (1%)
• Syracuse, NY - 1 (1%)
• Hartford, CT - 1 (1%)

Shows by Venues

• Madison Square Garden - 17 (24%)
• Worcester Centrum Centre - 12 (17%)
• Saratoga Performing Arts Center - 11 (16%)
• Great Woods Center for the Performing Arts - 7 (10%)
• Providence Civic Center - 5 (7%)
• Atlantic City Beach - 3 (4%)
• Watkins Glen International - 3 (4%)
• Riviera Maya - 3 (4%)
• Fenway Park - 2 (3%)
• University of Massachusetts - 2 (3%)
• Pepsi Arena - 2 (3%)
• The Comcast Theatre - 1 (1%)
• Lakeview Amphitheater - 1 (1%)
• Nassau Veterans Memorial Coliseum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 12 (17%)
• After hiatus - 58 (83%)

327 different songs have been played (33% of songs Phish have played).
The average number of songs per show is 20.5.
The average amount of times each song was played is 4.28.
There were 120 onetimers
1436 total songs have been played in the selected shows.

There were 1 one set shows
There were 67 two set shows
There were 1 three set shows
There were 1 four set shows
3 songs were in a four show rotation.
21 songs were in a five show rotation.

Total Times Played

Possum - 20 (28%)
Down with Disease - 19 (27%)
Carini - 18 (25%)
The Moma Dance - 17 (24%)
Bathtub Gin - 16 (22%)
Chalk Dust Torture - 16 (22%)
Character Zero - 16 (22%)
Free - 16 (22%)
Wolfman's Brother - 16 (22%)
Back on the Train - 15 (21%)
Backwards Down the Number Line - 15 (21%)
Ghost - 15 (21%)
Run Like an Antelope - 15 (21%)
Weekapaug Groove - 15 (21%)
David Bowie - 14 (20%)
Funky Bitch - 14 (20%)
Harry Hood - 14 (20%)
Mike's Song - 14 (20%)
Piper - 14 (20%)
Rift - 14 (20%)
Tube - 14 (20%)
46 Days - 13 (18%)
Sand - 13 (18%)
Slave to the Traffic Light - 13 (18%)
Also Sprach Zarathustra - 12 (17%)
Cities - 12 (17%)
Light - 12 (17%)
Prince Caspian - 12 (17%)
Sample in a Jar - 12 (17%)
The Wedge - 12 (17%)
Roggae - 11 (15%)
Simple - 11 (15%)
Stash - 11 (15%)
Theme From the Bottom - 11 (15%)
You Enjoy Myself - 11 (15%)
Julius - 10 (14%)
Kill Devil Falls - 10 (14%)
Loving Cup - 10 (14%)
Maze - 10 (14%)
Suzy Greenberg - 10 (14%)
Twist - 10 (14%)
Wading in the Velvet Sea - 10 (14%)
Birds of a Feather - 9 (12%)
Cavern - 9 (12%)
Golgi Apparatus - 9 (12%)
Lawn Boy - 9 (12%)
Reba - 9 (12%)
Roses Are Free - 9 (12%)
Split Open and Melt - 9 (12%)
What's the Use? - 9 (12%)
Wilson - 9 (12%)
Axilla - 8 (11%)
Bug - 8 (11%)
First Tube - 8 (11%)
Halfway to the Moon - 8 (11%)
Heavy Things - 8 (11%)
Limb By Limb - 8 (11%)
Mound - 8 (11%)
Tweezer - 8 (11%)
555 - 7 (10%)
Blaze On - 7 (10%)
Boogie On Reggae Woman - 7 (10%)
Bouncing Around the Room - 7 (10%)
Divided Sky - 7 (10%)
Drowned - 7 (10%)
Farmhouse - 7 (10%)
Gumbo - 7 (10%)
I Didn't Know - 7 (10%)
Martian Monster - 7 (10%)
My Soul - 7 (10%)
NICU - 7 (10%)
Ocelot - 7 (10%)
Punch You in the Eye - 7 (10%)
Rock and Roll - 7 (10%)
Runaway Jim - 7 (10%)
The Squirming Coil - 7 (10%)
Tweezer Reprise - 7 (10%)
Walls of the Cave - 7 (10%)
Ya Mar - 7 (10%)
AC/DC Bag - 6 (8%)
Army of One - 6 (8%)
Fuego - 6 (8%)
Halley's Comet - 6 (8%)
Horn - 6 (8%)
No Men In No Man's Land - 6 (8%)
Scent of a Mule - 6 (8%)
Sparkle - 6 (8%)
Stealing Time From the Faulty Plan - 6 (8%)
Timber (Jerry the Mule) - 6 (8%)
Twenty Years Later - 6 (8%)
Camel Walk - 5 (7%)
Dirt - 5 (7%)
Everything's Right - 5 (7%)
Golden Age - 5 (7%)
It's Ice - 5 (7%)
Meatstick - 5 (7%)
Party Time - 5 (7%)
Rocky Top - 5 (7%)
Set Your Soul Free - 5 (7%)
Seven Below - 5 (7%)
Shine a Light - 5 (7%)
Steam - 5 (7%)
Taste - 5 (7%)
Vultures - 5 (7%)
Waiting All Night - 5 (7%)
Waves - 5 (7%)
Yarmouth Road - 5 (7%)
A Song I Heard the Ocean Sing - 4 (5%)
Crowd Control - 4 (5%)
Fluffhead - 4 (5%)
Foam - 4 (5%)
Ginseng Sullivan - 4 (5%)
Good Times Bad Times - 4 (5%)
Guyute - 4 (5%)
How Many People Are You - 4 (5%)
I Am Hydrogen - 4 (5%)
Joy - 4 (5%)
Makisupa Policeman - 4 (5%)
Meat - 4 (5%)
Mountains in the Mist - 4 (5%)
My Friend, My Friend - 4 (5%)
Nellie Kane - 4 (5%)
Saw It Again - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Show of Life - 4 (5%)
Sneakin' Sally Through the Alley - 4 (5%)
The Dogs - 4 (5%)
The Lizards - 4 (5%)
The Mango Song - 4 (5%)
Undermind - 4 (5%)
Water in the Sky - 4 (5%)
When the Circus Comes - 4 (5%)
About to Run - 3 (4%)
Alaska - 3 (4%)
Avenu Malkenu - 3 (4%)
Big Black Furry Creature from Mars - 3 (4%)
Bold As Love - 3 (4%)
Breath and Burning - 3 (4%)
Brian and Robert - 3 (4%)
Brother - 3 (4%)
Buffalo Bill - 3 (4%)
Buried Alive - 3 (4%)
Destiny Unbound - 3 (4%)
Fire - 3 (4%)
Frankenstein - 3 (4%)
Gotta Jibboo - 3 (4%)
Hold Your Head Up - 3 (4%)
Kung - 3 (4%)
Llama - 3 (4%)
Mercury - 3 (4%)
No Quarter - 3 (4%)
Pigtail - 3 (4%)
Plasma - 3 (4%)
Poor Heart - 3 (4%)
Say It To Me S.A.N.T.O.S. - 3 (4%)
Silent in the Morning - 3 (4%)
Steep - 3 (4%)
Strange Design - 3 (4%)
Swept Away - 3 (4%)
The Curtain With - 3 (4%)
The Landlady - 3 (4%)
The Line - 3 (4%)
The Man Who Stepped Into Yesterday - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
Waste - 3 (4%)
A Day in the Life - 2 (2%)
Albuquerque - 2 (2%)
All of These Dreams - 2 (2%)
Cars Trucks Buses - 2 (2%)
Contact - 2 (2%)
Cool It Down - 2 (2%)
Driver - 2 (2%)
Fee - 2 (2%)
Guelah Papyrus - 2 (2%)
Happy Birthday to You - 2 (2%)
I Am the Walrus - 2 (2%)
If I Could - 2 (2%)
Jam - 2 (2%)
Leaves - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Mexican Cousin - 2 (2%)
More - 2 (2%)
My Mind's Got a Mind of its Own - 2 (2%)
My Sweet One - 2 (2%)
Paul and Silas - 2 (2%)
Peaches en Regalia - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Ride Captain Ride - 2 (2%)
Rise/Come Together - 2 (2%)
Ruby Waves - 2 (2%)
Sanity - 2 (2%)
Soul Shakedown Party - 2 (2%)
Space Oddity - 2 (2%)
Sugar Shack - 2 (2%)
Tela - 2 (2%)
The Birds - 2 (2%)
The Curtain - 2 (2%)
The Final Hurrah - 2 (2%)
The Horse - 2 (2%)
The Old Home Place - 2 (2%)
The Sloth - 2 (2%)
Torn and Frayed - 2 (2%)
Walk Away - 2 (2%)
Wingsuit - 2 (2%)
Winterqueen - 2 (2%)
Wipe Out - 2 (2%)
Wombat - 2 (2%)
1999 - 1 (1%)
A Life Beyond The Dream - 1 (1%)
All the Pain Through the Years - 1 (1%)
Alumni Blues - 1 (1%)
Architect - 1 (1%)
Ass Handed - 1 (1%)
Auld Lang Syne - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Bike - 1 (1%)
Billy Breathes - 1 (1%)
Black-Eyed Katy - 1 (1%)
Blister in the Sun - 1 (1%)
Bye Bye Foot - 1 (1%)
Can't Always Listen - 1 (1%)
Catapult - 1 (1%)
Chocolate Rain - 1 (1%)
Cinnamon Girl - 1 (1%)
Coconut - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Corinna - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crosseyed and Painless - 1 (1%)
Crossroads - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Dem Bones - 1 (1%)
Devotion To a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Dr. Gabel - 1 (1%)
Drift While You're Sleeping - 1 (1%)
Drive-In Jam - 1 (1%)
Energy - 1 (1%)
Esther - 1 (1%)
Everything In Its Right Place - 1 (1%)
Fast Enough for You - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Foreplay/Long Time - 1 (1%)
Frankie Says - 1 (1%)
Friends - 1 (1%)
Glide - 1 (1%)
Grind - 1 (1%)
Ha Ha Ha - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Hello My Baby - 1 (1%)
Home - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Been Around - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Johnny B. Goode - 1 (1%)
La Grange - 1 (1%)
Layla - 1 (1%)
Let Me Lie - 1 (1%)
Let's Go - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Lit O Bit - 1 (1%)
Love Me - 1 (1%)
Love You - 1 (1%)
Maple Leaf Rag - 1 (1%)
Maybe - 1 (1%)
Mind Left Body Jam - 1 (1%)
Mirror in the Bathroom - 1 (1%)
Miss You - 1 (1%)
Moby Dick - 1 (1%)
Mock Song - 1 (1%)
Moonage Daydream - 1 (1%)
Mr. Completely - 1 (1%)
My Problem Right There - 1 (1%)
NO2 - 1 (1%)
Nothing - 1 (1%)
O Canada - 1 (1%)
O Holy Night - 1 (1%)
Pebbles and Marbles - 1 (1%)
Powderfinger - 1 (1%)
Psycho Killer - 1 (1%)
Roadrunner - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Sabotage - 1 (1%)
Scabbard - 1 (1%)
See That My Grave Is Kept Clean - 1 (1%)
Shafty - 1 (1%)
Shake Your Coconuts - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Sigma Oasis - 1 (1%)
Sing Monica - 1 (1%)
Sleep - 1 (1%)
Sleep Again - 1 (1%)
Sleeping Monkey - 1 (1%)
Strawberry Fields Forever - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Sunday Morning - 1 (1%)
Sweet Jane - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Howling - 1 (1%)
The Ocean - 1 (1%)
The Very Long Fuse - 1 (1%)
The Wind Cries Mary - 1 (1%)
Them Changes - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Timber - 1 (1%)
Time Turns Elastic - 1 (1%)
Train Song - 1 (1%)
Tuesday's Gone - 1 (1%)
Turtle in the Clouds - 1 (1%)
Uncle Pen - 1 (1%)
Waking Up Dead - 1 (1%)
Way Down in the Hole - 1 (1%)
Weigh - 1 (1%)
What Things Seem - 1 (1%)
White Winter Hymnal - 1 (1%)
You Sexy Thing - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

AC/DC Bag - 3
Crowd Control - 3
Kill Devil Falls - 3
The Moma Dance - 3
The Wedge - 3
Carini - 2
Free - 2
Funky Bitch - 2
Ghost - 2
Llama - 2
Party Time - 2
Sample in a Jar - 2
Stealing Time From the Faulty Plan - 2
The Landlady - 2
A Song I Heard the Ocean Sing - 1
Brother - 1
Buried Alive - 1
Camel Walk - 1
Cars Trucks Buses - 1
Chocolate Rain - 1
Divided Sky - 1
Down with Disease - 1
First Tube - 1
Foreplay/Long Time - 1
Grind - 1
Gumbo - 1
Guyute - 1
Lit O Bit - 1
Meatstick - 1
Mexican Cousin - 1
NICU - 1
O Canada - 1
Paul and Silas - 1
Pigtail - 1
Punch You in the Eye - 1
Roadrunner - 1
Runaway Jim - 1
See That My Grave Is Kept Clean - 1
Shake Your Coconuts - 1
Simple - 1
Strawberry Fields Forever - 1
Sunday Morning - 1
The Curtain - 1
The Curtain With - 1
The Oh Kee Pa Ceremony - 1
Turtle in the Clouds - 1
Tweezer - 1
Tweezer Reprise - 1
Way Down in the Hole - 1
White Winter Hymnal - 1
Wolfman's Brother - 1

First Set Closers

Run Like an Antelope - 6
Walls of the Cave - 6
Character Zero - 5
David Bowie - 4
Bathtub Gin - 3
Julius - 3
Split Open and Melt - 3
The Squirming Coil - 3
46 Days - 2
Rocky Top - 2
Sand - 2
Suzy Greenberg - 2
You Enjoy Myself - 2
About to Run - 1
Birds of a Feather - 1
Blaze On - 1
Bold As Love - 1
Chalk Dust Torture - 1
Fire - 1
First Tube - 1
Funky Bitch - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
I Am the Walrus - 1
La Grange - 1
Layla - 1
Light Up Or Leave Me Alone - 1
Loving Cup - 1
More - 1
Possum - 1
Runaway Jim - 1
Saw It Again - 1
Space Oddity - 1
Stash - 1
The Birdwatcher - 1
Tube - 1
Tweezer Reprise - 1
Walk Away - 1
Wilson - 1

Second Set Openers

Down with Disease - 11
Chalk Dust Torture - 6
Carini - 5
Drowned - 4
Mike's Song - 3
Sand - 3
Ghost - 2
Golden Age - 2
Rock and Roll - 2
Tweezer - 2
Wolfman's Brother - 2
46 Days - 1
AC/DC Bag - 1
Axilla - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Birds of a Feather - 1
Blaze On - 1
Buried Alive - 1
Dem Bones - 1
Energy - 1
Everything's Right - 1
Have Mercy - 1
I Never Needed You Like This Before - 1
Julius - 1
Martian Monster - 1
NICU - 1
No Men In No Man's Land - 1
Roses Are Free - 1
Runaway Jim - 1
Set Your Soul Free - 1
Seven Below - 1
Sigma Oasis - 1
Soul Shakedown Party - 1
The Wedge - 1
Timber (Jerry the Mule) - 1
Twist - 1
Waves - 1

Second Set Closers

Slave to the Traffic Light - 6
David Bowie - 5
Run Like an Antelope - 5
Weekapaug Groove - 5
You Enjoy Myself - 5
Character Zero - 4
Harry Hood - 3
Possum - 3
Cavern - 2
First Tube - 2
Loving Cup - 2
Shine a Light - 2
Show of Life - 2
Suzy Greenberg - 2
A Day in the Life - 1
Backwards Down the Number Line - 1
Bug - 1
Buried Alive - 1
Coconut - 1
Drift While You're Sleeping - 1
Fire - 1
Fluffhead - 1
Frankenstein - 1
Guyute - 1
In The Good Old Summer Time - 1
Johnny B. Goode - 1
Martian Monster - 1
More - 1
Prince Caspian - 1
Rock and Roll - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Twist - 1
Wading in the Velvet Sea - 1
Walk Away - 1

Third Set Openers

Meatstick - 1
No Men In No Man's Land - 1

Third Set Closers

Backwards Down the Number Line - 1
Walls of the Cave - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Character Zero - 6
Loving Cup - 6
Tweezer Reprise - 6
First Tube - 3
Good Times Bad Times - 3
Possum - 3
Rock and Roll - 3
Slave to the Traffic Light - 3
Suzy Greenberg - 3
The Squirming Coil - 3
Boogie On Reggae Woman - 2
Bug - 2
Farmhouse - 2
Frankenstein - 2
Harry Hood - 2
Rocky Top - 2
Shine a Light - 2
You Enjoy Myself - 2
A Day in the Life - 1
A Life Beyond The Dream - 1
Backwards Down the Number Line - 1
Big Black Furry Creature from Mars - 1
Bold As Love - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Cavern - 1
Chalk Dust Torture - 1
Cinnamon Girl - 1
Cities - 1
Contact - 1
Driver - 1
Fee - 1
Fire - 1
Fluffhead - 1
Golgi Apparatus - 1
Gumbo - 1
Hello My Baby - 1
I Am the Walrus - 1
Julius - 1
Kung - 1
Meatstick - 1
Moby Dick - 1
My Soul - 1
My Sweet One - 1
Peaches en Regalia - 1
Plasma - 1
Powderfinger - 1
Punch You in the Eye - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rise/Come Together - 1
Rock 'n' Roll Suicide - 1
Roggae - 1
Roses Are Free - 1
Run Like an Antelope - 1
Sabotage - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Show of Life - 1
Sleep - 1
Space Oddity - 1
Sweet Jane - 1
The Lizards - 1
The Mango Song - 1
The Ocean - 1
The Oh Kee Pa Ceremony - 1
The Wind Cries Mary - 1
Them Changes - 1
Tube - 1
Tuesday's Gone - 1
Wading in the Velvet Sea - 1
Wilson - 1
Wipe Out - 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 1997

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 36 song debuts
0.51 debuts per show.
The most frequently played song you have seen debuted is Halfway to the Moon (52 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Jam - 2
The Curtain - 2
Wipe Out - 2
All the Pain Through the Years - 1
Beauty of My Dreams - 1
Bike - 1
Black-Eyed Katy - 1
Catapult - 1
Crossroads - 1
Dog Log - 1

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

Backwards Down the Number Line - 15
46 Days - 13
Sand - 13
Light - 12
Kill Devil Falls - 10
Halfway to the Moon - 8
Mound - 8
555 - 7
Blaze On - 7
Boogie On Reggae Woman - 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:

Jam - 2
The Curtain - 2
Wipe Out - 2
All the Pain Through the Years - 1
Beauty of My Dreams - 1
Bike - 1
Black-Eyed Katy - 1
Catapult - 1
Crossroads - 1
Dog Log - 1

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

Backwards Down the Number Line - 15
46 Days - 13
Sand - 13
Light - 12
Kill Devil Falls - 10
Halfway to the Moon - 8
Mound - 8
555 - 7
Blaze On - 7
Boogie On Reggae Woman - 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