Shows by day of week

• Sunday- 17
• Monday- 3
• Tuesday- 4
• Wednesday- 4
• Thursday- 9
• Friday- 16
• Saturday- 17

Shows by month

• January -
• February -
• March - 1
• April - 13
• May -
• June -
• July - 2
• August - 15
• September - 17
• October - 13
• November - 1
• December - 8

Shows by year

• 1991- 1
• 1992- 3
• 1993- 2
• 1994- 0
• 1995- 0
• 1996- 0
• 1997- 0
• 1998- 0
• 1999- 1
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 0
• 2010- 0
• 2011- 0
• 2012- 0
• 2013- 0
• 2014- 0
• 2015- 0
• 2016- 0
• 2017- 2
• 2018- 7
• 2019- 7
• 2020- 0
• 2021- 14
• 2022- 8
• 2023- 16
• 2024- 9

Most Frequently Played Dates

• 9/1- 6
• 8/31- 4
• 9/3- 4
• 4/21- 3
• 9/2- 3
• 10/24- 2
• 10/31- 2
• 12/28- 2
• 12/29- 2
• 12/30- 2
• 12/31- 2
• 4/22- 2
• 4/23- 2
• 8/30- 2
• 9/4- 2
• 10/15- 1
• 10/16- 1
• 10/17- 1
• 10/22- 1
• 10/23- 1
• 10/26- 1

Shows by States

• CO - 23 (33%)
• CA - 15 (21%)
• NY - 14 (20%)
• NV - 7 (10%)
• AZ - 6 (9%)
• DE - 4 (6%)
• OR - 1 (1%)

Shows by Time Zone

• Mountain - 29 (41%)
• Pacific - 23 (33%)
• Eastern - 18 (26%)
• Central - 0 (0%)

Shows by Cities

• Commerce City, CO - 23 (33%)
• New York, NY - 14 (20%)
• Las Vegas, NV - 7 (10%)
• Dover, DE - 4 (6%)
• Hollywood, CA - 3 (4%)
• Inglewood, CA - 3 (4%)
• Berkeley, CA - 3 (4%)
• Phoenix, AZ - 2 (3%)
• Tucson, AZ - 2 (3%)
• San Francisco, CA - 2 (3%)
• Portland, OR - 1 (1%)
• Prescott, AZ - 1 (1%)
• Irvine, CA - 1 (1%)
• Santa Barbara, CA - 1 (1%)
• Chula Vista, CA - 1 (1%)
• Tempe, AZ - 1 (1%)
• Sacramento, CA - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 23 (33%)
• Madison Square Garden - 14 (20%)
• MGM Grand Garden Arena - 6 (9%)
• The Woodlands - 4 (6%)
• Hollywood Bowl - 3 (4%)
• Great Western Forum - 3 (4%)
• Berkeley - 3 (4%)
• Chase Center - 2 (3%)
• Santa Barbara Bowl - 1 (1%)
• University of Arizona Student Union - 1 (1%)
• Hotel St. Michael - 1 (1%)
• Pima County Fairgrounds - 1 (1%)
• Coors Amphitheatre - 1 (1%)
• Desert Sky Pavilion - 1 (1%)
• After the Gold Rush - 1 (1%)
• Golden 1 Center - 1 (1%)
• Arlene Schnitzer Concert Hall - 1 (1%)
• Sphere - 1 (1%)
• Celebrity Theatre - 1 (1%)
• Verizon Wireless Amphitheater - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 7 (10%)
• After hiatus - 63 (90%)

310 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 19.3.
The average amount of times each song was played is 4.28.
There were 115 onetimers
1356 total songs have been played in the selected shows.

There were 4 one set shows
There were 60 two set shows
There were 6 three set shows
2 songs were in a four show rotation.
22 songs were in a five show rotation.

Total Times Played

Ghost - 18 (25%)
Harry Hood - 18 (25%)
Chalk Dust Torture - 17 (24%)
Character Zero - 17 (24%)
Sand - 17 (24%)
46 Days - 16 (22%)
Bathtub Gin - 16 (22%)
Slave to the Traffic Light - 16 (22%)
Also Sprach Zarathustra - 15 (21%)
Carini - 15 (21%)
Everything's Right - 15 (21%)
First Tube - 15 (21%)
Possum - 15 (21%)
The Moma Dance - 15 (21%)
Tube - 15 (21%)
Tweezer - 15 (21%)
Tweezer Reprise - 15 (21%)
Weekapaug Groove - 15 (21%)
Blaze On - 14 (20%)
Down with Disease - 14 (20%)
Free - 14 (20%)
Mike's Song - 14 (20%)
Set Your Soul Free - 13 (18%)
Wolfman's Brother - 13 (18%)
Maze - 12 (17%)
More - 12 (17%)
No Men In No Man's Land - 12 (17%)
Piper - 12 (17%)
Back on the Train - 11 (15%)
Cavern - 11 (15%)
David Bowie - 11 (15%)
Fuego - 11 (15%)
Light - 11 (15%)
Run Like an Antelope - 11 (15%)
Sigma Oasis - 11 (15%)
You Enjoy Myself - 11 (15%)
A Life Beyond The Dream - 10 (14%)
Divided Sky - 10 (14%)
Kill Devil Falls - 10 (14%)
Reba - 10 (14%)
Say It To Me S.A.N.T.O.S. - 10 (14%)
Stash - 10 (14%)
Twist - 10 (14%)
What's the Use? - 10 (14%)
Drift While You're Sleeping - 9 (12%)
Fluffhead - 9 (12%)
Halley's Comet - 9 (12%)
Simple - 9 (12%)
Split Open and Melt - 9 (12%)
Steam - 9 (12%)
Theme From the Bottom - 9 (12%)
555 - 8 (11%)
A Wave of Hope - 8 (11%)
Birds of a Feather - 8 (11%)
Bouncing Around the Room - 8 (11%)
Llama - 8 (11%)
Loving Cup - 8 (11%)
My Friend, My Friend - 8 (11%)
Rift - 8 (11%)
Ruby Waves - 8 (11%)
Runaway Jim - 8 (11%)
Backwards Down the Number Line - 7 (10%)
Funky Bitch - 7 (10%)
Gotta Jibboo - 7 (10%)
I Am Hydrogen - 7 (10%)
Lonely Trip - 7 (10%)
Mercury - 7 (10%)
Mountains in the Mist - 7 (10%)
NICU - 7 (10%)
Sparkle - 7 (10%)
Suzy Greenberg - 7 (10%)
The Howling - 7 (10%)
The Lizards - 7 (10%)
About to Run - 6 (8%)
Beneath a Sea of Stars Part 1 - 6 (8%)
Bug - 6 (8%)
Crosseyed and Painless - 6 (8%)
Evolve - 6 (8%)
Fee - 6 (8%)
Meatstick - 6 (8%)
Prince Caspian - 6 (8%)
Roggae - 6 (8%)
Scents and Subtle Sounds - 6 (8%)
Shade - 6 (8%)
The Wedge - 6 (8%)
Turtle in the Clouds - 6 (8%)
Undermind - 6 (8%)
AC/DC Bag - 5 (7%)
Axilla (Part II) - 5 (7%)
Buried Alive - 5 (7%)
Esther - 5 (7%)
Farmhouse - 5 (7%)
Golgi Apparatus - 5 (7%)
It's Ice - 5 (7%)
Julius - 5 (7%)
Martian Monster - 5 (7%)
Oblivion - 5 (7%)
Ocelot - 5 (7%)
Soul Planet - 5 (7%)
The Squirming Coil - 5 (7%)
Wilson - 5 (7%)
A Song I Heard the Ocean Sing - 4 (5%)
Don't Doubt Me - 4 (5%)
Ether Edge - 4 (5%)
Golden Age - 4 (5%)
Guelah Papyrus - 4 (5%)
Gumbo - 4 (5%)
Lawn Boy - 4 (5%)
Party Time - 4 (5%)
Plasma - 4 (5%)
Poor Heart - 4 (5%)
Rise/Come Together - 4 (5%)
Silent in the Morning - 4 (5%)
Sneakin' Sally Through the Alley - 4 (5%)
Taste - 4 (5%)
The Final Hurrah - 4 (5%)
The Horse - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Twenty Years Later - 4 (5%)
Waste - 4 (5%)
Ya Mar - 4 (5%)
Army of One - 3 (4%)
Boogie On Reggae Woman - 3 (4%)
Cities - 3 (4%)
Foam - 3 (4%)
Hold Your Head Up - 3 (4%)
I Didn't Know - 3 (4%)
Leaves - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
Most Events Aren't Planned - 3 (4%)
My Soul - 3 (4%)
Pebbles and Marbles - 3 (4%)
Punch You in the Eye - 3 (4%)
Rocky Top - 3 (4%)
Sample in a Jar - 3 (4%)
Seven Below - 3 (4%)
Sweet Adeline - 3 (4%)
The Man Who Stepped Into Yesterday - 3 (4%)
Uncle Pen - 3 (4%)
Walls of the Cave - 3 (4%)
We Are Come to Outlive Our Brains - 3 (4%)
Wingsuit - 3 (4%)
Your Pet Cat - 3 (4%)
All of These Dreams - 2 (2%)
Ass Handed - 2 (2%)
Auld Lang Syne - 2 (2%)
Avenu Malkenu - 2 (2%)
Axilla - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Billy Breathes - 2 (2%)
Cold as Ice - 2 (2%)
Cool It Down - 2 (2%)
Corinna - 2 (2%)
Crazy Sometimes - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Dog Faced Boy - 2 (2%)
Grind - 2 (2%)
Guyute - 2 (2%)
Halfway to the Moon - 2 (2%)
Harpua - 2 (2%)
Heavy Things - 2 (2%)
Hey Stranger - 2 (2%)
Horn - 2 (2%)
I Always Wanted It This Way - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
Life Saving Gun - 2 (2%)
Lifeboy - 2 (2%)
Meat - 2 (2%)
Memories - 2 (2%)
Miss You - 2 (2%)
Mr. Completely - 2 (2%)
Mull - 2 (2%)
No Quarter - 2 (2%)
Olivia's Pool - 2 (2%)
Pillow Jets - 2 (2%)
Rock and Roll - 2 (2%)
Scent of a Mule - 2 (2%)
Show of Life - 2 (2%)
Sleeping Monkey - 2 (2%)
Strange Design - 2 (2%)
Strawberry Letter 23 - 2 (2%)
Stray Dog - 2 (2%)
Sugar Shack - 2 (2%)
The Landlady - 2 (2%)
The Mango Song - 2 (2%)
The Sloth - 2 (2%)
Train Song - 2 (2%)
Vultures - 2 (2%)
Wading in the Velvet Sea - 2 (2%)
Water in the Sky - 2 (2%)
What's Going Through Your Mind - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Winterqueen - 2 (2%)
Wombat - 2 (2%)
Yarmouth Road - 2 (2%)
1999 - 1 (1%)
20-20 Vision - 1 (1%)
Access Me - 1 (1%)
All Things Reconsidered - 1 (1%)
Alumni Blues - 1 (1%)
Amazing Grace - 1 (1%)
And So To Bed - 1 (1%)
Back in the Bubble - 1 (1%)
Beauty of My Dreams - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bike - 1 (1%)
Bliss - 1 (1%)
Bold As Love - 1 (1%)
Breath and Burning - 1 (1%)
Brian and Robert - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
Bye Bye Foot - 1 (1%)
Camel Walk - 1 (1%)
Can't Always Listen - 1 (1%)
Cars Trucks Buses - 1 (1%)
Catapult - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Clear Your Mind - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Contact - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cracklin' Rosie - 1 (1%)
Destiny Unbound - 1 (1%)
Dinner and a Movie - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Drowned - 1 (1%)
Egg in a Hole - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Evening Song - 1 (1%)
Everything is Hollow - 1 (1%)
Fire - 1 (1%)
Five Years - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Fuck Your Face - 1 (1%)
Get More Down - 1 (1%)
Glide - 1 (1%)
Good Times Bad Times - 1 (1%)
Guy Forget - 1 (1%)
Heavy Rotation - 1 (1%)
Hello My Baby - 1 (1%)
Home - 1 (1%)
How Many People Are You - 1 (1%)
I Am in Miami - 1 (1%)
I Am the Walrus - 1 (1%)
Icculus - 1 (1%)
If 6 Was 9 - 1 (1%)
If I Could - 1 (1%)
Izabella - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Joy - 1 (1%)
Keeping It Real - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
L.A. Woman - 1 (1%)
Lengthwise - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Love You - 1 (1%)
Magilla - 1 (1%)
Makisupa Policeman - 1 (1%)
Mellow Mood - 1 (1%)
Mercy - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Mound - 1 (1%)
My Sweet One - 1 (1%)
NO2 - 1 (1%)
Nothin' But A Nothin' - 1 (1%)
Passing Through - 1 (1%)
Peaches en Regalia - 1 (1%)
Play by Play - 1 (1%)
Rescue Squad - 1 (1%)
Roses Are Free - 1 (1%)
Sabotage - 1 (1%)
Saw It Again - 1 (1%)
Secret Language Instructions - 1 (1%)
Send in the Clowns - 1 (1%)
Shaggy Dog - 1 (1%)
Shine a Light - 1 (1%)
Sightless Escape - 1 (1%)
Something Living Here - 1 (1%)
Soul Shakedown Party - 1 (1%)
Stealing Time From the Faulty Plan - 1 (1%)
Sweet Emotion Jam - 1 (1%)
Take the 'A' Train - 1 (1%)
Tela - 1 (1%)
Terrapin - 1 (1%)
Thanksgiving - 1 (1%)
The 9th Cube - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Curtain - 1 (1%)
The Curtain With - 1 (1%)
The Dogs - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Silver Light - 1 (1%)
The Unwinding - 1 (1%)
The Well - 1 (1%)
Thunderhead - 1 (1%)
Tide Turns - 1 (1%)
Two Versions of Me - 1 (1%)
Waiting All Night - 1 (1%)
Walk Away - 1 (1%)
Waves - 1 (1%)
Weigh - 1 (1%)
When the Circus Comes - 1 (1%)
Woodlands Jam - 1 (1%)
You Gotta See Mama Every Night - 1 (1%)

First Set Openers

The Moma Dance - 5
Buried Alive - 3
Carini - 3
Fluffhead - 3
46 Days - 2
Chalk Dust Torture - 2
Everything's Right - 2
Free - 2
Julius - 2
Olivia's Pool - 2
Sand - 2
Suzy Greenberg - 2
A Wave of Hope - 1
Also Sprach Zarathustra - 1
Alumni Blues - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Birds of a Feather - 1
Blaze On - 1
Bouncing Around the Room - 1
Buffalo Bill - 1
Bug - 1
Can't Always Listen - 1
Cities - 1
Dog Log - 1
Evening Song - 1
First Tube - 1
Ghost - 1
Golgi Apparatus - 1
I Never Needed You Like This Before - 1
Loving Cup - 1
Martian Monster - 1
Mike's Song - 1
NICU - 1
No Men In No Man's Land - 1
Party Time - 1
Pebbles and Marbles - 1
Plasma - 1
Possum - 1
Punch You in the Eye - 1
Runaway Jim - 1
Sigma Oasis - 1
Soul Planet - 1
Stray Dog - 1
Sweet Adeline - 1
The Curtain With - 1
The Dogs - 1
The Final Hurrah - 1
The Oh Kee Pa Ceremony - 1
Turtle in the Clouds - 1
Wilson - 1
Wolfman's Brother - 1

First Set Closers

David Bowie - 6
Run Like an Antelope - 6
Bathtub Gin - 5
Character Zero - 5
Blaze On - 4
Ghost - 4
Drift While You're Sleeping - 3
More - 3
Cavern - 2
First Tube - 2
Life Saving Gun - 2
Rise/Come Together - 2
Sand - 2
Say It To Me S.A.N.T.O.S. - 2
46 Days - 1
A Wave of Hope - 1
About to Run - 1
Bug - 1
Carini - 1
Chalk Dust Torture - 1
Fluffhead - 1
Golden Age - 1
Golgi Apparatus - 1
Hello My Baby - 1
I Always Wanted It This Way - 1
I Am the Walrus - 1
I Never Needed You Like This Before - 1
Llama - 1
Most Events Aren't Planned - 1
Possum - 1
Set Your Soul Free - 1
The Squirming Coil - 1
Theme From the Bottom - 1
Twenty Years Later - 1
Walls of the Cave - 1
Weekapaug Groove - 1

Second Set Openers

Set Your Soul Free - 6
Chalk Dust Torture - 4
Mike's Song - 4
No Men In No Man's Land - 4
Everything's Right - 3
Also Sprach Zarathustra - 2
Blaze On - 2
Carini - 2
Down with Disease - 2
Loving Cup - 2
My Friend, My Friend - 2
46 Days - 1
AC/DC Bag - 1
Ass Handed - 1
Bathtub Gin - 1
Cars Trucks Buses - 1
Dogs Stole Things - 1
Don't Doubt Me - 1
Evolve - 1
Ghost - 1
Glide - 1
Gotta Jibboo - 1
Knuckle Bone Broth Avenue - 1
Llama - 1
Mr. Completely - 1
My Soul - 1
Oblivion - 1
Possum - 1
Prince Caspian - 1
Punch You in the Eye - 1
Rise/Come Together - 1
Sample in a Jar - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Scents and Subtle Sounds - 1
Seven Below - 1
Sightless Escape - 1
Sigma Oasis - 1
The Howling - 1
The Well - 1
Turtle in the Clouds - 1
Tweezer - 1
Twist - 1
What's Going Through Your Mind - 1

Second Set Closers

Slave to the Traffic Light - 7
Harry Hood - 6
Cavern - 4
Character Zero - 4
Possum - 4
First Tube - 3
Backwards Down the Number Line - 2
Carini - 2
Chalk Dust Torture - 2
Everything's Right - 2
Loving Cup - 2
Piper - 2
Split Open and Melt - 2
Tweezer Reprise - 2
Amazing Grace - 1
Blaze On - 1
David Bowie - 1
Divided Sky - 1
Down with Disease - 1
Drift While You're Sleeping - 1
Farmhouse - 1
Fluffhead - 1
Golgi Apparatus - 1
I Am in Miami - 1
Light - 1
Passing Through - 1
Rock and Roll - 1
Scents and Subtle Sounds - 1
Shine a Light - 1
Sigma Oasis - 1
Suzy Greenberg - 1
The Moma Dance - 1
Walk Away - 1
Walls of the Cave - 1
While My Guitar Gently Weeps - 1
You Enjoy Myself - 1

Third Set Openers

Carini - 1
Free - 1
McGrupp and the Watchful Hosemasters - 1
Send in the Clowns - 1
Set Your Soul Free - 1
Woodlands Jam - 1

Third Set Closers

Drift While You're Sleeping - 1
Possum - 1
Run Like an Antelope - 1
Split Open and Melt - 1
Woodlands Jam - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 13
Character Zero - 7
First Tube - 6
Slave to the Traffic Light - 6
More - 5
Say It To Me S.A.N.T.O.S. - 5
A Life Beyond The Dream - 4
Harry Hood - 4
Cavern - 3
Rocky Top - 3
Run Like an Antelope - 3
Silent in the Morning - 3
The Horse - 3
Waste - 3
Weekapaug Groove - 3
Wilson - 3
Backwards Down the Number Line - 2
Carini - 2
Fee - 2
Grind - 2
Julius - 2
Lonely Trip - 2
Memories - 2
Possum - 2
Sand - 2
Show of Life - 2
Sleeping Monkey - 2
Sparkle - 2
Sweet Adeline - 2
You Enjoy Myself - 2
Bathtub Gin - 1
Bold As Love - 1
Brian and Robert - 1
Bug - 1
David Bowie - 1
Divided Sky - 1
Don't Doubt Me - 1
Drift While You're Sleeping - 1
Evolve - 1
Fire - 1
Fluffhead - 1
Free Bird - 1
Fuck Your Face - 1
Fuego - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Gumbo - 1
Guyute - 1
Icculus - 1
It's Ice - 1
Lawn Boy - 1
Loving Cup - 1
Martian Monster - 1
Meatstick - 1
Mercy - 1
Miss You - 1
Pebbles and Marbles - 1
Rescue Squad - 1
Rock and Roll - 1
Sabotage - 1
Saw It Again - 1
Split Open and Melt - 1
Suzy Greenberg - 1
The Lizards - 1
The Mango Song - 1
The Squirming Coil - 1
Theme From the Bottom - 1
Vultures - 1
Wading in the Velvet Sea - 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 1991

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 35 song debuts
0.5 debuts per show.
The most frequently played song you have seen debuted is Say It To Me S.A.N.T.O.S. (43 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Hold Your Head Up - 3
I Didn't Know - 3
Sweet Adeline - 3
Uncle Pen - 3
Cold as Ice - 2
Memories - 2
The Landlady - 2
All Things Reconsidered - 1
Amazing Grace - 1
Bike - 1

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

Ghost - 18
46 Days - 16
Carini - 15
Everything's Right - 15
The Moma Dance - 15
Blaze On - 14
Free - 14
Set Your Soul Free - 13
Wolfman's Brother - 13
More - 12

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:

Hold Your Head Up - 3
I Didn't Know - 3
Sweet Adeline - 3
Uncle Pen - 3
Cold as Ice - 2
Memories - 2
The Landlady - 2
All Things Reconsidered - 1
Amazing Grace - 1
Bike - 1

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

Ghost - 18
46 Days - 16
Carini - 15
Everything's Right - 15
The Moma Dance - 15
Blaze On - 14
Free - 14
Set Your Soul Free - 13
Wolfman's Brother - 13
More - 12

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