Shows by day of week

• Sunday- 16
• Monday- 2
• Tuesday- 2
• Wednesday- 7
• Thursday- 2
• Friday- 19
• Saturday- 23

Shows by month

• January -
• February -
• March -
• April -
• May -
• June - 6
• July - 16
• August - 17
• September - 12
• October - 3
• November - 11
• December - 6

Shows by year

• 1994- 1
• 1995- 1
• 1996- 2
• 1997- 1
• 1998- 5
• 1999- 6
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 3
• 2010- 0
• 2011- 5
• 2012- 6
• 2013- 6
• 2014- 4
• 2015- 7
• 2016- 2
• 2017- 0
• 2018- 7
• 2019- 6
• 2020- 0
• 2021- 3
• 2022- 4
• 2023- 0
• 2024- 2
• 2025- 0
• 2026- 0

Most Frequently Played Dates

• 8/31- 4
• 9/1- 4
• 9/2- 3
• 10/28- 2
• 11/11- 2
• 7/18- 2
• 7/19- 2
• 7/20- 2
• 8/30- 2
• 8/7- 2
• 9/4- 2
• 10/27- 1
• 11/13- 1
• 11/14- 1
• 11/16- 1
• 11/18- 1
• 11/2- 1
• 11/20- 1
• 11/21- 1
• 11/3- 1
• 11/9- 1

Shows by States

• CO - 18 (25%)
• MI - 13 (18%)
• IL - 10 (14%)
• OH - 8 (11%)
• NY - 7 (10%)
• WI - 5 (7%)
• NJ - 3 (4%)
• NV - 2 (3%)
• IN - 2 (3%)
• MD - 2 (3%)
• VA - 1 (1%)

Shows by Time Zone

• Eastern - 36 (51%)
• Mountain - 18 (25%)
• Central - 15 (21%)
• Pacific - 2 (3%)

Shows by Cities

• Commerce City, CO - 18 (25%)
• Chicago, IL - 8 (11%)
• Cincinnati, OH - 5 (7%)
• East Troy, WI - 5 (7%)
• Auburn Hills, MI - 4 (6%)
• Grand Rapids, MI - 4 (6%)
• Atlantic City, NJ - 3 (4%)
• Watkins Glen, NY - 3 (4%)
• Clarkston, MI - 3 (4%)
• Volney, NY - 2 (3%)
• Las Vegas, NV - 2 (3%)
• Rosemont, IL - 2 (3%)
• Columbia, MD - 2 (3%)
• New York, NY - 2 (3%)
• Noblesville, IN - 2 (3%)
• Cuyahoga Falls, OH - 2 (3%)
• Portsmouth, VA - 1 (1%)
• Cleveland, OH - 1 (1%)
• Detroit, MI - 1 (1%)
• Ann Arbor, MI - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 18 (25%)
• Huntington Bank Pavilion at Northerly Island - 6 (8%)
• U.S. Bank Arena - 5 (7%)
• Alpine Valley Music Theatre - 5 (7%)
• The Palace of Auburn Hills - 4 (6%)
• Van Andel Arena - 4 (6%)
• Atlantic City Beach - 3 (4%)
• Watkins Glen International - 3 (4%)
• DTE Energy Music Theatre - 3 (4%)
• Merriweather Post Pavilion - 2 (3%)
• Allstate Arena - 2 (3%)
• Ruoff Music Center - 2 (3%)
• MGM Grand Garden Arena - 2 (3%)
• Madison Square Garden - 2 (3%)
• Oswego County Airport - 2 (3%)
• Blossom Music Center - 2 (3%)
• Wrigley Field - 2 (3%)
• nTelos Pavilion - 1 (1%)
• University of Michigan - 1 (1%)
• CSU Convocation Center - 1 (1%)
• Cobo Arena - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 16 (23%)
• After hiatus - 55 (77%)

309 different songs have been played (30% of songs Phish have played).
The average number of songs per show is 20.8.
The average amount of times each song was played is 4.72.
There were 92 onetimers
1482 total songs have been played in the selected shows.

There were 1 one set shows
There were 67 two set shows
There were 2 three set shows
There were 1 four set shows
7 songs were in a four show rotation.
20 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 22 (30%)
The Moma Dance - 21 (29%)
Tweezer - 21 (29%)
Tweezer Reprise - 20 (28%)
Wolfman's Brother - 19 (26%)
Down with Disease - 18 (25%)
Harry Hood - 18 (25%)
46 Days - 17 (23%)
Bathtub Gin - 17 (23%)
Character Zero - 17 (23%)
Ghost - 17 (23%)
Piper - 16 (22%)
Run Like an Antelope - 16 (22%)
Tube - 16 (22%)
Back on the Train - 15 (21%)
Cavern - 15 (21%)
Light - 15 (21%)
Prince Caspian - 15 (21%)
Sand - 15 (21%)
Slave to the Traffic Light - 15 (21%)
Also Sprach Zarathustra - 14 (19%)
Free - 14 (19%)
Possum - 14 (19%)
Sample in a Jar - 14 (19%)
Funky Bitch - 13 (18%)
Mike's Song - 13 (18%)
Rift - 13 (18%)
The Wedge - 13 (18%)
Twist - 13 (18%)
Carini - 12 (16%)
David Bowie - 12 (16%)
Suzy Greenberg - 12 (16%)
Weekapaug Groove - 12 (16%)
AC/DC Bag - 11 (15%)
Backwards Down the Number Line - 11 (15%)
Birds of a Feather - 11 (15%)
Maze - 11 (15%)
Theme from the Bottom - 11 (15%)
You Enjoy Myself - 11 (15%)
Blaze On - 10 (14%)
Fluffhead - 10 (14%)
Halley's Comet - 10 (14%)
Julius - 10 (14%)
Roggae - 10 (14%)
Farmhouse - 9 (12%)
Fuego - 9 (12%)
Limb By Limb - 9 (12%)
Stash - 9 (12%)
The Squirming Coil - 9 (12%)
A Song I Heard the Ocean Sing - 8 (11%)
First Tube - 8 (11%)
Golden Age - 8 (11%)
Good Times Bad Times - 8 (11%)
Kill Devil Falls - 8 (11%)
Meatstick - 8 (11%)
Reba - 8 (11%)
Simple - 8 (11%)
Split Open and Melt - 8 (11%)
Stealing Time From the Faulty Plan - 8 (11%)
Steam - 8 (11%)
555 - 7 (9%)
Bouncing Around the Room - 7 (9%)
Divided Sky - 7 (9%)
Everything's Right - 7 (9%)
Heavy Things - 7 (9%)
It's Ice - 7 (9%)
Loving Cup - 7 (9%)
No Men In No Man's Land - 7 (9%)
Ocelot - 7 (9%)
Runaway Jim - 7 (9%)
Silent in the Morning - 7 (9%)
Sparkle - 7 (9%)
The Lizards - 7 (9%)
Timber (Jerry the Mule) - 7 (9%)
Walls of the Cave - 7 (9%)
Waste - 7 (9%)
Wilson - 7 (9%)
Boogie On Reggae Woman - 6 (8%)
Bug - 6 (8%)
Gumbo - 6 (8%)
Halfway to the Moon - 6 (8%)
NICU - 6 (8%)
Punch You in the Eye - 6 (8%)
Rock and Roll - 6 (8%)
Roses Are Free - 6 (8%)
Scents and Subtle Sounds - 6 (8%)
Strange Design - 6 (8%)
Taste - 6 (8%)
Undermind - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
Water in the Sky - 6 (8%)
Axilla - 5 (7%)
Dirt - 5 (7%)
Golgi Apparatus - 5 (7%)
Gotta Jibboo - 5 (7%)
Grind - 5 (7%)
Guyute - 5 (7%)
I Didn't Know - 5 (7%)
Joy - 5 (7%)
Martian Monster - 5 (7%)
Mercury - 5 (7%)
Mound - 5 (7%)
My Friend, My Friend - 5 (7%)
Poor Heart - 5 (7%)
Scent of a Mule - 5 (7%)
Set Your Soul Free - 5 (7%)
Shade - 5 (7%)
Sleeping Monkey - 5 (7%)
Sneakin' Sally Thru the Alley - 5 (7%)
The Sloth - 5 (7%)
Waiting All Night - 5 (7%)
Waves - 5 (7%)
What's the Use? - 5 (7%)
When the Circus Comes - 5 (7%)
Wingsuit - 5 (7%)
Yarmouth Road - 5 (7%)
Avenu Malkenu - 4 (5%)
Camel Walk - 4 (5%)
Cars Trucks Buses - 4 (5%)
Crosseyed and Painless - 4 (5%)
Fee - 4 (5%)
Foam - 4 (5%)
Frankenstein - 4 (5%)
Ginseng Sullivan - 4 (5%)
Hold Your Head Up - 4 (5%)
Horn - 4 (5%)
I Am Hydrogen - 4 (5%)
Lawn Boy - 4 (5%)
Llama - 4 (5%)
My Soul - 4 (5%)
No Quarter - 4 (5%)
Say It To Me S.A.N.T.O.S. - 4 (5%)
Tela - 4 (5%)
The Horse - 4 (5%)
The Line - 4 (5%)
The Man Who Stepped Into Yesterday - 4 (5%)
Twenty Years Later - 4 (5%)
Ya Mar - 4 (5%)
A Life Beyond The Dream - 3 (4%)
About to Run - 3 (4%)
Alaska - 3 (4%)
Beauty of My Dreams - 3 (4%)
Bike - 3 (4%)
Buried Alive - 3 (4%)
Catapult - 3 (4%)
Cities - 3 (4%)
Contact - 3 (4%)
Destiny Unbound - 3 (4%)
Fast Enough for You - 3 (4%)
Fuck Your Face - 3 (4%)
Guelah Papyrus - 3 (4%)
Harpua - 3 (4%)
Icculus - 3 (4%)
If I Could - 3 (4%)
Meat - 3 (4%)
Miss You - 3 (4%)
More - 3 (4%)
Mountains in the Mist - 3 (4%)
Show of Life - 3 (4%)
Soul Shakedown Party - 3 (4%)
Steep - 3 (4%)
Swept Away - 3 (4%)
The Final Hurrah - 3 (4%)
The Landlady - 3 (4%)
The Mango Song - 3 (4%)
The Old Home Place - 3 (4%)
Train Song - 3 (4%)
Vultures - 3 (4%)
A Day in the Life - 2 (2%)
A Wave of Hope - 2 (2%)
Access Me - 2 (2%)
Albuquerque - 2 (2%)
Alumni Blues - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Billy Breathes - 2 (2%)
Brian and Robert - 2 (2%)
Brother - 2 (2%)
Buffalo Bill - 2 (2%)
Crowd Control - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Devotion to a Dream - 2 (2%)
Dinner and a Movie - 2 (2%)
Drift While You're Sleeping - 2 (2%)
Driver - 2 (2%)
Esther - 2 (2%)
Glide - 2 (2%)
Happy Birthday to You - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
I'm Blue, I'm Lonesome - 2 (2%)
If You Need a Fool - 2 (2%)
Jam - 2 (2%)
Mind Left Body Jam - 2 (2%)
My Sweet One - 2 (2%)
Nellie Kane - 2 (2%)
Pebbles and Marbles - 2 (2%)
Plasma - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Ride Captain Ride - 2 (2%)
Rocky Top - 2 (2%)
Ruby Waves - 2 (2%)
Sanity - 2 (2%)
Saw It Again - 2 (2%)
Seven Below - 2 (2%)
Shine a Light - 2 (2%)
Sigma Oasis - 2 (2%)
Sleep - 2 (2%)
Soul Planet - 2 (2%)
Strawberry Letter 23 - 2 (2%)
The Birdwatcher - 2 (2%)
The Dogs - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
Turtle in the Clouds - 2 (2%)
Uncle Pen - 2 (2%)
Weigh - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Winterqueen - 2 (2%)
Wombat - 2 (2%)
Acoustic Army - 1 (1%)
After Midnight - 1 (1%)
Amazing Grace - 1 (1%)
Army of One - 1 (1%)
Axilla (Part II) - 1 (1%)
Been Caught Stealing - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Bold As Love - 1 (1%)
Can't Always Listen - 1 (1%)
Come Together - 1 (1%)
Cool It Down - 1 (1%)
Crazy Sometimes - 1 (1%)
Dogs Stole Things - 1 (1%)
Drive-In Jam - 1 (1%)
Drowned - 1 (1%)
Easy To Slip - 1 (1%)
Emotional Rescue - 1 (1%)
Energy - 1 (1%)
Ether Edge - 1 (1%)
Evolve - 1 (1%)
Foggy Mountain Breakdown - 1 (1%)
Frankie Says - 1 (1%)
Frost - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
Have Mercy - 1 (1%)
Hello My Baby - 1 (1%)
Home - 1 (1%)
How Many People Are You - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Am the Walrus - 1 (1%)
Izabella - 1 (1%)
Keeping It Real - 1 (1%)
Keyboard Army - 1 (1%)
Legalize It - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life on Mars? - 1 (1%)
Lifeboy - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Makisupa Policeman - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mellow Mood - 1 (1%)
Mock Song - 1 (1%)
Mull - 1 (1%)
My Long Journey Home - 1 (1%)
NO2 - 1 (1%)
Oblivion - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
On My Knees - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Party Time - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Pig in a Pen - 1 (1%)
Rise/Come Together - 1 (1%)
Sabotage - 1 (1%)
Say Something - 1 (1%)
Scabbard - 1 (1%)
Sexual Healing - 1 (1%)
Shafty - 1 (1%)
Sightless Escape - 1 (1%)
Smoke on the Water Jam - 1 (1%)
So Lonely - 1 (1%)
Something - 1 (1%)
Space Oddity - 1 (1%)
Sparks - 1 (1%)
Spock's Brain - 1 (1%)
Strawberry Fields Forever - 1 (1%)
Stray Dog - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Jane - 1 (1%)
Sweet Virginia - 1 (1%)
Swing Low, Sweet Chariot - 1 (1%)
Talk - 1 (1%)
Tennessee Waltz - 1 (1%)
The Curtain - 1 (1%)
The Curtain With - 1 (1%)
The Happy Whip and Dung Song - 1 (1%)
The Howling - 1 (1%)
The Little Drummer Boy - 1 (1%)
The Way It Goes - 1 (1%)
Thunder Road - 1 (1%)
Time Turns Elastic - 1 (1%)
Torn and Frayed - 1 (1%)
United We Stand - 1 (1%)
Walk Away - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
What's Going Through Your Mind - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Chalk Dust Torture - 4
The Moma Dance - 4
AC/DC Bag - 3
Punch You in the Eye - 3
Sample in a Jar - 3
Sand - 3
The Landlady - 3
A Song I Heard the Ocean Sing - 2
Buried Alive - 2
Cars Trucks Buses - 2
First Tube - 2
Tube - 2
Wolfman's Brother - 2
555 - 1
A Wave of Hope - 1
Axilla - 1
Can't Always Listen - 1
Cavern - 1
Crowd Control - 1
Dinner and a Movie - 1
Divided Sky - 1
Everything's Right - 1
Free - 1
Funky Bitch - 1
Ghost - 1
Golgi Apparatus - 1
Gumbo - 1
Guyute - 1
Harpua - 1
Heavy Things - 1
I Never Needed You Like This Before - 1
Llama - 1
Maze - 1
My Soul - 1
No Men In No Man's Land - 1
Possum - 1
Prince Caspian - 1
Run Like an Antelope - 1
Runaway Jim - 1
Simple - 1
Soul Planet - 1
Soul Shakedown Party - 1
Stash - 1
Strawberry Fields Forever - 1
Strawberry Letter 23 - 1
Stray Dog - 1
Suzy Greenberg - 1
The Birdwatcher - 1
Wilson - 1

First Set Closers

Run Like an Antelope - 9
Character Zero - 7
Bathtub Gin - 5
David Bowie - 5
The Squirming Coil - 5
Cavern - 3
Good Times Bad Times - 3
Blaze On - 2
Chalk Dust Torture - 2
Drift While You're Sleeping - 2
Julius - 2
Stealing Time From the Faulty Plan - 2
Walls of the Cave - 2
Wolfman's Brother - 2
46 Days - 1
Easy To Slip - 1
Fluffhead - 1
Frankenstein - 1
Ghost - 1
Grind - 1
Loving Cup - 1
Possum - 1
Reba - 1
Runaway Jim - 1
Sand - 1
Slave to the Traffic Light - 1
Suzy Greenberg - 1
Swing Low, Sweet Chariot - 1
The Lizards - 1
The Wedge - 1
Undermind - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 9
Carini - 7
Mike's Song - 4
Chalk Dust Torture - 3
Halley's Comet - 3
Runaway Jim - 3
Sand - 3
Tweezer - 3
Crosseyed and Painless - 2
David Bowie - 2
Free - 2
Golden Age - 2
No Men In No Man's Land - 2
Punch You in the Eye - 2
Rock and Roll - 2
Wolfman's Brother - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Back on the Train - 1
Boogie On Reggae Woman - 1
Energy - 1
Everything's Right - 1
First Tube - 1
Funky Bitch - 1
I Never Needed You Like This Before - 1
Martian Monster - 1
Maze - 1
Mercury - 1
Say It To Me S.A.N.T.O.S. - 1
Set Your Soul Free - 1
Sightless Escape - 1
Soul Planet - 1
The Moma Dance - 1
Timber (Jerry the Mule) - 1
Wilson - 1

Second Set Closers

Slave to the Traffic Light - 10
Harry Hood - 6
Suzy Greenberg - 5
Run Like an Antelope - 4
Tweezer Reprise - 4
Cavern - 3
David Bowie - 3
First Tube - 3
You Enjoy Myself - 3
Chalk Dust Torture - 2
Character Zero - 2
Prince Caspian - 2
Split Open and Melt - 2
The Squirming Coil - 2
Walls of the Cave - 2
Backwards Down the Number Line - 1
Blaze On - 1
Everything's Right - 1
Fuck Your Face - 1
Ghost - 1
Hello My Baby - 1
Julius - 1
Light - 1
Llama - 1
Loving Cup - 1
Martian Monster - 1
More - 1
Rock and Roll - 1
Say It To Me S.A.N.T.O.S. - 1
Sweet Adeline - 1
The Little Drummer Boy - 1
Weekapaug Groove - 1

Third Set Openers

Meatstick - 2
My Soul - 1

Third Set Closers

Fluffhead - 1
Good Times Bad Times - 1
Walls of the Cave - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Tweezer Reprise - 16
Character Zero - 8
Julius - 5
Good Times Bad Times - 4
Grind - 4
Hold Your Head Up - 4
Sleeping Monkey - 4
A Life Beyond The Dream - 3
Alumni Blues - 3
Loving Cup - 3
Meatstick - 3
Possum - 3
Backwards Down the Number Line - 2
Bike - 2
Bug - 2
Cavern - 2
First Tube - 2
Fluffhead - 2
Harry Hood - 2
More - 2
Rock and Roll - 2
Rocky Top - 2
Say It To Me S.A.N.T.O.S. - 2
Show of Life - 2
Silent in the Morning - 2
Suzy Greenberg - 2
The Horse - 2
A Day in the Life - 1
After Midnight - 1
Also Sprach Zarathustra - 1
Amazing Grace - 1
Axilla - 1
Bathtub Gin - 1
Beauty of My Dreams - 1
Been Caught Stealing - 1
Bold As Love - 1
Boogie On Reggae Woman - 1
Brian and Robert - 1
Camel Walk - 1
Carini - 1
Contact - 1
Farmhouse - 1
Frankenstein - 1
Funky Bitch - 1
Ginseng Sullivan - 1
Glide - 1
Golgi Apparatus - 1
Harpua - 1
I Am the Walrus - 1
Joy - 1
Keyboard Army - 1
Letter to Jimmy Page - 1
Martian Monster - 1
NO2 - 1
Nellie Kane - 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
So Lonely - 1
Space Oddity - 1
The Old Home Place - 1
The Squirming Coil - 1
Tube - 1
United We Stand - 1
Wading in the Velvet Sea - 1
Waste - 1
While My Guitar Gently Weeps - 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 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 19 song debuts
0.27 debuts per show.
The most frequently played song you have seen debuted is I'm Blue, I'm Lonesome (31 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 - 2
I'm Blue, I'm Lonesome - 2
If You Need a Fool - 2
Jam - 2
Quinn the Eskimo (The Mighty Quinn) - 2
Rocky Top - 2
Sleep - 2
Acoustic Army - 1
Amazing Grace - 1
Axilla (Part II) - 1

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

46 Days - 17
Light - 15
Rift - 13
Weekapaug Groove - 12
Backwards Down the Number Line - 11
Blaze On - 10
Fuego - 9
A Song I Heard the Ocean Sing - 8
Golden Age - 8
Kill Devil Falls - 8

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 - 2
I'm Blue, I'm Lonesome - 2
If You Need a Fool - 2
Jam - 2
Quinn the Eskimo (The Mighty Quinn) - 2
Rocky Top - 2
Sleep - 2
Acoustic Army - 1
Amazing Grace - 1
Axilla (Part II) - 1

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

46 Days - 17
Light - 15
Rift - 13
Weekapaug Groove - 12
Backwards Down the Number Line - 11
Blaze On - 10
Fuego - 9
A Song I Heard the Ocean Sing - 8
Golden Age - 8
Kill Devil Falls - 8

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