Shows by day of week

• Sunday- 19
• Monday- 2
• Tuesday- 3
• Wednesday- 3
• Thursday- 5
• Friday- 20
• Saturday- 21

Shows by month

• January -
• February -
• March -
• April - 4
• May -
• June - 3
• July - 4
• August - 19
• September - 27
• October - 14
• November - 2
• December -

Shows by year

• 2000- 1
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 10
• 2010- 3
• 2011- 4
• 2012- 3
• 2013- 3
• 2014- 6
• 2015- 4
• 2016- 5
• 2017- 4
• 2018- 5
• 2019- 3
• 2020- 0
• 2021- 10
• 2022- 8
• 2023- 4
• 2024- 0

Most Frequently Played Dates

• 9/1- 7
• 9/2- 7
• 8/31- 6
• 9/3- 5
• 9/4- 5
• 10/31- 4
• 10/30- 3
• 8/30- 3
• 10/28- 2
• 11/1- 2
• 8/29- 2
• 9/5- 2
• 10/10- 1
• 10/11- 1
• 10/12- 1
• 10/26- 1
• 10/29- 1
• 4/20- 1
• 4/21- 1
• 4/22- 1
• 4/23- 1

Shows by States

• CO - 41 (56%)
• NV - 10 (14%)
• NY - 6 (8%)
• WA - 5 (7%)
• CA - 5 (7%)
• WI - 3 (4%)
• IL - 2 (3%)
• IN - 1 (1%)

Shows by Time Zone

• Mountain - 41 (56%)
• Pacific - 20 (27%)
• Eastern - 7 (10%)
• Central - 5 (7%)

Shows by Cities

• Commerce City, CO - 37 (51%)
• Las Vegas, NV - 8 (11%)
• New York, NY - 6 (8%)
• George, WA - 5 (7%)
• Broomfield, CO - 3 (4%)
• East Troy, WI - 3 (4%)
• Indio, CA - 3 (4%)
• Rosemont, IL - 2 (3%)
• Stateline, NV - 2 (3%)
• Mountain View, CA - 1 (1%)
• Inglewood, CA - 1 (1%)
• Noblesville, IN - 1 (1%)
• Morrison, CO - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 37 (51%)
• MGM Grand Garden Arena - 8 (11%)
• Madison Square Garden - 5 (7%)
• Gorge Amphitheatre - 5 (7%)
• Empire Polo Club - 3 (4%)
• 1stBank Center - 3 (4%)
• Alpine Valley Music Theatre - 3 (4%)
• Allstate Arena - 2 (3%)
• Lake Tahoe Outdoor Arena at Harveys - 2 (3%)
• Randall's Island - 1 (1%)
• Red Rocks Amphitheatre - 1 (1%)
• Shoreline Amphitheatre - 1 (1%)
• Ruoff Music Center - 1 (1%)
• Great Western Forum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 1 (1%)
• After hiatus - 72 (99%)

342 different songs have been played (34% of songs Phish have played).
The average number of songs per show is 21.2.
The average amount of times each song was played is 4.47.
There were 128 onetimers
1548 total songs have been played in the selected shows.

There were 2 one set shows
There were 65 two set shows
There were 6 three set shows
8 songs were in a four show rotation.
23 songs were in a five show rotation.

Total Times Played

Ghost - 22 (30%)
Chalk Dust Torture - 20 (27%)
Harry Hood - 20 (27%)
Slave to the Traffic Light - 20 (27%)
46 Days - 19 (26%)
Piper - 19 (26%)
Tweezer - 19 (26%)
Wolfman's Brother - 19 (26%)
Character Zero - 18 (24%)
Down with Disease - 18 (24%)
Tweezer Reprise - 18 (24%)
Carini - 17 (23%)
Free - 17 (23%)
Possum - 17 (23%)
Run Like an Antelope - 17 (23%)
Sand - 17 (23%)
The Moma Dance - 17 (23%)
Bathtub Gin - 16 (21%)
Light - 16 (21%)
Twist - 16 (21%)
Back on the Train - 15 (20%)
Backwards Down the Number Line - 15 (20%)
Tube - 15 (20%)
Also Sprach Zarathustra - 14 (19%)
Stash - 14 (19%)
The Wedge - 14 (19%)
Fuego - 13 (17%)
Mike's Song - 13 (17%)
David Bowie - 12 (16%)
Suzy Greenberg - 12 (16%)
Weekapaug Groove - 12 (16%)
First Tube - 11 (15%)
Heavy Things - 11 (15%)
Ocelot - 11 (15%)
Silent in the Morning - 11 (15%)
Stealing Time From the Faulty Plan - 11 (15%)
555 - 10 (13%)
Blaze On - 10 (13%)
Divided Sky - 10 (13%)
Fluffhead - 10 (13%)
Funky Bitch - 10 (13%)
Halley's Comet - 10 (13%)
Limb By Limb - 10 (13%)
No Men In No Man's Land - 10 (13%)
Reba - 10 (13%)
Split Open and Melt - 10 (13%)
Theme From the Bottom - 10 (13%)
Walls of the Cave - 10 (13%)
What's the Use? - 10 (13%)
AC/DC Bag - 9 (12%)
Cavern - 9 (12%)
Everything's Right - 9 (12%)
Golden Age - 9 (12%)
Maze - 9 (12%)
Punch You in the Eye - 9 (12%)
Runaway Jim - 9 (12%)
Simple - 9 (12%)
The Horse - 9 (12%)
Bug - 8 (10%)
Kill Devil Falls - 8 (10%)
Prince Caspian - 8 (10%)
Rift - 8 (10%)
Steam - 8 (10%)
Undermind - 8 (10%)
You Enjoy Myself - 8 (10%)
A Song I Heard the Ocean Sing - 7 (9%)
Birds of a Feather - 7 (9%)
Bouncing Around the Room - 7 (9%)
Golgi Apparatus - 7 (9%)
Halfway to the Moon - 7 (9%)
Joy - 7 (9%)
Meatstick - 7 (9%)
Mercury - 7 (9%)
NICU - 7 (9%)
Poor Heart - 7 (9%)
Sparkle - 7 (9%)
Alaska - 6 (8%)
Crosseyed and Painless - 6 (8%)
Drift While You're Sleeping - 6 (8%)
Gotta Jibboo - 6 (8%)
Grind - 6 (8%)
Horn - 6 (8%)
Loving Cup - 6 (8%)
Martian Monster - 6 (8%)
More - 6 (8%)
Rock and Roll - 6 (8%)
Roggae - 6 (8%)
Sample in a Jar - 6 (8%)
Say It To Me S.A.N.T.O.S. - 6 (8%)
Set Your Soul Free - 6 (8%)
Sigma Oasis - 6 (8%)
The Squirming Coil - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
Wingsuit - 6 (8%)
Ya Mar - 6 (8%)
Army of One - 5 (6%)
Boogie On Reggae Woman - 5 (6%)
Esther - 5 (6%)
Farmhouse - 5 (6%)
Gumbo - 5 (6%)
Guyute - 5 (6%)
It's Ice - 5 (6%)
Lawn Boy - 5 (6%)
Mountains in the Mist - 5 (6%)
My Friend, My Friend - 5 (6%)
Party Time - 5 (6%)
Roses Are Free - 5 (6%)
Seven Below - 5 (6%)
Shade - 5 (6%)
Sleeping Monkey - 5 (6%)
Sneakin' Sally Through the Alley - 5 (6%)
The Lizards - 5 (6%)
When the Circus Comes - 5 (6%)
Wilson - 5 (6%)
Wombat - 5 (6%)
Yarmouth Road - 5 (6%)
I Always Wanted It This Way - 4 (5%)
I Am Hydrogen - 4 (5%)
Julius - 4 (5%)
Leaves - 4 (5%)
Llama - 4 (5%)
Lonely Trip - 4 (5%)
Meat - 4 (5%)
My Sweet One - 4 (5%)
No Quarter - 4 (5%)
Saw It Again - 4 (5%)
Scent of a Mule - 4 (5%)
Shine a Light - 4 (5%)
Strange Design - 4 (5%)
Sugar Shack - 4 (5%)
Taste - 4 (5%)
The Dogs - 4 (5%)
The Howling - 4 (5%)
The Mango Song - 4 (5%)
Time Turns Elastic - 4 (5%)
Twenty Years Later - 4 (5%)
Waiting All Night - 4 (5%)
Waste - 4 (5%)
Your Pet Cat - 4 (5%)
A Day in the Life - 3 (4%)
A Life Beyond The Dream - 3 (4%)
A Wave of Hope - 3 (4%)
About to Run - 3 (4%)
Ass Handed - 3 (4%)
Axilla (Part II) - 3 (4%)
Beneath a Sea of Stars Part 1 - 3 (4%)
Bold As Love - 3 (4%)
Buried Alive - 3 (4%)
Camel Walk - 3 (4%)
Don't Doubt Me - 3 (4%)
Fee - 3 (4%)
Frankenstein - 3 (4%)
Good Times Bad Times - 3 (4%)
Guelah Papyrus - 3 (4%)
Let Me Lie - 3 (4%)
Makisupa Policeman - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
Miss You - 3 (4%)
Moonage Daydream - 3 (4%)
My Soul - 3 (4%)
Pebbles and Marbles - 3 (4%)
Plasma - 3 (4%)
Ruby Waves - 3 (4%)
Scents and Subtle Sounds - 3 (4%)
Show of Life - 3 (4%)
The Line - 3 (4%)
Timber (Jerry the Mule) - 3 (4%)
Train Song - 3 (4%)
Turtle in the Clouds - 3 (4%)
Walk Away - 3 (4%)
Water in the Sky - 3 (4%)
Winterqueen - 3 (4%)
Avenu Malkenu - 2 (2%)
Axilla - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Billy Breathes - 2 (2%)
Breath and Burning - 2 (2%)
Brian and Robert - 2 (2%)
Cities - 2 (2%)
Crazy Sometimes - 2 (2%)
Destiny Unbound - 2 (2%)
Devotion To a Dream - 2 (2%)
Dog Faced Boy - 2 (2%)
Dogs Stole Things - 2 (2%)
Driver - 2 (2%)
Five Years - 2 (2%)
Foam - 2 (2%)
Fuck Your Face - 2 (2%)
Ha Ha Ha - 2 (2%)
Harpua - 2 (2%)
How Many People Are You - 2 (2%)
I Didn't Know - 2 (2%)
Icculus - 2 (2%)
Mellow Mood - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Mound - 2 (2%)
NO2 - 2 (2%)
Nellie Kane - 2 (2%)
Oh! Sweet Nuthin' - 2 (2%)
Petrichor - 2 (2%)
Rise/Come Together - 2 (2%)
Rock 'n' Roll Suicide - 2 (2%)
Soul Planet - 2 (2%)
Steep - 2 (2%)
Sweet Virginia - 2 (2%)
Swept Away - 2 (2%)
The Curtain With - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Sloth - 2 (2%)
Torn and Frayed - 2 (2%)
Vultures - 2 (2%)
Waves - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
1999 - 1 (1%)
Access Me - 1 (1%)
After Midnight - 1 (1%)
All Down the Line - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Bike - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
Can't Always Listen - 1 (1%)
Cars Trucks Buses - 1 (1%)
Casino Boogie - 1 (1%)
Catapult - 1 (1%)
Clear Your Mind - 1 (1%)
Come Together - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool It Down - 1 (1%)
Crowd Control - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Drowned - 1 (1%)
Easy To Slip - 1 (1%)
Egg in a Hole - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Emotional Rescue - 1 (1%)
Ether Edge - 1 (1%)
Evolve - 1 (1%)
Fire - 1 (1%)
Frankie Says - 1 (1%)
Frost - 1 (1%)
Get More Down - 1 (1%)
Guy Forget - 1 (1%)
Hang On to Yourself - 1 (1%)
Happy - 1 (1%)
Have Mercy - 1 (1%)
Heavy Rotation - 1 (1%)
Hold Your Head Up - 1 (1%)
Home - 1 (1%)
I Am in Miami - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
I Just Want To See His Face - 1 (1%)
If 6 Was 9 - 1 (1%)
Instant Karma! - 1 (1%)
Intro - 1 (1%)
Invisible - 1 (1%)
Is This What You Wanted - 1 (1%)
It Ain't Easy - 1 (1%)
Keeping It Real - 1 (1%)
Keyboard Army - 1 (1%)
Knuckle Bone Broth Avenue - 1 (1%)
Lady Stardust - 1 (1%)
Legalize It - 1 (1%)
Lengthwise - 1 (1%)
Let It Loose - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Lifeboy - 1 (1%)
Maple Leaf Rag - 1 (1%)
Middle of the Road - 1 (1%)
Mr. Completely - 1 (1%)
Mull - 1 (1%)
My Problem Right There - 1 (1%)
O Canada - 1 (1%)
Oblivion - 1 (1%)
Olivia's Pool - 1 (1%)
On Your Way Down - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Ride Captain Ride - 1 (1%)
Rip This Joint - 1 (1%)
Rocket Man - 1 (1%)
Rocks Off - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Say Something - 1 (1%)
Secret Smile - 1 (1%)
Shaggy Dog - 1 (1%)
Shake Your Hips - 1 (1%)
Shipwreck - 1 (1%)
Sightless Escape - 1 (1%)
Sing Monica - 1 (1%)
Sleep - 1 (1%)
Sleep Again - 1 (1%)
Something Living Here - 1 (1%)
Soul Love - 1 (1%)
Soul Shakedown Party - 1 (1%)
Soul Survivor - 1 (1%)
Space Oddity - 1 (1%)
Sparks - 1 (1%)
Star - 1 (1%)
Starman - 1 (1%)
Stop Breaking Down - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Suffragette City - 1 (1%)
Summer of '89 - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Black Angel - 1 (1%)
Talk - 1 (1%)
Thanksgiving - 1 (1%)
The 9th Cube - 1 (1%)
The Birds - 1 (1%)
The Birdwatcher - 1 (1%)
The Chinese Water Torture - 1 (1%)
The Connection - 1 (1%)
The Final Hurrah - 1 (1%)
The Haunted House - 1 (1%)
The Inner Reaches of Outer - 1 (1%)
The Landlady - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Unsafe Bridge - 1 (1%)
The Unwinding - 1 (1%)
The Very Long Fuse - 1 (1%)
The Way It Goes - 1 (1%)
Thunderhead - 1 (1%)
Timber - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
Two Versions of Me - 1 (1%)
Uncle Pen - 1 (1%)
United We Stand - 1 (1%)
Ventilator Blues - 1 (1%)
What Things Seem - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

Carini - 5
Punch You in the Eye - 4
Buried Alive - 3
The Moma Dance - 3
Everything's Right - 2
First Tube - 2
Fluffhead - 2
Free - 2
Ghost - 2
Party Time - 2
Sample in a Jar - 2
Sand - 2
The Dogs - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Alumni Blues - 1
Backwards Down the Number Line - 1
Blaze On - 1
Brother - 1
Buffalo Bill - 1
Can't Always Listen - 1
Cars Trucks Buses - 1
Chalk Dust Torture - 1
Cool Amber and Mercury - 1
Divided Sky - 1
Dogs Stole Things - 1
Down with Disease - 1
Fuego - 1
Golgi Apparatus - 1
Llama - 1
Martian Monster - 1
Maze - 1
No Men In No Man's Land - 1
O Canada - 1
Olivia's Pool - 1
Run Like an Antelope - 1
Runaway Jim - 1
Sigma Oasis - 1
Simple - 1
Slave to the Traffic Light - 1
Soul Planet - 1
Stealing Time From the Faulty Plan - 1
Stray Dog - 1
Suzy Greenberg - 1
The Curtain With - 1
The Landlady - 1
The Mango Song - 1
Torn and Frayed - 1
Tube - 1
Water in the Sky - 1
Wolfman's Brother - 1

First Set Closers

Run Like an Antelope - 11
David Bowie - 5
Bathtub Gin - 4
Character Zero - 4
46 Days - 3
Blaze On - 3
Cavern - 3
Possum - 3
Walls of the Cave - 3
Chalk Dust Torture - 2
Fluffhead - 2
Ghost - 2
Golgi Apparatus - 2
More - 2
Say It To Me S.A.N.T.O.S. - 2
Suzy Greenberg - 2
Time Turns Elastic - 2
Bug - 1
Carini - 1
Drift While You're Sleeping - 1
Easy To Slip - 1
First Tube - 1
Frankenstein - 1
Grind - 1
I Always Wanted It This Way - 1
I Am the Walrus - 1
McGrupp and the Watchful Hosemasters - 1
Rock and Roll - 1
Stealing Time From the Faulty Plan - 1
The Squirming Coil - 1
Twenty Years Later - 1
Undermind - 1
Walk Away - 1
Wingsuit - 1
Wolfman's Brother - 1

Second Set Openers

Set Your Soul Free - 5
Down with Disease - 4
No Men In No Man's Land - 4
Sand - 4
Carini - 3
Chalk Dust Torture - 3
Everything's Right - 3
Golden Age - 3
Mike's Song - 3
Punch You in the Eye - 3
46 Days - 2
A Song I Heard the Ocean Sing - 2
AC/DC Bag - 2
Crosseyed and Painless - 2
Possum - 2
Rock and Roll - 2
Sigma Oasis - 2
Ass Handed - 1
Backwards Down the Number Line - 1
Dogs Stole Things - 1
Five Years - 1
Fuego - 1
Gotta Jibboo - 1
Heavy Things - 1
Intro - 1
Knuckle Bone Broth Avenue - 1
Mr. Completely - 1
Rise/Come Together - 1
Rocks Off - 1
Run Like an Antelope - 1
Runaway Jim - 1
Say It To Me S.A.N.T.O.S. - 1
Seven Below - 1
Sightless Escape - 1
The Moma Dance - 1
Tweezer - 1
Waves - 1
Wilson - 1
Wolfman's Brother - 1

Second Set Closers

Slave to the Traffic Light - 10
Harry Hood - 6
Possum - 5
Backwards Down the Number Line - 4
Character Zero - 4
Walls of the Cave - 4
Split Open and Melt - 3
Suzy Greenberg - 3
Weekapaug Groove - 3
First Tube - 2
Piper - 2
You Enjoy Myself - 2
A Day in the Life - 1
Bold As Love - 1
Cavern - 1
David Bowie - 1
Drift While You're Sleeping - 1
Farmhouse - 1
Fire - 1
Fuck Your Face - 1
Golgi Apparatus - 1
Grind - 1
I Always Wanted It This Way - 1
I Am in Miami - 1
Julius - 1
Light - 1
Loving Cup - 1
Martian Monster - 1
Rock 'n' Roll Suicide - 1
Rock and Roll - 1
Run Like an Antelope - 1
Shine a Light - 1
Soul Survivor - 1
Sweet Adeline - 1
Walk Away - 1

Third Set Openers

46 Days - 1
Backwards Down the Number Line - 1
Carini - 1
Free - 1
Punch You in the Eye - 1
Tweezer - 1

Third Set Closers

Slave to the Traffic Light - 2
Drift While You're Sleeping - 1
Split Open and Melt - 1
Tweezer Reprise - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 17
Character Zero - 9
Sleeping Monkey - 5
First Tube - 4
Grind - 4
Loving Cup - 4
Silent in the Morning - 4
The Horse - 4
Good Times Bad Times - 3
Harry Hood - 3
Meatstick - 3
More - 3
Say It To Me S.A.N.T.O.S. - 3
Slave to the Traffic Light - 3
Wilson - 3
A Life Beyond The Dream - 2
Backwards Down the Number Line - 2
Bold As Love - 2
Bug - 2
Fluffhead - 2
Frankenstein - 2
Hold Your Head Up - 2
Julius - 2
Run Like an Antelope - 2
Show of Life - 2
Suzy Greenberg - 2
The Squirming Coil - 2
Waste - 2
A Day in the Life - 1
About to Run - 1
After Midnight - 1
Bike - 1
Bittersweet Motel - 1
Brian and Robert - 1
Cavern - 1
David Bowie - 1
Divided Sky - 1
Don't Doubt Me - 1
Drift While You're Sleeping - 1
Driver - 1
Esther - 1
Evolve - 1
Fee - 1
Golgi Apparatus - 1
Gumbo - 1
Harpua - 1
Heavy Things - 1
Icculus - 1
Is This What You Wanted - 1
It's Ice - 1
Joy - 1
Keyboard Army - 1
Let Me Lie - 1
Martian Monster - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
On the Road Again - 1
Once in a Lifetime - 1
Pebbles and Marbles - 1
Possum - 1
Rock 'n' Roll Suicide - 1
Sabotage - 1
Secret Smile - 1
Shine a Light - 1
Sing Monica - 1
Space Oddity - 1
Split Open and Melt - 1
Talk - 1
The Lizards - 1
The Mango Song - 1
The Star-Spangled Banner - 1
Theme From the Bottom - 1
Tube - 1
United We Stand - 1
Vultures - 1
Waiting All Night - 1
Walls of the Cave - 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 2000

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 68 song debuts
0.93 debuts per show.
The most frequently played song you have seen debuted is Martian Monster (43 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Ghost - 22
Chalk Dust Torture - 20
Harry Hood - 20
Slave to the Traffic Light - 20
46 Days - 19
Character Zero - 18
Down with Disease - 18
Carini - 17
Free - 17
Sand - 17

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 post-breakup songs that were not seen before:

Ghost - 22
Chalk Dust Torture - 20
Harry Hood - 20
Slave to the Traffic Light - 20
46 Days - 19
Character Zero - 18
Down with Disease - 18
Carini - 17
Free - 17
Sand - 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