Shows by day of week

• Sunday- 11
• Monday- 2
• Tuesday- 10
• Wednesday- 7
• Thursday- 7
• Friday- 17
• Saturday- 14

Shows by month

• January - 2
• February -
• March -
• April - 4
• May -
• June - 1
• July - 19
• August - 10
• September - 3
• October - 8
• November - 2
• December - 19

Shows by year

• 1996- 1
• 1997- 3
• 1998- 12
• 1999- 14
• 2000- 3
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 0
• 2010- 1
• 2011- 0
• 2012- 0
• 2013- 1
• 2014- 1
• 2015- 3
• 2016- 6
• 2017- 6
• 2018- 3
• 2019- 4
• 2020- 0
• 2021- 3
• 2022- 3
• 2023- 4
• 2024- 0

Most Frequently Played Dates

• 12/31- 6
• 12/29- 4
• 12/30- 4
• 7/23- 3
• 7/10- 2
• 7/21- 2
• 7/3- 2
• 8/11- 2
• 8/15- 2
• 1/1- 1
• 1/2- 1
• 10/10- 1
• 10/16- 1
• 10/17- 1
• 10/19- 1
• 10/22- 1
• 10/7- 1
• 10/8- 1
• 10/9- 1
• 11/13- 1
• 11/25- 1

Shows by States

• NY - 53 (78%)
• PA - 4 (6%)
• ME - 2 (3%)
• NJ - 2 (3%)
• OH - 2 (3%)
• FL - 2 (3%)
• ON - 1 (1%)
• MA - 1 (1%)
• MD - 1 (1%)

Shows by Time Zone

• Eastern - 68 (100%)
• Mountain - 0 (0%)
• Central - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• New York, NY - 22 (32%)
• Albany, NY - 9 (13%)
• Uniondale, NY - 4 (6%)
• Watkins Glen, NY - 3 (4%)
• Rochester, NY - 3 (4%)
• Saratoga Springs, NY - 3 (4%)
• Hershey, PA - 2 (3%)
• Volney, NY - 2 (3%)
• Burgettstown, PA - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Limestone, ME - 2 (3%)
• Syracuse, NY - 2 (3%)
• Canandaigua, NY - 2 (3%)
• Cleveland, OH - 1 (1%)
• Atlantic City, NJ - 1 (1%)
• Toronto, ON - 1 (1%)
• Darien Center, NY - 1 (1%)
• Columbus, OH - 1 (1%)
• Vernon, NY - 1 (1%)
• Boston, MA - 1 (1%)
• Buffalo, NY - 1 (1%)
• Columbia, MD - 1 (1%)
• Camden, NJ - 1 (1%)

Shows by Venues

• Madison Square Garden - 22 (32%)
• Pepsi Arena - 9 (13%)
• Nassau Veterans Memorial Coliseum - 4 (6%)
• Saratoga Performing Arts Center - 3 (4%)
• Watkins Glen International - 3 (4%)
• BlueCross Arena - 3 (4%)
• Loring Commerce Centre - 2 (3%)
• Hersheypark Stadium - 2 (3%)
• Oswego County Airport - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Finger Lakes Performing Arts Center - 2 (3%)
• Lakeview Amphitheater - 2 (3%)
• Post-Gazette Pavilion at Star Lake - 2 (3%)
• Marine Midland Arena - 1 (1%)
• Atlantic City Beach - 1 (1%)
• Merriweather Post Pavilion - 1 (1%)
• Tweeter Center at the Waterfront - 1 (1%)
• Polaris Amphitheater - 1 (1%)
• CSU Convocation Center - 1 (1%)
• Darien Lake Performing Arts Center - 1 (1%)
• Fenway Park - 1 (1%)
• Vernon Downs - 1 (1%)
• Budweiser Stage - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 33 (49%)
• After hiatus - 35 (51%)

298 different songs have been played (30% 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 4.63.
There were 99 onetimers
1399 total songs have been played in the selected shows.

There were 57 two set shows
There were 9 three set shows
There were 2 four set shows
4 songs were in a four show rotation.
19 songs were in a five show rotation.

Total Times Played

Character Zero - 20 (29%)
Down with Disease - 18 (26%)
Harry Hood - 17 (25%)
The Moma Dance - 17 (25%)
Chalk Dust Torture - 16 (23%)
Free - 16 (23%)
Possum - 16 (23%)
Run Like an Antelope - 16 (23%)
Tweezer Reprise - 16 (23%)
Mike's Song - 15 (22%)
Prince Caspian - 15 (22%)
Simple - 15 (22%)
Weekapaug Groove - 15 (22%)
You Enjoy Myself - 15 (22%)
Back on the Train - 14 (20%)
Bathtub Gin - 14 (20%)
Punch You in the Eye - 14 (20%)
Tube - 14 (20%)
Twist - 14 (20%)
Ghost - 13 (19%)
Limb By Limb - 13 (19%)
Piper - 13 (19%)
Slave to the Traffic Light - 13 (19%)
Tweezer - 13 (19%)
Axilla - 12 (17%)
Birds of a Feather - 12 (17%)
First Tube - 12 (17%)
Fluffhead - 12 (17%)
Guyute - 12 (17%)
Maze - 12 (17%)
Roggae - 12 (17%)
Wilson - 12 (17%)
David Bowie - 11 (16%)
Farmhouse - 11 (16%)
Golgi Apparatus - 11 (16%)
Halley's Comet - 11 (16%)
NICU - 11 (16%)
Reba - 11 (16%)
Theme From the Bottom - 11 (16%)
Wolfman's Brother - 11 (16%)
AC/DC Bag - 10 (14%)
Also Sprach Zarathustra - 10 (14%)
Funky Bitch - 10 (14%)
Sample in a Jar - 10 (14%)
Sand - 10 (14%)
Wading in the Velvet Sea - 10 (14%)
Carini - 9 (13%)
Divided Sky - 9 (13%)
Gotta Jibboo - 9 (13%)
Light - 9 (13%)
Llama - 9 (13%)
Loving Cup - 9 (13%)
Meatstick - 9 (13%)
My Soul - 9 (13%)
Suzy Greenberg - 9 (13%)
What's the Use? - 9 (13%)
When the Circus Comes - 9 (13%)
555 - 8 (11%)
Cities - 8 (11%)
Fuego - 8 (11%)
Heavy Things - 8 (11%)
Rock and Roll - 8 (11%)
Rocky Top - 8 (11%)
Sparkle - 8 (11%)
Split Open and Melt - 8 (11%)
Boogie On Reggae Woman - 7 (10%)
Bug - 7 (10%)
Dirt - 7 (10%)
Ginseng Sullivan - 7 (10%)
Good Times Bad Times - 7 (10%)
I Am Hydrogen - 7 (10%)
Jam - 7 (10%)
Lawn Boy - 7 (10%)
Meat - 7 (10%)
My Friend, My Friend - 7 (10%)
Runaway Jim - 7 (10%)
Stash - 7 (10%)
Taste - 7 (10%)
The Squirming Coil - 7 (10%)
The Wedge - 7 (10%)
Walls of the Cave - 7 (10%)
Auld Lang Syne - 6 (8%)
Blaze On - 6 (8%)
Brian and Robert - 6 (8%)
Gumbo - 6 (8%)
Horn - 6 (8%)
Martian Monster - 6 (8%)
More - 6 (8%)
No Men In No Man's Land - 6 (8%)
Ocelot - 6 (8%)
Rift - 6 (8%)
Steam - 6 (8%)
The Sloth - 6 (8%)
Train Song - 6 (8%)
Waste - 6 (8%)
Backwards Down the Number Line - 5 (7%)
Bouncing Around the Room - 5 (7%)
Drowned - 5 (7%)
Everything's Right - 5 (7%)
Halfway to the Moon - 5 (7%)
It's Ice - 5 (7%)
Julius - 5 (7%)
Say It To Me S.A.N.T.O.S. - 5 (7%)
Scent of a Mule - 5 (7%)
Water in the Sky - 5 (7%)
Ya Mar - 5 (7%)
Bittersweet Motel - 4 (5%)
Breath and Burning - 4 (5%)
Cavern - 4 (5%)
Driver - 4 (5%)
Fee - 4 (5%)
Frankenstein - 4 (5%)
Frankie Says - 4 (5%)
I Didn't Know - 4 (5%)
Joy - 4 (5%)
Kill Devil Falls - 4 (5%)
Lonely Trip - 4 (5%)
Mercury - 4 (5%)
Poor Heart - 4 (5%)
Silent in the Morning - 4 (5%)
Sugar Shack - 4 (5%)
The Horse - 4 (5%)
The Old Home Place - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Your Pet Cat - 4 (5%)
46 Days - 3 (4%)
A Song I Heard the Ocean Sing - 3 (4%)
Albuquerque - 3 (4%)
Army of One - 3 (4%)
Ass Handed - 3 (4%)
Back at the Chicken Shack - 3 (4%)
Beauty of My Dreams - 3 (4%)
Cars Trucks Buses - 3 (4%)
Catapult - 3 (4%)
Crosseyed and Painless - 3 (4%)
Drift While You're Sleeping - 3 (4%)
Evolve - 3 (4%)
Hello My Baby - 3 (4%)
Hold Your Head Up - 3 (4%)
How Many People Are You - 3 (4%)
I Always Wanted It This Way - 3 (4%)
Mound - 3 (4%)
Mountains in the Mist - 3 (4%)
Oblivion - 3 (4%)
Roses Are Free - 3 (4%)
Ruby Waves - 3 (4%)
Saw It Again - 3 (4%)
Scents and Subtle Sounds - 3 (4%)
Set Your Soul Free - 3 (4%)
Show of Life - 3 (4%)
Sleep - 3 (4%)
Sleeping Monkey - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
Soul Planet - 3 (4%)
Stealing Time From the Faulty Plan - 3 (4%)
Strange Design - 3 (4%)
The Lizards - 3 (4%)
The Mango Song - 3 (4%)
Undermind - 3 (4%)
Waves - 3 (4%)
While My Guitar Gently Weeps - 3 (4%)
Wingsuit - 3 (4%)
A Wave of Hope - 2 (2%)
About to Run - 2 (2%)
All of These Dreams - 2 (2%)
Been Caught Stealing - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Billy Breathes - 2 (2%)
Bold As Love - 2 (2%)
Buried Alive - 2 (2%)
Camel Walk - 2 (2%)
Destiny Unbound - 2 (2%)
Fire - 2 (2%)
Foam - 2 (2%)
Free Bird - 2 (2%)
Glide - 2 (2%)
Golden Age - 2 (2%)
Guelah Papyrus - 2 (2%)
Ha Ha Ha - 2 (2%)
Happy Birthday to You - 2 (2%)
Makisupa Policeman - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Mind Left Body Jam - 2 (2%)
Miss You - 2 (2%)
Misty Mountain Hop - 2 (2%)
Moonage Daydream - 2 (2%)
My Sweet One - 2 (2%)
Plasma - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Seven Below - 2 (2%)
Steep - 2 (2%)
Swept Away - 2 (2%)
The Ballad of Curtis Loew - 2 (2%)
The Curtain - 2 (2%)
The Dogs - 2 (2%)
The Inlaw Josie Wales - 2 (2%)
The Landlady - 2 (2%)
Vultures - 2 (2%)
Wombat - 2 (2%)
1999 - 1 (1%)
A Life Beyond The Dream - 1 (1%)
After Midnight - 1 (1%)
Ambient Jam - 1 (1%)
Avenu Malkenu - 1 (1%)
Axilla (Part II) - 1 (1%)
Baby Elephant Walk - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Alligator - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
Burning Down the House - 1 (1%)
Carolina - 1 (1%)
Cathy's Clown - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Coconut - 1 (1%)
Contact - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corinna - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crazy Sometimes - 1 (1%)
Crowd Control - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Dog Faced Boy - 1 (1%)
Dogs Stole Things - 1 (1%)
Don't Bogart That Joint - 1 (1%)
Drive-In Jam - 1 (1%)
Egg in a Hole Jam - 1 (1%)
Esther - 1 (1%)
Evening Song - 1 (1%)
Fast Enough for You - 1 (1%)
Friends - 1 (1%)
Fuck Your Face - 1 (1%)
Gold Soundz - 1 (1%)
Grind - 1 (1%)
Have Mercy - 1 (1%)
Home - 1 (1%)
I Am the Walrus - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
If You Need a Fool - 1 (1%)
Izabella - 1 (1%)
Jennifer Dances - 1 (1%)
Johnny B. Goode - 1 (1%)
La Grange - 1 (1%)
Lifeboy - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Love You - 1 (1%)
Mellow Mood - 1 (1%)
Mock Song - 1 (1%)
My Left Toe - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
On My Knees - 1 (1%)
Party Time - 1 (1%)
Passing Through - 1 (1%)
Peaches en Regalia - 1 (1%)
Petrichor - 1 (1%)
Pigtail - 1 (1%)
Play by Play - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Ramble On - 1 (1%)
Rescue Squad - 1 (1%)
Rise/Come Together - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Scabbard - 1 (1%)
Send in the Clowns - 1 (1%)
Sexual Healing - 1 (1%)
Shake Your Coconuts - 1 (1%)
Shine a Light - 1 (1%)
Smoke on the Water Jam - 1 (1%)
Something - 1 (1%)
Soul Shakedown Party - 1 (1%)
Sparks - 1 (1%)
Strawberry Fields Forever - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Sunday Morning - 1 (1%)
Sweet Jane - 1 (1%)
The Connection - 1 (1%)
The Final Hurrah - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
Things People Do - 1 (1%)
Tide Turns - 1 (1%)
Timber - 1 (1%)
Time Loves a Hero - 1 (1%)
Trench Town Rock - 1 (1%)
Twenty Years Later - 1 (1%)
Uncle Pen - 1 (1%)
Waiting All Night - 1 (1%)
Walk Away - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
We're Not Gonna Take It - 1 (1%)
Windora Bug - 1 (1%)
Winterqueen - 1 (1%)
You Sexy Thing - 1 (1%)
hey stranger - 1 (1%)

First Set Openers

Punch You in the Eye - 6
Chalk Dust Torture - 3
Fluffhead - 3
Mike's Song - 3
AC/DC Bag - 2
Carini - 2
Free - 2
The Landlady - 2
The Moma Dance - 2
Tube - 2
Ya Mar - 2
1999 - 1
Axilla - 1
Back on the Train - 1
Buried Alive - 1
Carolina - 1
Cathy's Clown - 1
Cavern - 1
Crowd Control - 1
Divided Sky - 1
Don't Bogart That Joint - 1
Evening Song - 1
Everything's Right - 1
Farmhouse - 1
First Tube - 1
Funky Bitch - 1
Ginseng Sullivan - 1
Happy Birthday to You - 1
La Grange - 1
Limb By Limb - 1
Martian Monster - 1
Mellow Mood - 1
My Friend, My Friend - 1
NICU - 1
Piper - 1
Possum - 1
Rock and Roll - 1
Runaway Jim - 1
Shake Your Coconuts - 1
Simple - 1
Stealing Time From the Faulty Plan - 1
Strawberry Fields Forever - 1
Sunday Morning - 1
The Connection - 1
The Wedge - 1
Trench Town Rock - 1
Water in the Sky - 1
Wilson - 1
You Sexy Thing - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 7
Character Zero - 6
Walls of the Cave - 5
Possum - 4
Good Times Bad Times - 3
You Enjoy Myself - 3
Bathtub Gin - 2
Chalk Dust Torture - 2
David Bowie - 2
Drift While You're Sleeping - 2
Golgi Apparatus - 2
More - 2
My Soul - 2
Runaway Jim - 2
After Midnight - 1
Bittersweet Motel - 1
Blaze On - 1
Bold As Love - 1
Cavern - 1
First Tube - 1
Fluffhead - 1
Frankenstein - 1
Free Bird - 1
Jam - 1
Julius - 1
Kill Devil Falls - 1
Maze - 1
Moonage Daydream - 1
Reba - 1
Rise/Come Together - 1
Rocky Top - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Slave to the Traffic Light - 1
Stash - 1
The Squirming Coil - 1
Twist - 1
Weekapaug Groove - 1

Second Set Openers

Down with Disease - 8
Tweezer - 4
Drowned - 3
Mike's Song - 3
No Men In No Man's Land - 3
Punch You in the Eye - 3
AC/DC Bag - 2
Also Sprach Zarathustra - 2
Carini - 2
Chalk Dust Torture - 2
Ghost - 2
NICU - 2
Possum - 2
Runaway Jim - 2
Sand - 2
Set Your Soul Free - 2
The Wedge - 2
Birds of a Feather - 1
Boogie On Reggae Woman - 1
Cool Amber and Mercury - 1
Crosseyed and Painless - 1
David Bowie - 1
Free - 1
Funky Bitch - 1
Gotta Jibboo - 1
Halley's Comet - 1
Jam - 1
Limb By Limb - 1
Martian Monster - 1
Meatstick - 1
More - 1
Roses Are Free - 1
Saw It Again - 1
Soul Shakedown Party - 1
Suzy Greenberg - 1
Theme From the Bottom - 1
Twist - 1
Wilson - 1
Wolfman's Brother - 1

Second Set Closers

Character Zero - 6
Slave to the Traffic Light - 6
Harry Hood - 5
You Enjoy Myself - 5
Run Like an Antelope - 4
Frankenstein - 3
Chalk Dust Torture - 2
Golgi Apparatus - 2
Llama - 2
Loving Cup - 2
Possum - 2
Rocky Top - 2
Split Open and Melt - 2
Weekapaug Groove - 2
Backwards Down the Number Line - 1
Cavern - 1
Coconut - 1
David Bowie - 1
Down with Disease - 1
Fire - 1
First Tube - 1
Fluffhead - 1
Good Times Bad Times - 1
Hello My Baby - 1
Johnny B. Goode - 1
Martian Monster - 1
Meatstick - 1
Misty Mountain Hop - 1
More - 1
Prince Caspian - 1
Say It To Me S.A.N.T.O.S. - 1
Shine a Light - 1
Show of Life - 1
The Squirming Coil - 1
Tweezer Reprise - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1

Third Set Openers

Chalk Dust Torture - 1
Free - 1
Meatstick - 1
Mercury - 1
My Soul - 1
NICU - 1
Petrichor - 1
Runaway Jim - 1
Sabotage - 1
Send in the Clowns - 1
Soul Planet - 1

Third Set Closers

First Tube - 2
Fluffhead - 1
Llama - 1
Loving Cup - 1
Split Open and Melt - 1
Suzy Greenberg - 1
Walls of the Cave - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1
You Enjoy Myself - 1

Fourth Set Openers

Ambient Jam - 1
Drive-In Jam - 1

Fourth Set Closers

Ambient Jam - 1
Drive-In Jam - 1

Encores

Tweezer Reprise - 12
First Tube - 5
Guyute - 5
Harry Hood - 5
Character Zero - 4
Rock and Roll - 4
Rocky Top - 4
The Squirming Coil - 4
Farmhouse - 3
Good Times Bad Times - 3
Julius - 3
Boogie On Reggae Woman - 2
Carini - 2
Fee - 2
Halley's Comet - 2
Hello My Baby - 2
Loving Cup - 2
Possum - 2
The Lizards - 2
While My Guitar Gently Weeps - 2
Wilson - 2
You Enjoy Myself - 2
A Life Beyond The Dream - 1
Baby Elephant Walk - 1
Backwards Down the Number Line - 1
Been Caught Stealing - 1
Bold As Love - 1
Bouncing Around the Room - 1
Brian and Robert - 1
Bug - 1
Burning Down the House - 1
Cavern - 1
Cities - 1
Contact - 1
David Bowie - 1
Divided Sky - 1
Driver - 1
Fire - 1
Fluffhead - 1
Free Bird - 1
Golgi Apparatus - 1
Grind - 1
I Am Hydrogen - 1
I Didn't Know - 1
It's Ice - 1
Jam - 1
Joy - 1
Lonely Trip - 1
Misty Mountain Hop - 1
More - 1
My Soul - 1
My Sweet One - 1
Peaches en Regalia - 1
Rescue Squad - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Show of Life - 1
Slave to the Traffic Light - 1
Sleeping Monkey - 1
Something - 1
Sweet Jane - 1
The Inlaw Josie Wales - 1
The Mango Song - 1
Waste - 1
What's the Use? - 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 1996

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 34 song debuts
0.5 debuts per show.
The most frequently played song you have seen debuted is Birds of a Feather (133 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Ginseng Sullivan - 7
Jam - 7
Taste - 7
Bouncing Around the Room - 5
Water in the Sky - 5
Bittersweet Motel - 4
Driver - 4
Frankie Says - 4
Albuquerque - 3
Back at the Chicken Shack - 3

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

Light - 9
555 - 8
Fuego - 8
Walls of the Cave - 7
Blaze On - 6
Martian Monster - 6
More - 6
No Men In No Man's Land - 6
Ocelot - 6
Steam - 6

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:

Ginseng Sullivan - 7
Jam - 7
Taste - 7
Bouncing Around the Room - 5
Water in the Sky - 5
Bittersweet Motel - 4
Driver - 4
Frankie Says - 4
Albuquerque - 3
Back at the Chicken Shack - 3

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

Light - 9
555 - 8
Fuego - 8
Walls of the Cave - 7
Blaze On - 6
Martian Monster - 6
More - 6
No Men In No Man's Land - 6
Ocelot - 6
Steam - 6

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