Shows by day of week

• Sunday- 12
• Monday- 5
• Tuesday- 2
• Wednesday- 2
• Thursday- 5
• Friday- 21
• Saturday- 23

Shows by month

• January -
• February -
• March -
• April - 5
• May -
• June - 1
• July - 22
• August - 18
• September - 15
• October - 6
• November - 1
• December - 2

Shows by year

• 1997- 5
• 1998- 8
• 1999- 11
• 2000- 9
• 2001- 0
• 2002- 0
• 2003- 2
• 2004- 0
• 2009- 2
• 2010- 0
• 2011- 2
• 2012- 0
• 2013- 2
• 2014- 1
• 2015- 0
• 2016- 2
• 2017- 0
• 2018- 3
• 2019- 3
• 2020- 0
• 2021- 7
• 2022- 4
• 2023- 6
• 2024- 3

Most Frequently Played Dates

• 9/1- 3
• 9/3- 3
• 10/1- 2
• 7/12- 2
• 7/15- 2
• 7/16- 2
• 7/26- 2
• 8/2- 2
• 8/3- 2
• 8/31- 2
• 9/2- 2
• 9/4- 2
• 10/18- 1
• 10/19- 1
• 10/2- 1
• 10/30- 1
• 11/2- 1
• 12/30- 1
• 12/31- 1
• 4/14- 1
• 4/15- 1

Shows by States

• WA - 25 (36%)
• CO - 14 (20%)
• IN - 9 (13%)
• NV - 6 (9%)
• WI - 4 (6%)
• OH - 4 (6%)
• FL - 2 (3%)
• AZ - 1 (1%)
• MN - 1 (1%)
• UT - 1 (1%)
• OR - 1 (1%)
• KS - 1 (1%)
• IA - 1 (1%)

Shows by Time Zone

• Pacific - 32 (46%)
• Mountain - 16 (23%)
• Eastern - 15 (21%)
• Central - 7 (10%)

Shows by Cities

• George, WA - 22 (31%)
• Commerce City, CO - 14 (20%)
• Noblesville, IN - 9 (13%)
• Las Vegas, NV - 6 (9%)
• East Troy, WI - 4 (6%)
• Columbus, OH - 4 (6%)
• Seattle, WA - 3 (4%)
• Big Cypress, FL - 2 (3%)
• Eugene, OR - 1 (1%)
• Minneapolis, MN - 1 (1%)
• Bonner Springs, KS - 1 (1%)
• Phoenix, AZ - 1 (1%)
• West Valley City, UT - 1 (1%)
• Ames, IA - 1 (1%)

Shows by Venues

• Gorge Amphitheatre - 22 (31%)
• Dick's Sporting Goods Park - 14 (20%)
• Ruoff Music Center - 9 (13%)
• Polaris Amphitheater - 4 (6%)
• Alpine Valley Music Theatre - 4 (6%)
• Key Arena - 3 (4%)
• Thomas & Mack Center - 3 (4%)
• Sphere - 3 (4%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Desert Sky Pavilion - 1 (1%)
• Verizon Wireless Amphitheater Kansas City - 1 (1%)
• Matthew Knight Arena - 1 (1%)
• The “E” Center - 1 (1%)
• Target Center - 1 (1%)
• Hilton Coliseum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 33 (47%)
• After hiatus - 37 (53%)

325 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 19.6.
The average amount of times each song was played is 4.13.
There were 128 onetimers
1373 total songs have been played in the selected shows.

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

Total Times Played

The Moma Dance - 20 (28%)
Wolfman's Brother - 20 (28%)
Piper - 19 (27%)
Bathtub Gin - 18 (25%)
Chalk Dust Torture - 17 (24%)
Character Zero - 16 (22%)
Down with Disease - 16 (22%)
Harry Hood - 16 (22%)
Tweezer - 16 (22%)
Cavern - 15 (21%)
David Bowie - 15 (21%)
Run Like an Antelope - 15 (21%)
Sand - 15 (21%)
Tube - 15 (21%)
Tweezer Reprise - 15 (21%)
Fluffhead - 13 (18%)
Split Open and Melt - 13 (18%)
Stash - 13 (18%)
Twist - 13 (18%)
Back on the Train - 12 (17%)
Free - 12 (17%)
Ghost - 12 (17%)
Slave to the Traffic Light - 12 (17%)
Wilson - 12 (17%)
Also Sprach Zarathustra - 11 (15%)
First Tube - 11 (15%)
Limb By Limb - 11 (15%)
Mike's Song - 11 (15%)
Punch You in the Eye - 11 (15%)
Weekapaug Groove - 11 (15%)
You Enjoy Myself - 11 (15%)
Birds of a Feather - 10 (14%)
Farmhouse - 10 (14%)
Prince Caspian - 10 (14%)
Reba - 10 (14%)
Taste - 10 (14%)
Ya Mar - 10 (14%)
Blaze On - 9 (12%)
Bug - 9 (12%)
Carini - 9 (12%)
Maze - 9 (12%)
Meatstick - 9 (12%)
My Friend, My Friend - 9 (12%)
NICU - 9 (12%)
Possum - 9 (12%)
Sparkle - 9 (12%)
Waste - 9 (12%)
Bouncing Around the Room - 8 (11%)
Golgi Apparatus - 8 (11%)
Guyute - 8 (11%)
Heavy Things - 8 (11%)
Julius - 8 (11%)
Loving Cup - 8 (11%)
Roggae - 8 (11%)
Boogie On Reggae Woman - 7 (10%)
Crosseyed and Painless - 7 (10%)
Divided Sky - 7 (10%)
Fuego - 7 (10%)
Funky Bitch - 7 (10%)
Light - 7 (10%)
Rift - 7 (10%)
Runaway Jim - 7 (10%)
Sample in a Jar - 7 (10%)
Say It To Me S.A.N.T.O.S. - 7 (10%)
Simple - 7 (10%)
The Mango Song - 7 (10%)
The Wedge - 7 (10%)
Theme From the Bottom - 7 (10%)
Wading in the Velvet Sea - 7 (10%)
What's the Use? - 7 (10%)
When the Circus Comes - 7 (10%)
46 Days - 6 (8%)
Axilla - 6 (8%)
Driver - 6 (8%)
Everything's Right - 6 (8%)
Good Times Bad Times - 6 (8%)
Gumbo - 6 (8%)
Kill Devil Falls - 6 (8%)
Lawn Boy - 6 (8%)
Llama - 6 (8%)
Makisupa Policeman - 6 (8%)
Mountains in the Mist - 6 (8%)
My Soul - 6 (8%)
No Men In No Man's Land - 6 (8%)
Poor Heart - 6 (8%)
Set Your Soul Free - 6 (8%)
Sigma Oasis - 6 (8%)
The Squirming Coil - 6 (8%)
Undermind - 6 (8%)
Vultures - 6 (8%)
Walls of the Cave - 6 (8%)
AC/DC Bag - 5 (7%)
Billy Breathes - 5 (7%)
Drift While You're Sleeping - 5 (7%)
Frankenstein - 5 (7%)
Golden Age - 5 (7%)
Halley's Comet - 5 (7%)
Hold Your Head Up - 5 (7%)
Horn - 5 (7%)
Meat - 5 (7%)
Ocelot - 5 (7%)
Rock and Roll - 5 (7%)
Roses Are Free - 5 (7%)
Ruby Waves - 5 (7%)
Silent in the Morning - 5 (7%)
Steam - 5 (7%)
The Horse - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Water in the Sky - 5 (7%)
A Wave of Hope - 4 (5%)
Backwards Down the Number Line - 4 (5%)
Bittersweet Motel - 4 (5%)
Dirt - 4 (5%)
Dogs Stole Things - 4 (5%)
Esther - 4 (5%)
Foam - 4 (5%)
Gotta Jibboo - 4 (5%)
I Am Hydrogen - 4 (5%)
It's Ice - 4 (5%)
Leaves - 4 (5%)
Lifeboy - 4 (5%)
Party Time - 4 (5%)
Rocky Top - 4 (5%)
Saw It Again - 4 (5%)
Suzy Greenberg - 4 (5%)
The Curtain With - 4 (5%)
555 - 3 (4%)
A Life Beyond The Dream - 3 (4%)
Axilla (Part II) - 3 (4%)
Beauty of My Dreams - 3 (4%)
Beneath a Sea of Stars Part 1 - 3 (4%)
Bold As Love - 3 (4%)
Brian and Robert - 3 (4%)
Camel Walk - 3 (4%)
Cars Trucks Buses - 3 (4%)
Catapult - 3 (4%)
Cities - 3 (4%)
Drowned - 3 (4%)
Fee - 3 (4%)
Ginseng Sullivan - 3 (4%)
I Didn't Know - 3 (4%)
Jam - 3 (4%)
Jesus Just Left Chicago - 3 (4%)
Lonely Trip - 3 (4%)
Mercury - 3 (4%)
More - 3 (4%)
My Mind's Got a Mind of its Own - 3 (4%)
Pebbles and Marbles - 3 (4%)
Plasma - 3 (4%)
Scent of a Mule - 3 (4%)
Scents and Subtle Sounds - 3 (4%)
Shade - 3 (4%)
Shine a Light - 3 (4%)
Show of Life - 3 (4%)
Steep - 3 (4%)
Swept Away - 3 (4%)
The Inlaw Josie Wales - 3 (4%)
Twenty Years Later - 3 (4%)
Uncle Pen - 3 (4%)
Walk Away - 3 (4%)
A Song I Heard the Ocean Sing - 2 (2%)
About to Run - 2 (2%)
After Midnight - 2 (2%)
Alaska - 2 (2%)
Albuquerque - 2 (2%)
Alumni Blues - 2 (2%)
Avenu Malkenu - 2 (2%)
Back at the Chicken Shack - 2 (2%)
Dog Faced Boy - 2 (2%)
Don't Doubt Me - 2 (2%)
Fast Enough for You - 2 (2%)
Fire - 2 (2%)
Guelah Papyrus - 2 (2%)
Halfway to the Moon - 2 (2%)
Happy Birthday to You - 2 (2%)
Izabella - 2 (2%)
Love You - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
My Left Toe - 2 (2%)
On Your Way Down - 2 (2%)
Rise/Come Together - 2 (2%)
Seven Below - 2 (2%)
Sleep - 2 (2%)
Sneakin' Sally Through the Alley - 2 (2%)
Stealing Time From the Faulty Plan - 2 (2%)
Strange Design - 2 (2%)
The Curtain - 2 (2%)
The Howling - 2 (2%)
The Line - 2 (2%)
The Lizards - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
Train Song - 2 (2%)
Turtle in the Clouds - 2 (2%)
Waves - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Wingsuit - 2 (2%)
A Day in the Life - 1 (1%)
Access Me - 1 (1%)
Ain't Love Funny - 1 (1%)
All of These Dreams - 1 (1%)
Any Colour You Like - 1 (1%)
Architect - 1 (1%)
Army of One - 1 (1%)
Ass Handed - 1 (1%)
Auld Lang Syne - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Been Caught Stealing - 1 (1%)
Big Alligator - 1 (1%)
Bike - 1 (1%)
Bliss - 1 (1%)
Brain Damage - 1 (1%)
Breathe - 1 (1%)
Buffalo Bill - 1 (1%)
Buried Alive - 1 (1%)
Bye Bye Foot - 1 (1%)
Can't Always Listen - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool It Down - 1 (1%)
Corinna - 1 (1%)
Crazy Sometimes - 1 (1%)
Crossroads - 1 (1%)
Destiny Unbound - 1 (1%)
Dinner and a Movie - 1 (1%)
Eclipse - 1 (1%)
Emotional Rescue - 1 (1%)
Ether Edge - 1 (1%)
Evolve - 1 (1%)
Fikus - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Glide - 1 (1%)
Grind - 1 (1%)
Guy Forget - 1 (1%)
Ha Ha Ha - 1 (1%)
Harpua - 1 (1%)
Heavy Rotation - 1 (1%)
Hello My Baby - 1 (1%)
How Many People Are You - 1 (1%)
I Always Wanted It This Way - 1 (1%)
I Been Around - 1 (1%)
I Get a Kick Out of You - 1 (1%)
I Never Left Home - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
Infinite - 1 (1%)
Johnny B. Goode - 1 (1%)
Joy - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life Saving Gun - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Long Cool Woman in a Black Dress - 1 (1%)
Magilla - 1 (1%)
Manteca - 1 (1%)
Martian Monster - 1 (1%)
Mellow Mood - 1 (1%)
Mexican Cousin - 1 (1%)
Middle of the Road - 1 (1%)
Miss You - 1 (1%)
Moby Dick - 1 (1%)
Mock Song - 1 (1%)
Money - 1 (1%)
Moonage Daydream - 1 (1%)
Most Events Aren't Planned - 1 (1%)
Mound - 1 (1%)
Mr. Completely - 1 (1%)
Mull - 1 (1%)
Nellie Kane - 1 (1%)
No Quarter - 1 (1%)
Oblivion - 1 (1%)
On The Run - 1 (1%)
Pillow Jets - 1 (1%)
Purple Rain - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ramble On - 1 (1%)
Rapper's Delight - 1 (1%)
Rhinoceros - 1 (1%)
Ride Captain Ride - 1 (1%)
Rock A William - 1 (1%)
Rotation Jam - 1 (1%)
Round Room - 1 (1%)
Samson Variation - 1 (1%)
Sanity - 1 (1%)
Say Something - 1 (1%)
Secret Smile - 1 (1%)
Sightless Escape - 1 (1%)
Sleep Again - 1 (1%)
Smells Like Teen Spirit - 1 (1%)
Speak to Me - 1 (1%)
Spock's Brain - 1 (1%)
Stray Dog - 1 (1%)
Sugar Shack - 1 (1%)
Tela - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Final Hurrah - 1 (1%)
The Great Gig in the Sky - 1 (1%)
The Happy Whip and Dung Song - 1 (1%)
The Old Home Place - 1 (1%)
The Sloth - 1 (1%)
Thunderhead - 1 (1%)
Tide Turns - 1 (1%)
Time - 1 (1%)
Torn and Frayed - 1 (1%)
Two Versions of Me - 1 (1%)
Us and Them - 1 (1%)
Waiting All Night - 1 (1%)
Walfredo - 1 (1%)
Walk This Way - 1 (1%)
We're an American Band - 1 (1%)
Weigh - 1 (1%)
Whipping Post - 1 (1%)
Will It Go Round in Circles - 1 (1%)
Wombat - 1 (1%)
Woodstock - 1 (1%)
Yarmouth Road - 1 (1%)
You Better Believe It Baby - 1 (1%)
You Shook Me All Night Long - 1 (1%)
mercy - 1 (1%)

First Set Openers

Carini - 4
Bathtub Gin - 3
AC/DC Bag - 2
Down with Disease - 2
Farmhouse - 2
First Tube - 2
Makisupa Policeman - 2
My Friend, My Friend - 2
Punch You in the Eye - 2
Runaway Jim - 2
Set Your Soul Free - 2
The Moma Dance - 2
Theme From the Bottom - 2
Tube - 2
Ya Mar - 2
46 Days - 1
Alumni Blues - 1
Architect - 1
Axilla (Part II) - 1
Blaze On - 1
Buried Alive - 1
Can't Always Listen - 1
Cars Trucks Buses - 1
Cavern - 1
Chalk Dust Torture - 1
Cool Amber and Mercury - 1
Everything's Right - 1
Fluffhead - 1
Free - 1
Guyute - 1
Kill Devil Falls - 1
Llama - 1
Meat - 1
Party Time - 1
Possum - 1
Ramble On - 1
Rhinoceros - 1
Roggae - 1
Sample in a Jar - 1
Sand - 1
Sigma Oasis - 1
Stray Dog - 1
Taste - 1
The Curtain With - 1
The Mango Song - 1
The Squirming Coil - 1
Torn and Frayed - 1
Tweezer - 1
Walfredo - 1
Water in the Sky - 1
Wilson - 1
Wolfman's Brother - 1

First Set Closers

Character Zero - 7
Cavern - 6
Bathtub Gin - 4
David Bowie - 4
Run Like an Antelope - 4
Golgi Apparatus - 3
Split Open and Melt - 3
Walls of the Cave - 3
After Midnight - 2
Blaze On - 2
Carini - 2
Chalk Dust Torture - 2
Fluffhead - 2
Ghost - 2
Stash - 2
46 Days - 1
Birds of a Feather - 1
Bug - 1
Crossroads - 1
Drift While You're Sleeping - 1
Free - 1
Funky Bitch - 1
Harry Hood - 1
Julius - 1
Loving Cup - 1
Maze - 1
More - 1
My Soul - 1
Possum - 1
Runaway Jim - 1
Sample in a Jar - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
The Squirming Coil - 1
Weekapaug Groove - 1
Will It Go Round in Circles - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 6
Crosseyed and Painless - 3
Sand - 3
Set Your Soul Free - 3
Tweezer - 3
A Wave of Hope - 2
Also Sprach Zarathustra - 2
Birds of a Feather - 2
Chalk Dust Torture - 2
Everything's Right - 2
Julius - 2
Mike's Song - 2
Piper - 2
Possum - 2
Sigma Oasis - 2
Timber (Jerry the Mule) - 2
Wilson - 2
Wolfman's Brother - 2
AC/DC Bag - 1
Backwards Down the Number Line - 1
Blaze On - 1
Cities - 1
Dinner and a Movie - 1
Free - 1
Ghost - 1
Gotta Jibboo - 1
Gumbo - 1
Heavy Things - 1
Llama - 1
Meatstick - 1
Mr. Completely - 1
NICU - 1
Rise/Come Together - 1
Rock and Roll - 1
Roses Are Free - 1
Say It To Me S.A.N.T.O.S. - 1
Sightless Escape - 1
Stash - 1
The Curtain - 1
The Moma Dance - 1
The Squirming Coil - 1
Twist - 1

Second Set Closers

Slave to the Traffic Light - 6
Character Zero - 5
Harry Hood - 5
David Bowie - 4
You Enjoy Myself - 4
Loving Cup - 3
Run Like an Antelope - 3
Split Open and Melt - 3
Cavern - 2
Chalk Dust Torture - 2
Frankenstein - 2
Meatstick - 2
Piper - 2
Possum - 2
Shine a Light - 2
Weekapaug Groove - 2
A Day in the Life - 1
Back on the Train - 1
Bold As Love - 1
Fire - 1
First Tube - 1
Fluffhead - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Grind - 1
Harpua - 1
I Always Wanted It This Way - 1
Rock and Roll - 1
Say It To Me S.A.N.T.O.S. - 1
Sigma Oasis - 1
Stash - 1
The Wedge - 1
Tweezer Reprise - 1
Waste - 1
You Shook Me All Night Long - 1

Third Set Openers

Chalk Dust Torture - 1

Third Set Closers

Weekapaug Groove - 1

Encores

Tweezer Reprise - 14
Harry Hood - 6
First Tube - 4
Good Times Bad Times - 4
Run Like an Antelope - 4
Say It To Me S.A.N.T.O.S. - 4
Slave to the Traffic Light - 4
Bouncing Around the Room - 3
Character Zero - 3
Loving Cup - 3
Rocky Top - 3
When the Circus Comes - 3
Wilson - 3
A Life Beyond The Dream - 2
Bittersweet Motel - 2
Bold As Love - 2
Brian and Robert - 2
Cavern - 2
Drift While You're Sleeping - 2
Driver - 2
Golgi Apparatus - 2
Hold Your Head Up - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Show of Life - 2
Suzy Greenberg - 2
The Squirming Coil - 2
Wading in the Velvet Sea - 2
Waste - 2
About to Run - 1
Alumni Blues - 1
Been Caught Stealing - 1
Boogie On Reggae Woman - 1
Bug - 1
Camel Walk - 1
Chalk Dust Torture Reprise - 1
Divided Sky - 1
Don't Doubt Me - 1
Emotional Rescue - 1
Evolve - 1
Farmhouse - 1
Fee - 1
Fire - 1
Fluffhead - 1
Frankenstein - 1
Free Bird - 1
Glide - 1
Guyute - 1
Heavy Things - 1
Icculus - 1
Julius - 1
Love You - 1
Makisupa Policeman - 1
Meatstick - 1
Moby Dick - 1
More - 1
Pebbles and Marbles - 1
Sanity - 1
Shine a Light - 1
Silent in the Morning - 1
Smells Like Teen Spirit - 1
Split Open and Melt - 1
The Horse - 1
The Inlaw Josie Wales - 1
The Mango Song - 1
Theme From the Bottom - 1
Train Song - 1
Tube - 1
We're an American Band - 1
While My Guitar Gently Weeps - 1
Woodstock - 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 42 song debuts
0.6 debuts per show.
The most frequently played song you have seen debuted is Back on the Train (152 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

The Squirming Coil - 6
Gotta Jibboo - 4
Beauty of My Dreams - 3
Cars Trucks Buses - 3
Drowned - 3
Ginseng Sullivan - 3
I Didn't Know - 3
Jam - 3
My Mind's Got a Mind of its Own - 3
The Inlaw Josie Wales - 3

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

Blaze On - 9
Fuego - 7
Light - 7
Say It To Me S.A.N.T.O.S. - 7
46 Days - 6
Everything's Right - 6
Kill Devil Falls - 6
No Men In No Man's Land - 6
Set Your Soul Free - 6
Sigma Oasis - 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:

Guyute - 8
Axilla - 6
The Squirming Coil - 6
Frankenstein - 5
Water in the Sky - 5
Dogs Stole Things - 4
Gotta Jibboo - 4
Beauty of My Dreams - 3
Cars Trucks Buses - 3
Drowned - 3

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

Blaze On - 9
Fuego - 7
Light - 7
Say It To Me S.A.N.T.O.S. - 7
46 Days - 6
Everything's Right - 6
Kill Devil Falls - 6
No Men In No Man's Land - 6
Set Your Soul Free - 6
Sigma Oasis - 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