Shows by day of week

• Sunday- 14
• Monday- 4
• Tuesday- 9
• Wednesday- 8
• Thursday- 2
• Friday- 19
• Saturday- 23

Shows by month

• January -
• February - 4
• March -
• April - 1
• May - 3
• June - 12
• July - 27
• August - 10
• September - 9
• October - 5
• November -
• December - 8

Shows by year

• 1999- 2
• 2000- 8
• 2001- 0
• 2002- 0
• 2003- 10
• 2004- 2
• 2009- 3
• 2010- 2
• 2011- 0
• 2012- 0
• 2013- 1
• 2014- 2
• 2015- 2
• 2016- 3
• 2017- 2
• 2018- 7
• 2019- 9
• 2020- 0
• 2021- 5
• 2022- 6
• 2023- 5
• 2024- 2
• 2025- 5
• 2026- 3

Most Frequently Played Dates

• 12/30- 3
• 7/19- 3
• 12/31- 2
• 6/11- 2
• 6/25- 2
• 7/14- 2
• 7/18- 2
• 7/20- 2
• 7/21- 2
• 7/23- 2
• 7/28- 2
• 7/29- 2
• 8/14- 2
• 10/13- 1
• 10/14- 1
• 10/26- 1
• 10/27- 1
• 10/28- 1
• 12/28- 1
• 12/7- 1
• 12/8- 1

Shows by States

• IL - 16 (20%)
• WI - 14 (18%)
• NY - 13 (16%)
• IN - 9 (11%)
• CO - 6 (8%)
• MA - 5 (6%)
• OH - 4 (5%)
• CT - 4 (5%)
• NV - 3 (4%)
• ME - 2 (3%)
• MO - 2 (3%)
• FL - 1 (1%)

Shows by Time Zone

• Eastern - 38 (48%)
• Central - 32 (41%)
• Mountain - 6 (8%)
• Pacific - 3 (4%)

Shows by Cities

• East Troy, WI - 14 (18%)
• New York, NY - 11 (14%)
• Chicago, IL - 10 (13%)
• Noblesville, IN - 9 (11%)
• Commerce City, CO - 6 (8%)
• Uncasville, CT - 4 (5%)
• Rosemont, IL - 4 (5%)
• Las Vegas, NV - 3 (4%)
• Mansfield, MA - 3 (4%)
• Cincinnati, OH - 2 (3%)
• St. Louis, MO - 2 (3%)
• Albany, NY - 2 (3%)
• Columbus, OH - 2 (3%)
• Portland, ME - 2 (3%)
• Bridgeview, IL - 2 (3%)
• Boston, MA - 1 (1%)
• Worcester, MA - 1 (1%)
• Miami, FL - 1 (1%)

Shows by Venues

• Alpine Valley Music Theatre - 14 (18%)
• Madison Square Garden - 10 (13%)
• Ruoff Music Center - 9 (11%)
• Dick's Sporting Goods Park - 6 (8%)
• United Center - 5 (6%)
• Allstate Arena - 4 (5%)
• Mohegan Sun Arena - 4 (5%)
• Great Woods Center for the Performing Arts - 3 (4%)
• Sphere - 3 (4%)
• Huntington Bank Pavilion at Northerly Island - 3 (4%)
• Pepsi Arena - 2 (3%)
• Toyota Park - 2 (3%)
• Polaris Amphitheater - 2 (3%)
• Wrigley Field - 2 (3%)
• Cumberland County Civic Center - 2 (3%)
• Saint Louis University - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• Radio City Music Hall - 1 (1%)
• American Airlines Arena - 1 (1%)
• Worcester Centrum Centre - 1 (1%)
• Fenway Park - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 10 (13%)
• After hiatus - 69 (87%)

313 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 19.2.
The average amount of times each song was played is 4.75.
There were 89 onetimers
1522 total songs have been played in the selected shows.

There were 1 one set shows
There were 76 two set shows
There were 2 three set shows
3 songs were in a five show rotation.

Total Times Played

Down with Disease - 18 (22%)
Ghost - 17 (21%)
Harry Hood - 16 (20%)
Bathtub Gin - 15 (18%)
Cavern - 15 (18%)
Chalk Dust Torture - 15 (18%)
Sand - 15 (18%)
Blaze On - 14 (17%)
Character Zero - 14 (17%)
Maze - 14 (17%)
Piper - 14 (17%)
Tube - 14 (17%)
46 Days - 13 (16%)
David Bowie - 13 (16%)
Free - 13 (16%)
Golgi Apparatus - 13 (16%)
Light - 13 (16%)
Run Like an Antelope - 13 (16%)
The Moma Dance - 13 (16%)
Twist - 13 (16%)
Weekapaug Groove - 13 (16%)
Wilson - 13 (16%)
Back on the Train - 12 (15%)
Carini - 12 (15%)
First Tube - 12 (15%)
Fuego - 12 (15%)
Funky Bitch - 12 (15%)
Mike's Song - 12 (15%)
Possum - 12 (15%)
Sample in a Jar - 12 (15%)
Stash - 12 (15%)
Wolfman's Brother - 12 (15%)
You Enjoy Myself - 12 (15%)
AC/DC Bag - 11 (13%)
Also Sprach Zarathustra - 11 (13%)
Gotta Jibboo - 11 (13%)
Heavy Things - 11 (13%)
Limb By Limb - 11 (13%)
More - 11 (13%)
Reba - 11 (13%)
Slave to the Traffic Light - 11 (13%)
Suzy Greenberg - 11 (13%)
Tweezer Reprise - 11 (13%)
Waste - 11 (13%)
Ya Mar - 11 (13%)
Boogie On Reggae Woman - 10 (12%)
Bouncing Around the Room - 10 (12%)
Bug - 10 (12%)
Drift While You're Sleeping - 10 (12%)
Rift - 10 (12%)
Split Open and Melt - 10 (12%)
Tweezer - 10 (12%)
Crosseyed and Painless - 9 (11%)
Divided Sky - 9 (11%)
Everything's Right - 9 (11%)
Farmhouse - 9 (11%)
Julius - 9 (11%)
No Men In No Man's Land - 9 (11%)
Ruby Waves - 9 (11%)
Runaway Jim - 9 (11%)
Simple - 9 (11%)
Undermind - 9 (11%)
What's the Use? - 9 (11%)
Fluffhead - 8 (10%)
Horn - 8 (10%)
Mercury - 8 (10%)
NICU - 8 (10%)
Punch You in the Eye - 8 (10%)
Seven Below - 8 (10%)
Silent in the Morning - 8 (10%)
Steam - 8 (10%)
Taste - 8 (10%)
The Lizards - 8 (10%)
Theme from the Bottom - 8 (10%)
Wading in the Velvet Sea - 8 (10%)
Waves - 8 (10%)
Backwards Down the Number Line - 7 (8%)
Dirt - 7 (8%)
Good Times Bad Times - 7 (8%)
Gumbo - 7 (8%)
Loving Cup - 7 (8%)
Martian Monster - 7 (8%)
My Friend, My Friend - 7 (8%)
Prince Caspian - 7 (8%)
Rock and Roll - 7 (8%)
Roggae - 7 (8%)
Saw It Again - 7 (8%)
The Horse - 7 (8%)
The Squirming Coil - 7 (8%)
About to Run - 6 (7%)
Birds of a Feather - 6 (7%)
Frankenstein - 6 (7%)
Guyute - 6 (7%)
Halley's Comet - 6 (7%)
Kill Devil Falls - 6 (7%)
Meatstick - 6 (7%)
Plasma - 6 (7%)
Say It To Me S.A.N.T.O.S. - 6 (7%)
Stealing Time From the Faulty Plan - 6 (7%)
The Wedge - 6 (7%)
Vultures - 6 (7%)
Walls of the Cave - 6 (7%)
A Song I Heard the Ocean Sing - 5 (6%)
Axilla - 5 (6%)
Billy Breathes - 5 (6%)
Contact - 5 (6%)
Foam - 5 (6%)
Golden Age - 5 (6%)
I Didn't Know - 5 (6%)
Lonely Trip - 5 (6%)
Makisupa Policeman - 5 (6%)
Mountains in the Mist - 5 (6%)
My Soul - 5 (6%)
Ocelot - 5 (6%)
Set Your Soul Free - 5 (6%)
Shade - 5 (6%)
Sparkle - 5 (6%)
The Sloth - 5 (6%)
Water in the Sky - 5 (6%)
A Life Beyond The Dream - 4 (5%)
A Wave of Hope - 4 (5%)
Brian and Robert - 4 (5%)
Cities - 4 (5%)
Frankie Says - 4 (5%)
Friday - 4 (5%)
Grind - 4 (5%)
Hold Your Head Up - 4 (5%)
Joy - 4 (5%)
Lawn Boy - 4 (5%)
Leaves - 4 (5%)
Llama - 4 (5%)
Most Events Aren't Planned - 4 (5%)
Poor Heart - 4 (5%)
Rise/Come Together - 4 (5%)
Scent of a Mule - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Sneakin' Sally Thru the Alley - 4 (5%)
Soul Planet - 4 (5%)
The Dogs - 4 (5%)
The Mango Song - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Twenty Years Later - 4 (5%)
Wingsuit - 4 (5%)
Alaska - 3 (3%)
Alumni Blues - 3 (3%)
Beauty of My Dreams - 3 (3%)
Buffalo Bill - 3 (3%)
Buried Alive - 3 (3%)
Catapult - 3 (3%)
Destiny Unbound - 3 (3%)
Driver - 3 (3%)
Energy - 3 (3%)
Evolve - 3 (3%)
Fast Enough for You - 3 (3%)
Glide - 3 (3%)
I Am Hydrogen - 3 (3%)
I Am the Walrus - 3 (3%)
Izabella - 3 (3%)
Jam - 3 (3%)
Letter to Jimmy Page - 3 (3%)
Life Saving Gun - 3 (3%)
McGrupp and the Watchful Hosemasters - 3 (3%)
Miss You - 3 (3%)
Mound - 3 (3%)
Nellie Kane - 3 (3%)
Oblivion - 3 (3%)
Party Time - 3 (3%)
Pebbles and Marbles - 3 (3%)
Petrichor - 3 (3%)
Rocky Top - 3 (3%)
Roses Are Free - 3 (3%)
Sigma Oasis - 3 (3%)
Space Oddity - 3 (3%)
Sugar Shack - 3 (3%)
Tela - 3 (3%)
The Curtain With - 3 (3%)
The Final Hurrah - 3 (3%)
The Line - 3 (3%)
Train Song - 3 (3%)
Turtle in the Clouds - 3 (3%)
Weigh - 3 (3%)
While My Guitar Gently Weeps - 3 (3%)
Yarmouth Road - 3 (3%)
555 - 2 (2%)
All of These Dreams - 2 (2%)
Anything But Me - 2 (2%)
Ass Handed - 2 (2%)
Auld Lang Syne - 2 (2%)
Avenu Malkenu - 2 (2%)
Beneath a Sea of Stars Part 1 - 2 (2%)
Bliss - 2 (2%)
Cars Trucks Buses - 2 (2%)
Cool Amber and Mercury - 2 (2%)
Corinna - 2 (2%)
Death Don't Hurt Very Long - 2 (2%)
Dog Faced Boy - 2 (2%)
Dogs Stole Things - 2 (2%)
Esther - 2 (2%)
Fee - 2 (2%)
Fire - 2 (2%)
Frost - 2 (2%)
Fuck Your Face - 2 (2%)
Halfway to the Moon - 2 (2%)
I Always Wanted It This Way - 2 (2%)
Meat - 2 (2%)
Mellow Mood - 2 (2%)
Moonage Daydream - 2 (2%)
Mr. Completely - 2 (2%)
Mull - 2 (2%)
No Quarter - 2 (2%)
Pillow Jets - 2 (2%)
Sanity - 2 (2%)
Spock's Brain - 2 (2%)
Strange Design - 2 (2%)
The Howling - 2 (2%)
The Landlady - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Old Home Place - 2 (2%)
Things People Do - 2 (2%)
Time Turns Elastic - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
What's Going Through Your Mind - 2 (2%)
Wombat - 2 (2%)
1999 - 1 (1%)
A Day in the Life - 1 (1%)
Access Me - 1 (1%)
Albuquerque - 1 (1%)
Army of One - 1 (1%)
Axilla (Part II) - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Bike - 1 (1%)
Blue Skies - 1 (1%)
Bold As Love - 1 (1%)
Broken Heart Attack - 1 (1%)
Brother - 1 (1%)
Camel Walk - 1 (1%)
Chocolate Rain - 1 (1%)
Cinnamon Girl - 1 (1%)
Clear Your Mind - 1 (1%)
Clone - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool It Down - 1 (1%)
Cracklin' Rosie - 1 (1%)
Cream - 1 (1%)
Crowd Control - 1 (1%)
Devotion to a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Discern - 1 (1%)
Drifting - 1 (1%)
Dust in the Wind - 1 (1%)
Ether Edge - 1 (1%)
Evening Song - 1 (1%)
Final Flight - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Ginseng Sullivan - 1 (1%)
Glide II - 1 (1%)
Gloria (Laura Branigan) - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Hey Stranger - 1 (1%)
Home - 1 (1%)
How Many People Are You - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
Icculus - 1 (1%)
It's Ice - 1 (1%)
Jennifer Dances - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Kung - 1 (1%)
Lengthwise - 1 (1%)
Lifeboy - 1 (1%)
Love You - 1 (1%)
Low Rider - 1 (1%)
Magilla - 1 (1%)
Mercy - 1 (1%)
Mexican Cousin - 1 (1%)
Monsters - 1 (1%)
My Sweet One - 1 (1%)
Olivia's Pool - 1 (1%)
On Your Way Down - 1 (1%)
Paul and Silas - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Rescue Squad - 1 (1%)
Roadrunner - 1 (1%)
Secret Smile - 1 (1%)
Send in the Clowns - 1 (1%)
Shine a Light - 1 (1%)
Show of Life - 1 (1%)
Sincere - 1 (1%)
Sleeping Monkey - 1 (1%)
Steep - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Stray Dog - 1 (1%)
Swept Away - 1 (1%)
Talk - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Curtain - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Very Long Fuse - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Two Versions of Me - 1 (1%)
Waiting All Night - 1 (1%)
Walk Away - 1 (1%)
When the Circus Comes - 1 (1%)
Wider - 1 (1%)
Windora Bug - 1 (1%)
Windy City - 1 (1%)
Winterqueen - 1 (1%)
You Sexy Thing - 1 (1%)

First Set Openers

AC/DC Bag - 4
Sample in a Jar - 4
Carini - 3
Punch You in the Eye - 3
The Moma Dance - 3
Alumni Blues - 2
Chalk Dust Torture - 2
Farmhouse - 2
Free - 2
Martian Monster - 2
The Landlady - 2
Wilson - 2
1999 - 1
46 Days - 1
Access Me - 1
Axilla - 1
Back on the Train - 1
Brother - 1
Buried Alive - 1
Cars Trucks Buses - 1
Chocolate Rain - 1
Cities - 1
Cool Amber and Mercury - 1
Crowd Control - 1
David Bowie - 1
Dinner and a Movie - 1
Down with Disease - 1
Energy - 1
Evening Song - 1
Everything's Right - 1
Fuego - 1
Gumbo - 1
Harry Hood - 1
Julius - 1
Kill Devil Falls - 1
Life Saving Gun - 1
Limb By Limb - 1
Llama - 1
Mellow Mood - 1
My Friend, My Friend - 1
My Soul - 1
No Men In No Man's Land - 1
Party Time - 1
Possum - 1
Rift - 1
Roadrunner - 1
Runaway Jim - 1
Sand - 1
Scents and Subtle Sounds - 1
Soul Planet - 1
Stash - 1
The Sloth - 1
The Very Long Fuse - 1
The Wedge - 1
Theme from the Bottom - 1
Tube - 1
Turtle in the Clouds - 1
While My Guitar Gently Weeps - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

First Set Closers

Run Like an Antelope - 8
David Bowie - 6
Golgi Apparatus - 5
Bathtub Gin - 4
Cavern - 4
Walls of the Cave - 4
Character Zero - 3
Drift While You're Sleeping - 3
Julius - 3
More - 3
Split Open and Melt - 3
The Squirming Coil - 3
Good Times Bad Times - 2
Most Events Aren't Planned - 2
Possum - 2
Time Turns Elastic - 2
Blaze On - 1
Carini - 1
Everything's Right - 1
Gotta Jibboo - 1
Grind - 1
I Am the Walrus - 1
I Didn't Know - 1
Izabella - 1
Life Saving Gun - 1
Maze - 1
Moonage Daydream - 1
My Soul - 1
Rise/Come Together - 1
Sample in a Jar - 1
Sand - 1
Space Oddity - 1
Stash - 1
Suzy Greenberg - 1
The Moma Dance - 1
Tweezer Reprise - 1
Weekapaug Groove - 1
Wilson - 1

Second Set Openers

Down with Disease - 7
No Men In No Man's Land - 4
Sand - 4
Carini - 3
Gotta Jibboo - 3
Tweezer - 3
Backwards Down the Number Line - 2
Birds of a Feather - 2
Blaze On - 2
Chalk Dust Torture - 2
Energy - 2
Everything's Right - 2
Ghost - 2
Mike's Song - 2
Set Your Soul Free - 2
Tube - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Ass Handed - 1
Boogie On Reggae Woman - 1
Bouncing Around the Room - 1
Cool Amber and Mercury - 1
Crosseyed and Painless - 1
Frankenstein - 1
Gloria (Laura Branigan) - 1
Halley's Comet - 1
Have Mercy - 1
Light - 1
Mercury - 1
More - 1
Party Time - 1
Piper - 1
Plasma - 1
Punch You in the Eye - 1
Rise/Come Together - 1
Run Like an Antelope - 1
Seven Below - 1
Sigma Oasis - 1
Soul Planet - 1
Split Open and Melt - 1
Stash - 1
Suzy Greenberg - 1
The Moma Dance - 1
The Sloth - 1
The Wedge - 1
Waves - 1
Wilson - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Closers

Slave to the Traffic Light - 9
Harry Hood - 6
You Enjoy Myself - 6
Character Zero - 5
Cavern - 4
Possum - 3
Suzy Greenberg - 3
Tweezer Reprise - 3
Bug - 2
Chalk Dust Torture - 2
Drift While You're Sleeping - 2
First Tube - 2
Fluffhead - 2
Golgi Apparatus - 2
Good Times Bad Times - 2
Light - 2
Rock and Roll - 2
Split Open and Melt - 2
Weekapaug Groove - 2
Cream - 1
David Bowie - 1
Everything's Right - 1
Fire - 1
Free - 1
I Never Needed You Like This Before - 1
Kill Devil Falls - 1
Loving Cup - 1
Meatstick - 1
Pebbles and Marbles - 1
Run Like an Antelope - 1
Sand - 1
Say It To Me S.A.N.T.O.S. - 1
Show of Life - 1
The Squirming Coil - 1
Undermind - 1
Walls of the Cave - 1

Third Set Openers

Harry Hood - 1
Send in the Clowns - 1

Third Set Closers

Say It To Me S.A.N.T.O.S. - 1
You Enjoy Myself - 1

Encores

Tweezer Reprise - 8
Character Zero - 6
First Tube - 6
Loving Cup - 5
More - 5
Say It To Me S.A.N.T.O.S. - 4
Wading in the Velvet Sea - 4
Cavern - 3
Contact - 3
Frankenstein - 3
Golgi Apparatus - 3
Good Times Bad Times - 3
Grind - 3
Julius - 3
Rock and Roll - 3
Saw It Again - 3
Suzy Greenberg - 3
Waste - 3
Wilson - 3
A Life Beyond The Dream - 2
Bouncing Around the Room - 2
Bug - 2
Drift While You're Sleeping - 2
Farmhouse - 2
Fee - 2
Fluffhead - 2
Harry Hood - 2
I Am the Walrus - 2
Izabella - 2
Rocky Top - 2
Silent in the Morning - 2
Slave to the Traffic Light - 2
Space Oddity - 2
The Horse - 2
The Squirming Coil - 2
46 Days - 1
About to Run - 1
Anything But Me - 1
Blaze On - 1
Bold As Love - 1
Cinnamon Girl - 1
Driver - 1
Fire - 1
Foam - 1
Funky Bitch - 1
Guyute - 1
I Didn't Know - 1
Kung - 1
Limb By Limb - 1
Martian Monster - 1
Maze - 1
Meatstick - 1
Possum - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rescue Squad - 1
Rise/Come Together - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Sanity - 1
Sincere - 1
Sleeping Monkey - 1
Spock's Brain - 1
The Inlaw Josie Wales - 1
The Lizards - 1
The Sloth - 1
Turtle in the Clouds - 1
Walk Away - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 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 1999

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 27 song debuts
0.34 debuts per show.
The most frequently played song you have seen debuted is A Wave of Hope (40 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Dog Faced Boy - 2
Back at the Chicken Shack - 1
Bike - 1
Ginseng Sullivan - 1
Jennifer Dances - 1
Roadrunner - 1
The Curtain - 1
The Inlaw Josie Wales - 1
Walk Away - 1
Windora Bug - 1

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

Blaze On - 14
46 Days - 13
Light - 13
Carini - 12
Fuego - 12
More - 11
Reba - 11
Slave to the Traffic Light - 11
Drift While You're Sleeping - 10
Tweezer - 10

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:

Friday - 4
Beauty of My Dreams - 3
Driver - 3
I Am Hydrogen - 3
Jam - 3
Anything But Me - 2
Dog Faced Boy - 2
Access Me - 1
Back at the Chicken Shack - 1
Bike - 1

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

Blaze On - 14
Light - 13
Fuego - 12
More - 11
Drift While You're Sleeping - 10
Everything's Right - 9
No Men In No Man's Land - 9
Ruby Waves - 9
Undermind - 9
Fluffhead - 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