Shows by day of week

• Sunday- 9
• Monday- 5
• Tuesday- 10
• Wednesday- 8
• Thursday- 7
• Friday- 14
• Saturday- 14

Shows by month

• January - 3
• February - 3
• March -
• April -
• May - 3
• June - 6
• July - 12
• August - 6
• September - 2
• October - 9
• November - 9
• December - 14

Shows by year

• 1989- 2
• 1990- 0
• 1991- 3
• 1992- 3
• 1993- 2
• 1994- 0
• 1995- 0
• 1996- 3
• 1997- 4
• 1998- 6
• 1999- 9
• 2000- 4
• 2001- 0
• 2002- 1
• 2003- 7
• 2004- 0
• 2009- 6
• 2010- 7
• 2011- 1
• 2012- 2
• 2013- 3
• 2014- 1
• 2015- 0
• 2016- 2
• 2017- 0
• 2018- 0
• 2019- 0
• 2020- 0
• 2021- 0
• 2022- 1
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 11/29- 3
• 12/31- 3
• 8/2- 3
• 8/3- 3
• 10/26- 2
• 12/30- 2
• 6/7- 2
• 7/1- 2
• 7/16- 2
• 1/2- 1
• 1/3- 1
• 1/4- 1
• 10/10- 1
• 10/19- 1
• 10/23- 1
• 10/24- 1
• 10/25- 1
• 10/7- 1
• 10/9- 1
• 11/13- 1
• 11/14- 1

Shows by States

• MA - 25 (37%)
• ME - 16 (24%)
• NY - 7 (10%)
• WA - 4 (6%)
• VA - 3 (4%)
• UT - 2 (3%)
• CA - 2 (3%)
• CT - 2 (3%)
• FL - 2 (3%)
• RI - 1 (1%)
• NV - 1 (1%)
• NH - 1 (1%)
• OR - 1 (1%)

Shows by Time Zone

• Eastern - 57 (85%)
• Pacific - 8 (12%)
• Mountain - 2 (3%)
• Central - 0 (0%)

Shows by Cities

• Worcester, MA - 10 (15%)
• Mansfield, MA - 9 (13%)
• Portland, ME - 7 (10%)
• George, WA - 4 (6%)
• New York, NY - 4 (6%)
• Bangor, ME - 3 (4%)
• Albany, NY - 3 (4%)
• Hampton, VA - 3 (4%)
• Amherst, MA - 3 (4%)
• Lewiston, ME - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Limestone, ME - 2 (3%)
• Boston, MA - 2 (3%)
• Hartford, CT - 2 (3%)
• Portland, OR - 1 (1%)
• Park City, UT - 1 (1%)
• Las Vegas, NV - 1 (1%)
• West Valley City, UT - 1 (1%)
• Daly City, CA - 1 (1%)
• Springfield, MA - 1 (1%)
• Sacramento, CA - 1 (1%)
• Manchester, NH - 1 (1%)
• Providence, RI - 1 (1%)
• Auburn, ME - 1 (1%)
• Augusta, ME - 1 (1%)

Shows by Venues

• Worcester Centrum Centre - 10 (15%)
• Great Woods Center for the Performing Arts - 9 (13%)
• Cumberland County Civic Center - 5 (7%)
• Madison Square Garden - 4 (6%)
• Gorge Amphitheatre - 4 (6%)
• University of Massachusetts - 3 (4%)
• Pepsi Arena - 3 (4%)
• Hampton Coliseum - 3 (4%)
• The Comcast Theatre - 2 (3%)
• Loring Commerce Centre - 2 (3%)
• Darling's Waterfront Pavilion - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Bates College - 2 (3%)
• Thomas & Mack Center - 1 (1%)
• Bangor Auditorium - 1 (1%)
• Providence Civic Center - 1 (1%)
• Augusta Civic Center - 1 (1%)
• The “E” Center - 1 (1%)
• Boston World Trade Center Exhibition Hall - 1 (1%)
• a.k.a. Amy’s Farm - 1 (1%)
• University of Southern Maine - 1 (1%)
• ARCO Arena - 1 (1%)
• Portland Expo - 1 (1%)
• Verizon Wireless Arena - 1 (1%)
• Wolf Mountain Amphitheatre - 1 (1%)
• The Cow Palace - 1 (1%)
• Fenway Park - 1 (1%)
• Portland Meadows - 1 (1%)
• Symphony Hall - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 36 (54%)
• After hiatus - 31 (46%)

299 different songs have been played (30% of songs Phish have played).
The average number of songs per show is 20.7.
The average amount of times each song was played is 4.55.
There were 116 onetimers
1393 total songs have been played in the selected shows.

There were 2 one set shows
There were 60 two set shows
There were 4 three set shows
There were 1 four set shows
2 songs were in a three show rotation.
10 songs were in a four show rotation.
19 songs were in a five show rotation.

Total Times Played

Possum - 28 (41%)
You Enjoy Myself - 23 (34%)
Run Like an Antelope - 22 (32%)
Stash - 22 (32%)
Mike's Song - 21 (31%)
Weekapaug Groove - 21 (31%)
Chalk Dust Torture - 18 (26%)
Golgi Apparatus - 18 (26%)
Down with Disease - 17 (25%)
Wolfman's Brother - 17 (25%)
Bathtub Gin - 16 (23%)
Cavern - 16 (23%)
David Bowie - 16 (23%)
Harry Hood - 16 (23%)
Divided Sky - 15 (22%)
Free - 14 (20%)
Runaway Jim - 14 (20%)
Sparkle - 14 (20%)
Tweezer - 14 (20%)
Back on the Train - 13 (19%)
Character Zero - 13 (19%)
Also Sprach Zarathustra - 12 (17%)
Bouncing Around the Room - 12 (17%)
Guyute - 12 (17%)
Limb By Limb - 12 (17%)
Simple - 12 (17%)
Suzy Greenberg - 12 (17%)
The Moma Dance - 12 (17%)
Tweezer Reprise - 12 (17%)
Ya Mar - 12 (17%)
Ghost - 11 (16%)
I Am Hydrogen - 11 (16%)
Loving Cup - 11 (16%)
Reba - 11 (16%)
Split Open and Melt - 11 (16%)
Lawn Boy - 10 (14%)
Makisupa Policeman - 10 (14%)
Piper - 10 (14%)
Prince Caspian - 10 (14%)
Punch You in the Eye - 10 (14%)
Taste - 10 (14%)
Twist - 10 (14%)
Wading in the Velvet Sea - 10 (14%)
Wilson - 10 (14%)
Fluffhead - 9 (13%)
Funky Bitch - 9 (13%)
Heavy Things - 9 (13%)
Julius - 9 (13%)
Maze - 9 (13%)
NICU - 9 (13%)
Poor Heart - 9 (13%)
Rift - 9 (13%)
Sample in a Jar - 9 (13%)
Slave to the Traffic Light - 9 (13%)
The Lizards - 9 (13%)
Theme From the Bottom - 9 (13%)
Axilla - 8 (11%)
Bug - 8 (11%)
Contact - 8 (11%)
First Tube - 8 (11%)
I Didn't Know - 8 (11%)
Light - 8 (11%)
Llama - 8 (11%)
Rock and Roll - 8 (11%)
Roggae - 8 (11%)
Silent in the Morning - 8 (11%)
The Squirming Coil - 8 (11%)
46 Days - 7 (10%)
Carini - 7 (10%)
Fee - 7 (10%)
Good Times Bad Times - 7 (10%)
Horn - 7 (10%)
Kill Devil Falls - 7 (10%)
Rocky Top - 7 (10%)
Vultures - 7 (10%)
AC/DC Bag - 6 (8%)
Backwards Down the Number Line - 6 (8%)
Boogie On Reggae Woman - 6 (8%)
Dirt - 6 (8%)
Fast Enough for You - 6 (8%)
Foam - 6 (8%)
Halley's Comet - 6 (8%)
Roses Are Free - 6 (8%)
Seven Below - 6 (8%)
The Horse - 6 (8%)
Tube - 6 (8%)
Water in the Sky - 6 (8%)
Birds of a Feather - 5 (7%)
Buried Alive - 5 (7%)
Farmhouse - 5 (7%)
Gotta Jibboo - 5 (7%)
Guelah Papyrus - 5 (7%)
Gumbo - 5 (7%)
Hold Your Head Up - 5 (7%)
It's Ice - 5 (7%)
Mountains in the Mist - 5 (7%)
My Soul - 5 (7%)
Nellie Kane - 5 (7%)
Ocelot - 5 (7%)
Sand - 5 (7%)
The Mango Song - 5 (7%)
The Sloth - 5 (7%)
What's the Use? - 5 (7%)
Beauty of My Dreams - 4 (5%)
Brother - 4 (5%)
Cars Trucks Buses - 4 (5%)
Cities - 4 (5%)
Dinner and a Movie - 4 (5%)
Glide - 4 (5%)
Meat - 4 (5%)
Meatstick - 4 (5%)
My Friend, My Friend - 4 (5%)
My Mind's Got a Mind of its Own - 4 (5%)
Pebbles and Marbles - 4 (5%)
Scent of a Mule - 4 (5%)
Stealing Time From the Faulty Plan - 4 (5%)
The Landlady - 4 (5%)
The Oh Kee Pa Ceremony - 4 (5%)
The Wedge - 4 (5%)
Waste - 4 (5%)
Waves - 4 (5%)
When the Circus Comes - 4 (5%)
555 - 3 (4%)
Albuquerque - 3 (4%)
Amazing Grace - 3 (4%)
Auld Lang Syne - 3 (4%)
Big Ball Jam - 3 (4%)
Brian and Robert - 3 (4%)
Camel Walk - 3 (4%)
Esther - 3 (4%)
Frankenstein - 3 (4%)
Ginseng Sullivan - 3 (4%)
Hello My Baby - 3 (4%)
Highway to Hell - 3 (4%)
Jam - 3 (4%)
Love You - 3 (4%)
Party Time - 3 (4%)
Ride Captain Ride - 3 (4%)
Saw It Again - 3 (4%)
Shine a Light - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
The Curtain - 3 (4%)
The Inlaw Josie Wales - 3 (4%)
Timber (Jerry the Mule) - 3 (4%)
Time Turns Elastic - 3 (4%)
Uncle Pen - 3 (4%)
A Day in the Life - 2 (2%)
After Midnight - 2 (2%)
Alaska - 2 (2%)
All of These Dreams - 2 (2%)
Alumni Blues - 2 (2%)
Bittersweet Motel - 2 (2%)
Catapult - 2 (2%)
Crimes of the Mind - 2 (2%)
Destiny Unbound - 2 (2%)
Dog Log - 2 (2%)
Dogs Stole Things - 2 (2%)
Drowned - 2 (2%)
Fuego - 2 (2%)
Halfway to the Moon - 2 (2%)
Jesus Just Left Chicago - 2 (2%)
La Grange - 2 (2%)
Letter to Jimmy Page - 2 (2%)
Lifeboy - 2 (2%)
Mellow Mood - 2 (2%)
Mound - 2 (2%)
My Sweet One - 2 (2%)
Nothing - 2 (2%)
Paul and Silas - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Scents and Subtle Sounds - 2 (2%)
Steep - 2 (2%)
Strange Design - 2 (2%)
Swept Away - 2 (2%)
The Curtain With - 2 (2%)
The Old Home Place - 2 (2%)
Thunderhead - 2 (2%)
Torn and Frayed - 2 (2%)
Train Song - 2 (2%)
Twenty Years Later - 2 (2%)
Walls of the Cave - 2 (2%)
Wingsuit - 2 (2%)
Wipe Out - 2 (2%)
A Song I Heard the Ocean Sing - 1 (1%)
Access Me - 1 (1%)
All Things Reconsidered - 1 (1%)
All the Pain Through the Years - 1 (1%)
Amazing Grace Jam - 1 (1%)
Anything But Me - 1 (1%)
Army of One - 1 (1%)
Avenu Malkenu - 1 (1%)
Axilla (Part II) - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Alligator - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bike - 1 (1%)
Billy Breathes - 1 (1%)
Bitchin' Again - 1 (1%)
Black-Eyed Katy - 1 (1%)
Blaze On - 1 (1%)
Blue Skies - 1 (1%)
Bold As Love - 1 (1%)
Buffalo Bill - 1 (1%)
Bundle of Joy - 1 (1%)
California Love Jam - 1 (1%)
Caravan - 1 (1%)
Chariots of Fire - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Clone - 1 (1%)
Cool It Down - 1 (1%)
Corinna - 1 (1%)
Crosseyed and Painless - 1 (1%)
Crossroads - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Devotion To a Dream - 1 (1%)
Discern - 1 (1%)
Dog Faced Boy - 1 (1%)
Dr. Gabel - 1 (1%)
Drifting - 1 (1%)
Final Flight - 1 (1%)
Fire - 1 (1%)
Foreplay/Long Time - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Friday - 1 (1%)
Fuck Your Face - 1 (1%)
Golden Age - 1 (1%)
Grind - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
How Many People Are You - 1 (1%)
I Am the Walrus - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
I Walk the Line - 1 (1%)
If I Could - 1 (1%)
Instant Karma! - 1 (1%)
Jennifer Dances - 1 (1%)
Johnny B. Goode - 1 (1%)
Joy - 1 (1%)
Kung - 1 (1%)
Layla - 1 (1%)
Let Me Lie - 1 (1%)
Life on Mars? - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Lit O Bit - 1 (1%)
Long Cool Woman in a Black Dress - 1 (1%)
Low Rider - 1 (1%)
Magilla - 1 (1%)
Mexican Cousin - 1 (1%)
Mirror in the Bathroom - 1 (1%)
Misty Mountain Hop - 1 (1%)
NO2 - 1 (1%)
Night Nurse - 1 (1%)
No Men In No Man's Land - 1 (1%)
No Quarter - 1 (1%)
Over the Rainbow - 1 (1%)
Peaches en Regalia - 1 (1%)
Pigtail - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Rhymes - 1 (1%)
Roadrunner - 1 (1%)
Round Room - 1 (1%)
Samson Variation - 1 (1%)
Sanity - 1 (1%)
Satin Doll - 1 (1%)
Secret Smile - 1 (1%)
Self - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Show of Life - 1 (1%)
Sigma Oasis - 1 (1%)
Sleeping Monkey - 1 (1%)
Space Oddity - 1 (1%)
Sparks - 1 (1%)
Spread It 'Round - 1 (1%)
Sweet Adeline - 1 (1%)
Take the 'A' Train - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Dogs - 1 (1%)
The Great Gig in the Sky - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Star-Spangled Banner - 1 (1%)
Things People Do - 1 (1%)
Tide Turns - 1 (1%)
Time Loves a Hero - 1 (1%)
Tower Jam - 1 (1%)
Tuesday's Gone - 1 (1%)
Two Versions of Me - 1 (1%)
Undermind - 1 (1%)
Vacuum Solo - 1 (1%)
Waiting All Night - 1 (1%)
Walk Away - 1 (1%)
Weigh - 1 (1%)
What Things Seem - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Yarmouth Road - 1 (1%)

First Set Openers

Chalk Dust Torture - 4
AC/DC Bag - 3
Buried Alive - 3
Possum - 3
Runaway Jim - 3
Farmhouse - 2
Free - 2
Funky Bitch - 2
Llama - 2
Party Time - 2
Punch You in the Eye - 2
Stealing Time From the Faulty Plan - 2
The Landlady - 2
Wolfman's Brother - 2
After Midnight - 1
Bathtub Gin - 1
Daniel Saw the Stone - 1
Foreplay/Long Time - 1
Frankenstein - 1
Glide - 1
Golgi Apparatus - 1
Grind - 1
Gumbo - 1
Ha Ha Ha - 1
Heavy Things - 1
I Didn't Know - 1
Kill Devil Falls - 1
Limb By Limb - 1
Lit O Bit - 1
Loving Cup - 1
Makisupa Policeman - 1
Meatstick - 1
NICU - 1
Over the Rainbow - 1
Paul and Silas - 1
Piper - 1
Roadrunner - 1
Sample in a Jar - 1
The Oh Kee Pa Ceremony - 1
The Squirming Coil - 1
The Star-Spangled Banner - 1
Theme From the Bottom - 1
Tube - 1
Tweezer - 1
Water in the Sky - 1
Wilson - 1
You Enjoy Myself - 1

First Set Closers

Character Zero - 7
Run Like an Antelope - 7
Possum - 5
Split Open and Melt - 4
David Bowie - 3
Stash - 3
Weekapaug Groove - 3
Cavern - 2
Chalk Dust Torture - 2
Good Times Bad Times - 2
Julius - 2
Rocky Top - 2
46 Days - 1
After Midnight - 1
Bathtub Gin - 1
Birds of a Feather - 1
First Tube - 1
Funky Bitch - 1
Glide - 1
Golgi Apparatus - 1
Highway to Hell - 1
Layla - 1
Loving Cup - 1
Maze - 1
My Soul - 1
Prince Caspian - 1
Space Oddity - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Birdwatcher - 1
The Squirming Coil - 1
Theme From the Bottom - 1
Tweezer Reprise - 1
Walls of the Cave - 1
Wilson - 1
Wingsuit - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 6
Mike's Song - 4
Julius - 3
Wolfman's Brother - 3
Carini - 2
Gotta Jibboo - 2
Limb By Limb - 2
Runaway Jim - 2
Seven Below - 2
Stash - 2
Tweezer - 2
Waves - 2
Wilson - 2
46 Days - 1
Also Sprach Zarathustra - 1
Axilla - 1
Back on the Train - 1
Birds of a Feather - 1
Buried Alive - 1
Chalk Dust Torture - 1
Dinner and a Movie - 1
Drowned - 1
First Tube - 1
Fuck Your Face - 1
Ghost - 1
Golden Age - 1
Golgi Apparatus - 1
Halley's Comet - 1
Jam - 1
La Grange - 1
Meatstick - 1
Mellow Mood - 1
Possum - 1
Rift - 1
Rock and Roll - 1
Roses Are Free - 1
Sand - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
The Curtain - 1
The Moma Dance - 1
The Squirming Coil - 1
Tube - 1
Twist - 1

Second Set Closers

Run Like an Antelope - 8
You Enjoy Myself - 6
David Bowie - 5
Character Zero - 4
Slave to the Traffic Light - 4
Weekapaug Groove - 4
Cavern - 3
Loving Cup - 3
Possum - 3
Bug - 2
Golgi Apparatus - 2
Harry Hood - 2
Highway to Hell - 2
Llama - 2
Tweezer Reprise - 2
A Day in the Life - 1
Also Sprach Zarathustra - 1
Amazing Grace Jam - 1
Buried Alive - 1
Frankenstein - 1
Ghost - 1
Good Times Bad Times - 1
Guyute - 1
Meatstick - 1
Rocky Top - 1
Runaway Jim - 1
Sigma Oasis - 1
Suzy Greenberg - 1

Third Set Openers

46 Days - 1
Chalk Dust Torture - 1
Rock and Roll - 1
Sample in a Jar - 1
Stash - 1

Third Set Closers

Bug - 1
Possum - 1
Run Like an Antelope - 1
Walls of the Cave - 1
Weekapaug Groove - 1

Fourth Set Openers

Tower Jam - 1

Fourth Set Closers

Tower Jam - 1

Encores

Tweezer Reprise - 9
Contact - 6
Good Times Bad Times - 4
Harry Hood - 4
Loving Cup - 4
Rocky Top - 4
Suzy Greenberg - 4
Golgi Apparatus - 3
Sample in a Jar - 3
Shine a Light - 3
Amazing Grace - 2
Boogie On Reggae Woman - 2
Cavern - 2
First Tube - 2
Julius - 2
Possum - 2
Punch You in the Eye - 2
Slave to the Traffic Light - 2
Wading in the Velvet Sea - 2
A Day in the Life - 1
Backwards Down the Number Line - 1
Bitchin' Again - 1
Bold As Love - 1
Bouncing Around the Room - 1
Carini - 1
Chalk Dust Torture - 1
Character Zero - 1
Crimes of the Mind - 1
Dog Log - 1
Fire - 1
Free Bird - 1
Friday - 1
Glide - 1
Heavy Things - 1
Hello My Baby - 1
Horn - 1
I Am the Walrus - 1
Magilla - 1
Mexican Cousin - 1
Misty Mountain Hop - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Reba - 1
Ride Captain Ride - 1
Rock and Roll - 1
Roggae - 1
Roses Are Free - 1
Self - 1
Show of Life - 1
Silent in the Morning - 1
Sweet Adeline - 1
The Mango Song - 1
The Oh Kee Pa Ceremony - 1
The Squirming Coil - 1
Tuesday's Gone - 1
Walk Away - 1
Waste - 1
While My Guitar Gently Weeps - 1
Wilson - 1
Wipe Out - 1
You Enjoy Myself - 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 1989

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

Songs played in consecutive shows

Longest Existing Gaps

Debut Count

You saw 44 song debuts
0.66 debuts per show.
The most frequently played song you have seen debuted is Loving Cup (151 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

I Didn't Know - 8
Tube - 6
Guelah Papyrus - 5
Beauty of My Dreams - 4
The Landlady - 4
Amazing Grace - 3
Big Ball Jam - 3
Esther - 3
Ginseng Sullivan - 3
Hello My Baby - 3

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

Light - 8
46 Days - 7
Kill Devil Falls - 7
Backwards Down the Number Line - 6
Seven Below - 6
Ocelot - 5
Cities - 4
Pebbles and Marbles - 4
Stealing Time From the Faulty Plan - 4
Waves - 4

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:

Ya Mar - 12
Split Open and Melt - 11
I Didn't Know - 8
The Squirming Coil - 8
Horn - 7
Foam - 6
Tube - 6
Guelah Papyrus - 5
Beauty of My Dreams - 4
The Landlady - 4

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

Light - 8
Kill Devil Falls - 7
Backwards Down the Number Line - 6
Ocelot - 5
Cities - 4
Stealing Time From the Faulty Plan - 4
555 - 3
Party Time - 3
Shine a Light - 3
Time Turns Elastic - 3

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