Shows by day of week

• Sunday- 13
• Monday- 6
• Tuesday- 6
• Wednesday- 5
• Thursday- 3
• Friday- 11
• Saturday- 15

Shows by month

• January -
• February -
• March -
• April -
• May - 1
• June - 11
• July - 12
• August - 11
• September - 3
• October - 4
• November - 8
• December - 9

Shows by year

• 1992- 1
• 1993- 0
• 1994- 2
• 1995- 6
• 1996- 4
• 1997- 8
• 1998- 7
• 1999- 8
• 2000- 7
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 4
• 2009- 2
• 2010- 2
• 2011- 1
• 2012- 0
• 2013- 1
• 2014- 2
• 2015- 0
• 2016- 1
• 2017- 0
• 2018- 0
• 2019- 1
• 2020- 0
• 2021- 0
• 2022- 0
• 2023- 2
• 2024- 0

Most Frequently Played Dates

• 8/16- 4
• 11/28- 2
• 11/29- 2
• 12/30- 2
• 12/31- 2
• 6/19- 2
• 6/29- 2
• 6/30- 2
• 7/3- 2
• 8/15- 2
• 8/17- 2
• 10/10- 1
• 10/22- 1
• 10/31- 1
• 10/9- 1
• 11/25- 1
• 11/26- 1
• 11/27- 1
• 11/30- 1
• 12/12- 1
• 12/13- 1

Shows by States

• NY - 30 (51%)
• MA - 15 (25%)
• ME - 4 (7%)
• CT - 3 (5%)
• VT - 3 (5%)
• NJ - 2 (3%)
• FL - 2 (3%)

Shows by Time Zone

• Eastern - 59 (100%)
• Mountain - 0 (0%)
• Central - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• Saratoga Springs, NY - 10 (17%)
• Albany, NY - 8 (14%)
• Worcester, MA - 8 (14%)
• Mansfield, MA - 5 (8%)
• Limestone, ME - 4 (7%)
• Hartford, CT - 3 (5%)
• Coventry, VT - 2 (3%)
• Volney, NY - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Plattsburgh, NY - 2 (3%)
• Boston, MA - 2 (3%)
• Holmdel, NJ - 2 (3%)
• Canandaigua, NY - 2 (3%)
• Schenectady, NY - 1 (2%)
• Darien Center, NY - 1 (2%)
• Vernon, NY - 1 (2%)
• Rochester, NY - 1 (2%)
• Glens Falls, NY - 1 (2%)
• Fayston, VT - 1 (2%)
• Syracuse, NY - 1 (2%)

Shows by Venues

• Saratoga Performing Arts Center - 9 (15%)
• Pepsi Arena - 8 (14%)
• Worcester Centrum Centre - 8 (14%)
• Great Woods Center for the Performing Arts - 5 (8%)
• Loring Commerce Centre - 4 (7%)
• The Comcast Theatre - 2 (3%)
• Newport State Airport - 2 (3%)
• Plattsburgh Air Force Base - 2 (3%)
• Oswego County Airport - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Finger Lakes Performing Arts Center - 2 (3%)
• Garden State Arts Center - 2 (3%)
• FleetCenter - 2 (3%)
• Glens Falls Civic Center - 1 (2%)
• Broadview Stage at SPAC - 1 (2%)
• Darien Lake Performing Arts Center - 1 (2%)
• Summerstage at Sugarbush North - 1 (2%)
• Union College - 1 (2%)
• BlueCross Arena - 1 (2%)
• Lakeview Amphitheater - 1 (2%)
• Hartford Civic Center - 1 (2%)
• Vernon Downs - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 43 (73%)
• After hiatus - 16 (27%)

311 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 21.8.
The average amount of times each song was played is 4.07.
There were 136 onetimers
1290 total songs have been played in the selected shows.

There were 47 two set shows
There were 10 three set shows
There were 2 four set shows
1 songs were in a three show rotation.
9 songs were in a four show rotation.
24 songs were in a five show rotation.

Total Times Played

Possum - 22 (37%)
Character Zero - 18 (30%)
David Bowie - 17 (28%)
Down with Disease - 17 (28%)
Harry Hood - 17 (28%)
Run Like an Antelope - 17 (28%)
Chalk Dust Torture - 16 (27%)
Guyute - 16 (27%)
You Enjoy Myself - 15 (25%)
Bathtub Gin - 14 (23%)
Funky Bitch - 14 (23%)
Simple - 14 (23%)
Tweezer Reprise - 14 (23%)
Golgi Apparatus - 13 (22%)
Mike's Song - 13 (22%)
Reba - 13 (22%)
The Squirming Coil - 13 (22%)
Theme From the Bottom - 13 (22%)
Weekapaug Groove - 13 (22%)
NICU - 12 (20%)
Prince Caspian - 12 (20%)
Slave to the Traffic Light - 12 (20%)
The Moma Dance - 12 (20%)
Tweezer - 12 (20%)
Also Sprach Zarathustra - 11 (18%)
Axilla - 11 (18%)
Free - 11 (18%)
Limb By Limb - 11 (18%)
Piper - 11 (18%)
Poor Heart - 11 (18%)
Punch You in the Eye - 11 (18%)
Taste - 11 (18%)
Wilson - 11 (18%)
Wolfman's Brother - 11 (18%)
Ya Mar - 11 (18%)
AC/DC Bag - 10 (16%)
Cavern - 10 (16%)
Ghost - 10 (16%)
Halley's Comet - 10 (16%)
Jam - 10 (16%)
Rift - 10 (16%)
Runaway Jim - 10 (16%)
Sample in a Jar - 10 (16%)
Sparkle - 10 (16%)
Split Open and Melt - 10 (16%)
Twist - 10 (16%)
Gotta Jibboo - 9 (15%)
Horn - 9 (15%)
Llama - 9 (15%)
Loving Cup - 9 (15%)
Makisupa Policeman - 9 (15%)
Scent of a Mule - 9 (15%)
Bouncing Around the Room - 8 (13%)
Good Times Bad Times - 8 (13%)
Gumbo - 8 (13%)
Julius - 8 (13%)
Lawn Boy - 8 (13%)
Maze - 8 (13%)
Roggae - 8 (13%)
Stash - 8 (13%)
The Wedge - 8 (13%)
Timber (Jerry the Mule) - 8 (13%)
Wading in the Velvet Sea - 8 (13%)
First Tube - 7 (11%)
Heavy Things - 7 (11%)
My Soul - 7 (11%)
Rock and Roll - 7 (11%)
The Curtain - 7 (11%)
Water in the Sky - 7 (11%)
When the Circus Comes - 7 (11%)
Back on the Train - 6 (10%)
Birds of a Feather - 6 (10%)
Fluffhead - 6 (10%)
My Friend, My Friend - 6 (10%)
Silent in the Morning - 6 (10%)
Strange Design - 6 (10%)
Suzy Greenberg - 6 (10%)
The Horse - 6 (10%)
The Sloth - 6 (10%)
Tube - 6 (10%)
Vultures - 6 (10%)
Amazing Grace - 5 (8%)
Beauty of My Dreams - 5 (8%)
Bug - 5 (8%)
Cars Trucks Buses - 5 (8%)
Catapult - 5 (8%)
Contact - 5 (8%)
Divided Sky - 5 (8%)
Drowned - 5 (8%)
Farmhouse - 5 (8%)
Ginseng Sullivan - 5 (8%)
Hold Your Head Up - 5 (8%)
I Am Hydrogen - 5 (8%)
I Didn't Know - 5 (8%)
It's Ice - 5 (8%)
Kill Devil Falls - 5 (8%)
Meatstick - 5 (8%)
Backwards Down the Number Line - 4 (6%)
Buffalo Bill - 4 (6%)
Buried Alive - 4 (6%)
Carini - 4 (6%)
Cities - 4 (6%)
Dirt - 4 (6%)
Fee - 4 (6%)
Fire - 4 (6%)
Harpua - 4 (6%)
Joy - 4 (6%)
Meat - 4 (6%)
Ocelot - 4 (6%)
Rocky Top - 4 (6%)
Sand - 4 (6%)
Sleeping Monkey - 4 (6%)
The Lizards - 4 (6%)
Train Song - 4 (6%)
Uncle Pen - 4 (6%)
What's the Use? - 4 (6%)
46 Days - 3 (5%)
Albuquerque - 3 (5%)
Boogie On Reggae Woman - 3 (5%)
Brian and Robert - 3 (5%)
Dog Faced Boy - 3 (5%)
Fast Enough for You - 3 (5%)
Frankenstein - 3 (5%)
Fuego - 3 (5%)
Glide - 3 (5%)
Guelah Papyrus - 3 (5%)
If I Could - 3 (5%)
McGrupp and the Watchful Hosemasters - 3 (5%)
Roses Are Free - 3 (5%)
Sanity - 3 (5%)
Saw It Again - 3 (5%)
Seven Below - 3 (5%)
Steep - 3 (5%)
Swept Away - 3 (5%)
The Mango Song - 3 (5%)
Walls of the Cave - 3 (5%)
While My Guitar Gently Weeps - 3 (5%)
555 - 2 (3%)
A Day in the Life - 2 (3%)
Anything But Me - 2 (3%)
Auld Lang Syne - 2 (3%)
Avenu Malkenu - 2 (3%)
Big Black Furry Creature from Mars - 2 (3%)
Bittersweet Motel - 2 (3%)
Brother - 2 (3%)
Crosseyed and Painless - 2 (3%)
Crossroads - 2 (3%)
Dogs Stole Things - 2 (3%)
Evolve - 2 (3%)
Foam - 2 (3%)
Golden Age - 2 (3%)
Ha Ha Ha - 2 (3%)
Halfway to the Moon - 2 (3%)
Hello My Baby - 2 (3%)
Johnny B. Goode - 2 (3%)
La Grange - 2 (3%)
Lifeboy - 2 (3%)
Light - 2 (3%)
Love You - 2 (3%)
Mellow Mood - 2 (3%)
My Sweet One - 2 (3%)
Nellie Kane - 2 (3%)
Peaches en Regalia - 2 (3%)
Scents and Subtle Sounds - 2 (3%)
Show of Life - 2 (3%)
Sneakin' Sally Through the Alley - 2 (3%)
Stealing Time From the Faulty Plan - 2 (3%)
Sweet Adeline - 2 (3%)
Talk - 2 (3%)
The Inlaw Josie Wales - 2 (3%)
The Man Who Stepped Into Yesterday - 2 (3%)
The Old Home Place - 2 (3%)
Undermind - 2 (3%)
Walk Away - 2 (3%)
Wipe Out - 2 (3%)
A Life Beyond The Dream - 1 (1%)
A Song I Heard the Ocean Sing - 1 (1%)
A Wave of Hope - 1 (1%)
After Midnight - 1 (1%)
All Things Reconsidered - 1 (1%)
All the Pain Through the Years - 1 (1%)
Ambient Jam - 1 (1%)
Art Jam - 1 (1%)
Baby Elephant Walk - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Back in the U.S.S.R. - 1 (1%)
Been Caught Stealing - 1 (1%)
Big Alligator - 1 (1%)
Bill Bailey, Won't You Please Come Home? - 1 (1%)
Billy Breathes - 1 (1%)
Birthday - 1 (1%)
Black-Eyed Katy - 1 (1%)
Blackbird - 1 (1%)
Bohemian Rhapsody - 1 (1%)
Breath and Burning - 1 (1%)
Burning Down the House - 1 (1%)
Camel Walk - 1 (1%)
Carolina - 1 (1%)
Cathy's Clown - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Cold as Ice - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool Jerk - 1 (1%)
Corinna - 1 (1%)
Costume Contest - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crimes of the Mind - 1 (1%)
Cry Baby Cry - 1 (1%)
Dear Prudence - 1 (1%)
Digital Delay Loop Jam - 1 (1%)
Dog Log - 1 (1%)
Don't Pass Me By - 1 (1%)
Don't You Want To Go? - 1 (1%)
Driver - 1 (1%)
Esther - 1 (1%)
Everybody's Got Something to Hide Except Me and My Monkey - 1 (1%)
Flatbed Truck Jam - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Foreplay/Long Time - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Friday - 1 (1%)
Fuck Your Face - 1 (1%)
Glass Onion - 1 (1%)
Grind - 1 (1%)
Happiness Is a Warm Gun - 1 (1%)
Happy Birthday to You - 1 (1%)
Have Mercy - 1 (1%)
Helter Skelter - 1 (1%)
Highway to Hell - 1 (1%)
Home - 1 (1%)
Honey Pie - 1 (1%)
I Am the Walrus - 1 (1%)
I Been Around - 1 (1%)
I Kissed a Girl - 1 (1%)
I Will - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
I'm So Tired - 1 (1%)
Icculus - 1 (1%)
If You Need a Fool - 1 (1%)
Izabella - 1 (1%)
Julia - 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%)
Long Long Long - 1 (1%)
Love Me - 1 (1%)
Low Rider - 1 (1%)
Martha My Dear - 1 (1%)
Mirror in the Bathroom - 1 (1%)
Miss You - 1 (1%)
Misty Mountain Hop - 1 (1%)
Moby Dick - 1 (1%)
Mother Nature's Son - 1 (1%)
Mound - 1 (1%)
Mountains in the Mist - 1 (1%)
Mull - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
NO2 - 1 (1%)
Nothing - 1 (1%)
Ob-La-Di, Ob-La-Da - 1 (1%)
Oblivion - 1 (1%)
On My Knees - 1 (1%)
Paul and Silas - 1 (1%)
Piggies - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ramble On - 1 (1%)
Revolution 1 - 1 (1%)
Revolution 9 - 1 (1%)
Ride Captain Ride - 1 (1%)
Roadrunner - 1 (1%)
Rocky Raccoon - 1 (1%)
Sabotage - 1 (1%)
Savoy Truffle - 1 (1%)
Say It To Me S.A.N.T.O.S. - 1 (1%)
Sexual Healing - 1 (1%)
Sexy Sadie - 1 (1%)
Sleep - 1 (1%)
Smoke on the Water Jam - 1 (1%)
Something - 1 (1%)
Soul Shakedown Party - 1 (1%)
Steam - 1 (1%)
Sugar Shack - 1 (1%)
Taste That Surrounds - 1 (1%)
Tela - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Connection - 1 (1%)
The Continuing Story of Bungalow Bill - 1 (1%)
The Curtain With - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Landlady - 1 (1%)
The Real Me - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Vibration of Life - 1 (1%)
Them Changes - 1 (1%)
Tuesday's Gone - 1 (1%)
Twenty Years Later - 1 (1%)
Waiting All Night - 1 (1%)
Waste - 1 (1%)
Waves - 1 (1%)
Weigh - 1 (1%)
Why Don't We Do It in the Road? - 1 (1%)
Wild Honey Pie - 1 (1%)
Windora Bug - 1 (1%)
Wingsuit - 1 (1%)
Wombat - 1 (1%)
Yer Blues - 1 (1%)

First Set Openers

Chalk Dust Torture - 3
Funky Bitch - 3
My Friend, My Friend - 3
Punch You in the Eye - 3
The Wedge - 3
AC/DC Bag - 2
Buried Alive - 2
Mike's Song - 2
Ya Mar - 2
Axilla - 1
Cathy's Clown - 1
Farmhouse - 1
Foreplay/Long Time - 1
Frankenstein - 1
Ginseng Sullivan - 1
Gumbo - 1
Guyute - 1
Ha Ha Ha - 1
Happy Birthday to You - 1
Kill Devil Falls - 1
La Grange - 1
Llama - 1
Makisupa Policeman - 1
Maze - 1
Mellow Mood - 1
NICU - 1
Nellie Kane - 1
Paul and Silas - 1
Possum - 1
Reba - 1
Rift - 1
Roadrunner - 1
Runaway Jim - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
The Connection - 1
The Curtain - 1
The Landlady - 1
The Old Home Place - 1
The Star-Spangled Banner - 1
Tube - 1
Tweezer - 1
Tweezer Reprise - 1
Walls of the Cave - 1
Water in the Sky - 1

First Set Closers

Character Zero - 6
Possum - 6
David Bowie - 5
Chalk Dust Torture - 3
Good Times Bad Times - 3
Run Like an Antelope - 3
Cavern - 2
Golgi Apparatus - 2
Rock and Roll - 2
Split Open and Melt - 2
Stash - 2
Suzy Greenberg - 2
Taste - 2
The Squirming Coil - 2
After Midnight - 1
Birds of a Feather - 1
Carolina - 1
Drowned - 1
Fire - 1
Funky Bitch - 1
If I Could - 1
Kill Devil Falls - 1
Layla - 1
Loving Cup - 1
Prince Caspian - 1
Rocky Top - 1
Slave to the Traffic Light - 1
Sweet Adeline - 1
Tweezer Reprise - 1
Walls of the Cave - 1
Weekapaug Groove - 1

Second Set Openers

Down with Disease - 6
Timber (Jerry the Mule) - 5
Also Sprach Zarathustra - 2
Birds of a Feather - 2
Chalk Dust Torture - 2
Gotta Jibboo - 2
NICU - 2
Runaway Jim - 2
Seven Below - 2
The Curtain - 2
Wolfman's Brother - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Back in the U.S.S.R. - 1
Backwards Down the Number Line - 1
Buried Alive - 1
Character Zero - 1
Cool Amber and Mercury - 1
Crosseyed and Painless - 1
Evolve - 1
Fuego - 1
Funky Bitch - 1
Golden Age - 1
Halley's Comet - 1
Jam - 1
Julius - 1
Limb By Limb - 1
Makisupa Policeman - 1
Meatstick - 1
Mike's Song - 1
Possum - 1
Rock and Roll - 1
Roses Are Free - 1
Sample in a Jar - 1
Saw It Again - 1
Soul Shakedown Party - 1
Split Open and Melt - 1
Suzy Greenberg - 1
The Wedge - 1
Twist - 1
Wilson - 1

Second Set Closers

You Enjoy Myself - 6
Run Like an Antelope - 5
Cavern - 4
Character Zero - 4
Harry Hood - 4
Slave to the Traffic Light - 4
The Squirming Coil - 3
Ghost - 2
Llama - 2
Possum - 2
Show of Life - 2
Tweezer Reprise - 2
Weekapaug Groove - 2
Bug - 1
Chalk Dust Torture - 1
Crimes of the Mind - 1
David Bowie - 1
Fire - 1
First Tube - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Guyute - 1
Johnny B. Goode - 1
Julius - 1
Loving Cup - 1
Meatstick - 1
Revolution 9 - 1
Suzy Greenberg - 1
Sweet Adeline - 1
Wading in the Velvet Sea - 1

Third Set Openers

Also Sprach Zarathustra - 1
Buffalo Bill - 1
Chalk Dust Torture - 1
David Bowie - 1
Fast Enough for You - 1
Halley's Comet - 1
Makisupa Policeman - 1
My Soul - 1
NICU - 1
Sabotage - 1
Twist - 1
Wilson - 1

Third Set Closers

Fluffhead - 1
Friday - 1
Funky Bitch - 1
Jam - 1
Julius - 1
Loving Cup - 1
Prince Caspian - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1
Tweezer Reprise - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1

Fourth Set Openers

Ambient Jam - 1
Flatbed Truck Jam - 1

Fourth Set Closers

Ambient Jam - 1
Flatbed Truck Jam - 1

Encores

Tweezer Reprise - 8
Amazing Grace - 4
Character Zero - 4
First Tube - 4
Golgi Apparatus - 4
Good Times Bad Times - 4
Harry Hood - 4
The Squirming Coil - 4
Cavern - 3
Contact - 3
Loving Cup - 3
Wading in the Velvet Sea - 3
Fee - 2
Fire - 2
Guyute - 2
Hold Your Head Up - 2
My Soul - 2
Rock and Roll - 2
Rocky Top - 2
A Life Beyond The Dream - 1
Baby Elephant Walk - 1
Boogie On Reggae Woman - 1
Buffalo Bill - 1
Burning Down the House - 1
Costume Contest - 1
Cracklin' Rosie - 1
Free Bird - 1
Grind - 1
Halley's Comet - 1
Harpua - 1
Hello My Baby - 1
Highway to Hell - 1
I Been Around - 1
I Didn't Know - 1
Jam - 1
Joy - 1
Julius - 1
Lawn Boy - 1
Misty Mountain Hop - 1
Moby Dick - 1
Possum - 1
Roggae - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Simple - 1
Slave to the Traffic Light - 1
Sleeping Monkey - 1
Something - 1
The Curtain With - 1
Them Changes - 1
Tuesday's Gone - 1
What's the Use? - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 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 1992

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 55 song debuts
0.93 debuts per show.
The most frequently played song you have seen debuted is Halfway to the Moon (52 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Jam - 10
Loving Cup - 9
Bouncing Around the Room - 8
Roggae - 8
My Soul - 7
The Curtain - 7
When the Circus Comes - 7
Silent in the Morning - 6
Strange Design - 6
The Horse - 6

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

Kill Devil Falls - 5
Backwards Down the Number Line - 4
Joy - 4
Ocelot - 4
46 Days - 3
Fuego - 3
Seven Below - 3
Walls of the Cave - 3
555 - 2
Anything But Me - 2

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:

Slave to the Traffic Light - 12
Piper - 11
Poor Heart - 11
Ghost - 10
Jam - 10
Loving Cup - 9
Bouncing Around the Room - 8
Gumbo - 8
Roggae - 8
Stash - 8

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

Kill Devil Falls - 5
Backwards Down the Number Line - 4
Joy - 4
Ocelot - 4
Fuego - 3
555 - 2
Evolve - 2
Golden Age - 2
Halfway to the Moon - 2
Light - 2

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