Shows by day of week

• Sunday- 10
• Monday- 8
• Tuesday- 6
• Wednesday- 10
• Thursday- 7
• Friday- 15
• Saturday- 15

Shows by month

• January -
• February - 1
• March -
• April - 2
• May - 1
• June - 12
• July - 22
• August - 16
• September - 2
• October - 2
• November - 5
• December - 8

Shows by year

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

Most Frequently Played Dates

• 6/19- 4
• 7/26- 3
• 11/11- 2
• 7/21- 2
• 7/22- 2
• 7/23- 2
• 7/25- 2
• 8/11- 2
• 8/12- 2
• 8/2- 2
• 8/3- 2
• 8/7- 2
• 10/27- 1
• 10/28- 1
• 11/18- 1
• 11/25- 1
• 11/9- 1
• 12/10- 1
• 12/11- 1
• 12/2- 1
• 12/3- 1

Shows by States

• MI - 21 (30%)
• IN - 21 (30%)
• OH - 10 (14%)
• IL - 5 (7%)
• WI - 4 (6%)
• NY - 3 (4%)
• TX - 2 (3%)
• PA - 2 (3%)
• MD - 2 (3%)
• KS - 1 (1%)

Shows by Time Zone

• Eastern - 59 (83%)
• Central - 12 (17%)
• Mountain - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• Noblesville, IN - 21 (30%)
• Auburn Hills, MI - 4 (6%)
• East Troy, WI - 4 (6%)
• Watkins Glen, NY - 3 (4%)
• Cincinnati, OH - 3 (4%)
• Ann Arbor, MI - 3 (4%)
• Rosemont, IL - 3 (4%)
• Kalamazoo, MI - 3 (4%)
• Clarkston, MI - 3 (4%)
• Grand Rapids, MI - 3 (4%)
• Cuyahoga Falls, OH - 3 (4%)
• Detroit, MI - 2 (3%)
• Burgettstown, PA - 2 (3%)
• Rochester Hills, MI - 2 (3%)
• Columbus, OH - 2 (3%)
• Columbia, MD - 2 (3%)
• Chicago, IL - 2 (3%)
• Cleveland, OH - 1 (1%)
• Austin, TX - 1 (1%)
• Bonner Springs, KS - 1 (1%)
• Dallas, TX - 1 (1%)
• Pontiac, MI - 1 (1%)
• Dayton, OH - 1 (1%)

Shows by Venues

• Ruoff Music Center - 21 (30%)
• The Palace of Auburn Hills - 4 (6%)
• Alpine Valley Music Theatre - 4 (6%)
• Allstate Arena - 3 (4%)
• Watkins Glen International - 3 (4%)
• Blossom Music Center - 3 (4%)
• Michigan Theater - 3 (4%)
• DTE Energy Music Theatre - 3 (4%)
• Merriweather Post Pavilion - 2 (3%)
• State Theater - 2 (3%)
• Meadow Brook Music Festival - 2 (3%)
• Star Lake Amphitheatre - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• University of Illinois - 2 (3%)
• Van Andel Arena - 2 (3%)
• Eastbrook Theatre - 1 (1%)
• Verizon Wireless Amphitheater Kansas City - 1 (1%)
• Starplex Amphitheatre - 1 (1%)
• Wright State University - 1 (1%)
• Phoenix Plaza Theatre - 1 (1%)
• Polaris Amphitheater - 1 (1%)
• CSU Convocation Center - 1 (1%)
• Cobo Arena - 1 (1%)
• Veterans Memorial Auditorium - 1 (1%)
• St. Andrew's Hall - 1 (1%)
• South Park Meadows - 1 (1%)
• Cincinnati Music Hall - 1 (1%)
• Wing's Stadium - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 45 (63%)
• After hiatus - 26 (37%)

303 different songs have been played (30% of songs Phish have played).
The average number of songs per show is 20.0.
The average amount of times each song was played is 4.54.
There were 103 onetimers
1426 total songs have been played in the selected shows.

There were 2 one set shows
There were 68 two set shows
There were 1 four set shows
7 songs were in a four show rotation.
17 songs were in a five show rotation.

Total Times Played

David Bowie - 20 (28%)
Possum - 20 (28%)
Cavern - 19 (26%)
Tweezer - 19 (26%)
Bouncing Around the Room - 18 (25%)
Maze - 18 (25%)
Run Like an Antelope - 18 (25%)
Chalk Dust Torture - 17 (23%)
Down with Disease - 17 (23%)
Poor Heart - 17 (23%)
Stash - 17 (23%)
Tweezer Reprise - 17 (23%)
You Enjoy Myself - 17 (23%)
Split Open and Melt - 16 (22%)
Rift - 15 (21%)
Sample in a Jar - 15 (21%)
Sparkle - 15 (21%)
Also Sprach Zarathustra - 13 (18%)
Bathtub Gin - 13 (18%)
It's Ice - 13 (18%)
Mike's Song - 13 (18%)
Reba - 13 (18%)
Slave to the Traffic Light - 13 (18%)
AC/DC Bag - 12 (16%)
Character Zero - 12 (16%)
Ghost - 12 (16%)
Julius - 12 (16%)
The Moma Dance - 12 (16%)
Weekapaug Groove - 12 (16%)
Harry Hood - 11 (15%)
Hold Your Head Up - 11 (15%)
Limb By Limb - 11 (15%)
Punch You in the Eye - 11 (15%)
Theme From the Bottom - 11 (15%)
Birds of a Feather - 10 (14%)
Golgi Apparatus - 10 (14%)
Runaway Jim - 10 (14%)
Simple - 10 (14%)
Suzy Greenberg - 10 (14%)
The Mango Song - 10 (14%)
Tube - 10 (14%)
Twist - 10 (14%)
Wolfman's Brother - 10 (14%)
Back on the Train - 9 (12%)
Divided Sky - 9 (12%)
Free - 9 (12%)
My Friend, My Friend - 9 (12%)
Piper - 9 (12%)
The Lizards - 9 (12%)
The Squirming Coil - 9 (12%)
Waste - 9 (12%)
Wilson - 9 (12%)
46 Days - 8 (11%)
Boogie On Reggae Woman - 8 (11%)
I Didn't Know - 8 (11%)
Llama - 8 (11%)
NICU - 8 (11%)
Prince Caspian - 8 (11%)
Tela - 8 (11%)
The Wedge - 8 (11%)
Ya Mar - 8 (11%)
Fee - 7 (9%)
Good Times Bad Times - 7 (9%)
Guelah Papyrus - 7 (9%)
Halley's Comet - 7 (9%)
Horn - 7 (9%)
Loving Cup - 7 (9%)
Makisupa Policeman - 7 (9%)
My Sweet One - 7 (9%)
Rock and Roll - 7 (9%)
Taste - 7 (9%)
Timber (Jerry the Mule) - 7 (9%)
Axilla - 6 (8%)
Big Ball Jam - 6 (8%)
Billy Breathes - 6 (8%)
Esther - 6 (8%)
First Tube - 6 (8%)
Fluffhead - 6 (8%)
Foam - 6 (8%)
Gumbo - 6 (8%)
Guyute - 6 (8%)
Lawn Boy - 6 (8%)
Rocky Top - 6 (8%)
Roggae - 6 (8%)
Strange Design - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
All Things Reconsidered - 5 (7%)
Bold As Love - 5 (7%)
Bug - 5 (7%)
Camel Walk - 5 (7%)
Cars Trucks Buses - 5 (7%)
Contact - 5 (7%)
Fast Enough for You - 5 (7%)
Funky Bitch - 5 (7%)
Ginseng Sullivan - 5 (7%)
Heavy Things - 5 (7%)
I Am Hydrogen - 5 (7%)
Lifeboy - 5 (7%)
Mound - 5 (7%)
Sand - 5 (7%)
Scents and Subtle Sounds - 5 (7%)
Silent in the Morning - 5 (7%)
Stealing Time From the Faulty Plan - 5 (7%)
Sweet Adeline - 5 (7%)
The Horse - 5 (7%)
Uncle Pen - 5 (7%)
When the Circus Comes - 5 (7%)
A Song I Heard the Ocean Sing - 4 (5%)
Avenu Malkenu - 4 (5%)
Backwards Down the Number Line - 4 (5%)
Beauty of My Dreams - 4 (5%)
Catapult - 4 (5%)
Cities - 4 (5%)
Dirt - 4 (5%)
Dog Faced Boy - 4 (5%)
Everything's Right - 4 (5%)
Farmhouse - 4 (5%)
Frankenstein - 4 (5%)
Fuego - 4 (5%)
Glide - 4 (5%)
Jam - 4 (5%)
Kill Devil Falls - 4 (5%)
McGrupp and the Watchful Hosemasters - 4 (5%)
Meat - 4 (5%)
Meatstick - 4 (5%)
Saw It Again - 4 (5%)
Scent of a Mule - 4 (5%)
Sleeping Monkey - 4 (5%)
The Man Who Stepped Into Yesterday - 4 (5%)
Walk Away - 4 (5%)
Water in the Sky - 4 (5%)
Weigh - 4 (5%)
A Day in the Life - 3 (4%)
Big Black Furry Creature from Mars - 3 (4%)
Brother - 3 (4%)
Buffalo Bill - 3 (4%)
Buried Alive - 3 (4%)
Carini - 3 (4%)
Carolina - 3 (4%)
Crowd Control - 3 (4%)
Fire - 3 (4%)
Gotta Jibboo - 3 (4%)
Jesus Just Left Chicago - 3 (4%)
Light - 3 (4%)
My Mind's Got a Mind of its Own - 3 (4%)
My Soul - 3 (4%)
Seven Below - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
Steep - 3 (4%)
Swept Away - 3 (4%)
The Curtain - 3 (4%)
The Curtain With - 3 (4%)
The Line - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
The Old Home Place - 3 (4%)
Vultures - 3 (4%)
Waiting All Night - 3 (4%)
Walls of the Cave - 3 (4%)
Waves - 3 (4%)
What's the Use? - 3 (4%)
555 - 2 (2%)
Acoustic Army - 2 (2%)
Amazing Grace - 2 (2%)
Army of One - 2 (2%)
Axilla (Part II) - 2 (2%)
Bike - 2 (2%)
Blaze On - 2 (2%)
Crosseyed and Painless - 2 (2%)
Dinner and a Movie - 2 (2%)
Dogs Stole Things - 2 (2%)
Drift While You're Sleeping - 2 (2%)
Driver - 2 (2%)
Drowned - 2 (2%)
Faht - 2 (2%)
Free Bird - 2 (2%)
Happy Birthday to You - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
If I Could - 2 (2%)
Izabella - 2 (2%)
Life on Mars? - 2 (2%)
Love You - 2 (2%)
Mind Left Body Jam - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Mountains in the Mist - 2 (2%)
Nellie Kane - 2 (2%)
No Men In No Man's Land - 2 (2%)
Ocelot - 2 (2%)
Pebbles and Marbles - 2 (2%)
Purple Rain - 2 (2%)
Ride Captain Ride - 2 (2%)
Shade - 2 (2%)
Sigma Oasis - 2 (2%)
Sleep - 2 (2%)
Soul Planet - 2 (2%)
Terrapin - 2 (2%)
The Landlady - 2 (2%)
The Sloth - 2 (2%)
Train Song - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Wingsuit - 2 (2%)
A Life Beyond The Dream - 1 (1%)
A Wave of Hope - 1 (1%)
About to Run - 1 (1%)
Alumni Blues - 1 (1%)
Anything But Me - 1 (1%)
Ass Handed - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Bittersweet Motel - 1 (1%)
Black-Eyed Katy - 1 (1%)
Blister in the Sun Jam - 1 (1%)
Breath and Burning - 1 (1%)
Bye Bye Foot - 1 (1%)
Casual Enlightenment - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Clear Your Mind - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Come on Baby Let's Go Downtown - 1 (1%)
Cool It Down - 1 (1%)
Cracklin' Rosie - 1 (1%)
Crazy Sometimes - 1 (1%)
Devotion To a Dream - 1 (1%)
Digital Delay Loop Jam - 1 (1%)
Discern - 1 (1%)
Drive-In Jam - 1 (1%)
Drums - 1 (1%)
Dust in the Wind - 1 (1%)
Emotional Rescue - 1 (1%)
Everything is Hollow - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Friday - 1 (1%)
Fuck Your Face - 1 (1%)
Golden Age - 1 (1%)
Grind - 1 (1%)
Halfway to the Moon - 1 (1%)
Harpua - 1 (1%)
Hello My Baby - 1 (1%)
Highway to Hell - 1 (1%)
How Many People Are You - 1 (1%)
I Been Around - 1 (1%)
I Get a Kick Out of You - 1 (1%)
I Walk the Line - 1 (1%)
Icculus - 1 (1%)
If You Need a Fool - 1 (1%)
Jennifer Dances - 1 (1%)
Johnny B. Goode - 1 (1%)
Keyboard Army - 1 (1%)
Leaves - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Magilla - 1 (1%)
Martian Monster - 1 (1%)
Memories - 1 (1%)
Mercury - 1 (1%)
Midnight Rider Jam - 1 (1%)
Miss You - 1 (1%)
Moby Dick - 1 (1%)
Mock Song - 1 (1%)
Monsters - 1 (1%)
More - 1 (1%)
My Left Toe - 1 (1%)
Over the Rainbow - 1 (1%)
Party Time - 1 (1%)
Paul and Silas - 1 (1%)
Peaches en Regalia - 1 (1%)
Pillow Jets - 1 (1%)
Psycho Killer - 1 (1%)
Rhinoceros - 1 (1%)
Rock A William - 1 (1%)
Roses Are Free - 1 (1%)
Rotation Jam - 1 (1%)
Ruby Waves - 1 (1%)
Sanity - 1 (1%)
Scabbard - 1 (1%)
Secret Smile - 1 (1%)
Shaggy Dog - 1 (1%)
Show of Life - 1 (1%)
Sing Monica - 1 (1%)
Steam - 1 (1%)
Strawberry Fields Forever - 1 (1%)
Suspicious Minds - 1 (1%)
Sweet Jane - 1 (1%)
Take the 'A' Train - 1 (1%)
Talk - 1 (1%)
Taste That Surrounds - 1 (1%)
The Birdwatcher - 1 (1%)
The Connection - 1 (1%)
The Dogs - 1 (1%)
The Final Hurrah - 1 (1%)
The Great Gig in the Sky - 1 (1%)
The Happy Whip and Dung Song - 1 (1%)
The Little Drummer Boy - 1 (1%)
The Vibration of Life - 1 (1%)
Thunderhead - 1 (1%)
Turtle in the Clouds - 1 (1%)
Twenty Years Later - 1 (1%)
Two Versions of Me - 1 (1%)
Undermind - 1 (1%)
Whipping Post - 1 (1%)
Wombat - 1 (1%)
Woodstock - 1 (1%)
Yarmouth Road - 1 (1%)
You Better Believe It Baby - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

AC/DC Bag - 4
Llama - 4
Punch You in the Eye - 4
Runaway Jim - 4
Buried Alive - 3
Rift - 3
Ya Mar - 3
Crowd Control - 2
Divided Sky - 2
Golgi Apparatus - 2
I Never Needed You Like This Before - 2
My Friend, My Friend - 2
Sample in a Jar - 2
Wolfman's Brother - 2
A Song I Heard the Ocean Sing - 1
Axilla - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Beauty of My Dreams - 1
Cars Trucks Buses - 1
Chalk Dust Torture - 1
Cities - 1
Come on Baby Let's Go Downtown - 1
Down with Disease - 1
Emotional Rescue - 1
Farmhouse - 1
Fee - 1
First Tube - 1
Ghost - 1
Guyute - 1
Heavy Things - 1
Limb By Limb - 1
Makisupa Policeman - 1
Meat - 1
Party Time - 1
Rhinoceros - 1
Roggae - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
Simple - 1
Soul Planet - 1
Strawberry Fields Forever - 1
Suzy Greenberg - 1
The Birdwatcher - 1
Theme From the Bottom - 1
Wilson - 1

First Set Closers

Cavern - 10
Run Like an Antelope - 6
Character Zero - 5
David Bowie - 5
Golgi Apparatus - 3
Julius - 3
Possum - 3
Slave to the Traffic Light - 3
The Squirming Coil - 3
Bathtub Gin - 2
Stash - 2
Suzy Greenberg - 2
You Enjoy Myself - 2
46 Days - 1
AC/DC Bag - 1
Birds of a Feather - 1
Drift While You're Sleeping - 1
First Tube - 1
Fluffhead - 1
Funky Bitch - 1
Gotta Jibboo - 1
Harry Hood - 1
Hold Your Head Up - 1
Izabella - 1
Loving Cup - 1
Runaway Jim - 1
Sample in a Jar - 1
Sand - 1
Scents and Subtle Sounds - 1
Stealing Time From the Faulty Plan - 1
The Horse - 1
The Wedge - 1
Walls of the Cave - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1

Second Set Openers

Also Sprach Zarathustra - 5
Down with Disease - 5
Timber (Jerry the Mule) - 5
Birds of a Feather - 3
Chalk Dust Torture - 3
Mike's Song - 3
Tweezer - 3
Everything's Right - 2
Wilson - 2
Wolfman's Brother - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Bathtub Gin - 1
Boogie On Reggae Woman - 1
Carini - 1
Cities - 1
David Bowie - 1
Dinner and a Movie - 1
Faht - 1
Fire - 1
Frankenstein - 1
Free - 1
Ghost - 1
Gotta Jibboo - 1
Gumbo - 1
Halley's Comet - 1
Heavy Things - 1
Martian Monster - 1
Maze - 1
My Sweet One - 1
Peaches en Regalia - 1
Piper - 1
Poor Heart - 1
Possum - 1
Punch You in the Eye - 1
Rift - 1
Runaway Jim - 1
Sand - 1
Sigma Oasis - 1
Simple - 1
Split Open and Melt - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Wedge - 1
Tube - 1

Second Set Closers

Possum - 10
Character Zero - 5
Slave to the Traffic Light - 5
Chalk Dust Torture - 4
David Bowie - 4
Run Like an Antelope - 4
Tweezer Reprise - 4
Harry Hood - 3
You Enjoy Myself - 3
Cavern - 2
Loving Cup - 2
Split Open and Melt - 2
Suzy Greenberg - 2
Bathtub Gin - 1
Fire - 1
Ghost - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Highway to Hell - 1
I Been Around - 1
Johnny B. Goode - 1
Martian Monster - 1
Meatstick - 1
Pebbles and Marbles - 1
Prince Caspian - 1
Rock and Roll - 1
Ruby Waves - 1
Sample in a Jar - 1
The Little Drummer Boy - 1
The Squirming Coil - 1
The Wedge - 1
Walls of the Cave - 1

Third Set Openers

Meatstick - 1

Third Set Closers

Walls of the Cave - 1

Fourth Set Openers

Drive-In Jam - 1

Fourth Set Closers

Drive-In Jam - 1

Encores

Tweezer Reprise - 13
Bold As Love - 5
Cavern - 5
Good Times Bad Times - 5
Rocky Top - 5
Bouncing Around the Room - 4
Julius - 4
Carolina - 3
Contact - 3
First Tube - 3
Sleeping Monkey - 3
A Day in the Life - 2
Amazing Grace - 2
Boogie On Reggae Woman - 2
Camel Walk - 2
Character Zero - 2
Free Bird - 2
Harry Hood - 2
Loving Cup - 2
Possum - 2
Rock and Roll - 2
Run Like an Antelope - 2
Slave to the Traffic Light - 2
Sweet Adeline - 2
The Squirming Coil - 2
Wading in the Velvet Sea - 2
Waste - 2
A Life Beyond The Dream - 1
Also Sprach Zarathustra - 1
Alumni Blues - 1
Anything But Me - 1
Bathtub Gin - 1
Big Black Furry Creature from Mars - 1
Bittersweet Motel - 1
Bug - 1
Chalk Dust Torture Reprise - 1
Drift While You're Sleeping - 1
Farmhouse - 1
Fire - 1
Frankenstein - 1
Funky Bitch - 1
Ghost - 1
Glide - 1
Golgi Apparatus - 1
Grind - 1
Life on Mars? - 1
Moby Dick - 1
Sample in a Jar - 1
Sanity - 1
Show of Life - 1
Sparkle - 1
Split Open and Melt - 1
Suzy Greenberg - 1
Theme From the Bottom - 1
Tube - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 1
Woodstock - 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

Longest Existing Gaps

Debut Count

You saw 17 song debuts
0.24 debuts per show.
The most frequently played song you have seen debuted is Ginseng Sullivan (79 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Guelah Papyrus - 7
Big Ball Jam - 6
All Things Reconsidered - 5
Bold As Love - 5
Cars Trucks Buses - 5
Heavy Things - 5
Lifeboy - 5
Silent in the Morning - 5
Sweet Adeline - 5
The Horse - 5

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

46 Days - 8
Scents and Subtle Sounds - 5
Stealing Time From the Faulty Plan - 5
A Song I Heard the Ocean Sing - 4
Backwards Down the Number Line - 4
Everything's Right - 4
Fuego - 4
Kill Devil Falls - 4
Carini - 3
Crowd Control - 3

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:

Golgi Apparatus - 10
The Squirming Coil - 9
Guelah Papyrus - 7
Loving Cup - 7
Axilla - 6
Big Ball Jam - 6
Billy Breathes - 6
Gumbo - 6
Guyute - 6
Rocky Top - 6

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

Stealing Time From the Faulty Plan - 5
A Song I Heard the Ocean Sing - 4
Backwards Down the Number Line - 4
Everything's Right - 4
Fuego - 4
Kill Devil Falls - 4
Crowd Control - 3
Light - 3
The Line - 3
Waiting All Night - 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

Chart