Shows by day of week

• Sunday- 21
• Monday- 1
• Tuesday- 3
• Wednesday- 2
• Thursday- 2
• Friday- 20
• Saturday- 24

Shows by month

• January -
• February - 3
• March -
• April -
• May -
• June - 15
• July - 15
• August - 23
• September - 1
• October - 12
• November - 4
• December -

Shows by year

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

Most Frequently Played Dates

• 8/15- 4
• 7/19- 3
• 8/14- 3
• 6/11- 2
• 6/25- 2
• 6/26- 2
• 7/14- 2
• 7/20- 2
• 8/12- 2
• 8/13- 2
• 8/8- 2
• 10/13- 1
• 10/14- 1
• 10/15- 1
• 10/23- 1
• 10/24- 1
• 10/26- 1
• 10/27- 1
• 10/28- 1
• 10/31- 1
• 10/6- 1

Shows by States

• IL - 23 (32%)
• WI - 18 (25%)
• IN - 10 (14%)
• OH - 4 (5%)
• NV - 3 (4%)
• TN - 3 (4%)
• VA - 2 (3%)
• CA - 2 (3%)
• ME - 2 (3%)
• VT - 2 (3%)
• MN - 1 (1%)
• NJ - 1 (1%)
• MO - 1 (1%)
• MD - 1 (1%)

Shows by Time Zone

• Central - 46 (63%)
• Eastern - 22 (30%)
• Pacific - 5 (7%)
• Mountain - 0 (0%)

Shows by Cities

• East Troy, WI - 18 (25%)
• Chicago, IL - 16 (22%)
• Noblesville, IN - 10 (14%)
• Rosemont, IL - 5 (7%)
• Cincinnati, OH - 4 (5%)
• Las Vegas, NV - 3 (4%)
• Nashville, TN - 3 (4%)
• Arrington, VA - 2 (3%)
• Coventry, VT - 2 (3%)
• Limestone, ME - 2 (3%)
• Bridgeview, IL - 2 (3%)
• Atlantic City, NJ - 1 (1%)
• St. Louis, MO - 1 (1%)
• Chula Vista, CA - 1 (1%)
• Columbia, MD - 1 (1%)
• St. Paul, MN - 1 (1%)
• Inglewood, CA - 1 (1%)

Shows by Venues

• Alpine Valley Music Theatre - 18 (25%)
• Ruoff Music Center - 10 (14%)
• Huntington Bank Pavilion at Northerly Island - 8 (11%)
• Allstate Arena - 5 (7%)
• U.S. Bank Arena - 4 (5%)
• Bridgestone Arena - 3 (4%)
• MGM Grand Garden Arena - 3 (4%)
• University of Illinois - 3 (4%)
• United Center - 3 (4%)
• Loring Commerce Centre - 2 (3%)
• Newport State Airport - 2 (3%)
• Toyota Park - 2 (3%)
• Wrigley Field - 2 (3%)
• Oak Ridge Farm - 2 (3%)
• Atlantic City Beach - 1 (1%)
• Merriweather Post Pavilion - 1 (1%)
• Xcel Energy Center - 1 (1%)
• Coors Amphitheatre - 1 (1%)
• Saint Louis University - 1 (1%)
• Great Western Forum - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 2 (3%)
• After hiatus - 71 (97%)

320 different songs have been played (32% 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 4.64.
There were 93 onetimers
1512 total songs have been played in the selected shows.

There were 67 two set shows
There were 5 three set shows
There were 1 four set shows
1 songs were in a four show rotation.
17 songs were in a five show rotation.

Total Times Played

Ghost - 21 (28%)
Character Zero - 18 (24%)
Harry Hood - 18 (24%)
Possum - 18 (24%)
Run Like an Antelope - 18 (24%)
The Moma Dance - 18 (24%)
Wolfman's Brother - 17 (23%)
Down with Disease - 16 (21%)
Piper - 16 (21%)
Tweezer - 16 (21%)
Twist - 16 (21%)
You Enjoy Myself - 16 (21%)
46 Days - 15 (20%)
Bathtub Gin - 15 (20%)
Slave to the Traffic Light - 15 (20%)
Tweezer Reprise - 15 (20%)
Wilson - 15 (20%)
Light - 14 (19%)
Tube - 14 (19%)
AC/DC Bag - 13 (17%)
Back on the Train - 13 (17%)
Backwards Down the Number Line - 13 (17%)
Carini - 13 (17%)
Chalk Dust Torture - 13 (17%)
David Bowie - 13 (17%)
Maze - 13 (17%)
Also Sprach Zarathustra - 12 (16%)
Cavern - 12 (16%)
Free - 12 (16%)
Limb By Limb - 12 (16%)
Reba - 12 (16%)
Runaway Jim - 12 (16%)
Lawn Boy - 11 (15%)
Mike's Song - 11 (15%)
Ocelot - 11 (15%)
Sample in a Jar - 11 (15%)
Simple - 11 (15%)
Stash - 11 (15%)
Theme From the Bottom - 11 (15%)
Waves - 11 (15%)
Weekapaug Groove - 11 (15%)
Blaze On - 10 (13%)
Fluffhead - 10 (13%)
Golden Age - 10 (13%)
Julius - 10 (13%)
Punch You in the Eye - 10 (13%)
Rift - 10 (13%)
Sand - 10 (13%)
Suzy Greenberg - 10 (13%)
First Tube - 9 (12%)
Fuego - 9 (12%)
Golgi Apparatus - 9 (12%)
Gotta Jibboo - 9 (12%)
Halley's Comet - 9 (12%)
NICU - 9 (12%)
The Wedge - 9 (12%)
Walls of the Cave - 9 (12%)
Ya Mar - 9 (12%)
Birds of a Feather - 8 (10%)
Boogie On Reggae Woman - 8 (10%)
Bug - 8 (10%)
Divided Sky - 8 (10%)
Everything's Right - 8 (10%)
Heavy Things - 8 (10%)
Joy - 8 (10%)
No Men In No Man's Land - 8 (10%)
Poor Heart - 8 (10%)
Prince Caspian - 8 (10%)
Rock and Roll - 8 (10%)
Split Open and Melt - 8 (10%)
What's the Use? - 8 (10%)
Axilla - 7 (9%)
Funky Bitch - 7 (9%)
I Didn't Know - 7 (9%)
Loving Cup - 7 (9%)
Martian Monster - 7 (9%)
My Soul - 7 (9%)
Roggae - 7 (9%)
Taste - 7 (9%)
Wading in the Velvet Sea - 7 (9%)
A Wave of Hope - 6 (8%)
Dirt - 6 (8%)
Good Times Bad Times - 6 (8%)
Grind - 6 (8%)
Guyute - 6 (8%)
Meatstick - 6 (8%)
Mercury - 6 (8%)
My Friend, My Friend - 6 (8%)
Saw It Again - 6 (8%)
Say It To Me S.A.N.T.O.S. - 6 (8%)
Scent of a Mule - 6 (8%)
Scents and Subtle Sounds - 6 (8%)
Silent in the Morning - 6 (8%)
Stealing Time From the Faulty Plan - 6 (8%)
The Sloth - 6 (8%)
Undermind - 6 (8%)
Water in the Sky - 6 (8%)
Wingsuit - 6 (8%)
A Song I Heard the Ocean Sing - 5 (6%)
Contact - 5 (6%)
Crosseyed and Painless - 5 (6%)
Drift While You're Sleeping - 5 (6%)
Gumbo - 5 (6%)
Horn - 5 (6%)
I Am Hydrogen - 5 (6%)
Kill Devil Falls - 5 (6%)
More - 5 (6%)
Seven Below - 5 (6%)
Steam - 5 (6%)
The Horse - 5 (6%)
The Line - 5 (6%)
The Lizards - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Twenty Years Later - 5 (6%)
Waste - 5 (6%)
555 - 4 (5%)
About to Run - 4 (5%)
Alaska - 4 (5%)
Anything But Me - 4 (5%)
Bouncing Around the Room - 4 (5%)
Buffalo Bill - 4 (5%)
Camel Walk - 4 (5%)
Cities - 4 (5%)
Destiny Unbound - 4 (5%)
Drowned - 4 (5%)
Fire - 4 (5%)
Foam - 4 (5%)
Frankenstein - 4 (5%)
Fuck Your Face - 4 (5%)
Halfway to the Moon - 4 (5%)
No Quarter - 4 (5%)
Pebbles and Marbles - 4 (5%)
Roses Are Free - 4 (5%)
Shade - 4 (5%)
The Dogs - 4 (5%)
The Howling - 4 (5%)
The Mango Song - 4 (5%)
The Squirming Coil - 4 (5%)
Time Turns Elastic - 4 (5%)
Vultures - 4 (5%)
Buried Alive - 3 (4%)
Daniel Saw the Stone - 3 (4%)
Dogs Stole Things - 3 (4%)
Evolve - 3 (4%)
Fast Enough for You - 3 (4%)
Friday - 3 (4%)
Glide - 3 (4%)
Leaves - 3 (4%)
Llama - 3 (4%)
Lonely Trip - 3 (4%)
Makisupa Policeman - 3 (4%)
Mountains in the Mist - 3 (4%)
Mull - 3 (4%)
Nellie Kane - 3 (4%)
Plasma - 3 (4%)
Set Your Soul Free - 3 (4%)
Show of Life - 3 (4%)
Sparkle - 3 (4%)
Strange Design - 3 (4%)
Sugar Shack - 3 (4%)
The Landlady - 3 (4%)
Train Song - 3 (4%)
Turtle in the Clouds - 3 (4%)
Waiting All Night - 3 (4%)
Weigh - 3 (4%)
When the Circus Comes - 3 (4%)
A Day in the Life - 2 (2%)
A Life Beyond The Dream - 2 (2%)
Albuquerque - 2 (2%)
Army of One - 2 (2%)
Avenu Malkenu - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Breath and Burning - 2 (2%)
Brian and Robert - 2 (2%)
Brother - 2 (2%)
Cars Trucks Buses - 2 (2%)
Catapult - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Dinner and a Movie - 2 (2%)
Discern - 2 (2%)
Dog Faced Boy - 2 (2%)
Driver - 2 (2%)
Energy - 2 (2%)
Esther - 2 (2%)
Farmhouse - 2 (2%)
Fee - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Frankie Says - 2 (2%)
Frost - 2 (2%)
Ginseng Sullivan - 2 (2%)
Guelah Papyrus - 2 (2%)
Ha Ha Ha - 2 (2%)
I Always Wanted It This Way - 2 (2%)
It's Ice - 2 (2%)
Jesus Just Left Chicago - 2 (2%)
Let It Loose - 2 (2%)
Meat - 2 (2%)
Mexican Cousin - 2 (2%)
Miss You - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Mr. Completely - 2 (2%)
My Sweet One - 2 (2%)
Oblivion - 2 (2%)
Petrichor - 2 (2%)
Quinn the Eskimo (The Mighty Quinn) - 2 (2%)
Rise/Come Together - 2 (2%)
Rocky Top - 2 (2%)
Ruby Waves - 2 (2%)
Sanity - 2 (2%)
Secret Smile - 2 (2%)
Shine a Light - 2 (2%)
Sigma Oasis - 2 (2%)
Sleeping Monkey - 2 (2%)
Sneakin' Sally Through the Alley - 2 (2%)
Space Oddity - 2 (2%)
The Curtain With - 2 (2%)
The Final Hurrah - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Very Long Fuse - 2 (2%)
Torn and Frayed - 2 (2%)
Two Versions of Me - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Winterqueen - 2 (2%)
Wombat - 2 (2%)
Yarmouth Road - 2 (2%)
Your Pet Cat - 2 (2%)
1999 - 1 (1%)
Access Me - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Ass Handed - 1 (1%)
Babylon Baby - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Billy Breathes - 1 (1%)
Bold As Love - 1 (1%)
Broken Heart Attack - 1 (1%)
Bye Bye Foot - 1 (1%)
Casual Enlightenment - 1 (1%)
Chariots of Fire - 1 (1%)
Cinnamon Girl - 1 (1%)
Clear Your Mind - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool Jerk - 1 (1%)
Corinna - 1 (1%)
Corona - 1 (1%)
Crowd Control - 1 (1%)
Dear Prudence - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Devotion To a Dream - 1 (1%)
Dog Log - 1 (1%)
Dust in the Wind - 1 (1%)
Ether Edge - 1 (1%)
Everything is Hollow - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Hold Your Head Up - 1 (1%)
I Am the Walrus - 1 (1%)
I Found a Reason - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Intro - 1 (1%)
Is This What You Wanted - 1 (1%)
Izabella - 1 (1%)
Jam - 1 (1%)
Kung - 1 (1%)
L.A. Woman - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life Saving Gun - 1 (1%)
Lifeboy - 1 (1%)
Love Is What We Are - 1 (1%)
Mellow Mood - 1 (1%)
Monsters - 1 (1%)
Moonage Daydream - 1 (1%)
Mound - 1 (1%)
NO2 - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
Olivia's Pool - 1 (1%)
On Your Way Down - 1 (1%)
Party Time - 1 (1%)
Paul and Silas - 1 (1%)
Pigtail - 1 (1%)
Round Room - 1 (1%)
Shipwreck - 1 (1%)
Sightless Escape - 1 (1%)
Sing Monica - 1 (1%)
Sleep - 1 (1%)
Soul Planet - 1 (1%)
Spanish Moon - 1 (1%)
Spock's Brain - 1 (1%)
Spread It 'Round - 1 (1%)
Steep - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Swept Away - 1 (1%)
Talk - 1 (1%)
Tela - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Chinese Water Torture - 1 (1%)
The Connection - 1 (1%)
The Curtain - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Haunted House - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Unsafe Bridge - 1 (1%)
The Well - 1 (1%)
Thread - 1 (1%)
Timber - 1 (1%)
Tower Jam - 1 (1%)
Uncle Pen - 1 (1%)
Walk Away - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
Windy City - 1 (1%)
hey stranger - 1 (1%)

First Set Openers

Punch You in the Eye - 3
Runaway Jim - 3
Sample in a Jar - 3
The Landlady - 3
Wilson - 3
A Wave of Hope - 2
AC/DC Bag - 2
Buried Alive - 2
Carini - 2
Chalk Dust Torture - 2
Dinner and a Movie - 2
Down with Disease - 2
Fuego - 2
Julius - 2
The Moma Dance - 2
1999 - 1
Access Me - 1
Also Sprach Zarathustra - 1
Axilla - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Brother - 1
Colonel Forbin's Ascent - 1
Cool Amber and Mercury - 1
Crowd Control - 1
Daniel Saw the Stone - 1
Everything is Hollow - 1
Everything's Right - 1
Fluffhead - 1
Gumbo - 1
Kill Devil Falls - 1
Mike's Song - 1
My Friend, My Friend - 1
My Soul - 1
No Men In No Man's Land - 1
Pigtail - 1
Possum - 1
Prince Caspian - 1
Rift - 1
Sand - 1
Sigma Oasis - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Sloth - 1
The Very Long Fuse - 1
Theme From the Bottom - 1
Tube - 1
Turtle in the Clouds - 1
Tweezer - 1
Walls of the Cave - 1
What's the Use? - 1
While My Guitar Gently Weeps - 1

First Set Closers

Run Like an Antelope - 8
David Bowie - 7
Walls of the Cave - 5
Cavern - 3
Character Zero - 3
Drift While You're Sleeping - 3
First Tube - 3
Split Open and Melt - 3
Time Turns Elastic - 3
Blaze On - 2
Fluffhead - 2
Ghost - 2
Good Times Bad Times - 2
Julius - 2
More - 2
Possum - 2
Wolfman's Brother - 2
You Enjoy Myself - 2
Alumni Blues - 1
Everything's Right - 1
Fire - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Grind - 1
I Didn't Know - 1
Let It Loose - 1
Rise/Come Together - 1
Sample in a Jar - 1
Space Oddity - 1
Suzy Greenberg - 1
Taste - 1
The Moma Dance - 1
The Squirming Coil - 1
Weekapaug Groove - 1
Wingsuit - 1

Second Set Openers

Down with Disease - 8
Carini - 6
No Men In No Man's Land - 5
Backwards Down the Number Line - 3
Halley's Comet - 3
Punch You in the Eye - 3
Sand - 3
AC/DC Bag - 2
Chalk Dust Torture - 2
Crosseyed and Painless - 2
Drowned - 2
Energy - 2
Mike's Song - 2
Tube - 2
Tweezer - 2
A Song I Heard the Ocean Sing - 1
Ass Handed - 1
Back on the Train - 1
Bathtub Gin - 1
Birds of a Feather - 1
Boogie On Reggae Woman - 1
Cars Trucks Buses - 1
Corona - 1
Everything's Right - 1
Ghost - 1
Gotta Jibboo - 1
Heavy Things - 1
Intro - 1
Life Saving Gun - 1
Light - 1
Mellow Mood - 1
Mercury - 1
Piper - 1
Possum - 1
Rock and Roll - 1
Run Like an Antelope - 1
Seven Below - 1
The Moma Dance - 1
The Sloth - 1
Waves - 1
You Enjoy Myself - 1

Second Set Closers

You Enjoy Myself - 8
Slave to the Traffic Light - 6
Character Zero - 5
Possum - 5
Tweezer Reprise - 4
Bug - 3
Cavern - 3
Harry Hood - 3
Loving Cup - 3
Run Like an Antelope - 3
The Squirming Coil - 3
Bathtub Gin - 2
David Bowie - 2
Fire - 2
First Tube - 2
Julius - 2
Say It To Me S.A.N.T.O.S. - 2
Backwards Down the Number Line - 1
Chalk Dust Torture - 1
Fluffhead - 1
Free - 1
Ghost - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
I Never Needed You Like This Before - 1
Martian Monster - 1
Pebbles and Marbles - 1
Prince Caspian - 1
Scents and Subtle Sounds - 1
Show of Life - 1
Suzy Greenberg - 1
Undermind - 1

Third Set Openers

46 Days - 1
Fast Enough for You - 1
Meatstick - 1
Punch You in the Eye - 1
Rock and Roll - 1
Twist - 1

Third Set Closers

Bug - 1
Friday - 1
Good Times Bad Times - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1
Tweezer Reprise - 1

Fourth Set Openers

Tower Jam - 1

Fourth Set Closers

Tower Jam - 1

Encores

Tweezer Reprise - 10
Character Zero - 9
Grind - 5
Slave to the Traffic Light - 5
Contact - 4
Harry Hood - 4
Loving Cup - 4
Suzy Greenberg - 4
First Tube - 3
Frankenstein - 3
Golgi Apparatus - 3
Run Like an Antelope - 3
Say It To Me S.A.N.T.O.S. - 3
A Life Beyond The Dream - 2
Cavern - 2
Fluffhead - 2
Good Times Bad Times - 2
Joy - 2
Lonely Trip - 2
More - 2
Rock and Roll - 2
Show of Life - 2
Sleeping Monkey - 2
Wading in the Velvet Sea - 2
Wilson - 2
46 Days - 1
Anything But Me - 1
Axilla - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Blaze On - 1
Bold As Love - 1
Bouncing Around the Room - 1
Bug - 1
Camel Walk - 1
Dog Log - 1
Drift While You're Sleeping - 1
Fee - 1
Fire - 1
Funky Bitch - 1
Guyute - 1
Heavy Things - 1
I Am the Walrus - 1
Is This What You Wanted - 1
Izabella - 1
Julius - 1
Kung - 1
Limb By Limb - 1
Love Is What We Are - 1
Maze - 1
Meatstick - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
Possum - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rocky Top - 1
Sample in a Jar - 1
Sanity - 1
Shine a Light - 1
Silent in the Morning - 1
Sing Monica - 1
Space Oddity - 1
The Curtain With - 1
The Horse - 1
The Howling - 1
The Lizards - 1
The Mango Song - 1
The Moma Dance - 1
The Star-Spangled Banner - 1
Tube - 1
Turtle in the Clouds - 1
Waiting All Night - 1
Waste - 1
Water in the Sky - 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 2000

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 35 song debuts
0.48 debuts per show.
The most frequently played song you have seen debuted is Everything's Right (53 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Bold As Love - 1
Walk Away - 1

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

Character Zero - 18
Harry Hood - 18
The Moma Dance - 18
46 Days - 15
Light - 14
AC/DC Bag - 13
Back on the Train - 13
Backwards Down the Number Line - 13
Carini - 13
Chalk Dust Torture - 13

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:

Seven Below - 5
Friday - 3
Discern - 2
Driver - 2
Secret Smile - 2
Two Versions of Me - 2
Access Me - 1
All of These Dreams - 1
Bold As Love - 1
Chariots of Fire - 1

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

Light - 14
Back on the Train - 13
Backwards Down the Number Line - 13
Ocelot - 11
Theme From the Bottom - 11
Blaze On - 10
Fluffhead - 10
Golden Age - 10
Sand - 10
Fuego - 9

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