Shows by day of week

• Sunday- 10
• Monday- 4
• Tuesday- 9
• Wednesday- 10
• Thursday- 9
• Friday- 18
• Saturday- 16

Shows by month

• January - 3
• February -
• March -
• April -
• May -
• June - 21
• July - 17
• August - 16
• September -
• October - 2
• November - 2
• December - 15

Shows by year

• 1999- 2
• 2000- 6
• 2001- 0
• 2002- 0
• 2003- 11
• 2004- 10
• 2009- 11
• 2010- 12
• 2011- 9
• 2012- 2
• 2013- 2
• 2014- 4
• 2015- 7
• 2016- 0
• 2017- 0
• 2018- 0
• 2019- 0
• 2020- 0
• 2021- 0
• 2022- 0
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 12/31- 5
• 12/30- 4
• 12/28- 3
• 12/29- 3
• 8/2- 3
• 6/12- 2
• 6/14- 2
• 6/15- 2
• 6/19- 2
• 6/23- 2
• 6/24- 2
• 7/1- 2
• 7/2- 2
• 7/3- 2
• 8/3- 2
• 1/1- 1
• 1/2- 1
• 1/3- 1
• 10/15- 1
• 10/16- 1
• 11/20- 1

Shows by States

• FL - 14 (18%)
• NY - 13 (17%)
• GA - 11 (14%)
• IN - 11 (14%)
• TN - 5 (7%)
• AL - 4 (5%)
• NC - 3 (4%)
• OH - 3 (4%)
• SC - 2 (3%)
• IL - 2 (3%)
• WI - 2 (3%)
• ME - 2 (3%)
• VT - 2 (3%)
• VA - 1 (1%)
• PA - 1 (1%)

Shows by Time Zone

• Eastern - 64 (84%)
• Central - 12 (16%)
• Mountain - 0 (0%)
• Pacific - 0 (0%)

Shows by Cities

• Miami, FL - 12 (16%)
• Noblesville, IN - 11 (14%)
• Alpharetta, GA - 7 (9%)
• Watkins Glen, NY - 5 (7%)
• New York, NY - 4 (5%)
• Atlanta, GA - 4 (5%)
• North Charleston, SC - 2 (3%)
• Coventry, VT - 2 (3%)
• Cincinnati, OH - 2 (3%)
• Manchester, TN - 2 (3%)
• Big Cypress, FL - 2 (3%)
• Limestone, ME - 2 (3%)
• Saratoga Springs, NY - 2 (3%)
• East Troy, WI - 2 (3%)
• Brooklyn, NY - 2 (3%)
• Charlotte, NC - 2 (3%)
• Bridgeview, IL - 2 (3%)
• Pelham, AL - 2 (3%)
• Portsmouth, VA - 1 (1%)
• Hershey, PA - 1 (1%)
• Raleigh, NC - 1 (1%)
• Antioch, TN - 1 (1%)
• Tuscaloosa, AL - 1 (1%)
• Nashville, TN - 1 (1%)
• Orange Beach, AL - 1 (1%)
• Knoxville, TN - 1 (1%)
• Cuyahoga Falls, OH - 1 (1%)

Shows by Venues

• American Airlines Arena - 12 (16%)
• Ruoff Music Center - 11 (14%)
• Verizon Wireless Amphitheatre at Encore Park - 7 (9%)
• Watkins Glen International - 5 (7%)
• Madison Square Garden - 4 (5%)
• HiFi Buys Amphitheatre - 4 (5%)
• Bonnaroo Music & Arts Festival - 2 (3%)
• Saratoga Performing Arts Center - 2 (3%)
• KeySpan Park - 2 (3%)
• Loring Commerce Centre - 2 (3%)
• Verizon Wireless Amphitheatre - Charlotte - 2 (3%)
• Oak Mountain Amphitheatre - 2 (3%)
• Newport State Airport - 2 (3%)
• North Charleston Coliseum - 2 (3%)
• Toyota Park - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• Alpine Valley Music Theatre - 2 (3%)
• nTelos Pavilion - 1 (1%)
• Tuscaloosa Amphitheater - 1 (1%)
• Hersheypark Stadium - 1 (1%)
• Starwood Amphitheatre - 1 (1%)
• Thompson-Boling Arena - 1 (1%)
• Ascend Amphitheater - 1 (1%)
• Blossom Music Center - 1 (1%)
• Amphitheater at the Wharf - 1 (1%)
• ALLTEL Pavilion - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 8 (11%)
• After hiatus - 68 (89%)

290 different songs have been played (29% of songs Phish have played).
The average number of songs per show is 22.0.
The average amount of times each song was played is 5.69.
There were 94 onetimers
1679 total songs have been played in the selected shows.

There were 1 one set shows
There were 64 two set shows
There were 8 three set shows
There were 3 four set shows
13 songs were in a four show rotation.
26 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 24 (31%)
Also Sprach Zarathustra - 23 (30%)
Harry Hood - 23 (30%)
Possum - 23 (30%)
Run Like an Antelope - 22 (28%)
Cavern - 21 (27%)
Down with Disease - 21 (27%)
Character Zero - 20 (26%)
Tweezer - 20 (26%)
Wolfman's Brother - 20 (26%)
Bathtub Gin - 19 (25%)
Tweezer Reprise - 19 (25%)
Wilson - 19 (25%)
David Bowie - 18 (23%)
Mike's Song - 18 (23%)
Slave to the Traffic Light - 18 (23%)
The Moma Dance - 18 (23%)
Weekapaug Groove - 18 (23%)
Free - 17 (22%)
Runaway Jim - 17 (22%)
Suzy Greenberg - 17 (22%)
46 Days - 16 (21%)
Gotta Jibboo - 16 (21%)
Sample in a Jar - 16 (21%)
Twist - 16 (21%)
You Enjoy Myself - 16 (21%)
Back on the Train - 15 (19%)
Backwards Down the Number Line - 15 (19%)
Ghost - 15 (19%)
Limb By Limb - 15 (19%)
Piper - 15 (19%)
Prince Caspian - 15 (19%)
Rock and Roll - 15 (19%)
Stash - 15 (19%)
AC/DC Bag - 14 (18%)
Divided Sky - 14 (18%)
Julius - 14 (18%)
Ocelot - 14 (18%)
Wading in the Velvet Sea - 14 (18%)
Boogie On Reggae Woman - 13 (17%)
Kill Devil Falls - 13 (17%)
Lawn Boy - 13 (17%)
Light - 13 (17%)
The Squirming Coil - 13 (17%)
Birds of a Feather - 12 (15%)
Bouncing Around the Room - 12 (15%)
Golgi Apparatus - 12 (15%)
Heavy Things - 12 (15%)
NICU - 12 (15%)
Punch You in the Eye - 12 (15%)
Sand - 12 (15%)
The Wedge - 12 (15%)
Tube - 12 (15%)
Water in the Sky - 12 (15%)
First Tube - 11 (14%)
Fluffhead - 11 (14%)
Funky Bitch - 11 (14%)
I Am Hydrogen - 11 (14%)
Poor Heart - 11 (14%)
Simple - 11 (14%)
Bug - 10 (13%)
Cities - 10 (13%)
Drowned - 10 (13%)
Loving Cup - 10 (13%)
Maze - 10 (13%)
Reba - 10 (13%)
Split Open and Melt - 10 (13%)
Stealing Time From the Faulty Plan - 10 (13%)
Axilla - 9 (11%)
Carini - 9 (11%)
Joy - 9 (11%)
Seven Below - 9 (11%)
Silent in the Morning - 9 (11%)
Theme From the Bottom - 9 (11%)
A Day in the Life - 8 (10%)
Good Times Bad Times - 8 (10%)
Gumbo - 8 (10%)
Guyute - 8 (10%)
Meatstick - 8 (10%)
My Friend, My Friend - 8 (10%)
Rift - 8 (10%)
Roses Are Free - 8 (10%)
The Horse - 8 (10%)
Walls of the Cave - 8 (10%)
Alaska - 7 (9%)
Crosseyed and Painless - 7 (9%)
Halley's Comet - 7 (9%)
Horn - 7 (9%)
Roggae - 7 (9%)
Scents and Subtle Sounds - 7 (9%)
Sleeping Monkey - 7 (9%)
Taste - 7 (9%)
Waste - 7 (9%)
Ya Mar - 7 (9%)
A Song I Heard the Ocean Sing - 6 (7%)
Army of One - 6 (7%)
Cars Trucks Buses - 6 (7%)
Pebbles and Marbles - 6 (7%)
Quinn the Eskimo (The Mighty Quinn) - 6 (7%)
The Curtain With - 6 (7%)
Vultures - 6 (7%)
555 - 5 (6%)
Auld Lang Syne - 5 (6%)
Buffalo Bill - 5 (6%)
Camel Walk - 5 (6%)
Contact - 5 (6%)
Farmhouse - 5 (6%)
Frankenstein - 5 (6%)
Hold Your Head Up - 5 (6%)
Makisupa Policeman - 5 (6%)
My Soul - 5 (6%)
Sparkle - 5 (6%)
Train Song - 5 (6%)
Waves - 5 (6%)
Fast Enough for You - 4 (5%)
Friday - 4 (5%)
Fuego - 4 (5%)
Golden Age - 4 (5%)
I Didn't Know - 4 (5%)
It's Ice - 4 (5%)
Kung - 4 (5%)
Llama - 4 (5%)
Mound - 4 (5%)
My Sweet One - 4 (5%)
Show of Life - 4 (5%)
Sneakin' Sally Through the Alley - 4 (5%)
Strange Design - 4 (5%)
The Ballad of Curtis Loew - 4 (5%)
The Lizards - 4 (5%)
The Mango Song - 4 (5%)
Timber (Jerry the Mule) - 4 (5%)
Time Turns Elastic - 4 (5%)
Uncle Pen - 4 (5%)
Undermind - 4 (5%)
What's the Use? - 4 (5%)
When the Circus Comes - 4 (5%)
Anything But Me - 3 (3%)
Beauty of My Dreams - 3 (3%)
Destiny Unbound - 3 (3%)
Devotion To a Dream - 3 (3%)
Dog Faced Boy - 3 (3%)
Foam - 3 (3%)
Ginseng Sullivan - 3 (3%)
Glide - 3 (3%)
Halfway to the Moon - 3 (3%)
Jam - 3 (3%)
Jesus Just Left Chicago - 3 (3%)
Light Up Or Leave Me Alone - 3 (3%)
Love You - 3 (3%)
Meat - 3 (3%)
Mexican Cousin - 3 (3%)
Mountains in the Mist - 3 (3%)
My Mind's Got a Mind of its Own - 3 (3%)
Party Time - 3 (3%)
Rocky Top - 3 (3%)
Scent of a Mule - 3 (3%)
The Line - 3 (3%)
The Star-Spangled Banner - 3 (3%)
Twenty Years Later - 3 (3%)
Access Me - 2 (2%)
Albuquerque - 2 (2%)
Bill Bailey, Won't You Please Come Home? - 2 (2%)
Billy Breathes - 2 (2%)
Brian and Robert - 2 (2%)
Colonel Forbin's Ascent - 2 (2%)
Corinna - 2 (2%)
Dinner and a Movie - 2 (2%)
Dirt - 2 (2%)
Driver - 2 (2%)
Fee - 2 (2%)
Fire - 2 (2%)
Fly Famous Mockingbird - 2 (2%)
Frankie Says - 2 (2%)
Guelah Papyrus - 2 (2%)
Lifeboy - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
NO2 - 2 (2%)
Nellie Kane - 2 (2%)
No Men In No Man's Land - 2 (2%)
Nothing - 2 (2%)
Paul and Silas - 2 (2%)
Soul Shakedown Party - 2 (2%)
Sugar Shack - 2 (2%)
Tela - 2 (2%)
The Connection - 2 (2%)
The Curtain - 2 (2%)
The Dogs - 2 (2%)
The Inlaw Josie Wales - 2 (2%)
The Oh Kee Pa Ceremony - 2 (2%)
The Sloth - 2 (2%)
Time Loves a Hero - 2 (2%)
Torn and Frayed - 2 (2%)
Two Versions of Me - 2 (2%)
Waiting All Night - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Wingsuit - 2 (2%)
99 Problems - 1 (1%)
After Midnight - 1 (1%)
Avenu Malkenu - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Alligator - 1 (1%)
Big Balls - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Big Pimpin' - 1 (1%)
Bittersweet Motel - 1 (1%)
Blaze On - 1 (1%)
Blue Moon - 1 (1%)
Bobby Jean - 1 (1%)
Bold As Love - 1 (1%)
Brother - 1 (1%)
Buried Alive - 1 (1%)
Catapult - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Chariots of Fire - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Cold Water - 1 (1%)
Cool Jerk - 1 (1%)
Crowd Control - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Dem Bones - 1 (1%)
Demand - 1 (1%)
Discern - 1 (1%)
Dixie Cannonball - 1 (1%)
Dog Log - 1 (1%)
Drive-In Jam - 1 (1%)
Energy - 1 (1%)
Feel the Heat - 1 (1%)
Free Bird - 1 (1%)
Frost - 1 (1%)
Fuck Your Face - 1 (1%)
Glory Days - 1 (1%)
Gone - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Have Mercy - 1 (1%)
Heartbreaker - 1 (1%)
Hello My Baby - 1 (1%)
Highway to Hell - 1 (1%)
Hold Whatcha Got - 1 (1%)
How Many People Are You - 1 (1%)
I Been Around - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Idea - 1 (1%)
If I Could - 1 (1%)
Instant Karma! - 1 (1%)
Iron Man - 1 (1%)
Jungle Boogie - 1 (1%)
Killing in the Name - 1 (1%)
L.A. Woman - 1 (1%)
Let Me Lie - 1 (1%)
Life on Mars? - 1 (1%)
Look Out Cleveland - 1 (1%)
Magilla - 1 (1%)
Martian Monster - 1 (1%)
Mellow Mood - 1 (1%)
Mind Left Body Jam - 1 (1%)
Moby Dick - 1 (1%)
Mock Song - 1 (1%)
Monkey Man - 1 (1%)
Mustang Sally - 1 (1%)
My Problem Right There - 1 (1%)
No Quarter - 1 (1%)
P-Funk Medley - 1 (1%)
Peaches en Regalia - 1 (1%)
Plasma - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Sanity - 1 (1%)
Saw It Again - 1 (1%)
Scabbard - 1 (1%)
Secret Smile - 1 (1%)
Shade - 1 (1%)
Shafty - 1 (1%)
Shine a Light - 1 (1%)
Spread It 'Round - 1 (1%)
Steam - 1 (1%)
Steep - 1 (1%)
Storage Jam - 1 (1%)
Susskind Hotel - 1 (1%)
Swept Away - 1 (1%)
Terrapin - 1 (1%)
The Birdwatcher - 1 (1%)
The Dickie Scotland Song - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Old Home Place - 1 (1%)
Thunderhead - 1 (1%)
Tower Jam - 1 (1%)
Weigh - 1 (1%)
Windy City - 1 (1%)
Winterqueen - 1 (1%)
Yarmouth Road - 1 (1%)

First Set Openers

AC/DC Bag - 6
Chalk Dust Torture - 4
Runaway Jim - 4
Wilson - 4
Free - 3
Kill Devil Falls - 3
Punch You in the Eye - 3
Sample in a Jar - 3
Tube - 3
Cars Trucks Buses - 2
Llama - 2
Possum - 2
Soul Shakedown Party - 2
Ya Mar - 2
A Song I Heard the Ocean Sing - 1
Access Me - 1
Backwards Down the Number Line - 1
Buried Alive - 1
Character Zero - 1
Cities - 1
Daniel Saw the Stone - 1
David Bowie - 1
Dinner and a Movie - 1
Divided Sky - 1
Down with Disease - 1
First Tube - 1
Funky Bitch - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Julius - 1
Look Out Cleveland - 1
Loving Cup - 1
Maze - 1
Mike's Song - 1
My Friend, My Friend - 1
My Soul - 1
Paul and Silas - 1
Piper - 1
Reba - 1
Rift - 1
Scents and Subtle Sounds - 1
Simple - 1
The Moma Dance - 1
The Sloth - 1
The Star-Spangled Banner - 1
Walls of the Cave - 1
Water in the Sky - 1

First Set Closers

Cavern - 9
Character Zero - 7
David Bowie - 6
Run Like an Antelope - 6
Bathtub Gin - 3
Fluffhead - 3
Possum - 3
Weekapaug Groove - 3
Chalk Dust Torture - 2
Quinn the Eskimo (The Mighty Quinn) - 2
Split Open and Melt - 2
Suzy Greenberg - 2
Taste - 2
The Squirming Coil - 2
Time Turns Elastic - 2
A Song I Heard the Ocean Sing - 1
After Midnight - 1
Also Sprach Zarathustra - 1
Drowned - 1
Farmhouse - 1
Fire - 1
Frankenstein - 1
Glory Days - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Julius - 1
Monkey Man - 1
Mound - 1
Rock and Roll - 1
Stealing Time From the Faulty Plan - 1
Tube - 1
Tweezer - 1
Tweezer Reprise - 1
Walls of the Cave - 1
While My Guitar Gently Weeps - 1
Wingsuit - 1
You Enjoy Myself - 1

Second Set Openers

Rock and Roll - 9
Down with Disease - 7
Birds of a Feather - 4
Drowned - 4
Wilson - 4
Gotta Jibboo - 3
A Song I Heard the Ocean Sing - 2
Backwards Down the Number Line - 2
Carini - 2
Chalk Dust Torture - 2
Crosseyed and Painless - 2
Halley's Comet - 2
Kill Devil Falls - 2
Mike's Song - 2
Punch You in the Eye - 2
Seven Below - 2
Tube - 2
46 Days - 1
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Back on the Train - 1
Big Balls - 1
Boogie On Reggae Woman - 1
Golden Age - 1
Jam - 1
Light - 1
Meatstick - 1
Mellow Mood - 1
Mound - 1
Party Time - 1
Piper - 1
Runaway Jim - 1
Sand - 1
Split Open and Melt - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
Twist - 1
Wolfman's Brother - 1

Second Set Closers

Character Zero - 8
You Enjoy Myself - 8
Run Like an Antelope - 5
Slave to the Traffic Light - 5
Suzy Greenberg - 4
Weekapaug Groove - 4
Good Times Bad Times - 3
Harry Hood - 3
Loving Cup - 3
The Squirming Coil - 3
Walls of the Cave - 3
Cavern - 2
David Bowie - 2
First Tube - 2
Meatstick - 2
Possum - 2
Prince Caspian - 2
A Day in the Life - 1
Bug - 1
Chalk Dust Torture - 1
Down with Disease - 1
Free Bird - 1
Ghost - 1
Golgi Apparatus - 1
Julius - 1
Kung - 1
Martian Monster - 1
Rock and Roll - 1
Show of Life - 1
Taste - 1
The Star-Spangled Banner - 1

Third Set Openers

46 Days - 1
Cavern - 1
Chalk Dust Torture - 1
Dem Bones - 1
Fast Enough for You - 1
Golden Age - 1
Jungle Boogie - 1
Meatstick - 1
Party Time - 1
Rock and Roll - 1
Twist - 1

Third Set Closers

Run Like an Antelope - 2
A Day in the Life - 1
Bug - 1
First Tube - 1
Friday - 1
Julius - 1
Slave to the Traffic Light - 1
Walls of the Cave - 1
Weekapaug Groove - 1
You Enjoy Myself - 1

Fourth Set Openers

Drive-In Jam - 1
Storage Jam - 1
Tower Jam - 1

Fourth Set Closers

Drive-In Jam - 1
Sleeping Monkey - 1
Tower Jam - 1

Encores

Tweezer Reprise - 18
First Tube - 6
Loving Cup - 6
Sleeping Monkey - 6
A Day in the Life - 5
Good Times Bad Times - 5
Boogie On Reggae Woman - 4
Frankenstein - 4
Quinn the Eskimo (The Mighty Quinn) - 4
Slave to the Traffic Light - 3
The Squirming Coil - 3
Wading in the Velvet Sea - 3
Waste - 3
Bouncing Around the Room - 2
Bug - 2
Contact - 2
Golgi Apparatus - 2
Possum - 2
Rocky Top - 2
Axilla - 1
Blue Moon - 1
Bold As Love - 1
Brian and Robert - 1
Cavern - 1
Chalk Dust Torture Reprise - 1
Character Zero - 1
Divided Sky - 1
Dog Log - 1
Driver - 1
Farmhouse - 1
Fee - 1
Fire - 1
Fluffhead - 1
Funky Bitch - 1
Guyute - 1
Harry Hood - 1
Heavy Things - 1
I Been Around - 1
Joy - 1
Julius - 1
Kung - 1
Meatstick - 1
Moby Dick - 1
NO2 - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Show of Life - 1
Suzy Greenberg - 1
The Curtain With - 1
The Inlaw Josie Wales - 1
The Mango Song - 1
The Star-Spangled Banner - 1
Tube - 1
While My Guitar Gently Weeps - 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 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 39 song debuts
0.51 debuts per show.
The most frequently played song you have seen debuted is A Song I Heard the Ocean Sing (49 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

The Inlaw Josie Wales - 2
After Midnight - 1
Big Alligator - 1
Bittersweet Motel - 1
Catapult - 1
Chalk Dust Torture Reprise - 1
Che Hun Ta Mo - 1
Free Bird - 1
Hold Whatcha Got - 1
I'm Blue, I'm Lonesome - 1

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

46 Days - 16
Sample in a Jar - 16
Backwards Down the Number Line - 15
Stash - 15
AC/DC Bag - 14
Divided Sky - 14
Julius - 14
Ocelot - 14
Kill Devil Falls - 13
Light - 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:

Friday - 4
Anything But Me - 3
Beauty of My Dreams - 3
My Mind's Got a Mind of its Own - 3
Billy Breathes - 2
Brian and Robert - 2
Frankie Says - 2
Nothing - 2
The Inlaw Josie Wales - 2
Two Versions of Me - 2

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

Backwards Down the Number Line - 15
Ocelot - 14
Kill Devil Falls - 13
Light - 13
Fluffhead - 11
Stealing Time From the Faulty Plan - 10
Joy - 9
A Day in the Life - 8
Alaska - 7
Quinn the Eskimo (The Mighty Quinn) - 6

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