Shows by day of week

• Sunday- 14
• Monday- 7
• Tuesday- 7
• Wednesday- 11
• Thursday- 5
• Friday- 14
• Saturday- 12

Shows by month

• January -
• February - 1
• March -
• April -
• May -
• June - 18
• July - 16
• August - 13
• September - 11
• October - 8
• November - 2
• December - 1

Shows by year

• 1995- 1
• 1996- 1
• 1997- 2
• 1998- 3
• 1999- 2
• 2000- 5
• 2001- 0
• 2002- 0
• 2003- 4
• 2004- 2
• 2009- 4
• 2010- 2
• 2011- 0
• 2012- 2
• 2013- 0
• 2014- 0
• 2015- 0
• 2016- 9
• 2017- 8
• 2018- 6
• 2019- 7
• 2020- 0
• 2021- 9
• 2022- 3
• 2023- 0
• 2024- 0

Most Frequently Played Dates

• 6/19- 3
• 9/2- 3
• 9/3- 3
• 6/23- 2
• 6/24- 2
• 7/12- 2
• 7/14- 2
• 8/13- 2
• 8/3- 2
• 9/1- 2
• 9/4- 2
• 10/18- 1
• 10/19- 1
• 10/26- 1
• 10/27- 1
• 10/28- 1
• 10/29- 1
• 10/30- 1
• 10/31- 1
• 11/14- 1
• 11/20- 1

Shows by States

• IN - 27 (39%)
• CO - 12 (17%)
• IL - 7 (10%)
• TN - 6 (9%)
• OH - 4 (6%)
• NV - 3 (4%)
• WI - 3 (4%)
• GA - 2 (3%)
• PA - 2 (3%)
• MO - 2 (3%)
• NC - 1 (1%)
• AR - 1 (1%)

Shows by Time Zone

• Eastern - 37 (53%)
• Central - 18 (26%)
• Mountain - 12 (17%)
• Pacific - 3 (4%)

Shows by Cities

• Noblesville, IN - 27 (39%)
• Commerce City, CO - 12 (17%)
• Rosemont, IL - 4 (6%)
• Nashville, TN - 4 (6%)
• Las Vegas, NV - 3 (4%)
• East Troy, WI - 3 (4%)
• Chicago, IL - 3 (4%)
• Cincinnati, OH - 2 (3%)
• St. Louis, MO - 2 (3%)
• Pittsburgh, PA - 2 (3%)
• Atlanta, GA - 2 (3%)
• Rogers, AR - 1 (1%)
• Antioch, TN - 1 (1%)
• Asheville, NC - 1 (1%)
• Dayton, OH - 1 (1%)
• Knoxville, TN - 1 (1%)
• Cuyahoga Falls, OH - 1 (1%)

Shows by Venues

• Ruoff Music Center - 27 (39%)
• Dick's Sporting Goods Park - 12 (17%)
• Allstate Arena - 4 (6%)
• Ascend Amphitheater - 4 (6%)
• MGM Grand Garden Arena - 3 (4%)
• Huntington Bank Pavilion at Northerly Island - 3 (4%)
• Alpine Valley Music Theatre - 3 (4%)
• HiFi Buys Amphitheatre - 2 (3%)
• Petersen Events Center - 2 (3%)
• U.S. Bank Arena - 2 (3%)
• Saint Louis University - 2 (3%)
• Starwood Amphitheatre - 1 (1%)
• Walmart Arkansas Music Pavilion - 1 (1%)
• Wright State University - 1 (1%)
• Thompson-Boling Arena - 1 (1%)
• Blossom Music Center - 1 (1%)
• U.S. Cellular Center - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 14 (20%)
• After hiatus - 56 (80%)

320 different songs have been played (32% of songs Phish have played).
The average number of songs per show is 19.6.
The average amount of times each song was played is 4.22.
There were 113 onetimers
1375 total songs have been played in the selected shows.

There were 69 two set shows
There were 1 three set shows
1 songs were in a four show rotation.
14 songs were in a five show rotation.

Total Times Played

Tube - 18 (25%)
Possum - 17 (24%)
Cavern - 16 (22%)
Limb By Limb - 16 (22%)
Run Like an Antelope - 16 (22%)
Slave to the Traffic Light - 16 (22%)
Theme From the Bottom - 16 (22%)
46 Days - 15 (21%)
Bathtub Gin - 15 (21%)
Chalk Dust Torture - 15 (21%)
The Moma Dance - 15 (21%)
Character Zero - 14 (20%)
Down with Disease - 14 (20%)
Harry Hood - 14 (20%)
Birds of a Feather - 13 (18%)
Ghost - 13 (18%)
Sand - 13 (18%)
Tweezer - 13 (18%)
Tweezer Reprise - 13 (18%)
Twist - 13 (18%)
Wolfman's Brother - 13 (18%)
David Bowie - 12 (17%)
Also Sprach Zarathustra - 11 (15%)
Back on the Train - 11 (15%)
Free - 11 (15%)
Halley's Comet - 11 (15%)
Light - 11 (15%)
Punch You in the Eye - 11 (15%)
Runaway Jim - 11 (15%)
Simple - 11 (15%)
Split Open and Melt - 11 (15%)
Suzy Greenberg - 11 (15%)
You Enjoy Myself - 11 (15%)
Blaze On - 10 (14%)
Fuego - 10 (14%)
Loving Cup - 10 (14%)
Maze - 10 (14%)
No Men In No Man's Land - 10 (14%)
Piper - 10 (14%)
Stash - 10 (14%)
The Squirming Coil - 10 (14%)
Carini - 9 (12%)
Divided Sky - 9 (12%)
Everything's Right - 9 (12%)
Julius - 9 (12%)
Mercury - 9 (12%)
The Wedge - 9 (12%)
Walls of the Cave - 9 (12%)
Bouncing Around the Room - 8 (11%)
Funky Bitch - 8 (11%)
Golgi Apparatus - 8 (11%)
Gotta Jibboo - 8 (11%)
My Friend, My Friend - 8 (11%)
Rift - 8 (11%)
Roggae - 8 (11%)
Undermind - 8 (11%)
Weekapaug Groove - 8 (11%)
What's the Use? - 8 (11%)
A Song I Heard the Ocean Sing - 7 (10%)
AC/DC Bag - 7 (10%)
First Tube - 7 (10%)
Fluffhead - 7 (10%)
Lawn Boy - 7 (10%)
Mike's Song - 7 (10%)
More - 7 (10%)
My Soul - 7 (10%)
Prince Caspian - 7 (10%)
Reba - 7 (10%)
Vultures - 7 (10%)
Waste - 7 (10%)
Water in the Sky - 7 (10%)
Ya Mar - 7 (10%)
Axilla - 6 (8%)
Backwards Down the Number Line - 6 (8%)
Bug - 6 (8%)
Cars Trucks Buses - 6 (8%)
Contact - 6 (8%)
Golden Age - 6 (8%)
Good Times Bad Times - 6 (8%)
Heavy Things - 6 (8%)
Horn - 6 (8%)
Meatstick - 6 (8%)
Ocelot - 6 (8%)
Rock and Roll - 6 (8%)
Stealing Time From the Faulty Plan - 6 (8%)
Steam - 6 (8%)
Strange Design - 6 (8%)
Waves - 6 (8%)
Wilson - 6 (8%)
555 - 5 (7%)
Boogie On Reggae Woman - 5 (7%)
Breath and Burning - 5 (7%)
Buffalo Bill - 5 (7%)
Cities - 5 (7%)
Crosseyed and Painless - 5 (7%)
Drift While You're Sleeping - 5 (7%)
Farmhouse - 5 (7%)
Gumbo - 5 (7%)
Guyute - 5 (7%)
Hold Your Head Up - 5 (7%)
Makisupa Policeman - 5 (7%)
Miss You - 5 (7%)
My Sweet One - 5 (7%)
NICU - 5 (7%)
Pebbles and Marbles - 5 (7%)
Plasma - 5 (7%)
Rise/Come Together - 5 (7%)
Sample in a Jar - 5 (7%)
Silent in the Morning - 5 (7%)
The Horse - 5 (7%)
The Lizards - 5 (7%)
Timber (Jerry the Mule) - 5 (7%)
Wombat - 5 (7%)
About to Run - 4 (5%)
Alaska - 4 (5%)
Army of One - 4 (5%)
Beauty of My Dreams - 4 (5%)
Billy Breathes - 4 (5%)
Camel Walk - 4 (5%)
Fast Enough for You - 4 (5%)
I Didn't Know - 4 (5%)
Joy - 4 (5%)
Kill Devil Falls - 4 (5%)
Martian Monster - 4 (5%)
Party Time - 4 (5%)
Poor Heart - 4 (5%)
Ruby Waves - 4 (5%)
Say It To Me S.A.N.T.O.S. - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Set Your Soul Free - 4 (5%)
Seven Below - 4 (5%)
Shade - 4 (5%)
Sparkle - 4 (5%)
The Mango Song - 4 (5%)
Turtle in the Clouds - 4 (5%)
Wingsuit - 4 (5%)
A Day in the Life - 3 (4%)
Crazy Sometimes - 3 (4%)
Dog Faced Boy - 3 (4%)
Grind - 3 (4%)
Halfway to the Moon - 3 (4%)
Meat - 3 (4%)
Most Events Aren't Planned - 3 (4%)
Mr. Completely - 3 (4%)
Nellie Kane - 3 (4%)
Petrichor - 3 (4%)
Shine a Light - 3 (4%)
Sigma Oasis - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
Sugar Shack - 3 (4%)
Tela - 3 (4%)
The Old Home Place - 3 (4%)
Train Song - 3 (4%)
Twenty Years Later - 3 (4%)
When the Circus Comes - 3 (4%)
Your Pet Cat - 3 (4%)
A Life Beyond The Dream - 2 (2%)
A Wave of Hope - 2 (2%)
Ass Handed - 2 (2%)
Bike - 2 (2%)
Bold As Love - 2 (2%)
Brian and Robert - 2 (2%)
Catapult - 2 (2%)
Cool Amber and Mercury - 2 (2%)
Cool It Down - 2 (2%)
Crowd Control - 2 (2%)
Driver - 2 (2%)
Drowned - 2 (2%)
Evolve - 2 (2%)
Fee - 2 (2%)
Foam - 2 (2%)
Frankenstein - 2 (2%)
Frost - 2 (2%)
Fuck Your Face - 2 (2%)
Glide - 2 (2%)
Guelah Papyrus - 2 (2%)
Hello My Baby - 2 (2%)
Home - 2 (2%)
I Always Wanted It This Way - 2 (2%)
I Am Hydrogen - 2 (2%)
I Never Needed You Like This Before - 2 (2%)
It's Ice - 2 (2%)
Leaves - 2 (2%)
Lifeboy - 2 (2%)
Llama - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Moonage Daydream - 2 (2%)
Mountains in the Mist - 2 (2%)
Mull - 2 (2%)
My Mind's Got a Mind of its Own - 2 (2%)
Ride Captain Ride - 2 (2%)
Rocky Top - 2 (2%)
Roses Are Free - 2 (2%)
Sanity - 2 (2%)
Saw It Again - 2 (2%)
Sleeping Monkey - 2 (2%)
Soul Planet - 2 (2%)
Strawberry Letter 23 - 2 (2%)
Taste - 2 (2%)
The Curtain With - 2 (2%)
The Dogs - 2 (2%)
Time Turns Elastic - 2 (2%)
Wading in the Velvet Sea - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
Weigh - 2 (2%)
While My Guitar Gently Weeps - 2 (2%)
Winterqueen - 2 (2%)
Acoustic Army - 1 (1%)
All of These Dreams - 1 (1%)
Alumni Blues - 1 (1%)
Anything But Me - 1 (1%)
Avenu Malkenu - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Buried Alive - 1 (1%)
Bye Bye Foot - 1 (1%)
Casual Enlightenment - 1 (1%)
Corona - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Destiny Unbound - 1 (1%)
Dinner and a Movie - 1 (1%)
Dirt - 1 (1%)
Esther - 1 (1%)
Everything is Hollow - 1 (1%)
Fire - 1 (1%)
Five Years - 1 (1%)
Frankie Says - 1 (1%)
Free Bird - 1 (1%)
Friday - 1 (1%)
Ghosts of the Forest - 1 (1%)
Ginseng Sullivan - 1 (1%)
Gloria (Laura Branigan) - 1 (1%)
Hang On to Yourself - 1 (1%)
Happy Birthday to You - 1 (1%)
Have Mercy - 1 (1%)
Hold Whatcha Got - 1 (1%)
How Many People Are You - 1 (1%)
I Get a Kick Out of You - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
In The Good Old Summer Time - 1 (1%)
It Ain't Easy - 1 (1%)
Jam - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Kung - 1 (1%)
Lady Stardust - 1 (1%)
Lengthwise - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life on Mars? - 1 (1%)
Lonely Trip - 1 (1%)
Love Is What We Are - 1 (1%)
Magilla - 1 (1%)
Marissa - 1 (1%)
Mellow Mood - 1 (1%)
Mound - 1 (1%)
My Left Toe - 1 (1%)
NO2 - 1 (1%)
No Quarter - 1 (1%)
Nothing - 1 (1%)
Olivia's Pool - 1 (1%)
Over the Rainbow - 1 (1%)
Peaches en Regalia - 1 (1%)
Playing in the Band - 1 (1%)
Purple Rain - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Rhinoceros - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Rock A William - 1 (1%)
Rotation Jam - 1 (1%)
Running Out of Time - 1 (1%)
Samson and Delilah - 1 (1%)
Sexual Healing - 1 (1%)
Show of Life - 1 (1%)
Sleep - 1 (1%)
So Lonely - 1 (1%)
Something - 1 (1%)
Soul Love - 1 (1%)
Space Oddity - 1 (1%)
Spock's Brain - 1 (1%)
Star - 1 (1%)
Starman - 1 (1%)
Steep - 1 (1%)
Suffragette City - 1 (1%)
Sweet Adeline - 1 (1%)
Sweet Jane - 1 (1%)
Swept Away - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birds - 1 (1%)
The Birdwatcher - 1 (1%)
The Connection - 1 (1%)
The Curtain - 1 (1%)
The Final Hurrah - 1 (1%)
The Howling - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Landlady - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Sloth - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Tide Turns - 1 (1%)
Tuesday - 1 (1%)
Uncle Pen - 1 (1%)
Victim - 1 (1%)
Waking Up Dead - 1 (1%)
Walk Away - 1 (1%)
West L.A. Fadeaway - 1 (1%)
When the Cactus is in Bloom - 1 (1%)
Whipping Post - 1 (1%)
Woodstock - 1 (1%)
Yarmouth Road - 1 (1%)
You Better Believe It Baby - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

Chalk Dust Torture - 4
Punch You in the Eye - 3
The Moma Dance - 3
Theme From the Bottom - 3
Carini - 2
Crowd Control - 2
My Friend, My Friend - 2
Runaway Jim - 2
Sand - 2
Soul Planet - 2
46 Days - 1
555 - 1
AC/DC Bag - 1
Alumni Blues - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Blaze On - 1
Buffalo Bill - 1
Cars Trucks Buses - 1
Cities - 1
Cool Amber and Mercury - 1
Divided Sky - 1
Everything's Right - 1
Evolve - 1
Farmhouse - 1
First Tube - 1
Free - 1
Funky Bitch - 1
Ghost - 1
I Never Needed You Like This Before - 1
Kill Devil Falls - 1
Llama - 1
Loving Cup - 1
Makisupa Policeman - 1
Meat - 1
My Soul - 1
Possum - 1
Rhinoceros - 1
Rift - 1
Roggae - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
Simple - 1
Slave to the Traffic Light - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
The Birds - 1
The Birdwatcher - 1
The Dogs - 1
The Landlady - 1
Tuesday - 1
Turtle in the Clouds - 1
What's the Use? - 1
While My Guitar Gently Weeps - 1
Ya Mar - 1

First Set Closers

Run Like an Antelope - 7
Cavern - 6
Character Zero - 5
David Bowie - 4
Walls of the Cave - 4
Bathtub Gin - 3
Fluffhead - 3
More - 3
Drift While You're Sleeping - 2
Possum - 2
Rock and Roll - 2
Split Open and Melt - 2
The Squirming Coil - 2
46 Days - 1
Also Sprach Zarathustra - 1
Birds of a Feather - 1
Blaze On - 1
Bold As Love - 1
Carini - 1
Chalk Dust Torture - 1
Farmhouse - 1
First Tube - 1
Good Times Bad Times - 1
Gotta Jibboo - 1
Grind - 1
Harry Hood - 1
Prince Caspian - 1
Runaway Jim - 1
Shine a Light - 1
Slave to the Traffic Light - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Moma Dance - 1
Time Turns Elastic - 1
Weekapaug Groove - 1
While My Guitar Gently Weeps - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 6
No Men In No Man's Land - 6
Birds of a Feather - 3
Everything's Right - 3
Halley's Comet - 3
Punch You in the Eye - 3
AC/DC Bag - 2
Carini - 2
Gotta Jibboo - 2
Mercury - 2
Set Your Soul Free - 2
Tweezer - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Cavern - 1
Cities - 1
Corona - 1
Crosseyed and Painless - 1
David Bowie - 1
Drowned - 1
Five Years - 1
Fuego - 1
Gloria (Laura Branigan) - 1
Golden Age - 1
Gumbo - 1
Julius - 1
Mike's Song - 1
Mr. Completely - 1
Party Time - 1
Possum - 1
Rise/Come Together - 1
Rock and Roll - 1
Run Like an Antelope - 1
Sand - 1
Simple - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Moma Dance - 1
Timber (Jerry the Mule) - 1
Tube - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Closers

Slave to the Traffic Light - 8
Possum - 6
Suzy Greenberg - 5
You Enjoy Myself - 5
Character Zero - 4
Harry Hood - 4
Cavern - 3
David Bowie - 3
Good Times Bad Times - 3
Chalk Dust Torture - 2
Golgi Apparatus - 2
Julius - 2
Loving Cup - 2
Split Open and Melt - 2
Walls of the Cave - 2
A Day in the Life - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
First Tube - 1
Free - 1
Free Bird - 1
Hello My Baby - 1
I Never Needed You Like This Before - 1
Light - 1
Meatstick - 1
Pebbles and Marbles - 1
Playing in the Band - 1
Prince Caspian - 1
Rock 'n' Roll Suicide - 1
Run Like an Antelope - 1
The Squirming Coil - 1
The Wedge - 1

Third Set Openers

46 Days - 1

Third Set Closers

Slave to the Traffic Light - 1

Encores

Tweezer Reprise - 13
Character Zero - 5
Loving Cup - 5
First Tube - 4
Say It To Me S.A.N.T.O.S. - 4
The Squirming Coil - 4
Waste - 4
Cavern - 3
Contact - 3
Golgi Apparatus - 3
Julius - 3
More - 3
Run Like an Antelope - 3
Slave to the Traffic Light - 3
A Life Beyond The Dream - 2
Bug - 2
Frankenstein - 2
Grind - 2
Hold Your Head Up - 2
Rock and Roll - 2
Rocky Top - 2
Sanity - 2
Silent in the Morning - 2
Sleeping Monkey - 2
The Horse - 2
Walls of the Cave - 2
Wilson - 2
A Day in the Life - 1
Anything But Me - 1
Bittersweet Motel - 1
Bold As Love - 1
Bouncing Around the Room - 1
Brian and Robert - 1
Drift While You're Sleeping - 1
Driver - 1
Farmhouse - 1
Fee - 1
Fire - 1
Fluffhead - 1
Good Times Bad Times - 1
Guyute - 1
Harry Hood - 1
Joy - 1
Kung - 1
Limb By Limb - 1
Love Is What We Are - 1
Martian Monster - 1
Maze - 1
NO2 - 1
Possum - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Shine a Light - 1
Show of Life - 1
So Lonely - 1
Space Oddity - 1
Split Open and Melt - 1
Terrapin - 1
The Inlaw Josie Wales - 1
The Lizards - 1
Things People Do - 1
Tube - 1
Turtle in the Clouds - 1
Wading in the Velvet Sea - 1
When the Circus Comes - 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 1995

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 44 song debuts
0.63 debuts per show.
The most frequently played song you have seen debuted is Everything's Right (59 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Sparkle - 4
Lifeboy - 2
Acoustic Army - 1
Bittersweet Motel - 1
Bye Bye Foot - 1
Dirt - 1
Frankie Says - 1
Free Bird - 1
Ginseng Sullivan - 1
Happy Birthday to You - 1

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

46 Days - 15
Light - 11
Blaze On - 10
Fuego - 10
No Men In No Man's Land - 10
Everything's Right - 9
Mercury - 9
Walls of the Cave - 9
Undermind - 8
A Song I Heard the Ocean Sing - 7

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:

Beauty of My Dreams - 4
Sparkle - 4
Meat - 3
Brian and Robert - 2
Driver - 2
Lifeboy - 2
Llama - 2
My Mind's Got a Mind of its Own - 2
Acoustic Army - 1
Anything But Me - 1

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

Light - 11
Blaze On - 10
Fuego - 10
No Men In No Man's Land - 10
Everything's Right - 9
Mercury - 9
Undermind - 8
A Song I Heard the Ocean Sing - 7
Fluffhead - 7
Lawn Boy - 7

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