Shows by day of week

• Sunday- 10
• Monday- 8
• Tuesday- 9
• Wednesday- 6
• Thursday- 6
• Friday- 13
• Saturday- 14

Shows by month

• January -
• February - 1
• March -
• April - 1
• May - 1
• June - 4
• July - 17
• August - 12
• September - 2
• October - 7
• November - 8
• December - 13

Shows by year

• 1994- 8
• 1995- 9
• 1996- 4
• 1997- 8
• 1998- 4
• 1999- 2
• 2000- 2
• 2001- 0
• 2002- 0
• 2003- 3
• 2004- 2
• 2009- 2
• 2010- 0
• 2011- 1
• 2012- 2
• 2013- 3
• 2014- 1
• 2015- 0
• 2016- 4
• 2017- 2
• 2018- 2
• 2019- 2
• 2020- 0
• 2021- 0
• 2022- 3
• 2023- 2
• 2024- 0

Most Frequently Played Dates

• 8/5- 3
• 11/28- 2
• 11/29- 2
• 12/29- 2
• 12/31- 2
• 6/7- 2
• 7/1- 2
• 7/6- 2
• 7/8- 2
• 8/16- 2
• 8/17- 2
• 10/16- 1
• 10/17- 1
• 10/25- 1
• 10/26- 1
• 10/27- 1
• 10/30- 1
• 10/31- 1
• 11/25- 1
• 11/27- 1
• 11/3- 1

Shows by States

• MA - 39 (59%)
• NY - 14 (21%)
• ME - 4 (6%)
• VT - 3 (5%)
• NV - 2 (3%)
• CT - 2 (3%)
• RI - 1 (2%)
• CA - 1 (2%)

Shows by Time Zone

• Eastern - 63 (95%)
• Pacific - 3 (5%)
• Mountain - 0 (0%)
• Central - 0 (0%)

Shows by Cities

• Mansfield, MA - 15 (23%)
• Worcester, MA - 13 (20%)
• Boston, MA - 7 (11%)
• Albany, NY - 6 (9%)
• New York, NY - 4 (6%)
• Amherst, MA - 4 (6%)
• Fayston, VT - 3 (5%)
• Las Vegas, NV - 2 (3%)
• Limestone, ME - 2 (3%)
• Plattsburgh, NY - 2 (3%)
• Hartford, CT - 2 (3%)
• Portland, ME - 2 (3%)
• Darien Center, NY - 1 (2%)
• Saratoga Springs, NY - 1 (2%)
• Mountain View, CA - 1 (2%)
• Providence, RI - 1 (2%)

Shows by Venues

• Great Woods Center for the Performing Arts - 15 (23%)
• Worcester Centrum Centre - 13 (20%)
• Pepsi Arena - 6 (9%)
• University of Massachusetts - 4 (6%)
• Madison Square Garden - 4 (6%)
• Summerstage at Sugarbush North - 3 (5%)
• Fenway Park - 3 (5%)
• FleetCenter - 3 (5%)
• Loring Commerce Centre - 2 (3%)
• MGM Grand Garden Arena - 2 (3%)
• Plattsburgh Air Force Base - 2 (3%)
• Cumberland County Civic Center - 2 (3%)
• The Comcast Theatre - 1 (2%)
• Saratoga Performing Arts Center - 1 (2%)
• Shoreline Amphitheatre - 1 (2%)
• Providence Civic Center - 1 (2%)
• Boston Garden - 1 (2%)
• Darien Lake Performing Arts Center - 1 (2%)
• Hartford Civic Center - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 37 (56%)
• After hiatus - 29 (44%)

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 4.17.
There were 118 onetimers
1369 total songs have been played in the selected shows.

There were 1 one set shows
There were 58 two set shows
There were 6 three set shows
There were 1 four set shows
6 songs were in a four show rotation.
16 songs were in a five show rotation.

Total Times Played

Harry Hood - 20 (30%)
Run Like an Antelope - 20 (30%)
Chalk Dust Torture - 19 (28%)
Also Sprach Zarathustra - 18 (27%)
Down with Disease - 18 (27%)
Stash - 18 (27%)
Bouncing Around the Room - 16 (24%)
Maze - 16 (24%)
Tweezer Reprise - 16 (24%)
Weekapaug Groove - 16 (24%)
Mike's Song - 15 (22%)
Possum - 15 (22%)
Tweezer - 15 (22%)
Julius - 14 (21%)
Scent of a Mule - 14 (21%)
Suzy Greenberg - 14 (21%)
Cavern - 13 (19%)
David Bowie - 13 (19%)
Free - 13 (19%)
Funky Bitch - 13 (19%)
Prince Caspian - 13 (19%)
Simple - 13 (19%)
Theme From the Bottom - 13 (19%)
Wolfman's Brother - 13 (19%)
You Enjoy Myself - 13 (19%)
Divided Sky - 12 (18%)
Ghost - 12 (18%)
Golgi Apparatus - 12 (18%)
Guyute - 12 (18%)
Sample in a Jar - 12 (18%)
Slave to the Traffic Light - 12 (18%)
Ya Mar - 12 (18%)
Bathtub Gin - 11 (16%)
Character Zero - 11 (16%)
NICU - 11 (16%)
Rift - 11 (16%)
The Lizards - 11 (16%)
Halley's Comet - 10 (15%)
Sparkle - 10 (15%)
Split Open and Melt - 10 (15%)
The Squirming Coil - 10 (15%)
Wilson - 10 (15%)
AC/DC Bag - 9 (13%)
Llama - 9 (13%)
Loving Cup - 9 (13%)
Makisupa Policeman - 9 (13%)
Punch You in the Eye - 9 (13%)
Rocky Top - 9 (13%)
Runaway Jim - 9 (13%)
The Moma Dance - 9 (13%)
Tube - 9 (13%)
Birds of a Feather - 8 (12%)
Fluffhead - 8 (12%)
Good Times Bad Times - 8 (12%)
Horn - 8 (12%)
Piper - 8 (12%)
Poor Heart - 8 (12%)
Reba - 8 (12%)
The Wedge - 8 (12%)
Back on the Train - 7 (10%)
Backwards Down the Number Line - 7 (10%)
Carini - 7 (10%)
Cars Trucks Buses - 7 (10%)
Cities - 7 (10%)
Gumbo - 7 (10%)
Jam - 7 (10%)
Limb By Limb - 7 (10%)
Sand - 7 (10%)
Silent in the Morning - 7 (10%)
The Horse - 7 (10%)
Timber (Jerry the Mule) - 7 (10%)
46 Days - 6 (9%)
Amazing Grace - 6 (9%)
Bug - 6 (9%)
Contact - 6 (9%)
Fee - 6 (9%)
My Soul - 6 (9%)
Strange Design - 6 (9%)
Taste - 6 (9%)
The Curtain - 6 (9%)
Uncle Pen - 6 (9%)
Axilla - 5 (7%)
Camel Walk - 5 (7%)
Fire - 5 (7%)
Frankenstein - 5 (7%)
Hold Your Head Up - 5 (7%)
I Am Hydrogen - 5 (7%)
I Didn't Know - 5 (7%)
If I Could - 5 (7%)
Light - 5 (7%)
My Friend, My Friend - 5 (7%)
Nellie Kane - 5 (7%)
Rock and Roll - 5 (7%)
Saw It Again - 5 (7%)
The Sloth - 5 (7%)
Vultures - 5 (7%)
Wading in the Velvet Sea - 5 (7%)
Water in the Sky - 5 (7%)
What's the Use? - 5 (7%)
When the Circus Comes - 5 (7%)
Blaze On - 4 (6%)
Buffalo Bill - 4 (6%)
Buried Alive - 4 (6%)
Everything's Right - 4 (6%)
Foam - 4 (6%)
Fuego - 4 (6%)
Ginseng Sullivan - 4 (6%)
Ha Ha Ha - 4 (6%)
Heavy Things - 4 (6%)
It's Ice - 4 (6%)
Lawn Boy - 4 (6%)
Lifeboy - 4 (6%)
Mound - 4 (6%)
Ocelot - 4 (6%)
Peaches en Regalia - 4 (6%)
Roggae - 4 (6%)
Set Your Soul Free - 4 (6%)
Train Song - 4 (6%)
While My Guitar Gently Weeps - 4 (6%)
555 - 3 (4%)
A Day in the Life - 3 (4%)
A Song I Heard the Ocean Sing - 3 (4%)
Big Black Furry Creature from Mars - 3 (4%)
Billy Breathes - 3 (4%)
Boogie On Reggae Woman - 3 (4%)
Catapult - 3 (4%)
Dogs Stole Things - 3 (4%)
First Tube - 3 (4%)
Glide - 3 (4%)
Halfway to the Moon - 3 (4%)
Harpua - 3 (4%)
Hello My Baby - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
NO2 - 3 (4%)
Plasma - 3 (4%)
Roses Are Free - 3 (4%)
Sleeping Monkey - 3 (4%)
Stealing Time From the Faulty Plan - 3 (4%)
Taste That Surrounds - 3 (4%)
The Old Home Place - 3 (4%)
Twist - 3 (4%)
Waves - 3 (4%)
A Wave of Hope - 2 (3%)
About to Run - 2 (3%)
Acoustic Army - 2 (3%)
All of These Dreams - 2 (3%)
Army of One - 2 (3%)
Auld Lang Syne - 2 (3%)
Avenu Malkenu - 2 (3%)
Axilla (Part II) - 2 (3%)
Beauty of My Dreams - 2 (3%)
Brian and Robert - 2 (3%)
Colonel Forbin's Ascent - 2 (3%)
Cracklin' Rosie - 2 (3%)
Digital Delay Loop Jam - 2 (3%)
Dirt - 2 (3%)
Dog Faced Boy - 2 (3%)
Dog Log - 2 (3%)
Drowned - 2 (3%)
Esther - 2 (3%)
Farmhouse - 2 (3%)
Fast Enough for You - 2 (3%)
Golden Age - 2 (3%)
How Many People Are You - 2 (3%)
I Been Around - 2 (3%)
Izabella - 2 (3%)
Johnny B. Goode - 2 (3%)
Kill Devil Falls - 2 (3%)
Kung - 2 (3%)
Love Me - 2 (3%)
Low Rider - 2 (3%)
Meatstick - 2 (3%)
Mercury - 2 (3%)
Mexican Cousin - 2 (3%)
Mountains in the Mist - 2 (3%)
My Mind's Got a Mind of its Own - 2 (3%)
My Sweet One - 2 (3%)
Party Time - 2 (3%)
Petrichor - 2 (3%)
Quinn the Eskimo (The Mighty Quinn) - 2 (3%)
Rise/Come Together - 2 (3%)
Sanity - 2 (3%)
Say It To Me S.A.N.T.O.S. - 2 (3%)
Space Oddity - 2 (3%)
Starman - 2 (3%)
Steam - 2 (3%)
Steep - 2 (3%)
Sweet Adeline - 2 (3%)
Swept Away - 2 (3%)
Talk - 2 (3%)
Tela - 2 (3%)
The Dogs - 2 (3%)
The Man Who Stepped Into Yesterday - 2 (3%)
The Mango Song - 2 (3%)
The Vibration of Life - 2 (3%)
Time Turns Elastic - 2 (3%)
Walls of the Cave - 2 (3%)
Waste - 2 (3%)
Wingsuit - 2 (3%)
Wipe Out - 2 (3%)
Yarmouth Road - 2 (3%)
Yerushalayim Shel Zahav - 2 (3%)
A Life Beyond The Dream - 1 (1%)
Alaska - 1 (1%)
Albuquerque - 1 (1%)
All Things Reconsidered - 1 (1%)
All the Pain Through the Years - 1 (1%)
Anything But Me - 1 (1%)
Art Jam - 1 (1%)
Ass Handed - 1 (1%)
Back in the Bubble - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Been Caught Stealing - 1 (1%)
Big Ball Jam - 1 (1%)
Bike - 1 (1%)
Bittersweet Motel - 1 (1%)
Black-Eyed Katy - 1 (1%)
Blue Skies - 1 (1%)
Bohemian Rhapsody - 1 (1%)
Bold As Love - 1 (1%)
Breath and Burning - 1 (1%)
Brother - 1 (1%)
Carolina - 1 (1%)
Clone - 1 (1%)
Crazy Sometimes - 1 (1%)
Crimes of the Mind - 1 (1%)
Crosseyed and Painless - 1 (1%)
Crossroads - 1 (1%)
Crowd Control - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Destiny Unbound - 1 (1%)
Devotion To a Dream - 1 (1%)
Drift While You're Sleeping - 1 (1%)
Drifting - 1 (1%)
Driver - 1 (1%)
Drums - 1 (1%)
Final Flight - 1 (1%)
Five Years - 1 (1%)
Flatbed Truck Jam - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Foreplay/Long Time - 1 (1%)
Free Bird - 1 (1%)
Friday - 1 (1%)
Frost - 1 (1%)
Fuck Your Face - 1 (1%)
Gotta Jibboo - 1 (1%)
Grind - 1 (1%)
Guelah Papyrus - 1 (1%)
Guy Forget - 1 (1%)
Hang On to Yourself - 1 (1%)
Have Mercy - 1 (1%)
Highway to Hell - 1 (1%)
I Am the Walrus - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Instant Karma! - 1 (1%)
It Ain't Easy - 1 (1%)
Joy - 1 (1%)
Keyboard Army - 1 (1%)
La Grange - 1 (1%)
Lady Stardust - 1 (1%)
Layla - 1 (1%)
Let Me Lie - 1 (1%)
Life on Mars? - 1 (1%)
Long Cool Woman in a Black Dress - 1 (1%)
Martian Monster - 1 (1%)
Meat - 1 (1%)
Merry Pranksters Jam - 1 (1%)
Mirror in the Bathroom - 1 (1%)
Miss You - 1 (1%)
Moby Dick - 1 (1%)
Moonage Daydream - 1 (1%)
Most Events Aren't Planned - 1 (1%)
My Long Journey Home - 1 (1%)
No Men In No Man's Land - 1 (1%)
No Quarter - 1 (1%)
Nothing - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On the Road Again - 1 (1%)
Paul and Silas - 1 (1%)
Pebbles and Marbles - 1 (1%)
Rhymes - 1 (1%)
Ride Captain Ride - 1 (1%)
Roadrunner - 1 (1%)
Rock 'n' Roll Suicide - 1 (1%)
Ruby Waves - 1 (1%)
Scents and Subtle Sounds - 1 (1%)
Show of Life - 1 (1%)
Sigma Oasis - 1 (1%)
Sleep - 1 (1%)
Sneakin' Sally Through the Alley - 1 (1%)
Something - 1 (1%)
Soul Love - 1 (1%)
Soul Shakedown Party - 1 (1%)
Star - 1 (1%)
Suffragette City - 1 (1%)
Sunshine of Your Feeling - 1 (1%)
Suspicious Minds - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Curtain With - 1 (1%)
The Final Hurrah - 1 (1%)
The Howling - 1 (1%)
The Line - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Real Me - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Tears of a Clown - 1 (1%)
Them Changes - 1 (1%)
Things People Do - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Tide Turns - 1 (1%)
Torn and Frayed - 1 (1%)
Tuesday's Gone - 1 (1%)
Twenty Years Later - 1 (1%)
Waiting All Night - 1 (1%)
Weigh - 1 (1%)
Wombat - 1 (1%)
Your Pet Cat - 1 (1%)
Ziggy Stardust - 1 (1%)

First Set Openers

Ya Mar - 4
Chalk Dust Torture - 3
Funky Bitch - 3
Golgi Apparatus - 3
My Friend, My Friend - 3
Runaway Jim - 3
AC/DC Bag - 2
Buried Alive - 2
Carini - 2
Free - 2
Llama - 2
Party Time - 2
The Wedge - 2
46 Days - 1
Axilla - 1
Cars Trucks Buses - 1
Crowd Control - 1
Divided Sky - 1
Dogs Stole Things - 1
Fee - 1
Foreplay/Long Time - 1
Ghost - 1
Grind - 1
Gumbo - 1
Guyute - 1
Harry Hood - 1
Horn - 1
Julius - 1
Loving Cup - 1
Makisupa Policeman - 1
NICU - 1
Paul and Silas - 1
Punch You in the Eye - 1
Roadrunner - 1
Rock and Roll - 1
Sample in a Jar - 1
Soul Shakedown Party - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
The Curtain - 1
The Dogs - 1
The Moma Dance - 1
The Old Home Place - 1
The Star-Spangled Banner - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

First Set Closers

Run Like an Antelope - 6
Character Zero - 4
Good Times Bad Times - 4
Cavern - 3
David Bowie - 3
Suzy Greenberg - 3
Bathtub Gin - 2
Birds of a Feather - 2
Down with Disease - 2
Funky Bitch - 2
Possum - 2
Rocky Top - 2
Stash - 2
Walls of the Cave - 2
While My Guitar Gently Weeps - 2
46 Days - 1
About to Run - 1
Carolina - 1
Chalk Dust Torture - 1
Divided Sky - 1
Drift While You're Sleeping - 1
I'm Blue, I'm Lonesome - 1
Izabella - 1
Layla - 1
Loving Cup - 1
Maze - 1
Mexican Cousin - 1
Plasma - 1
Rock and Roll - 1
Runaway Jim - 1
Sample in a Jar - 1
Sand - 1
Space Oddity - 1
Split Open and Melt - 1
Stealing Time From the Faulty Plan - 1
Sweet Adeline - 1
The Squirming Coil - 1
Tweezer Reprise - 1
Wilson - 1
Wingsuit - 1

Second Set Openers

Chalk Dust Torture - 5
Timber (Jerry the Mule) - 5
Also Sprach Zarathustra - 4
Down with Disease - 4
Mike's Song - 4
Ghost - 3
NICU - 2
Run Like an Antelope - 2
Runaway Jim - 2
Sample in a Jar - 2
Set Your Soul Free - 2
The Curtain - 2
Tweezer - 2
Wolfman's Brother - 2
A Wave of Hope - 1
Back on the Train - 1
Backwards Down the Number Line - 1
Buried Alive - 1
Carini - 1
Drowned - 1
First Tube - 1
Five Years - 1
Guyute - 1
Julius - 1
Makisupa Policeman - 1
Poor Heart - 1
Rift - 1
Rock and Roll - 1
Roses Are Free - 1
Sand - 1
Saw It Again - 1
Simple - 1
Split Open and Melt - 1
Stash - 1
The Old Home Place - 1
Twist - 1
Waves - 1
Wilson - 1

Second Set Closers

Slave to the Traffic Light - 7
Character Zero - 5
Run Like an Antelope - 5
Weekapaug Groove - 5
Cavern - 4
Harry Hood - 4
Suzy Greenberg - 3
Tweezer Reprise - 3
You Enjoy Myself - 3
Golgi Apparatus - 2
The Squirming Coil - 2
A Day in the Life - 1
Amazing Grace - 1
Buried Alive - 1
Chalk Dust Torture - 1
Crimes of the Mind - 1
Fire - 1
Frankenstein - 1
Funky Bitch - 1
Good Times Bad Times - 1
Guyute - 1
Johnny B. Goode - 1
Julius - 1
Llama - 1
Loving Cup - 1
Possum - 1
Rock 'n' Roll Suicide - 1
Rocky Top - 1
Sample in a Jar - 1
Sand - 1
Taste - 1
Waste - 1
While My Guitar Gently Weeps - 1

Third Set Openers

46 Days - 1
Also Sprach Zarathustra - 1
Buffalo Bill - 1
Halley's Comet - 1
Makisupa Policeman - 1
My Sweet One - 1
Wilson - 1

Third Set Closers

Slave to the Traffic Light - 2
Funky Bitch - 1
Jam - 1
Julius - 1
Prince Caspian - 1
Tweezer Reprise - 1

Fourth Set Openers

Flatbed Truck Jam - 1

Fourth Set Closers

Flatbed Truck Jam - 1

Encores

Tweezer Reprise - 10
Rocky Top - 5
Amazing Grace - 4
Bouncing Around the Room - 4
Golgi Apparatus - 4
Loving Cup - 4
Suzy Greenberg - 4
Contact - 3
Fire - 3
Good Times Bad Times - 3
Possum - 3
The Squirming Coil - 3
Bug - 2
Cavern - 2
Guyute - 2
Harry Hood - 2
Hold Your Head Up - 2
Julius - 2
My Soul - 2
Nellie Kane - 2
Simple - 2
Sleeping Monkey - 2
Auld Lang Syne - 1
Bold As Love - 1
Boogie On Reggae Woman - 1
Buffalo Bill - 1
Character Zero - 1
Cracklin' Rosie - 1
Fee - 1
First Tube - 1
Fluffhead - 1
Free Bird - 1
Funky Bitch - 1
Halley's Comet - 1
Harpua - 1
Hello My Baby - 1
Highway to Hell - 1
I Am the Walrus - 1
Joy - 1
Lawn Boy - 1
Let Me Lie - 1
Moby Dick - 1
My Long Journey Home - 1
My Sweet One - 1
NICU - 1
On the Road Again - 1
Punch You in the Eye - 1
Rise/Come Together - 1
Rock and Roll - 1
Roggae - 1
Run Like an Antelope - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Slave to the Traffic Light - 1
Something - 1
Space Oddity - 1
Sweet Adeline - 1
The Oh Kee Pa Ceremony - 1
Them Changes - 1
Theme From the Bottom - 1
Tube - 1
Tuesday's Gone - 1
Wading in the Velvet Sea - 1
Weekapaug Groove - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 1
Wilson - 1
Wipe Out - 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 1994

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 34 song debuts
0.52 debuts per show.
The most frequently played song you have seen debuted is Light (118 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Jam - 7
Amazing Grace - 6
The Curtain - 6
Buffalo Bill - 4
Foam - 4
Ginseng Sullivan - 4
It's Ice - 4
Lifeboy - 4
Peaches en Regalia - 4
Train Song - 4

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

Backwards Down the Number Line - 7
Sand - 7
46 Days - 6
Light - 5
Blaze On - 4
Everything's Right - 4
Fuego - 4
Ocelot - 4
Set Your Soul Free - 4
555 - 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:

Sparkle - 10
Horn - 8
Jam - 7
Timber (Jerry the Mule) - 7
Amazing Grace - 6
The Curtain - 6
Frankenstein - 5
Hold Your Head Up - 5
Buffalo Bill - 4
Foam - 4

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

Backwards Down the Number Line - 7
Sand - 7
46 Days - 6
Light - 5
Blaze On - 4
Everything's Right - 4
Fuego - 4
Ocelot - 4
Set Your Soul Free - 4
555 - 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