Shows by day of week

• Sunday- 10
• Monday- 4
• Tuesday- 4
• Wednesday- 7
• Thursday- 3
• Friday- 14
• Saturday- 13

Shows by month

• January -
• February -
• March -
• April - 1
• May - 1
• June - 14
• July - 5
• August - 9
• September - 12
• October - 5
• November - 4
• December - 4

Shows by year

• 1993- 1
• 1994- 1
• 1995- 5
• 1996- 4
• 1997- 5
• 1998- 4
• 1999- 8
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 2
• 2009- 5
• 2010- 1
• 2011- 0
• 2012- 2
• 2013- 2
• 2014- 2
• 2015- 2
• 2016- 2
• 2017- 0
• 2018- 0
• 2019- 2
• 2020- 0
• 2021- 0
• 2022- 4
• 2023- 3
• 2024- 0

Most Frequently Played Dates

• 12/30- 2
• 6/11- 2
• 6/25- 2
• 6/30- 2
• 9/1- 2
• 9/2- 2
• 9/3- 2
• 10/19- 1
• 10/20- 1
• 10/22- 1
• 10/30- 1
• 10/31- 1
• 11/15- 1
• 11/23- 1
• 11/7- 1
• 11/8- 1
• 12/28- 1
• 12/31- 1
• 4/26- 1
• 5/27- 1
• 6/12- 1

Shows by States

• CO - 10 (18%)
• MO - 10 (18%)
• WI - 7 (13%)
• IL - 6 (11%)
• FL - 4 (7%)
• IN - 3 (5%)
• TX - 2 (4%)
• AL - 2 (4%)
• NV - 2 (4%)
• GA - 2 (4%)
• LA - 2 (4%)
• KS - 2 (4%)
• KY - 1 (2%)
• TN - 1 (2%)
• IA - 1 (2%)

Shows by Time Zone

• Central - 33 (60%)
• Mountain - 10 (18%)
• Eastern - 10 (18%)
• Pacific - 2 (4%)

Shows by Cities

• Commerce City, CO - 10 (18%)
• East Troy, WI - 7 (13%)
• St. Louis, MO - 6 (11%)
• Maryland Heights, MO - 3 (5%)
• Noblesville, IN - 3 (5%)
• Big Cypress, FL - 2 (4%)
• New Orleans, LA - 2 (4%)
• Las Vegas, NV - 2 (4%)
• Bonner Springs, KS - 2 (4%)
• Champaign, IL - 2 (4%)
• Atlanta, GA - 2 (4%)
• Miami, FL - 2 (4%)
• Chicago, IL - 2 (4%)
• Orange Beach, AL - 2 (4%)
• Austin, TX - 1 (2%)
• Kansas City, MO - 1 (2%)
• Tinley Park, IL - 1 (2%)
• Memphis, TN - 1 (2%)
• The Woodlands, TX - 1 (2%)
• Lexington, KY - 1 (2%)
• Cedar Rapids, IA - 1 (2%)
• Bridgeview, IL - 1 (2%)

Shows by Venues

• Dick's Sporting Goods Park - 10 (18%)
• Alpine Valley Music Theatre - 7 (13%)
• Ruoff Music Center - 3 (5%)
• Riverport Amphitheater - 3 (5%)
• Thomas & Mack Center - 2 (4%)
• The Fox Theatre - 2 (4%)
• Verizon Wireless Amphitheater Kansas City - 2 (4%)
• American Airlines Arena - 2 (4%)
• HiFi Buys Amphitheatre - 2 (4%)
• Big Cypress Seminole Indian Reservation - 2 (4%)
• Wrigley Field - 2 (4%)
• Amphitheater at the Wharf - 2 (4%)
• Saint Louis University - 2 (4%)
• University of Illinois - 2 (4%)
• Municipal Auditorium - 1 (2%)
• World Music Theatre - 1 (2%)
• New Orleans Fairgrounds - 1 (2%)
• Cynthia Woods Mitchell Pavilion - 1 (2%)
• University of New Orleans - 1 (2%)
• Toyota Park - 1 (2%)
• Rupp Arena - 1 (2%)
• Five Seasons Arena - 1 (2%)
• American Theater - 1 (2%)
• South Park Meadows - 1 (2%)
• Mud Island Amphitheater - 1 (2%)
• Kiel Center - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 28 (51%)
• After hiatus - 27 (49%)

307 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 21.2.
The average amount of times each song was played is 3.75.
There were 121 onetimers
1167 total songs have been played in the selected shows.

There were 2 one set shows
There were 51 two set shows
There were 2 three set shows
1 songs were in a three show rotation.
6 songs were in a four show rotation.
23 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 19 (34%)
Character Zero - 17 (30%)
Run Like an Antelope - 17 (30%)
Free - 15 (27%)
Piper - 14 (25%)
Prince Caspian - 14 (25%)
Also Sprach Zarathustra - 13 (23%)
Bouncing Around the Room - 13 (23%)
Cavern - 13 (23%)
Down with Disease - 13 (23%)
Ghost - 13 (23%)
Mike's Song - 13 (23%)
Stash - 13 (23%)
The Moma Dance - 13 (23%)
Weekapaug Groove - 13 (23%)
Runaway Jim - 12 (21%)
Wolfman's Brother - 12 (21%)
Bathtub Gin - 11 (20%)
David Bowie - 11 (20%)
Golgi Apparatus - 11 (20%)
Harry Hood - 11 (20%)
Possum - 11 (20%)
Wilson - 11 (20%)
AC/DC Bag - 10 (18%)
Boogie On Reggae Woman - 10 (18%)
Funky Bitch - 10 (18%)
Maze - 10 (18%)
Reba - 10 (18%)
Sample in a Jar - 10 (18%)
Slave to the Traffic Light - 10 (18%)
Sparkle - 10 (18%)
Split Open and Melt - 10 (18%)
Tweezer - 10 (18%)
Tweezer Reprise - 10 (18%)
Twist - 10 (18%)
Divided Sky - 9 (16%)
NICU - 9 (16%)
Poor Heart - 9 (16%)
Simple - 9 (16%)
You Enjoy Myself - 9 (16%)
Back on the Train - 8 (14%)
Farmhouse - 8 (14%)
Julius - 8 (14%)
Limb By Limb - 8 (14%)
Punch You in the Eye - 8 (14%)
Taste - 8 (14%)
Tube - 8 (14%)
Ya Mar - 8 (14%)
46 Days - 7 (12%)
Frankenstein - 7 (12%)
Horn - 7 (12%)
It's Ice - 7 (12%)
Kill Devil Falls - 7 (12%)
Light - 7 (12%)
Loving Cup - 7 (12%)
My Soul - 7 (12%)
Rift - 7 (12%)
Roggae - 7 (12%)
Sand - 7 (12%)
Suzy Greenberg - 7 (12%)
The Squirming Coil - 7 (12%)
Theme From the Bottom - 7 (12%)
Waste - 7 (12%)
Birds of a Feather - 6 (10%)
Carini - 6 (10%)
First Tube - 6 (10%)
Gumbo - 6 (10%)
Heavy Things - 6 (10%)
Lawn Boy - 6 (10%)
Rocky Top - 6 (10%)
Silent in the Morning - 6 (10%)
Sleeping Monkey - 6 (10%)
The Horse - 6 (10%)
The Lizards - 6 (10%)
Backwards Down the Number Line - 5 (9%)
Cars Trucks Buses - 5 (9%)
Fee - 5 (9%)
Good Times Bad Times - 5 (9%)
Guyute - 5 (9%)
Hold Your Head Up - 5 (9%)
I Am Hydrogen - 5 (9%)
I Didn't Know - 5 (9%)
Makisupa Policeman - 5 (9%)
Meat - 5 (9%)
Meatstick - 5 (9%)
Mound - 5 (9%)
Rock and Roll - 5 (9%)
Scent of a Mule - 5 (9%)
The Wedge - 5 (9%)
Amazing Grace - 4 (7%)
Axilla - 4 (7%)
Bug - 4 (7%)
Crosseyed and Painless - 4 (7%)
Dirt - 4 (7%)
Foam - 4 (7%)
Fuego - 4 (7%)
Guelah Papyrus - 4 (7%)
Halfway to the Moon - 4 (7%)
Halley's Comet - 4 (7%)
Joy - 4 (7%)
No Men In No Man's Land - 4 (7%)
Steam - 4 (7%)
The Oh Kee Pa Ceremony - 4 (7%)
Timber (Jerry the Mule) - 4 (7%)
Vultures - 4 (7%)
Wading in the Velvet Sea - 4 (7%)
Water in the Sky - 4 (7%)
When the Circus Comes - 4 (7%)
555 - 3 (5%)
A Song I Heard the Ocean Sing - 3 (5%)
Acoustic Army - 3 (5%)
Contact - 3 (5%)
Esther - 3 (5%)
Fluffhead - 3 (5%)
Llama - 3 (5%)
Martian Monster - 3 (5%)
McGrupp and the Watchful Hosemasters - 3 (5%)
Mountains in the Mist - 3 (5%)
Ocelot - 3 (5%)
Scents and Subtle Sounds - 3 (5%)
Stealing Time From the Faulty Plan - 3 (5%)
Tela - 3 (5%)
The Sloth - 3 (5%)
The Star-Spangled Banner - 3 (5%)
Train Song - 3 (5%)
Undermind - 3 (5%)
Weigh - 3 (5%)
What's the Use? - 3 (5%)
While My Guitar Gently Weeps - 3 (5%)
A Day in the Life - 2 (3%)
About to Run - 2 (3%)
Access Me - 2 (3%)
After Midnight - 2 (3%)
All Things Reconsidered - 2 (3%)
Avenu Malkenu - 2 (3%)
Big Black Furry Creature from Mars - 2 (3%)
Billy Breathes - 2 (3%)
Bittersweet Motel - 2 (3%)
Blaze On - 2 (3%)
Brother - 2 (3%)
Buried Alive - 2 (3%)
Catapult - 2 (3%)
Corinna - 2 (3%)
Dogs Stole Things - 2 (3%)
Drift While You're Sleeping - 2 (3%)
Everything's Right - 2 (3%)
Fast Enough for You - 2 (3%)
Frankie Says - 2 (3%)
Ginseng Sullivan - 2 (3%)
Glide - 2 (3%)
Golden Age - 2 (3%)
Gotta Jibboo - 2 (3%)
Grind - 2 (3%)
Hello My Baby - 2 (3%)
I'm Blue, I'm Lonesome - 2 (3%)
Jesus Just Left Chicago - 2 (3%)
Kung - 2 (3%)
Lifeboy - 2 (3%)
Lonesome Cowboy Bill - 2 (3%)
Love You - 2 (3%)
More - 2 (3%)
My Friend, My Friend - 2 (3%)
My Mind's Got a Mind of its Own - 2 (3%)
No Quarter - 2 (3%)
Quadrophonic Toppling - 2 (3%)
Roses Are Free - 2 (3%)
Saw It Again - 2 (3%)
Say It To Me S.A.N.T.O.S. - 2 (3%)
Set Your Soul Free - 2 (3%)
Seven Below - 2 (3%)
Show of Life - 2 (3%)
Sigma Oasis - 2 (3%)
Sneakin' Sally Through the Alley - 2 (3%)
Soul Shakedown Party - 2 (3%)
Steep - 2 (3%)
Sweet Adeline - 2 (3%)
Swept Away - 2 (3%)
The Curtain - 2 (3%)
The Line - 2 (3%)
The Man Who Stepped Into Yesterday - 2 (3%)
The Mango Song - 2 (3%)
Time Turns Elastic - 2 (3%)
Uncle Pen - 2 (3%)
Waiting All Night - 2 (3%)
Waves - 2 (3%)
Yarmouth Road - 2 (3%)
A Life Beyond The Dream - 1 (1%)
A Wave of Hope - 1 (1%)
Ain't Love Funny - 1 (1%)
Alaska - 1 (1%)
Albuquerque - 1 (1%)
Amazing Grace Jam - 1 (1%)
Anything But Me - 1 (1%)
Auld Lang Syne - 1 (1%)
Axilla (Part II) - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beauty of a Broken Heart - 1 (1%)
Big Alligator - 1 (1%)
Big Ball Jam - 1 (1%)
Bike - 1 (1%)
Bill Bailey, Won't You Please Come Home? - 1 (1%)
Brian and Robert - 1 (1%)
Buffalo Bill - 1 (1%)
Bye Bye Foot - 1 (1%)
Camel Walk - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Cities - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Cool It Down - 1 (1%)
Crossroads - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Devotion To a Dream - 1 (1%)
Dixie Cannonball - 1 (1%)
Dog Faced Boy - 1 (1%)
Dog Log - 1 (1%)
Don't Doubt Me - 1 (1%)
Don't You Want To Go? - 1 (1%)
Driver - 1 (1%)
Drowned - 1 (1%)
Emotional Rescue - 1 (1%)
Ether Edge - 1 (1%)
Evolve - 1 (1%)
Faht - 1 (1%)
Fikus - 1 (1%)
Fire - 1 (1%)
Free Bird - 1 (1%)
Friday - 1 (1%)
Gloria (Laura Branigan) - 1 (1%)
Gone - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Head Held High - 1 (1%)
Heavy Rotation - 1 (1%)
Hoochie Coochie Man - 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%)
If You Need a Fool - 1 (1%)
Jam - 1 (1%)
Keyboard Army - 1 (1%)
Legalize It - 1 (1%)
Lengthwise - 1 (1%)
Let It Loose - 1 (1%)
Life on Mars? - 1 (1%)
Light Up Or Leave Me Alone - 1 (1%)
Long Cool Woman in a Black Dress - 1 (1%)
Manteca - 1 (1%)
Mean Mr. Mustard - 1 (1%)
Mercury - 1 (1%)
Messin' with The Kid - 1 (1%)
Mind Left Body Jam - 1 (1%)
Miss You - 1 (1%)
Misty Mountain Hop - 1 (1%)
Moonage Daydream - 1 (1%)
Mozambique - 1 (1%)
Mr. Completely - 1 (1%)
My Left Toe - 1 (1%)
My Long Journey Home - 1 (1%)
NO2 - 1 (1%)
Nellie Kane - 1 (1%)
New Age - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On Your Way Down - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Party Time - 1 (1%)
Peaches en Regalia - 1 (1%)
Pebbles and Marbles - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Rock A William - 1 (1%)
Rotation Jam - 1 (1%)
Shade - 1 (1%)
Shine a Light - 1 (1%)
Sleep - 1 (1%)
Soul Planet - 1 (1%)
Space Oddity - 1 (1%)
Spock's Brain - 1 (1%)
Strange Design - 1 (1%)
Suspicious Minds - 1 (1%)
Sweet Jane - 1 (1%)
Sweet Virginia - 1 (1%)
Take the 'A' Train - 1 (1%)
Terrapin - 1 (1%)
The Ballad of Curtis Loew - 1 (1%)
The Birdwatcher - 1 (1%)
The Curtain With - 1 (1%)
The Howling - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Landlady - 1 (1%)
The Little Drummer Boy - 1 (1%)
The Old Home Place - 1 (1%)
The Vibration of Life - 1 (1%)
Thunderhead - 1 (1%)
Train Round the Bend - 1 (1%)
Turtle in the Clouds - 1 (1%)
Twenty Years Later - 1 (1%)
United We Stand - 1 (1%)
Walls of the Cave - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
Who Loves the Sun? - 1 (1%)
Wingsuit - 1 (1%)
Winterqueen - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Chalk Dust Torture - 4
Bathtub Gin - 3
Runaway Jim - 3
Wilson - 3
Axilla - 2
Cars Trucks Buses - 2
First Tube - 2
Kill Devil Falls - 2
My Soul - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Soul Shakedown Party - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Access Me - 1
Brother - 1
Buried Alive - 1
Carini - 1
Cool Amber and Mercury - 1
Don't You Want To Go? - 1
Down with Disease - 1
Emotional Rescue - 1
Fluffhead - 1
Julius - 1
Makisupa Policeman - 1
My Friend, My Friend - 1
NICU - 1
No Men In No Man's Land - 1
Sigma Oasis - 1
Sweet Virginia - 1
The Landlady - 1
The Moma Dance - 1
Theme From the Bottom - 1
Tube - 1
Twist - 1
Water in the Sky - 1
Wolfman's Brother - 1
Ya Mar - 1

First Set Closers

Character Zero - 7
David Bowie - 5
Run Like an Antelope - 5
Cavern - 4
Chalk Dust Torture - 2
Golgi Apparatus - 2
Suzy Greenberg - 2
The Squirming Coil - 2
After Midnight - 1
Amazing Grace - 1
Amazing Grace Jam - 1
Bathtub Gin - 1
Birds of a Feather - 1
Blaze On - 1
Bug - 1
Crossroads - 1
Drift While You're Sleeping - 1
Fluffhead - 1
Frankenstein - 1
Funky Bitch - 1
Ghost - 1
Good Times Bad Times - 1
Harry Hood - 1
Loving Cup - 1
Meatstick - 1
More - 1
Possum - 1
Slave to the Traffic Light - 1
Split Open and Melt - 1
Stash - 1
Time Turns Elastic - 1
Weekapaug Groove - 1
Wilson - 1
You Enjoy Myself - 1

Second Set Openers

Down with Disease - 3
Timber (Jerry the Mule) - 3
Wilson - 3
Also Sprach Zarathustra - 2
Carini - 2
Crosseyed and Painless - 2
Mike's Song - 2
Sand - 2
Twist - 2
A Song I Heard the Ocean Sing - 1
AC/DC Bag - 1
Backwards Down the Number Line - 1
Boogie On Reggae Woman - 1
Buried Alive - 1
Chalk Dust Torture - 1
Cities - 1
David Bowie - 1
Frankenstein - 1
Ghost - 1
Gloria (Laura Branigan) - 1
Golgi Apparatus - 1
Halley's Comet - 1
Light - 1
Llama - 1
Makisupa Policeman - 1
Maze - 1
Meatstick - 1
NICU - 1
No Men In No Man's Land - 1
Peaches en Regalia - 1
Runaway Jim - 1
Say It To Me S.A.N.T.O.S. - 1
Set Your Soul Free - 1
Seven Below - 1
Stash - 1
Suzy Greenberg - 1
The Squirming Coil - 1
The Wedge - 1
Waves - 1
Who Loves the Sun? - 1
Wolfman's Brother - 1

Second Set Closers

Run Like an Antelope - 5
Character Zero - 4
Weekapaug Groove - 4
Loving Cup - 3
Slave to the Traffic Light - 3
You Enjoy Myself - 3
Golgi Apparatus - 2
Good Times Bad Times - 2
Julius - 2
Possum - 2
Suzy Greenberg - 2
Tweezer Reprise - 2
Backwards Down the Number Line - 1
Cavern - 1
Chalk Dust Torture - 1
David Bowie - 1
Down with Disease - 1
Fire - 1
Grind - 1
Harry Hood - 1
Meatstick - 1
Misty Mountain Hop - 1
Oh! Sweet Nuthin' - 1
Piper - 1
Rock and Roll - 1
Shine a Light - 1
Show of Life - 1
Split Open and Melt - 1
Stash - 1
The Little Drummer Boy - 1
While My Guitar Gently Weeps - 1

Third Set Openers

Chalk Dust Torture - 1
Wolfman's Brother - 1

Third Set Closers

Ghost - 1
Weekapaug Groove - 1

Encores

Tweezer Reprise - 8
Character Zero - 5
Rocky Top - 5
Julius - 4
Sample in a Jar - 4
First Tube - 3
Frankenstein - 3
Meatstick - 3
Sleeping Monkey - 3
The Squirming Coil - 3
A Day in the Life - 2
Boogie On Reggae Woman - 2
Bouncing Around the Room - 2
Cavern - 2
Golgi Apparatus - 2
Harry Hood - 2
Run Like an Antelope - 2
Sweet Adeline - 2
The Star-Spangled Banner - 2
Theme From the Bottom - 2
Waste - 2
After Midnight - 1
Amazing Grace - 1
Bill Bailey, Won't You Please Come Home? - 1
Bittersweet Motel - 1
Camel Walk - 1
Carini - 1
Chalk Dust Torture - 1
Divided Sky - 1
Don't Doubt Me - 1
Driver - 1
Evolve - 1
Farmhouse - 1
Fee - 1
Free Bird - 1
Funky Bitch - 1
Good Times Bad Times - 1
Grind - 1
Harpua - 1
Hoochie Coochie Man - 1
I Am the Walrus - 1
Icculus - 1
Keyboard Army - 1
McGrupp and the Watchful Hosemasters - 1
Messin' with The Kid - 1
NO2 - 1
On the Road Again - 1
Once in a Lifetime - 1
Pebbles and Marbles - 1
Possum - 1
Say It To Me S.A.N.T.O.S. - 1
Simple - 1
Slave to the Traffic Light - 1
Space Oddity - 1
Split Open and Melt - 1
The Little Drummer Boy - 1
The Mango Song - 1
Turtle in the Clouds - 1
United We Stand - 1
When the Circus Comes - 1
While My Guitar Gently Weeps - 1
Wilson - 1
Your Pet Cat - 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 1993

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
0.62 debuts per show.
The most frequently played song you have seen debuted is Back on the Train (152 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Cars Trucks Buses - 5
Guyute - 5
Amazing Grace - 4
Axilla - 4
Foam - 4
Water in the Sky - 4
Acoustic Army - 3
Weigh - 3
All Things Reconsidered - 2
Big Black Furry Creature from Mars - 2

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

46 Days - 7
Kill Devil Falls - 7
Light - 7
Backwards Down the Number Line - 5
Fuego - 4
Halfway to the Moon - 4
Halley's Comet - 4
Joy - 4
No Men In No Man's Land - 4
Steam - 4

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:

Cars Trucks Buses - 5
Guyute - 5
Amazing Grace - 4
Axilla - 4
Foam - 4
Water in the Sky - 4
Acoustic Army - 3
Weigh - 3
All Things Reconsidered - 2
Big Black Furry Creature from Mars - 2

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

46 Days - 7
Kill Devil Falls - 7
Light - 7
Backwards Down the Number Line - 5
Fuego - 4
Halfway to the Moon - 4
Halley's Comet - 4
Joy - 4
No Men In No Man's Land - 4
Steam - 4

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