Shows by day of week

• Sunday- 9
• Monday- 6
• Tuesday- 5
• Wednesday- 10
• Thursday- 5
• Friday- 11
• Saturday- 15

Shows by month

• January -
• February - 1
• March -
• April - 5
• May -
• June - 6
• July - 12
• August - 18
• September - 4
• October - 14
• November - 1
• December -

Shows by year

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

Most Frequently Played Dates

• 10/31- 3
• 8/5- 3
• 10/30- 2
• 4/17- 2
• 7/20- 2
• 7/24- 2
• 7/30- 2
• 8/2- 2
• 8/3- 2
• 10/16- 1
• 10/17- 1
• 10/24- 1
• 10/25- 1
• 10/27- 1
• 10/28- 1
• 10/29- 1
• 10/6- 1
• 10/7- 1
• 11/1- 1
• 2/16- 1
• 4/15- 1

Shows by States

• CA - 39 (64%)
• NV - 9 (15%)
• WI - 4 (7%)
• NY - 2 (3%)
• ME - 2 (3%)
• NJ - 2 (3%)
• IN - 2 (3%)
• MA - 1 (2%)

Shows by Time Zone

• Pacific - 48 (79%)
• Eastern - 9 (15%)
• Central - 4 (7%)
• Mountain - 0 (0%)

Shows by Cities

• San Francisco, CA - 14 (23%)
• Mountain View, CA - 8 (13%)
• Las Vegas, NV - 5 (8%)
• Berkeley, CA - 5 (8%)
• East Troy, WI - 4 (7%)
• Stateline, NV - 4 (7%)
• Indio, CA - 3 (5%)
• Atlantic City, NJ - 2 (3%)
• Ventura, CA - 2 (3%)
• Hollywood, CA - 2 (3%)
• Chula Vista, CA - 2 (3%)
• Limestone, ME - 2 (3%)
• Saratoga Springs, NY - 2 (3%)
• Noblesville, IN - 2 (3%)
• Irvine, CA - 1 (2%)
• Long Beach, CA - 1 (2%)
• Mansfield, MA - 1 (2%)
• Inglewood, CA - 1 (2%)

Shows by Venues

• Bill Graham Civic Auditorium - 12 (20%)
• Shoreline Amphitheatre - 8 (13%)
• Thomas & Mack Center - 5 (8%)
• Berkeley - 5 (8%)
• Lake Tahoe Outdoor Arena at Harveys - 4 (7%)
• Alpine Valley Music Theatre - 4 (7%)
• Empire Polo Club - 3 (5%)
• Saratoga Performing Arts Center - 2 (3%)
• Chase Center - 2 (3%)
• Loring Commerce Centre - 2 (3%)
• Hollywood Bowl - 2 (3%)
• Ruoff Music Center - 2 (3%)
• Coors Amphitheatre - 2 (3%)
• Boardwalk Hall - 2 (3%)
• Ventura County Fairgrounds - 2 (3%)
• Great Woods Center for the Performing Arts - 1 (2%)
• Long Beach Arena - 1 (2%)
• Great Western Forum - 1 (2%)
• Verizon Wireless Amphitheater - 1 (2%)

Hiatus Show Breakdown

• Before hiatus - 10 (16%)
• After hiatus - 51 (84%)

318 different songs have been played (32% 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 4.02.
There were 139 onetimers
1296 total songs have been played in the selected shows.

There were 55 two set shows
There were 5 three set shows
There were 1 four set shows
1 songs were in a three show rotation.
6 songs were in a four show rotation.
17 songs were in a five show rotation.

Total Times Played

Down with Disease - 21 (34%)
Character Zero - 19 (31%)
David Bowie - 18 (29%)
The Moma Dance - 17 (27%)
Harry Hood - 16 (26%)
Wolfman's Brother - 16 (26%)
46 Days - 15 (24%)
Chalk Dust Torture - 15 (24%)
Mike's Song - 15 (24%)
Stash - 15 (24%)
Ghost - 14 (22%)
Weekapaug Groove - 14 (22%)
You Enjoy Myself - 14 (22%)
Back on the Train - 13 (21%)
Free - 13 (21%)
Piper - 13 (21%)
Run Like an Antelope - 13 (21%)
Also Sprach Zarathustra - 12 (19%)
Halley's Comet - 12 (19%)
Lawn Boy - 12 (19%)
Maze - 12 (19%)
Slave to the Traffic Light - 12 (19%)
Twist - 12 (19%)
AC/DC Bag - 11 (18%)
Bathtub Gin - 11 (18%)
Carini - 11 (18%)
Gotta Jibboo - 11 (18%)
Kill Devil Falls - 11 (18%)
Possum - 11 (18%)
Runaway Jim - 11 (18%)
Tweezer Reprise - 11 (18%)
Wilson - 11 (18%)
Backwards Down the Number Line - 10 (16%)
Bouncing Around the Room - 10 (16%)
Cavern - 10 (16%)
Divided Sky - 10 (16%)
Loving Cup - 10 (16%)
Rock and Roll - 10 (16%)
The Squirming Coil - 10 (16%)
Tweezer - 10 (16%)
Boogie On Reggae Woman - 9 (14%)
Cities - 9 (14%)
Funky Bitch - 9 (14%)
Julius - 9 (14%)
NICU - 9 (14%)
Prince Caspian - 9 (14%)
Reba - 9 (14%)
Rift - 9 (14%)
Seven Below - 9 (14%)
Suzy Greenberg - 9 (14%)
Theme From the Bottom - 9 (14%)
Tube - 9 (14%)
Wading in the Velvet Sea - 9 (14%)
First Tube - 8 (13%)
Guyute - 8 (13%)
Light - 8 (13%)
Sample in a Jar - 8 (13%)
Sand - 8 (13%)
Split Open and Melt - 8 (13%)
Stealing Time From the Faulty Plan - 8 (13%)
Water in the Sky - 8 (13%)
Birds of a Feather - 7 (11%)
Brian and Robert - 7 (11%)
Bug - 7 (11%)
Joy - 7 (11%)
Limb By Limb - 7 (11%)
Meatstick - 7 (11%)
Ocelot - 7 (11%)
Poor Heart - 7 (11%)
Punch You in the Eye - 7 (11%)
Simple - 7 (11%)
Ya Mar - 7 (11%)
Axilla - 6 (9%)
I Am Hydrogen - 6 (9%)
Roggae - 6 (9%)
Silent in the Morning - 6 (9%)
Sparkle - 6 (9%)
The Wedge - 6 (9%)
When the Circus Comes - 6 (9%)
Army of One - 5 (8%)
Crowd Control - 5 (8%)
Fluffhead - 5 (8%)
Golden Age - 5 (8%)
Golgi Apparatus - 5 (8%)
Good Times Bad Times - 5 (8%)
Heavy Things - 5 (8%)
Makisupa Policeman - 5 (8%)
My Soul - 5 (8%)
Pebbles and Marbles - 5 (8%)
Roses Are Free - 5 (8%)
The Horse - 5 (8%)
The Lizards - 5 (8%)
Timber (Jerry the Mule) - 5 (8%)
Train Song - 5 (8%)
Undermind - 5 (8%)
Waves - 5 (8%)
Camel Walk - 4 (6%)
Crosseyed and Painless - 4 (6%)
Dirt - 4 (6%)
Farmhouse - 4 (6%)
Foam - 4 (6%)
Frankenstein - 4 (6%)
Friday - 4 (6%)
Grind - 4 (6%)
Gumbo - 4 (6%)
I Didn't Know - 4 (6%)
It's Ice - 4 (6%)
Mountains in the Mist - 4 (6%)
Party Time - 4 (6%)
Scents and Subtle Sounds - 4 (6%)
Show of Life - 4 (6%)
Sneakin' Sally Through the Alley - 4 (6%)
Taste - 4 (6%)
Vultures - 4 (6%)
Walk Away - 4 (6%)
Waste - 4 (6%)
Wingsuit - 4 (6%)
555 - 3 (4%)
Beauty of a Broken Heart - 3 (4%)
Bold As Love - 3 (4%)
Cool It Down - 3 (4%)
Driver - 3 (4%)
Fee - 3 (4%)
Fuego - 3 (4%)
Glide - 3 (4%)
Guelah Papyrus - 3 (4%)
Halfway to the Moon - 3 (4%)
Hold Your Head Up - 3 (4%)
Horn - 3 (4%)
I Never Needed You Like This Before - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
Meat - 3 (4%)
Mellow Mood - 3 (4%)
My Friend, My Friend - 3 (4%)
My Sweet One - 3 (4%)
Quinn the Eskimo (The Mighty Quinn) - 3 (4%)
Sanity - 3 (4%)
Scent of a Mule - 3 (4%)
Secret Smile - 3 (4%)
Set Your Soul Free - 3 (4%)
Strange Design - 3 (4%)
Tela - 3 (4%)
The Curtain With - 3 (4%)
The Line - 3 (4%)
The Oh Kee Pa Ceremony - 3 (4%)
Time Turns Elastic - 3 (4%)
Waiting All Night - 3 (4%)
Walls of the Cave - 3 (4%)
Weigh - 3 (4%)
What's the Use? - 3 (4%)
Winterqueen - 3 (4%)
Yarmouth Road - 3 (4%)
A Song I Heard the Ocean Sing - 2 (3%)
Alaska - 2 (3%)
All of These Dreams - 2 (3%)
Alumni Blues - 2 (3%)
Anything But Me - 2 (3%)
Big Black Furry Creature from Mars - 2 (3%)
Brother - 2 (3%)
Contact - 2 (3%)
Destiny Unbound - 2 (3%)
Drowned - 2 (3%)
Fire - 2 (3%)
Frankie Says - 2 (3%)
Jam - 2 (3%)
Let Me Lie - 2 (3%)
Letter to Jimmy Page - 2 (3%)
Miss You - 2 (3%)
Mound - 2 (3%)
Nellie Kane - 2 (3%)
Oh! Sweet Nuthin' - 2 (3%)
Peaches en Regalia - 2 (3%)
Rocky Top - 2 (3%)
Saw It Again - 2 (3%)
Shine a Light - 2 (3%)
Sleep Again - 2 (3%)
Sleeping Monkey - 2 (3%)
Steam - 2 (3%)
Sugar Shack - 2 (3%)
50 Ways to Leave Your Lover - 1 (1%)
A Apolitical Blues - 1 (1%)
A Day in the Life - 1 (1%)
Access Me - 1 (1%)
All Down the Line - 1 (1%)
All That You Dream - 1 (1%)
Architect - 1 (1%)
Avenu Malkenu - 1 (1%)
Axilla (Part II) - 1 (1%)
Babylon Baby - 1 (1%)
Beauty of My Dreams - 1 (1%)
Beneath a Sea of Stars Part 1 - 1 (1%)
Billy Breathes - 1 (1%)
Blaze On - 1 (1%)
Buffalo Bill - 1 (1%)
Buried Alive - 1 (1%)
Cars Trucks Buses - 1 (1%)
Casino Boogie - 1 (1%)
Catapult - 1 (1%)
Chariots of Fire - 1 (1%)
Cold Rain and Snow - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Corinna - 1 (1%)
Cry Baby Cry - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Day or Night - 1 (1%)
Demand - 1 (1%)
Devotion To a Dream - 1 (1%)
Discern - 1 (1%)
Dixie Chicken - 1 (1%)
Dog Log - 1 (1%)
Dogs Stole Things - 1 (1%)
Don't Bogart That Joint - 1 (1%)
El Paso - 1 (1%)
Energy - 1 (1%)
Esther - 1 (1%)
Everything's Right - 1 (1%)
Evolve - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Feats Don't Fail Me Now - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Foreplay/Long Time - 1 (1%)
Fuck Your Face - 1 (1%)
Ginseng Sullivan - 1 (1%)
Girls Girls Girls - 1 (1%)
Golden Lady - 1 (1%)
Ha Ha Ha - 1 (1%)
Happy - 1 (1%)
Head Held High - 1 (1%)
Heartbreaker - 1 (1%)
Hello My Baby - 1 (1%)
I Found a Reason - 1 (1%)
I Just Want To See His Face - 1 (1%)
If I Could - 1 (1%)
Instant Karma! - 1 (1%)
Invisible - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Lengthwise - 1 (1%)
Let It Loose - 1 (1%)
Lifeboy - 1 (1%)
Llama - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Love You - 1 (1%)
Mercenary Territory - 1 (1%)
Mercury - 1 (1%)
Misty Mountain Hop - 1 (1%)
Moonage Daydream - 1 (1%)
More - 1 (1%)
Mozambique - 1 (1%)
Mull - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
New Age - 1 (1%)
No Men In No Man's Land - 1 (1%)
Nothing - 1 (1%)
Oh Atlanta - 1 (1%)
Old Folks Boogie - 1 (1%)
On Your Way Down - 1 (1%)
Pigtail - 1 (1%)
Plasma - 1 (1%)
Ramble On - 1 (1%)
Ride Captain Ride - 1 (1%)
Rip This Joint - 1 (1%)
Rocket Man - 1 (1%)
Rocket in My Pocket - 1 (1%)
Rocks Off - 1 (1%)
Round Room - 1 (1%)
Sailin' Shoes - 1 (1%)
Sea and Sand - 1 (1%)
Sexual Healing - 1 (1%)
Shade - 1 (1%)
Shake Your Hips - 1 (1%)
Sing Monica - 1 (1%)
Soul Planet - 1 (1%)
Soul Shakedown Party - 1 (1%)
Soul Survivor - 1 (1%)
Spanish Moon - 1 (1%)
Spices - 1 (1%)
Spock's Brain - 1 (1%)
Spooky - 1 (1%)
Spread It 'Round - 1 (1%)
Stairway to Heaven - 1 (1%)
Stop Breaking Down - 1 (1%)
Sweet Black Angel - 1 (1%)
Sweet Jane - 1 (1%)
Sweet Virginia - 1 (1%)
Take Me Out to the Ballgame - 1 (1%)
Talk - 1 (1%)
Thank You - 1 (1%)
The Dogs - 1 (1%)
The Final Hurrah - 1 (1%)
The Inlaw Josie Wales - 1 (1%)
The Little Drummer Boy - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Mango Song - 1 (1%)
The Old Home Place - 1 (1%)
The Star-Spangled Banner - 1 (1%)
The Very Long Fuse - 1 (1%)
Time Loves a Hero - 1 (1%)
Torn and Frayed - 1 (1%)
Tower Jam - 1 (1%)
Train Round the Bend - 1 (1%)
Tripe Face Boogie - 1 (1%)
Tumbling Dice - 1 (1%)
Turd on the Run - 1 (1%)
Twenty Years Later - 1 (1%)
Two Versions of Me - 1 (1%)
Uncle Pen - 1 (1%)
Ventilator Blues - 1 (1%)
Viola Lee Blues - 1 (1%)
Waking Up Dead - 1 (1%)
Walfredo - 1 (1%)
We Are the Champions Jam - 1 (1%)
West L.A. Fadeaway - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Who Loves the Sun? - 1 (1%)
Whole Lotta Love - 1 (1%)
Willin' - 1 (1%)
Wombat - 1 (1%)

First Set Openers

AC/DC Bag - 4
Crowd Control - 4
46 Days - 2
Chalk Dust Torture - 2
NICU - 2
Party Time - 2
Possum - 2
Access Me - 1
Axilla - 1
Bathtub Gin - 1
Brother - 1
Bug - 1
Buried Alive - 1
Carini - 1
Daniel Saw the Stone - 1
David Bowie - 1
Demand - 1
Devotion To a Dream - 1
Dogs Stole Things - 1
Down with Disease - 1
First Tube - 1
Foreplay/Long Time - 1
Frankenstein - 1
Free - 1
Glide - 1
Golgi Apparatus - 1
Grind - 1
I Never Needed You Like This Before - 1
Julius - 1
Kill Devil Falls - 1
Llama - 1
Loving Cup - 1
Mozambique - 1
Punch You in the Eye - 1
Roggae - 1
Runaway Jim - 1
Sample in a Jar - 1
Seven Below - 1
Soul Shakedown Party - 1
Spices - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
The Curtain With - 1
The Line - 1
The Star-Spangled Banner - 1
Tweezer - 1
Walfredo - 1
Water in the Sky - 1
Wolfman's Brother - 1
Ya Mar - 1

First Set Closers

Run Like an Antelope - 9
David Bowie - 6
Character Zero - 5
46 Days - 4
The Squirming Coil - 3
Cavern - 2
Golgi Apparatus - 2
Pebbles and Marbles - 2
Split Open and Melt - 2
Time Turns Elastic - 2
Weekapaug Groove - 2
Backwards Down the Number Line - 1
Bathtub Gin - 1
First Tube - 1
Hello My Baby - 1
I Never Needed You Like This Before - 1
McGrupp and the Watchful Hosemasters - 1
Moonage Daydream - 1
More - 1
My Soul - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rock and Roll - 1
Rocky Top - 1
Slave to the Traffic Light - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Taste - 1
Theme From the Bottom - 1
Timber (Jerry the Mule) - 1
Walk Away - 1
While My Guitar Gently Weeps - 1
Wingsuit - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 5
Punch You in the Eye - 3
Rock and Roll - 3
Twist - 3
46 Days - 2
Boogie On Reggae Woman - 2
Carini - 2
Crosseyed and Painless - 2
Golden Age - 2
Gotta Jibboo - 2
Tube - 2
555 - 1
AC/DC Bag - 1
Also Sprach Zarathustra - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Blaze On - 1
Chalk Dust Torture - 1
Drowned - 1
Energy - 1
Evolve - 1
Fat Man in the Bathtub - 1
First Tube - 1
Free - 1
Fuego - 1
Halley's Comet - 1
Heavy Things - 1
Kill Devil Falls - 1
Meatstick - 1
Mellow Mood - 1
Mike's Song - 1
My Soul - 1
No Men In No Man's Land - 1
Rocks Off - 1
Runaway Jim - 1
Sand - 1
Set Your Soul Free - 1
Seven Below - 1
Soul Planet - 1
The Moma Dance - 1
Tweezer - 1
Waves - 1
Who Loves the Sun? - 1
Wilson - 1

Second Set Closers

You Enjoy Myself - 7
Slave to the Traffic Light - 6
Harry Hood - 5
Loving Cup - 4
Cavern - 3
Character Zero - 3
Down with Disease - 2
Fire - 2
Good Times Bad Times - 2
Julius - 2
Possum - 2
Tweezer Reprise - 2
Walls of the Cave - 2
Bold As Love - 1
Chalk Dust Torture - 1
Cold Rain and Snow - 1
David Bowie - 1
Feats Don't Fail Me Now - 1
First Tube - 1
Fluffhead - 1
Golgi Apparatus - 1
Guyute - 1
Oh! Sweet Nuthin' - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Rock and Roll - 1
Run Like an Antelope - 1
Shine a Light - 1
Soul Survivor - 1
Split Open and Melt - 1
The Moma Dance - 1
The Squirming Coil - 1
Weekapaug Groove - 1

Third Set Openers

46 Days - 1
Backwards Down the Number Line - 1
Down with Disease - 1
Rock and Roll - 1
Tweezer - 1
Wolfman's Brother - 1

Third Set Closers

You Enjoy Myself - 2
Bug - 1
Ghost - 1
Run Like an Antelope - 1
Slave to the Traffic Light - 1

Fourth Set Openers

Tower Jam - 1

Fourth Set Closers

Tower Jam - 1

Encores

Character Zero - 10
Tweezer Reprise - 9
Julius - 4
Suzy Greenberg - 4
The Squirming Coil - 4
Good Times Bad Times - 3
Grind - 3
Loving Cup - 3
Waste - 3
Bold As Love - 2
Contact - 2
First Tube - 2
Harry Hood - 2
Show of Life - 2
Sleeping Monkey - 2
The Lizards - 2
Wolfman's Brother - 2
A Day in the Life - 1
Bug - 1
Carini - 1
Chalk Dust Torture - 1
Dog Log - 1
Driver - 1
El Paso - 1
Esther - 1
Fee - 1
Frankenstein - 1
Friday - 1
Guyute - 1
Halley's Comet - 1
Hold Your Head Up - 1
Lawn Boy - 1
Let Me Lie - 1
Meatstick - 1
Miss You - 1
Misty Mountain Hop - 1
My Soul - 1
Possum - 1
Ride Captain Ride - 1
Rift - 1
Rock and Roll - 1
Sample in a Jar - 1
Sand - 1
Sanity - 1
Secret Smile - 1
Sexual Healing - 1
Sneakin' Sally Through the Alley - 1
Stealing Time From the Faulty Plan - 1
Take Me Out to the Ballgame - 1
Talk - 1
The Mango Song - 1
Viola Lee Blues - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Weekapaug Groove - 1
West L.A. Fadeaway - 1
Wilson - 1
Winterqueen - 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 1997

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 60 song debuts
0.98 debuts per show.
The most frequently played song you have seen debuted is Rock and Roll (93 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Beauty of My Dreams - 1
Billy Breathes - 1
Cars Trucks Buses - 1
Cold Rain and Snow - 1
El Paso - 1
Foreplay/Long Time - 1
Head Held High - 1
Hello My Baby - 1
I Found a Reason - 1
Lonesome Cowboy Bill - 1

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

46 Days - 15
Slave to the Traffic Light - 12
AC/DC Bag - 11
Kill Devil Falls - 11
Possum - 11
Backwards Down the Number Line - 10
Divided Sky - 10
Reba - 9
Seven Below - 9
Suzy Greenberg - 9

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 - 2
Drowned - 2
Jam - 2
Access Me - 1
Beauty of My Dreams - 1
Billy Breathes - 1
Buffalo Bill - 1
Buried Alive - 1
Cars Trucks Buses - 1

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

Kill Devil Falls - 11
Backwards Down the Number Line - 10
Suzy Greenberg - 9
Light - 8
Stealing Time From the Faulty Plan - 8
Joy - 7
Ocelot - 7
Fluffhead - 5
Golden Age - 5
Undermind - 5

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