Shows by day of week

• Sunday- 17
• Monday- 3
• Tuesday- 7
• Wednesday- 8
• Thursday- 8
• Friday- 12
• Saturday- 25

Shows by month

• January - 2
• February - 1
• March - 2
• April - 3
• May - 3
• June - 15
• July - 18
• August - 10
• September - 4
• October - 3
• November - 1
• December - 18

Shows by year

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

Most Frequently Played Dates

• 12/28- 6
• 12/29- 5
• 7/19- 3
• 12/30- 2
• 6/19- 2
• 7/13- 2
• 7/14- 2
• 7/18- 2
• 7/30- 2
• 8/15- 2
• 1/1- 1
• 1/2- 1
• 10/10- 1
• 10/18- 1
• 10/30- 1
• 11/29- 1
• 12/2- 1
• 12/3- 1
• 12/31- 1
• 12/4- 1
• 12/5- 1

Shows by States

• NY - 34 (43%)
• MD - 16 (20%)
• PA - 6 (8%)
• NJ - 5 (6%)
• VA - 4 (5%)
• CO - 3 (4%)
• NC - 3 (4%)
• OH - 2 (3%)
• TN - 2 (3%)
• CT - 2 (3%)
• IL - 1 (1%)
• GA - 1 (1%)
• LA - 1 (1%)

Shows by Time Zone

• Eastern - 74 (93%)
• Mountain - 3 (4%)
• Central - 3 (4%)
• Pacific - 0 (0%)

Shows by Cities

• New York, NY - 24 (30%)
• Columbia, MD - 15 (19%)
• Philadelphia, PA - 4 (5%)
• Atlantic City, NJ - 3 (4%)
• Hampton, VA - 3 (4%)
• Commerce City, CO - 3 (4%)
• Hershey, PA - 2 (3%)
• Volney, NY - 2 (3%)
• Wilmington, NC - 2 (3%)
• Columbus, OH - 2 (3%)
• Hartford, CT - 2 (3%)
• Camden, NJ - 2 (3%)
• Wantagh, NY - 2 (3%)
• Bethel, NY - 2 (3%)
• Portsmouth, VA - 1 (1%)
• Manchester, TN - 1 (1%)
• Albany, NY - 1 (1%)
• New Orleans, LA - 1 (1%)
• Landover, MD - 1 (1%)
• Darien Center, NY - 1 (1%)
• Rochester, NY - 1 (1%)
• Saratoga Springs, NY - 1 (1%)
• Asheville, NC - 1 (1%)
• Atlanta, GA - 1 (1%)
• Chicago, IL - 1 (1%)
• Knoxville, TN - 1 (1%)

Shows by Venues

• Madison Square Garden - 21 (26%)
• Merriweather Post Pavilion - 15 (19%)
• Dick's Sporting Goods Park - 3 (4%)
• Hampton Coliseum - 3 (4%)
• The Comcast Theatre - 2 (3%)
• Jones Beach Amphitheater - 2 (3%)
• Hersheypark Stadium - 2 (3%)
• Bethel Woods Center for the Arts - 2 (3%)
• Tweeter Center at the Waterfront - 2 (3%)
• Oswego County Airport - 2 (3%)
• The Mann Center for the Performing Arts - 2 (3%)
• Polaris Amphitheater - 2 (3%)
• Bader Field - 2 (3%)
• Live Oak Bank Pavilion at Riverfront Park - 2 (3%)
• Wachovia Spectrum - 2 (3%)
• Bonnaroo Music & Arts Festival - 1 (1%)
• Saratoga Performing Arts Center - 1 (1%)
• Ed Sullivan Theater - 1 (1%)
• Radio City Music Hall - 1 (1%)
• USAir Arena - 1 (1%)
• New Orleans Fairgrounds - 1 (1%)
• nTelos Pavilion - 1 (1%)
• Pepsi Arena - 1 (1%)
• Thompson-Boling Arena - 1 (1%)
• HiFi Buys Amphitheatre - 1 (1%)
• Darien Lake Performing Arts Center - 1 (1%)
• Randall's Island - 1 (1%)
• BlueCross Arena - 1 (1%)
• U.S. Cellular Center - 1 (1%)
• Huntington Bank Pavilion at Northerly Island - 1 (1%)
• Boardwalk Hall - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 14 (18%)
• After hiatus - 66 (83%)

296 different songs have been played (29% of songs Phish have played).
The average number of songs per show is 20.5.
The average amount of times each song was played is 5.45.
There were 85 onetimers
1646 total songs have been played in the selected shows.

There were 2 one set shows
There were 76 two set shows
There were 2 three set shows
8 songs were in a four show rotation.
24 songs were in a five show rotation.

Total Times Played

Chalk Dust Torture - 25 (31%)
Harry Hood - 22 (27%)
Tweezer - 22 (27%)
Tweezer Reprise - 22 (27%)
Character Zero - 21 (26%)
Backwards Down the Number Line - 20 (25%)
Stash - 20 (25%)
Suzy Greenberg - 20 (25%)
Free - 19 (23%)
Twist - 19 (23%)
David Bowie - 18 (22%)
Possum - 18 (22%)
Run Like an Antelope - 18 (22%)
Runaway Jim - 18 (22%)
Wolfman's Brother - 18 (22%)
46 Days - 17 (21%)
Back on the Train - 17 (21%)
Down with Disease - 17 (21%)
Golgi Apparatus - 17 (21%)
Halley's Comet - 17 (21%)
Sand - 17 (21%)
Light - 16 (20%)
Tube - 16 (20%)
You Enjoy Myself - 16 (20%)
Bathtub Gin - 15 (18%)
Julius - 15 (18%)
Maze - 15 (18%)
Piper - 15 (18%)
Simple - 15 (18%)
Slave to the Traffic Light - 15 (18%)
Also Sprach Zarathustra - 14 (17%)
Cavern - 14 (17%)
Fluffhead - 14 (17%)
Funky Bitch - 14 (17%)
Mike's Song - 14 (17%)
Weekapaug Groove - 14 (17%)
Bouncing Around the Room - 13 (16%)
The Moma Dance - 13 (16%)
Birds of a Feather - 12 (15%)
NICU - 12 (15%)
Prince Caspian - 12 (15%)
Reba - 12 (15%)
Sample in a Jar - 12 (15%)
Wilson - 12 (15%)
Axilla - 11 (13%)
Divided Sky - 11 (13%)
Farmhouse - 11 (13%)
First Tube - 11 (13%)
Ghost - 11 (13%)
Gotta Jibboo - 11 (13%)
Kill Devil Falls - 11 (13%)
Ocelot - 11 (13%)
Rift - 11 (13%)
The Squirming Coil - 11 (13%)
Theme From the Bottom - 11 (13%)
AC/DC Bag - 10 (12%)
Bug - 10 (12%)
Carini - 10 (12%)
It's Ice - 10 (12%)
Punch You in the Eye - 10 (12%)
Taste - 10 (12%)
Wading in the Velvet Sea - 10 (12%)
Alaska - 9 (11%)
Boogie On Reggae Woman - 9 (11%)
Cities - 9 (11%)
Gumbo - 9 (11%)
Heavy Things - 9 (11%)
Limb By Limb - 9 (11%)
Loving Cup - 9 (11%)
Sparkle - 9 (11%)
Stealing Time From the Faulty Plan - 9 (11%)
Foam - 8 (10%)
Joy - 8 (10%)
Lawn Boy - 8 (10%)
My Soul - 8 (10%)
Rock and Roll - 8 (10%)
Silent in the Morning - 8 (10%)
Split Open and Melt - 8 (10%)
The Horse - 8 (10%)
The Wedge - 8 (10%)
Timber (Jerry the Mule) - 8 (10%)
Blaze On - 7 (8%)
Good Times Bad Times - 7 (8%)
Guyute - 7 (8%)
I Am Hydrogen - 7 (8%)
Roggae - 7 (8%)
Sneakin' Sally Through the Alley - 7 (8%)
Twenty Years Later - 7 (8%)
Walls of the Cave - 7 (8%)
Crosseyed and Painless - 6 (7%)
Fuego - 6 (7%)
Golden Age - 6 (7%)
Guelah Papyrus - 6 (7%)
Horn - 6 (7%)
Meatstick - 6 (7%)
Roses Are Free - 6 (7%)
Show of Life - 6 (7%)
Steam - 6 (7%)
The Lizards - 6 (7%)
Train Song - 6 (7%)
Waves - 6 (7%)
What's the Use? - 6 (7%)
When the Circus Comes - 6 (7%)
A Day in the Life - 5 (6%)
Brian and Robert - 5 (6%)
Esther - 5 (6%)
Grind - 5 (6%)
Jam - 5 (6%)
My Friend, My Friend - 5 (6%)
Nellie Kane - 5 (6%)
No Men In No Man's Land - 5 (6%)
Party Time - 5 (6%)
Quinn the Eskimo (The Mighty Quinn) - 5 (6%)
The Oh Kee Pa Ceremony - 5 (6%)
Undermind - 5 (6%)
Waste - 5 (6%)
A Wave of Hope - 4 (5%)
Billy Breathes - 4 (5%)
Cars Trucks Buses - 4 (5%)
Drift While You're Sleeping - 4 (5%)
Driver - 4 (5%)
Drowned - 4 (5%)
Glide - 4 (5%)
Halfway to the Moon - 4 (5%)
Llama - 4 (5%)
Makisupa Policeman - 4 (5%)
My Sweet One - 4 (5%)
Poor Heart - 4 (5%)
Sleeping Monkey - 4 (5%)
The Howling - 4 (5%)
Walk Away - 4 (5%)
Water in the Sky - 4 (5%)
555 - 3 (3%)
A Song I Heard the Ocean Sing - 3 (3%)
Bold As Love - 3 (3%)
Buried Alive - 3 (3%)
Camel Walk - 3 (3%)
Dirt - 3 (3%)
Dog Faced Boy - 3 (3%)
Fee - 3 (3%)
Frankenstein - 3 (3%)
Martian Monster - 3 (3%)
Mound - 3 (3%)
Rocky Top - 3 (3%)
Say It To Me S.A.N.T.O.S. - 3 (3%)
Scent of a Mule - 3 (3%)
Scents and Subtle Sounds - 3 (3%)
Seven Below - 3 (3%)
Shade - 3 (3%)
Shine a Light - 3 (3%)
Sigma Oasis - 3 (3%)
Strange Design - 3 (3%)
Sugar Shack - 3 (3%)
The Curtain With - 3 (3%)
The Mango Song - 3 (3%)
The Sloth - 3 (3%)
Vultures - 3 (3%)
Wingsuit - 3 (3%)
Ya Mar - 3 (3%)
Yarmouth Road - 3 (3%)
Your Pet Cat - 3 (3%)
About to Run - 2 (2%)
Albuquerque - 2 (2%)
Army of One - 2 (2%)
Avenu Malkenu - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Big Black Furry Creature from Mars - 2 (2%)
Bittersweet Motel - 2 (2%)
Breath and Burning - 2 (2%)
Catapult - 2 (2%)
Contact - 2 (2%)
Corinna - 2 (2%)
Crowd Control - 2 (2%)
Destiny Unbound - 2 (2%)
Dinner and a Movie - 2 (2%)
Everything's Right - 2 (2%)
Fast Enough for You - 2 (2%)
Frankie Says - 2 (2%)
Ginseng Sullivan - 2 (2%)
Ha Ha Ha - 2 (2%)
Harpua - 2 (2%)
Hello My Baby - 2 (2%)
Hold Your Head Up - 2 (2%)
Home - 2 (2%)
Jennifer Dances - 2 (2%)
Leaves - 2 (2%)
Lengthwise - 2 (2%)
Lonely Trip - 2 (2%)
Manteca - 2 (2%)
Meat - 2 (2%)
Mercury - 2 (2%)
Mountains in the Mist - 2 (2%)
Oblivion - 2 (2%)
Pebbles and Marbles - 2 (2%)
Plasma - 2 (2%)
Ruby Waves - 2 (2%)
Saw It Again - 2 (2%)
Set Your Soul Free - 2 (2%)
Sing Monica - 2 (2%)
Tela - 2 (2%)
The Ballad of Curtis Loew - 2 (2%)
The Inlaw Josie Wales - 2 (2%)
The Line - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
The Old Home Place - 2 (2%)
The Star-Spangled Banner - 2 (2%)
Time Turns Elastic - 2 (2%)
Waiting All Night - 2 (2%)
Winterqueen - 2 (2%)
hey stranger - 2 (2%)
mercy - 2 (2%)
A Life Beyond The Dream - 1 (1%)
Access Me - 1 (1%)
Alumni Blues - 1 (1%)
Architect - 1 (1%)
Auld Lang Syne - 1 (1%)
Axilla (Part II) - 1 (1%)
Beauty of My Dreams - 1 (1%)
Brother - 1 (1%)
Buffalo Bill - 1 (1%)
Casual Enlightenment - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Daniel Saw the Stone - 1 (1%)
Death Don't Hurt Very Long - 1 (1%)
Devotion To a Dream - 1 (1%)
Dogs Stole Things - 1 (1%)
Emotional Rescue - 1 (1%)
Evolve - 1 (1%)
Fat Man in the Bathtub - 1 (1%)
Fikus - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Friday - 1 (1%)
Friend - 1 (1%)
Fuck Your Face - 1 (1%)
Halfway Home - 1 (1%)
Happy Birthday to You - 1 (1%)
Have Mercy - 1 (1%)
Heartbreaker - 1 (1%)
Highway to Hell - 1 (1%)
I Been Around - 1 (1%)
I Didn't Know - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
If I Could - 1 (1%)
If You Need a Fool - 1 (1%)
In The Good Old Summer Time - 1 (1%)
Izabella - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Lifeboy - 1 (1%)
Lonesome Cowboy Bill - 1 (1%)
Magilla - 1 (1%)
McGrupp and the Watchful Hosemasters - 1 (1%)
Mexican Cousin - 1 (1%)
Mind Left Body Jam - 1 (1%)
Misty Mountain Hop - 1 (1%)
More - 1 (1%)
Mull - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
NO2 - 1 (1%)
No Quarter - 1 (1%)
Nothing - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On My Knees - 1 (1%)
On Your Way Down - 1 (1%)
Passing Through - 1 (1%)
Peaches en Regalia - 1 (1%)
Ramble On - 1 (1%)
Ride Captain Ride - 1 (1%)
Rise/Come Together - 1 (1%)
Round Room - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Sexual Healing - 1 (1%)
Shafty - 1 (1%)
Sleep Again - 1 (1%)
Smoke on the Water Jam - 1 (1%)
Space Oddity - 1 (1%)
Stairway to Heaven - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Summer of '89 - 1 (1%)
Sweet Jane - 1 (1%)
Talk - 1 (1%)
Thank You - 1 (1%)
The Curtain - 1 (1%)
The Wind Cries Mary - 1 (1%)
Things People Do - 1 (1%)
Thunder Road - 1 (1%)
Thunderhead - 1 (1%)
Tweezer Reprise Jam - 1 (1%)
Uncle Pen - 1 (1%)
Waking Up Dead - 1 (1%)
When the Cactus is in Bloom - 1 (1%)
While My Guitar Gently Weeps - 1 (1%)
Whole Lotta Love - 1 (1%)
Windora Bug - 1 (1%)

First Set Openers

Punch You in the Eye - 5
AC/DC Bag - 4
Kill Devil Falls - 4
Carini - 3
Cars Trucks Buses - 3
First Tube - 3
Fluffhead - 3
Crowd Control - 2
Down with Disease - 2
Fee - 2
Free - 2
Julius - 2
My Soul - 2
Sand - 2
The Moma Dance - 2
The Sloth - 2
The Star-Spangled Banner - 2
The Wedge - 2
Wilson - 2
A Wave of Hope - 1
Back on the Train - 1
Blaze On - 1
Buried Alive - 1
Chalk Dust Torture - 1
Cities - 1
Daniel Saw the Stone - 1
Farmhouse - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Happy Birthday to You - 1
Harpua - 1
Heavy Things - 1
Limb By Limb - 1
Llama - 1
Mike's Song - 1
No Men In No Man's Land - 1
Run Like an Antelope - 1
Runaway Jim - 1
Sample in a Jar - 1
Scents and Subtle Sounds - 1
Simple - 1
Space Oddity - 1
Suzy Greenberg - 1
The Curtain With - 1
Theme From the Bottom - 1
Tube - 1
Tweezer Reprise - 1
Undermind - 1
Wolfman's Brother - 1
Your Pet Cat - 1

First Set Closers

Run Like an Antelope - 10
Character Zero - 6
Julius - 6
Walls of the Cave - 5
Bathtub Gin - 4
Split Open and Melt - 4
Blaze On - 3
Cavern - 3
David Bowie - 3
Ghost - 3
Possum - 3
Suzy Greenberg - 3
The Squirming Coil - 3
Chalk Dust Torture - 2
Drift While You're Sleeping - 2
Golgi Apparatus - 2
You Enjoy Myself - 2
46 Days - 1
Bittersweet Motel - 1
Bold As Love - 1
First Tube - 1
Fluffhead - 1
Jam - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Runaway Jim - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Sweet Jane - 1
The Lizards - 1
Time Turns Elastic - 1
Tweezer Reprise - 1
Twist - 1
Undermind - 1

Second Set Openers

Down with Disease - 7
Crosseyed and Painless - 5
Chalk Dust Torture - 4
Drowned - 3
Golden Age - 3
Halley's Comet - 3
Mike's Song - 3
Runaway Jim - 3
Sand - 3
Tweezer - 3
Axilla - 2
Backwards Down the Number Line - 2
Birds of a Feather - 2
Party Time - 2
Rock and Roll - 2
Twist - 2
Wilson - 2
AC/DC Bag - 1
Back on the Train - 1
Bouncing Around the Room - 1
Carini - 1
Cavern - 1
David Bowie - 1
First Tube - 1
Free - 1
Fuego - 1
Funky Bitch - 1
Ghost - 1
Golgi Apparatus - 1
Gotta Jibboo - 1
Jam - 1
Kill Devil Falls - 1
Lengthwise - 1
More - 1
My Soul - 1
Piper - 1
Punch You in the Eye - 1
Scents and Subtle Sounds - 1
Sigma Oasis - 1
The Howling - 1
Timber (Jerry the Mule) - 1
Tube - 1
Tweezer Reprise - 1
Wolfman's Brother - 1

Second Set Closers

You Enjoy Myself - 10
Character Zero - 8
Harry Hood - 7
David Bowie - 5
Run Like an Antelope - 5
Suzy Greenberg - 5
Weekapaug Groove - 5
Slave to the Traffic Light - 4
Blaze On - 2
Cavern - 2
Loving Cup - 2
Possum - 2
Say It To Me S.A.N.T.O.S. - 2
46 Days - 1
Bittersweet Motel - 1
Bug - 1
Drift While You're Sleeping - 1
Frankenstein - 1
Fuck Your Face - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Grind - 1
I Been Around - 1
In The Good Old Summer Time - 1
Llama - 1
Pebbles and Marbles - 1
Rock and Roll - 1
Scents and Subtle Sounds - 1
Show of Life - 1
Stealing Time From the Faulty Plan - 1
The Squirming Coil - 1
Walls of the Cave - 1

Third Set Openers

Cavern - 1
My Soul - 1

Third Set Closers

First Tube - 1
Fluffhead - 1

Encores

Tweezer Reprise - 22
Character Zero - 7
Loving Cup - 7
Good Times Bad Times - 6
A Day in the Life - 5
Suzy Greenberg - 5
The Squirming Coil - 5
Bug - 4
Grind - 4
Sleeping Monkey - 4
Golgi Apparatus - 3
Possum - 3
Show of Life - 3
Waste - 3
Alumni Blues - 2
Backwards Down the Number Line - 2
Bold As Love - 2
Boogie On Reggae Woman - 2
Driver - 2
First Tube - 2
Frankenstein - 2
Guyute - 2
Harry Hood - 2
Julius - 2
Rocky Top - 2
Shine a Light - 2
Slave to the Traffic Light - 2
The Inlaw Josie Wales - 2
46 Days - 1
A Life Beyond The Dream - 1
Bouncing Around the Room - 1
Carini - 1
Contact - 1
Drift While You're Sleeping - 1
Esther - 1
Fee - 1
Friday - 1
Gumbo - 1
Heavy Things - 1
Hello My Baby - 1
Lawn Boy - 1
Letter to Jimmy Page - 1
Lonely Trip - 1
Martian Monster - 1
Maze - 1
Meatstick - 1
Misty Mountain Hop - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Run Like an Antelope - 1
Sabotage - 1
Sample in a Jar - 1
Sanity - 1
Say It To Me S.A.N.T.O.S. - 1
The Howling - 1
The Lizards - 1
The Wind Cries Mary - 1
Tube - 1
Twenty Years Later - 1
Weekapaug Groove - 1
When the Circus Comes - 1
Wilson - 1
mercy - 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 24 song debuts
0.3 debuts per show.
The most frequently played song you have seen debuted is Backwards Down the Number Line (134 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

Bittersweet Motel - 2
The Inlaw Josie Wales - 2
Beauty of My Dreams - 1
Fikus - 1
Have Mercy - 1
I'm Blue, I'm Lonesome - 1
Icculus - 1
If You Need a Fool - 1
Magilla - 1
Misty Mountain Hop - 1

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

Backwards Down the Number Line - 20
46 Days - 17
Light - 16
Kill Devil Falls - 11
Ocelot - 11
Wading in the Velvet Sea - 10
Alaska - 9
Gumbo - 9
Stealing Time From the Faulty Plan - 9
Joy - 8

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:

Dirt - 3
Bittersweet Motel - 2
Frankie Says - 2
The Inlaw Josie Wales - 2
Beauty of My Dreams - 1
Buffalo Bill - 1
Fikus - 1
Friday - 1
Have Mercy - 1
I'm Blue, I'm Lonesome - 1

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

Backwards Down the Number Line - 20
Light - 16
Kill Devil Falls - 11
Ocelot - 11
Wading in the Velvet Sea - 10
Alaska - 9
Gumbo - 9
Stealing Time From the Faulty Plan - 9
Joy - 8
Silent in the Morning - 8

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