Shows by day of week

• Sunday- 17
• Monday- 6
• Tuesday- 4
• Wednesday- 5
• Thursday- 5
• Friday- 19
• Saturday- 18

Shows by month

• January -
• February -
• March -
• April - 2
• May -
• June -
• July - 18
• August - 19
• September - 30
• October - 3
• November -
• December - 2

Shows by year

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

Most Frequently Played Dates

• 9/1- 7
• 9/2- 7
• 8/31- 6
• 9/3- 6
• 9/4- 5
• 7/25- 3
• 7/26- 3
• 8/30- 3
• 7/19- 2
• 7/24- 2
• 8/29- 2
• 8/6- 2
• 9/5- 2
• 10/10- 1
• 10/11- 1
• 10/12- 1
• 12/30- 1
• 12/31- 1
• 4/20- 1
• 4/21- 1
• 7/17- 1

Shows by States

• CO - 50 (68%)
• TX - 8 (11%)
• WI - 3 (4%)
• NY - 2 (3%)
• CA - 2 (3%)
• IN - 2 (3%)
• FL - 2 (3%)
• AZ - 1 (1%)
• OK - 1 (1%)
• AR - 1 (1%)
• MO - 1 (1%)
• OH - 1 (1%)

Shows by Time Zone

• Mountain - 51 (69%)
• Central - 14 (19%)
• Eastern - 7 (9%)
• Pacific - 2 (3%)

Shows by Cities

• Commerce City, CO - 38 (51%)
• Morrison, CO - 7 (9%)
• Austin, TX - 4 (5%)
• East Troy, WI - 3 (4%)
• Broomfield, CO - 3 (4%)
• Big Cypress, FL - 2 (3%)
• Dallas, TX - 2 (3%)
• New York, NY - 2 (3%)
• The Woodlands, TX - 2 (3%)
• Noblesville, IN - 2 (3%)
• Telluride, CO - 2 (3%)
• Oklahoma City, OK - 1 (1%)
• Ventura, CA - 1 (1%)
• Columbus, OH - 1 (1%)
• Phoenix, AZ - 1 (1%)
• Rogers, AR - 1 (1%)
• Maryland Heights, MO - 1 (1%)
• Mountain View, CA - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 38 (51%)
• Red Rocks Amphitheatre - 7 (9%)
• South Park Meadows - 3 (4%)
• 1stBank Center - 3 (4%)
• Alpine Valley Music Theatre - 3 (4%)
• Cynthia Woods Mitchell Pavilion - 2 (3%)
• Ruoff Music Center - 2 (3%)
• Starplex Amphitheatre - 2 (3%)
• Madison Square Garden - 2 (3%)
• Big Cypress Seminole Indian Reservation - 2 (3%)
• Telluride Town Park - 2 (3%)
• University of Texas - 1 (1%)
• Shoreline Amphitheatre - 1 (1%)
• Walmart Arkansas Music Pavilion - 1 (1%)
• Riverport Amphitheater - 1 (1%)
• Polaris Amphitheater - 1 (1%)
• Oklahoma City Zoo Amphitheatre - 1 (1%)
• Cricket Pavilion - 1 (1%)
• Ventura County Fairgrounds - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 22 (30%)
• After hiatus - 52 (70%)

309 different songs have been played (31% of songs Phish have played).
The average number of songs per show is 20.3.
The average amount of times each song was played is 4.78.
There were 105 onetimers
1504 total songs have been played in the selected shows.

There were 3 one set shows
There were 70 two set shows
There were 1 three set shows
11 songs were in a four show rotation.
19 songs were in a five show rotation.

Total Times Played

Down with Disease - 23 (31%)
Chalk Dust Torture - 22 (29%)
Wolfman's Brother - 22 (29%)
Ghost - 21 (28%)
Harry Hood - 21 (28%)
Piper - 20 (27%)
The Moma Dance - 20 (27%)
Character Zero - 19 (25%)
Run Like an Antelope - 19 (25%)
Tweezer - 19 (25%)
Tweezer Reprise - 19 (25%)
Slave to the Traffic Light - 18 (24%)
Bathtub Gin - 17 (22%)
Free - 17 (22%)
Also Sprach Zarathustra - 15 (20%)
David Bowie - 15 (20%)
Possum - 15 (20%)
Stash - 15 (20%)
Twist - 15 (20%)
46 Days - 14 (18%)
Back on the Train - 14 (18%)
Sand - 14 (18%)
Tube - 14 (18%)
Weekapaug Groove - 14 (18%)
Cavern - 13 (17%)
Light - 13 (17%)
Limb By Limb - 13 (17%)
Mike's Song - 13 (17%)
The Wedge - 13 (17%)
Bouncing Around the Room - 12 (16%)
Carini - 12 (16%)
Runaway Jim - 12 (16%)
Simple - 12 (16%)
Suzy Greenberg - 12 (16%)
Theme From the Bottom - 12 (16%)
You Enjoy Myself - 12 (16%)
Funky Bitch - 11 (14%)
Julius - 11 (14%)
Prince Caspian - 11 (14%)
Split Open and Melt - 11 (14%)
Ya Mar - 11 (14%)
Fuego - 10 (13%)
Halley's Comet - 10 (13%)
Loving Cup - 10 (13%)
NICU - 10 (13%)
Reba - 10 (13%)
Roggae - 10 (13%)
Silent in the Morning - 10 (13%)
Stealing Time From the Faulty Plan - 10 (13%)
AC/DC Bag - 9 (12%)
Backwards Down the Number Line - 9 (12%)
Birds of a Feather - 9 (12%)
Blaze On - 9 (12%)
Divided Sky - 9 (12%)
First Tube - 9 (12%)
Maze - 9 (12%)
Ocelot - 9 (12%)
Rift - 9 (12%)
Fluffhead - 8 (10%)
Guyute - 8 (10%)
Horn - 8 (10%)
Meatstick - 8 (10%)
Punch You in the Eye - 8 (10%)
Rock and Roll - 8 (10%)
Sample in a Jar - 8 (10%)
Steam - 8 (10%)
The Horse - 8 (10%)
Wilson - 8 (10%)
Boogie On Reggae Woman - 7 (9%)
Gumbo - 7 (9%)
Heavy Things - 7 (9%)
Kill Devil Falls - 7 (9%)
Lawn Boy - 7 (9%)
No Men In No Man's Land - 7 (9%)
Poor Heart - 7 (9%)
Sleeping Monkey - 7 (9%)
The Squirming Coil - 7 (9%)
Undermind - 7 (9%)
Beauty of My Dreams - 6 (8%)
Bug - 6 (8%)
Crosseyed and Painless - 6 (8%)
Everything's Right - 6 (8%)
Farmhouse - 6 (8%)
Golden Age - 6 (8%)
Golgi Apparatus - 6 (8%)
Halfway to the Moon - 6 (8%)
Mercury - 6 (8%)
Roses Are Free - 6 (8%)
Sparkle - 6 (8%)
Taste - 6 (8%)
Wading in the Velvet Sea - 6 (8%)
Walls of the Cave - 6 (8%)
Waste - 6 (8%)
What's the Use? - 6 (8%)
555 - 5 (6%)
A Song I Heard the Ocean Sing - 5 (6%)
Axilla - 5 (6%)
Drift While You're Sleeping - 5 (6%)
Fee - 5 (6%)
Gotta Jibboo - 5 (6%)
Hold Your Head Up - 5 (6%)
I Am Hydrogen - 5 (6%)
Llama - 5 (6%)
Makisupa Policeman - 5 (6%)
More - 5 (6%)
Mountains in the Mist - 5 (6%)
My Soul - 5 (6%)
Say It To Me S.A.N.T.O.S. - 5 (6%)
Scent of a Mule - 5 (6%)
Set Your Soul Free - 5 (6%)
Seven Below - 5 (6%)
Strange Design - 5 (6%)
The Lizards - 5 (6%)
The Mango Song - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Water in the Sky - 5 (6%)
A Day in the Life - 4 (5%)
Alaska - 4 (5%)
Catapult - 4 (5%)
Esther - 4 (5%)
Joy - 4 (5%)
Meat - 4 (5%)
My Friend, My Friend - 4 (5%)
Party Time - 4 (5%)
Rocky Top - 4 (5%)
Sigma Oasis - 4 (5%)
When the Circus Comes - 4 (5%)
Wingsuit - 4 (5%)
Yarmouth Road - 4 (5%)
A Life Beyond The Dream - 3 (4%)
Billy Breathes - 3 (4%)
Bittersweet Motel - 3 (4%)
Bold As Love - 3 (4%)
Camel Walk - 3 (4%)
Cars Trucks Buses - 3 (4%)
Dirt - 3 (4%)
Drowned - 3 (4%)
Foam - 3 (4%)
Frankenstein - 3 (4%)
Good Times Bad Times - 3 (4%)
I Didn't Know - 3 (4%)
If I Could - 3 (4%)
It's Ice - 3 (4%)
Jam - 3 (4%)
Martian Monster - 3 (4%)
Mound - 3 (4%)
No Quarter - 3 (4%)
Plasma - 3 (4%)
Rise/Come Together - 3 (4%)
Ruby Waves - 3 (4%)
Saw It Again - 3 (4%)
Scents and Subtle Sounds - 3 (4%)
Shine a Light - 3 (4%)
Sneakin' Sally Through the Alley - 3 (4%)
The Howling - 3 (4%)
The Sloth - 3 (4%)
Winterqueen - 3 (4%)
Wombat - 3 (4%)
A Wave of Hope - 2 (2%)
About to Run - 2 (2%)
After Midnight - 2 (2%)
Albuquerque - 2 (2%)
Alumni Blues - 2 (2%)
Avenu Malkenu - 2 (2%)
Beneath a Sea of Stars Part 1 - 2 (2%)
Breath and Burning - 2 (2%)
Brian and Robert - 2 (2%)
Crazy Sometimes - 2 (2%)
Don't Doubt Me - 2 (2%)
Driver - 2 (2%)
Fast Enough for You - 2 (2%)
Frankie Says - 2 (2%)
Guelah Papyrus - 2 (2%)
Ha Ha Ha - 2 (2%)
Icculus - 2 (2%)
Johnny B. Goode - 2 (2%)
Leaves - 2 (2%)
Light Up Or Leave Me Alone - 2 (2%)
McGrupp and the Watchful Hosemasters - 2 (2%)
Most Events Aren't Planned - 2 (2%)
Nellie Kane - 2 (2%)
On Your Way Down - 2 (2%)
Pebbles and Marbles - 2 (2%)
Purple Rain - 2 (2%)
Shade - 2 (2%)
Show of Life - 2 (2%)
Sleep - 2 (2%)
Sugar Shack - 2 (2%)
Summer of '89 - 2 (2%)
Sweet Adeline - 2 (2%)
The Curtain - 2 (2%)
The Curtain With - 2 (2%)
The Inlaw Josie Wales - 2 (2%)
The Line - 2 (2%)
The Man Who Stepped Into Yesterday - 2 (2%)
Time Turns Elastic - 2 (2%)
Train Song - 2 (2%)
Turtle in the Clouds - 2 (2%)
Twenty Years Later - 2 (2%)
Uncle Pen - 2 (2%)
Vultures - 2 (2%)
Waiting All Night - 2 (2%)
Walk Away - 2 (2%)
We Are Come to Outlive Our Brains - 2 (2%)
Access Me - 1 (1%)
All of These Dreams - 1 (1%)
Amazing Grace - 1 (1%)
Ass Handed - 1 (1%)
Auld Lang Syne - 1 (1%)
Axilla (Part II) - 1 (1%)
Back at the Chicken Shack - 1 (1%)
Big Alligator - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bike - 1 (1%)
Bliss - 1 (1%)
Blister in the Sun Jam - 1 (1%)
Buffalo Bill - 1 (1%)
Buried Alive - 1 (1%)
Can't Always Listen - 1 (1%)
Che Hun Ta Mo - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Come Together - 1 (1%)
Cool It Down - 1 (1%)
Corinna - 1 (1%)
Destiny Unbound - 1 (1%)
Devotion To a Dream - 1 (1%)
Dinner and a Movie - 1 (1%)
Discern - 1 (1%)
Dogs Stole Things - 1 (1%)
Doin' My Time - 1 (1%)
Drums - 1 (1%)
Dust in the Wind - 1 (1%)
Easy To Slip - 1 (1%)
Emotional Rescue - 1 (1%)
Ether Edge - 1 (1%)
Evolve - 1 (1%)
Fire - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Fuck Your Face - 1 (1%)
Glide - 1 (1%)
Grind - 1 (1%)
Guy Forget - 1 (1%)
Gypsy Queen - 1 (1%)
Happy Birthday to You - 1 (1%)
Harpua - 1 (1%)
Heavy Rotation - 1 (1%)
Hello My Baby - 1 (1%)
Hold to a Dream - 1 (1%)
Home - 1 (1%)
I Never Needed You Like This Before - 1 (1%)
Izabella - 1 (1%)
Jesus Just Left Chicago - 1 (1%)
Keeping It Real - 1 (1%)
Keyboard Army - 1 (1%)
La Grange - 1 (1%)
Legalize It - 1 (1%)
Let Me Lie - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Life on Mars? - 1 (1%)
Lonely Trip - 1 (1%)
Love You - 1 (1%)
Mellow Mood - 1 (1%)
Miss You - 1 (1%)
Misty Mountain Hop - 1 (1%)
Moonage Daydream - 1 (1%)
My Left Toe - 1 (1%)
My Problem Right There - 1 (1%)
My Sweet One - 1 (1%)
NO2 - 1 (1%)
Ninety-Nine Years (and One Dark Day) - 1 (1%)
Oblivion - 1 (1%)
Oh! Sweet Nuthin' - 1 (1%)
On the Road Again - 1 (1%)
Once in a Lifetime - 1 (1%)
Over the Rainbow - 1 (1%)
Peaches en Regalia - 1 (1%)
Quadrophonic Toppling - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Ride Captain Ride - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Say Something - 1 (1%)
Sea and Sand - 1 (1%)
Secret Smile - 1 (1%)
Sexual Healing - 1 (1%)
She Caught the Katy and Left Me a Mule to Ride - 1 (1%)
Sightless Escape - 1 (1%)
Soul Planet - 1 (1%)
Soul Shakedown Party - 1 (1%)
Sparks - 1 (1%)
Stray Dog - 1 (1%)
Susskind Hotel - 1 (1%)
Sweet Virginia - 1 (1%)
Talk - 1 (1%)
The Birdwatcher - 1 (1%)
The Final Hurrah - 1 (1%)
The Happy Whip and Dung Song - 1 (1%)
The Landlady - 1 (1%)
The Oh Kee Pa Ceremony - 1 (1%)
The Way It Goes - 1 (1%)
Theme from Star Trek - 1 (1%)
Thunderhead - 1 (1%)
Two Versions of Me - 1 (1%)
United We Stand - 1 (1%)
What Things Seem - 1 (1%)
Whipping Post - 1 (1%)
Woodstock - 1 (1%)
You Better Believe It Baby - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

The Moma Dance - 5
First Tube - 4
Carini - 3
Runaway Jim - 3
AC/DC Bag - 2
Chalk Dust Torture - 2
Free - 2
Ghost - 2
Punch You in the Eye - 2
Sample in a Jar - 2
Sand - 2
Tube - 2
46 Days - 1
A Song I Heard the Ocean Sing - 1
Alumni Blues - 1
Axilla - 1
Bathtub Gin - 1
Beauty of My Dreams - 1
Birds of a Feather - 1
Blaze On - 1
Buffalo Bill - 1
Buried Alive - 1
Can't Always Listen - 1
Cars Trucks Buses - 1
Divided Sky - 1
Down with Disease - 1
Farmhouse - 1
Fluffhead - 1
Guyute - 1
I Never Needed You Like This Before - 1
Kill Devil Falls - 1
Limb By Limb - 1
Llama - 1
Makisupa Policeman - 1
Maze - 1
Meat - 1
NICU - 1
No Men In No Man's Land - 1
Possum - 1
Roses Are Free - 1
Run Like an Antelope - 1
Sigma Oasis - 1
Simple - 1
Slave to the Traffic Light - 1
Soul Planet - 1
Stealing Time From the Faulty Plan - 1
Stray Dog - 1
Suzy Greenberg - 1
The Curtain With - 1
The Landlady - 1
The Squirming Coil - 1
Water in the Sky - 1
Wilson - 1
Wolfman's Brother - 1
Ya Mar - 1

First Set Closers

Run Like an Antelope - 9
Character Zero - 5
Bathtub Gin - 4
David Bowie - 4
Possum - 4
Blaze On - 3
Cavern - 3
Julius - 3
Loving Cup - 3
46 Days - 2
Chalk Dust Torture - 2
Drift While You're Sleeping - 2
Ghost - 2
More - 2
Split Open and Melt - 2
The Squirming Coil - 2
You Enjoy Myself - 2
AC/DC Bag - 1
After Midnight - 1
Bug - 1
Carini - 1
Doin' My Time - 1
Easy To Slip - 1
First Tube - 1
Fluffhead - 1
Frankenstein - 1
Golgi Apparatus - 1
Good Times Bad Times - 1
Izabella - 1
Rock and Roll - 1
Stash - 1
Stealing Time From the Faulty Plan - 1
Suzy Greenberg - 1
Undermind - 1
Walls of the Cave - 1
Wilson - 1
Wolfman's Brother - 1

Second Set Openers

Down with Disease - 6
Chalk Dust Torture - 4
Mike's Song - 4
Sand - 4
Set Your Soul Free - 4
Everything's Right - 3
Runaway Jim - 3
Wolfman's Brother - 3
46 Days - 2
AC/DC Bag - 2
Carini - 2
Drowned - 2
Golden Age - 2
No Men In No Man's Land - 2
Piper - 2
Rock and Roll - 2
Wilson - 2
A Song I Heard the Ocean Sing - 1
Also Sprach Zarathustra - 1
Birds of a Feather - 1
Crosseyed and Painless - 1
Fuego - 1
Ghost - 1
La Grange - 1
Llama - 1
Meatstick - 1
NICU - 1
Party Time - 1
Peaches en Regalia - 1
Possum - 1
Punch You in the Eye - 1
Rise/Come Together - 1
Run Like an Antelope - 1
Say It To Me S.A.N.T.O.S. - 1
Sightless Escape - 1
Sigma Oasis - 1
The Curtain - 1
Timber (Jerry the Mule) - 1
Tweezer - 1

Second Set Closers

Slave to the Traffic Light - 9
Harry Hood - 6
Character Zero - 4
Run Like an Antelope - 4
Suzy Greenberg - 4
You Enjoy Myself - 4
Split Open and Melt - 3
Weekapaug Groove - 3
A Day in the Life - 2
Backwards Down the Number Line - 2
Chalk Dust Torture - 2
First Tube - 2
Julius - 2
Piper - 2
Walls of the Cave - 2
Bold As Love - 1
Cavern - 1
David Bowie - 1
Down with Disease - 1
Drift While You're Sleeping - 1
Fire - 1
Fuck Your Face - 1
Funky Bitch - 1
Good Times Bad Times - 1
Hello My Baby - 1
Johnny B. Goode - 1
Light - 1
Loving Cup - 1
Meatstick - 1
Misty Mountain Hop - 1
Rock and Roll - 1
Sample in a Jar - 1
Shine a Light - 1
Sweet Adeline - 1
Tweezer Reprise - 1

Third Set Openers

Chalk Dust Torture - 1

Third Set Closers

Weekapaug Groove - 1

Encores

Tweezer Reprise - 18
Character Zero - 8
Loving Cup - 6
Sleeping Monkey - 6
Harry Hood - 4
Say It To Me S.A.N.T.O.S. - 4
Silent in the Morning - 4
The Horse - 4
Bouncing Around the Room - 3
Cavern - 3
First Tube - 3
Hold Your Head Up - 3
Julius - 3
Meatstick - 3
Rocky Top - 3
Slave to the Traffic Light - 3
A Life Beyond The Dream - 2
Boogie On Reggae Woman - 2
Golgi Apparatus - 2
More - 2
Run Like an Antelope - 2
Theme From the Bottom - 2
Waste - 2
A Day in the Life - 1
After Midnight - 1
Alumni Blues - 1
Backwards Down the Number Line - 1
Bike - 1
Bittersweet Motel - 1
Bold As Love - 1
Brian and Robert - 1
Bug - 1
Camel Walk - 1
Chalk Dust Torture - 1
Divided Sky - 1
Don't Doubt Me - 1
Evolve - 1
Fee - 1
Fluffhead - 1
Glide - 1
Good Times Bad Times - 1
Grind - 1
Gumbo - 1
Halley's Comet - 1
Harpua - 1
Icculus - 1
Johnny B. Goode - 1
Keyboard Army - 1
Martian Monster - 1
NO2 - 1
Oh! Sweet Nuthin' - 1
On the Road Again - 1
Once in a Lifetime - 1
Pebbles and Marbles - 1
Possum - 1
Punch You in the Eye - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Sabotage - 1
Sexual Healing - 1
Shine a Light - 1
Show of Life - 1
Split Open and Melt - 1
Suzy Greenberg - 1
The Lizards - 1
The Mango Song - 1
The Squirming Coil - 1
Theme from Star Trek - 1
United We Stand - 1
Wading in the Velvet Sea - 1
Walls of the Cave - 1
Wilson - 1
Woodstock - 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 1996

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 27 song debuts
0.36 debuts per show.
The most frequently played song you have seen debuted is Bittersweet Motel (19 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 - 6
Bittersweet Motel - 3
Jam - 3
Albuquerque - 2
Frankie Says - 2
Johnny B. Goode - 2
Purple Rain - 2
Sleep - 2
The Curtain - 2
The Inlaw Josie Wales - 2

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

46 Days - 14
Light - 13
Carini - 12
Fuego - 10
Stealing Time From the Faulty Plan - 10
Backwards Down the Number Line - 9
Blaze On - 9
Ocelot - 9
Steam - 8
Kill Devil Falls - 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 - 6
Rocky Top - 4
Bittersweet Motel - 3
Jam - 3
Albuquerque - 2
Driver - 2
Frankie Says - 2
Johnny B. Goode - 2
Purple Rain - 2
Sleep - 2

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

46 Days - 14
Light - 13
Carini - 12
Fuego - 10
Stealing Time From the Faulty Plan - 10
Backwards Down the Number Line - 9
Blaze On - 9
Ocelot - 9
Steam - 8
Kill Devil Falls - 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