Shows by day of week

• Sunday- 13
• Monday- 1
• Tuesday- 7
• Wednesday- 9
• Thursday- 9
• Friday- 19
• Saturday- 17

Shows by month

• January -
• February - 8
• March -
• April - 13
• May -
• June -
• July - 13
• August - 13
• September - 15
• October - 10
• November - 3
• December -

Shows by year

• 1995- 1
• 1996- 5
• 1997- 5
• 1998- 0
• 1999- 3
• 2000- 0
• 2001- 0
• 2002- 0
• 2003- 0
• 2004- 0
• 2009- 0
• 2010- 0
• 2011- 0
• 2012- 0
• 2013- 0
• 2014- 1
• 2015- 3
• 2016- 0
• 2017- 0
• 2018- 5
• 2019- 0
• 2020- 0
• 2021- 13
• 2022- 4
• 2023- 19
• 2024- 16
• 2025- 0

Most Frequently Played Dates

• 9/1- 4
• 8/31- 3
• 9/3- 3
• 10/17- 2
• 2/23- 2
• 2/24- 2
• 4/18- 2
• 4/19- 2
• 4/21- 2
• 7/21- 2
• 7/22- 2
• 8/29- 2
• 9/2- 2
• 9/4- 2
• 10/15- 1
• 10/16- 1
• 10/19- 1
• 10/20- 1
• 10/25- 1
• 10/6- 1
• 10/7- 1

Shows by States

• CO - 16 (21%)
• CA - 14 (19%)
• WA - 10 (13%)
• Mexico - 8 (11%)
• NV - 6 (8%)
• OR - 6 (8%)
• DE - 4 (5%)
• TN - 3 (4%)
• TX - 2 (3%)
• MN - 2 (3%)
• AZ - 1 (1%)
• NE - 1 (1%)
• LA - 1 (1%)
• IA - 1 (1%)

Shows by Time Zone

• Pacific - 36 (48%)
• Mountain - 17 (23%)
• Eastern - 12 (16%)
• Central - 10 (13%)

Shows by Cities

• Commerce City, CO - 15 (20%)
• George, WA - 8 (11%)
• Quintana Roo, Mexico - 8 (11%)
• Las Vegas, NV - 4 (5%)
• Mountain View, CA - 4 (5%)
• Dover, DE - 4 (5%)
• Eugene, OR - 3 (4%)
• Hollywood, CA - 3 (4%)
• Nashville, TN - 3 (4%)
• Berkeley, CA - 3 (4%)
• Seattle, WA - 2 (3%)
• Bend, OR - 2 (3%)
• San Francisco, CA - 2 (3%)
• Stateline, NV - 2 (3%)
• Portland, OR - 1 (1%)
• Austin, TX - 1 (1%)
• Omaha, NE - 1 (1%)
• Ventura, CA - 1 (1%)
• New Orleans, LA - 1 (1%)
• Phoenix, AZ - 1 (1%)
• Dallas, TX - 1 (1%)
• Ames, IA - 1 (1%)
• Sacramento, CA - 1 (1%)
• Minneapolis, MN - 1 (1%)
• St. Paul, MN - 1 (1%)
• Morrison, CO - 1 (1%)

Shows by Venues

• Dick's Sporting Goods Park - 15 (20%)
• Cancun - 8 (11%)
• Gorge Amphitheatre - 8 (11%)
• Shoreline Amphitheatre - 4 (5%)
• Sphere - 4 (5%)
• The Woodlands - 4 (5%)
• Bridgestone Arena - 3 (4%)
• Hollywood Bowl - 3 (4%)
• Matthew Knight Arena - 3 (4%)
• Berkeley - 3 (4%)
• Chase Center - 2 (3%)
• Les Schwab Amphitheater - 2 (3%)
• Lake Tahoe Outdoor Arena at Harveys - 2 (3%)
• Key Arena - 2 (3%)
• St. Paul Civic Center - 1 (1%)
• New Orleans Fairgrounds - 1 (1%)
• Starplex Amphitheatre - 1 (1%)
• Civic Auditorium - 1 (1%)
• Target Center - 1 (1%)
• Hilton Coliseum - 1 (1%)
• Red Rocks Amphitheatre - 1 (1%)
• Golden 1 Center - 1 (1%)
• South Park Meadows - 1 (1%)
• Portland Meadows - 1 (1%)
• Cricket Pavilion - 1 (1%)
• Ventura County Fairgrounds - 1 (1%)

Hiatus Show Breakdown

• Before hiatus - 14 (19%)
• After hiatus - 61 (81%)

284 different songs have been played (28% of songs Phish have played).
The average number of songs per show is 17.8.
The average amount of times each song was played is 4.65.
There were 86 onetimers
1338 total songs have been played in the selected shows.

There were 6 one set shows
There were 68 two set shows
There were 1 three set shows
3 songs were in a four show rotation.
13 songs were in a five show rotation.

Total Times Played

Harry Hood - 21 (28%)
Free - 20 (26%)
Wolfman's Brother - 19 (25%)
Ghost - 18 (24%)
Chalk Dust Torture - 17 (22%)
Stash - 17 (22%)
Bathtub Gin - 16 (21%)
Character Zero - 16 (21%)
The Moma Dance - 16 (21%)
Back on the Train - 15 (20%)
Blaze On - 15 (20%)
Sand - 15 (20%)
Theme From the Bottom - 15 (20%)
Also Sprach Zarathustra - 14 (18%)
Down with Disease - 14 (18%)
Tube - 14 (18%)
Twist - 14 (18%)
You Enjoy Myself - 14 (18%)
Carini - 13 (17%)
Everything's Right - 13 (17%)
Maze - 13 (17%)
Possum - 13 (17%)
46 Days - 12 (16%)
First Tube - 12 (16%)
Prince Caspian - 12 (16%)
Sigma Oasis - 12 (16%)
Slave to the Traffic Light - 12 (16%)
Ya Mar - 12 (16%)
Bouncing Around the Room - 11 (14%)
David Bowie - 11 (14%)
Reba - 11 (14%)
Ruby Waves - 11 (14%)
Split Open and Melt - 11 (14%)
A Wave of Hope - 10 (13%)
Light - 10 (13%)
No Men In No Man's Land - 10 (13%)
Piper - 10 (13%)
Run Like an Antelope - 10 (13%)
Runaway Jim - 10 (13%)
Say It To Me S.A.N.T.O.S. - 10 (13%)
Simple - 10 (13%)
Tweezer - 10 (13%)
Tweezer Reprise - 10 (13%)
AC/DC Bag - 9 (12%)
Cavern - 9 (12%)
Divided Sky - 9 (12%)
Fuego - 9 (12%)
Mike's Song - 9 (12%)
Sample in a Jar - 9 (12%)
Set Your Soul Free - 9 (12%)
Weekapaug Groove - 9 (12%)
Bug - 8 (10%)
Farmhouse - 8 (10%)
Fluffhead - 8 (10%)
Golden Age - 8 (10%)
Rift - 8 (10%)
Roggae - 8 (10%)
Steam - 8 (10%)
Taste - 8 (10%)
The Wedge - 8 (10%)
555 - 7 (9%)
Axilla (Part II) - 7 (9%)
Evolve - 7 (9%)
Golgi Apparatus - 7 (9%)
Kill Devil Falls - 7 (9%)
Lonely Trip - 7 (9%)
My Friend, My Friend - 7 (9%)
Sparkle - 7 (9%)
Suzy Greenberg - 7 (9%)
Undermind - 7 (9%)
What's the Use? - 7 (9%)
A Life Beyond The Dream - 6 (8%)
Backwards Down the Number Line - 6 (8%)
Beneath a Sea of Stars Part 1 - 6 (8%)
Birds of a Feather - 6 (8%)
Cars Trucks Buses - 6 (8%)
Crosseyed and Painless - 6 (8%)
Gotta Jibboo - 6 (8%)
Halley's Comet - 6 (8%)
Julius - 6 (8%)
More - 6 (8%)
My Soul - 6 (8%)
Oblivion - 6 (8%)
Plasma - 6 (8%)
Poor Heart - 6 (8%)
Shade - 6 (8%)
The Howling - 6 (8%)
The Squirming Coil - 6 (8%)
A Song I Heard the Ocean Sing - 5 (6%)
About to Run - 5 (6%)
Cities - 5 (6%)
Dirt - 5 (6%)
Drift While You're Sleeping - 5 (6%)
Ether Edge - 5 (6%)
Fee - 5 (6%)
Gumbo - 5 (6%)
Halfway to the Moon - 5 (6%)
Lawn Boy - 5 (6%)
Leaves - 5 (6%)
Loving Cup - 5 (6%)
Mercury - 5 (6%)
Mountains in the Mist - 5 (6%)
Mull - 5 (6%)
Ocelot - 5 (6%)
Saw It Again - 5 (6%)
Timber (Jerry the Mule) - 5 (6%)
Wading in the Velvet Sea - 5 (6%)
Waste - 5 (6%)
When the Circus Comes - 5 (6%)
Wilson - 5 (6%)
Beauty of My Dreams - 4 (5%)
Billy Breathes - 4 (5%)
Boogie On Reggae Woman - 4 (5%)
Funky Bitch - 4 (5%)
Heavy Things - 4 (5%)
Hey Stranger - 4 (5%)
I Am Hydrogen - 4 (5%)
Life Saving Gun - 4 (5%)
Limb By Limb - 4 (5%)
Llama - 4 (5%)
Party Time - 4 (5%)
Punch You in the Eye - 4 (5%)
Scent of a Mule - 4 (5%)
Scents and Subtle Sounds - 4 (5%)
Walls of the Cave - 4 (5%)
A Day in the Life - 3 (4%)
Axilla - 3 (4%)
Destiny Unbound - 3 (4%)
Dogs Stole Things - 3 (4%)
Don't Doubt Me - 3 (4%)
Esther - 3 (4%)
Horn - 3 (4%)
I Always Wanted It This Way - 3 (4%)
I Never Needed You Like This Before - 3 (4%)
Izabella - 3 (4%)
Joy - 3 (4%)
Martian Monster - 3 (4%)
McGrupp and the Watchful Hosemasters - 3 (4%)
Meat - 3 (4%)
Meatstick - 3 (4%)
Miss You - 3 (4%)
Most Events Aren't Planned - 3 (4%)
Mr. Completely - 3 (4%)
Pillow Jets - 3 (4%)
Soul Planet - 3 (4%)
Steep - 3 (4%)
Strange Design - 3 (4%)
Swept Away - 3 (4%)
The Mango Song - 3 (4%)
Vultures - 3 (4%)
Waves - 3 (4%)
Wingsuit - 3 (4%)
Winterqueen - 3 (4%)
Alaska - 2 (2%)
All of These Dreams - 2 (2%)
Beauty of a Broken Heart - 2 (2%)
Brian and Robert - 2 (2%)
Catapult - 2 (2%)
Cinnamon Girl - 2 (2%)
Cool It Down - 2 (2%)
Dinner and a Movie - 2 (2%)
Fire - 2 (2%)
Frankie Says - 2 (2%)
Glide - 2 (2%)
Good Times Bad Times - 2 (2%)
Guyute - 2 (2%)
Heavy Rotation - 2 (2%)
Hello My Baby - 2 (2%)
How Many People Are You - 2 (2%)
If I Could - 2 (2%)
It's Ice - 2 (2%)
Johnny B. Goode - 2 (2%)
Life on Mars? - 2 (2%)
Lifeboy - 2 (2%)
Makisupa Policeman - 2 (2%)
Mercy - 2 (2%)
Moonage Daydream - 2 (2%)
NICU - 2 (2%)
No Quarter - 2 (2%)
Olivia's Pool - 2 (2%)
Pebbles and Marbles - 2 (2%)
Rise/Come Together - 2 (2%)
Rock and Roll - 2 (2%)
Rocky Top - 2 (2%)
Seven Below - 2 (2%)
Shine a Light - 2 (2%)
Tela - 2 (2%)
The Curtain With - 2 (2%)
The Final Hurrah - 2 (2%)
The Lizards - 2 (2%)
Torn and Frayed - 2 (2%)
Train Song - 2 (2%)
Uncle Pen - 2 (2%)
Waiting All Night - 2 (2%)
Water in the Sky - 2 (2%)
Weigh - 2 (2%)
What's Going Through Your Mind - 2 (2%)
Yarmouth Road - 2 (2%)
All Things Reconsidered - 1 (1%)
Alumni Blues - 1 (1%)
Amazing Grace - 1 (1%)
And So To Bed - 1 (1%)
Army of One - 1 (1%)
Ass Handed - 1 (1%)
Avenu Malkenu - 1 (1%)
Big Black Furry Creature from Mars - 1 (1%)
Bittersweet Motel - 1 (1%)
Bliss - 1 (1%)
Blister in the Sun Jam - 1 (1%)
Bold As Love - 1 (1%)
Breathe Jam - 1 (1%)
Brother - 1 (1%)
Buried Alive - 1 (1%)
Camel Walk - 1 (1%)
Casual Enlightenment - 1 (1%)
Chalk Dust Torture Reprise - 1 (1%)
Colonel Forbin's Ascent - 1 (1%)
Contact - 1 (1%)
Cool Amber and Mercury - 1 (1%)
Corinna - 1 (1%)
Crossroads - 1 (1%)
Demand - 1 (1%)
Devotion To a Dream - 1 (1%)
Dog Log - 1 (1%)
Driver - 1 (1%)
Drums - 1 (1%)
End of Session - 1 (1%)
Energy - 1 (1%)
Fast Enough for You - 1 (1%)
Fly Famous Mockingbird - 1 (1%)
Foam - 1 (1%)
Frankenstein - 1 (1%)
Ginseng Sullivan - 1 (1%)
Guelah Papyrus - 1 (1%)
Ha Ha Ha - 1 (1%)
Hold Your Head Up - 1 (1%)
I Been Around - 1 (1%)
I Never Left Home - 1 (1%)
I'm Blue, I'm Lonesome - 1 (1%)
Icculus - 1 (1%)
Infinite - 1 (1%)
Jam - 1 (1%)
Kung - 1 (1%)
La Grange - 1 (1%)
Letter to Jimmy Page - 1 (1%)
Monsters - 1 (1%)
Mound - 1 (1%)
Mozambique - 1 (1%)
My Long Journey Home - 1 (1%)
My Mind's Got a Mind of its Own - 1 (1%)
My Sweet One - 1 (1%)
Passing Through - 1 (1%)
Peaches en Regalia - 1 (1%)
Purple Rain - 1 (1%)
Quinn the Eskimo (The Mighty Quinn) - 1 (1%)
Sabotage - 1 (1%)
Sanity - 1 (1%)
Scabbard - 1 (1%)
Show of Life - 1 (1%)
Sightless Escape - 1 (1%)
Sleeping Monkey - 1 (1%)
Sneakin' Sally Through the Alley - 1 (1%)
Stealing Time From the Faulty Plan - 1 (1%)
Strawberry Letter 23 - 1 (1%)
Sugar Shack - 1 (1%)
Sweet Adeline - 1 (1%)
Talk - 1 (1%)
The Birds - 1 (1%)
The Curtain - 1 (1%)
The Line - 1 (1%)
The Man Who Stepped Into Yesterday - 1 (1%)
The Old Home Place - 1 (1%)
The Vibration of Life - 1 (1%)
The Well - 1 (1%)
Thread - 1 (1%)
Thunderhead - 1 (1%)
Turtle in the Clouds - 1 (1%)
Twenty Years Later - 1 (1%)
We Are Come to Outlive Our Brains - 1 (1%)
We're an American Band - 1 (1%)
Will It Go Round in Circles - 1 (1%)
Wombat - 1 (1%)
Woodlands Jam - 1 (1%)
Your Pet Cat - 1 (1%)

First Set Openers

Carini - 3
First Tube - 3
Set Your Soul Free - 3
The Moma Dance - 3
46 Days - 2
AC/DC Bag - 2
Back on the Train - 2
Down with Disease - 2
Free - 2
Ghost - 2
Mike's Song - 2
Party Time - 2
Sigma Oasis - 2
The Curtain With - 2
Ya Mar - 2
Also Sprach Zarathustra - 1
Alumni Blues - 1
Axilla (Part II) - 1
Beauty of My Dreams - 1
Birds of a Feather - 1
Blaze On - 1
Bouncing Around the Room - 1
Bug - 1
Buried Alive - 1
Cities - 1
Cool Amber and Mercury - 1
Dinner and a Movie - 1
Dog Log - 1
Everything's Right - 1
Farmhouse - 1
Fluffhead - 1
Glide - 1
Gotta Jibboo - 1
Harry Hood - 1
I Never Needed You Like This Before - 1
Julius - 1
Limb By Limb - 1
Makisupa Policeman - 1
Mr. Completely - 1
NICU - 1
Olivia's Pool - 1
Plasma - 1
Poor Heart - 1
Possum - 1
Punch You in the Eye - 1
Sample in a Jar - 1
Sand - 1
Simple - 1
Stash - 1
The Final Hurrah - 1
The Line - 1
Theme From the Bottom - 1
Torn and Frayed - 1
Tube - 1
Waiting All Night - 1
Wolfman's Brother - 1

First Set Closers

Character Zero - 8
David Bowie - 4
Split Open and Melt - 4
46 Days - 3
Chalk Dust Torture - 3
Ghost - 3
Possum - 3
Run Like an Antelope - 3
The Squirming Coil - 3
Bathtub Gin - 2
Blaze On - 2
Carini - 2
Cavern - 2
Fluffhead - 2
Free - 2
Life Saving Gun - 2
Most Events Aren't Planned - 2
Sand - 2
Walls of the Cave - 2
A Wave of Hope - 1
AC/DC Bag - 1
About to Run - 1
Axilla (Part II) - 1
Bug - 1
Frankenstein - 1
Golden Age - 1
Golgi Apparatus - 1
I Never Needed You Like This Before - 1
Izabella - 1
Julius - 1
Loving Cup - 1
Moonage Daydream - 1
More - 1
Say It To Me S.A.N.T.O.S. - 1
Sigma Oasis - 1
Sweet Adeline - 1
Theme From the Bottom - 1
Will It Go Round in Circles - 1
Wolfman's Brother - 1
You Enjoy Myself - 1

Second Set Openers

Chalk Dust Torture - 4
Down with Disease - 3
Ghost - 3
Sand - 3
Set Your Soul Free - 3
A Song I Heard the Ocean Sing - 2
A Wave of Hope - 2
AC/DC Bag - 2
Also Sprach Zarathustra - 2
Blaze On - 2
Mr. Completely - 2
Possum - 2
Sigma Oasis - 2
Bathtub Gin - 1
Birds of a Feather - 1
Carini - 1
Crosseyed and Painless - 1
Don't Doubt Me - 1
Everything's Right - 1
Evolve - 1
First Tube - 1
Free - 1
Gotta Jibboo - 1
La Grange - 1
Life Saving Gun - 1
Llama - 1
Loving Cup - 1
Mike's Song - 1
My Friend, My Friend - 1
My Soul - 1
No Men In No Man's Land - 1
Oblivion - 1
Olivia's Pool - 1
Prince Caspian - 1
Punch You in the Eye - 1
Reba - 1
Rise/Come Together - 1
Runaway Jim - 1
Sample in a Jar - 1
Say It To Me S.A.N.T.O.S. - 1
Scents and Subtle Sounds - 1
Soul Planet - 1
The Curtain - 1
The Howling - 1
The Lizards - 1
Timber (Jerry the Mule) - 1
Tweezer - 1
Twist - 1
What's Going Through Your Mind - 1
Wolfman's Brother - 1

Second Set Closers

Harry Hood - 7
You Enjoy Myself - 5
Slave to the Traffic Light - 4
Backwards Down the Number Line - 3
First Tube - 3
Possum - 3
Say It To Me S.A.N.T.O.S. - 3
Carini - 2
Cavern - 2
Chalk Dust Torture - 2
Everything's Right - 2
Fluffhead - 2
Golgi Apparatus - 2
Loving Cup - 2
Piper - 2
Rock and Roll - 2
Split Open and Melt - 2
A Day in the Life - 1
Amazing Grace - 1
Back on the Train - 1
Bathtub Gin - 1
Bug - 1
Character Zero - 1
Crossroads - 1
David Bowie - 1
Fire - 1
I Always Wanted It This Way - 1
Johnny B. Goode - 1
Rocky Top - 1
Run Like an Antelope - 1
Shine a Light - 1
Sigma Oasis - 1
Suzy Greenberg - 1
The Moma Dance - 1
The Squirming Coil - 1
Tube - 1
Tweezer Reprise - 1
Weekapaug Groove - 1

Third Set Openers

Woodlands Jam - 1

Third Set Closers

Woodlands Jam - 1

Encores

Tweezer Reprise - 9
Slave to the Traffic Light - 6
Character Zero - 5
Say It To Me S.A.N.T.O.S. - 5
Wilson - 5
Fee - 4
First Tube - 4
Harry Hood - 4
Run Like an Antelope - 4
Theme From the Bottom - 4
Bug - 3
Cavern - 3
Drift While You're Sleeping - 3
Golgi Apparatus - 3
More - 3
Waste - 3
46 Days - 2
A Life Beyond The Dream - 2
Bouncing Around the Room - 2
Carini - 2
Good Times Bad Times - 2
Hello My Baby - 2
Possum - 2
Sand - 2
Suzy Greenberg - 2
The Mango Song - 2
When the Circus Comes - 2
You Enjoy Myself - 2
About to Run - 1
Also Sprach Zarathustra - 1
Backwards Down the Number Line - 1
Bathtub Gin - 1
Bittersweet Motel - 1
Bold As Love - 1
Brian and Robert - 1
Cinnamon Girl - 1
Contact - 1
Divided Sky - 1
Don't Doubt Me - 1
Evolve - 1
Farmhouse - 1
Fire - 1
Fluffhead - 1
Fuego - 1
Heavy Things - 1
Icculus - 1
Johnny B. Goode - 1
Julius - 1
Lawn Boy - 1
Lonely Trip - 1
McGrupp and the Watchful Hosemasters - 1
Miss You - 1
My Soul - 1
Pebbles and Marbles - 1
Quinn the Eskimo (The Mighty Quinn) - 1
Sabotage - 1
Saw It Again - 1
Shine a Light - 1
Show of Life - 1
Sleeping Monkey - 1
Split Open and Melt - 1
Stash - 1
The Howling - 1
The Squirming Coil - 1
The Wedge - 1
Train Song - 1
Tube - 1
Wading in the Velvet Sea - 1
We're an American Band - 1
Wingsuit - 1
Wolfman's Brother - 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 1995

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 20 song debuts
0.27 debuts per show.
The most frequently played song you have seen debuted is Sand (153 times).

Sort by Earliest debuted Most often played

Hiatus Song Breakdown

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

A Day in the Life - 3
Dogs Stole Things - 3
Fire - 2
Guyute - 2
Hello My Baby - 2
Johnny B. Goode - 2
Life on Mars? - 2
Makisupa Policeman - 2
Uncle Pen - 2
Water in the Sky - 2

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

Blaze On - 15
Everything's Right - 13
46 Days - 12
Sigma Oasis - 12
Slave to the Traffic Light - 12
Ruby Waves - 11
A Wave of Hope - 10
Light - 10
No Men In No Man's Land - 10
Say It To Me S.A.N.T.O.S. - 10

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:

A Day in the Life - 3
Dogs Stole Things - 3
Fire - 2
Guyute - 2
Hello My Baby - 2
Johnny B. Goode - 2
Life on Mars? - 2
Makisupa Policeman - 2
Uncle Pen - 2
Water in the Sky - 2

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

Blaze On - 15
Everything's Right - 13
46 Days - 12
Sigma Oasis - 12
Slave to the Traffic Light - 12
Ruby Waves - 11
A Wave of Hope - 10
Light - 10
No Men In No Man's Land - 10
Say It To Me S.A.N.T.O.S. - 10

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