Every night of the 2026 run, the model picks the 30 songs it thinks moe. are most likely to play. This is the running tally of how those picks moved as the data came in — and, once a setlist lands, how many of them the band actually played.
Heads up — this page may be stale. The pipeline that refreshes it runs daily; if it has stopped, the setlists and tape counts below are frozen at the date shown.
✦What is this?
Top-30 most-likely tracks per show across all 40 shows of the 2026 run
(06-11 → 10-31), with burn-model confidence, and how each night's shortlist turned over as
data arrived — which songs left or joined, both against our initial pick and
drop-to-drop, order ignored.
For the 35 played shows through the leak boundary (2026-10-31), each
night also gets scored: how much of the setlist we called, and how hot our odds
ran — the rate we forecast against the rate that landed.
The accuracy line is deliberately low and wiggly, roughly 30–70% of each
set. moe. are high-entropy; a model that marched toward 1.0 here would be a model that had
learned the answers rather than the band. What is worth watching is the churn, and the gap
between what we forecast and what actually happened.
songs picked a night
30
the shortlist, every night of the run
shows predicted
40
the whole run
of the set, called
47%
194 of the 417 songs actually played
nights scored
35
a night scores once its setlist lands
tapes to check against
67
posted across 32 of those nights
Across the 35 scored shows, of ~417 songs played we called 194 from our 30-song pools — 47% of the run.
Our confidence bars forecast a ~29% hit rate on our picks; ~18% actually played — the odds ran ~1.6× hot, and violet beats teal on 34 of 35 nights. Read the violet line as optimistic.
songs we calledexpected hit rateactual hit rateforward · unscored
songs we called(orange line)
of the songs
moe. actually played that night, how many were on our 30-song shortlist — e.g. 5 of 7 = 71% of
the set. Higher = more of the night predicted.
expected hit rate(violet dashed line)
our summed
confidence as a % of the 30-song pool — the share of our picks the model forecast to
play each night.
actual hit rate(teal line)
the share
of our 30 picks that really played. Teal under violet = the odds ran hot (fewer
hits than forecast); that violet-over-teal gap all run is our optimism, shown directly. The same two
rates are the meters atop each column.
iterations
how many data-cutoff re-runs fed this night's prediction — more = later in
the run, with more information.
How much the whole board turns over each data-drop — the amber per-column line, averaged across all nights · band = min–max · set turnover, order-free
drift from initial — how far the 30-song
shortlist has moved from our pre-tour pick (filled, climbs)churn between iterations — songs in/out at
each data-drop (bare line)set turnover · order-free (a reshuffle = 0) · 0–90% · hover a column for per-drop values
● PLAYED2026-06-11
one sync so far — nothing to churn yet
0% turned over vs our initial pick · 1 syncs
called 50%
expected 28%
actual 17%
called 5/10 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Yellow Tigers
0.422
● NEW
·
2
In Stride
0.352
● NEW
·
3
Ups and Downs
0.348
● NEW
✓
4
Buster
0.332
● NEW
·
5
Downward Facing Dog
0.326
● NEW
·
6
Meat
0.320
● NEW
·
7
Tailspin
0.310
● NEW
✓
8
Bat Country
0.306
● NEW
·
9
Moth
0.306
● NEW
·
10
Puebla
0.282
● NEW
✓
11
Not Coming Down
0.280
● NEW
·
12
Band in the Sky
0.274
● NEW
·
13
Giants
0.272
● NEW
✓
14
Rebubula
0.264
● NEW
·
15
Recreational Chemistry
0.264
● NEW
·
16
Wormwood
0.258
● NEW
·
17
Billy Goat
0.254
● NEW
✓
18
Brent Black
0.254
● NEW
·
19
Blue Jeans Pizza
0.250
● NEW
·
20
Lazarus
0.244
● NEW
·
21
Silver Sun
0.244
● NEW
·
22
Happy Hour Hero
0.240
● NEW
·
23
Letter Home
0.240
● NEW
·
24
Okayalright
0.240
● NEW
·
25
Timmy Tucker
0.240
● NEW
·
26
ATL
0.238
● NEW
·
27
32 Things
0.230
● NEW
·
28
Bearsong
0.230
● NEW
·
29
Plane Crash
0.228
● NEW
·
30
Ricky Marten
0.226
● NEW
·
missed: Crab Eyes, Haze, The Pit, Tomorrow Is Another Day, Tubing the River Styx
called 4/14 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Yellow Tigers
0.390
▲1
·
2
Meat
0.350
▲2
✓
3
In Stride
0.336
▲2
·
4
Buster
0.330
▲14
·
5
Bat Country
0.324
▲24
·
6
Ups and Downs
0.324
▼5
·
7
Downward Facing Dog
0.322
▼4
✓
8
Silver Sun
0.292
▲1
·
9
Giants
0.288
▲18
·
10
Ricky Marten
0.280
▲20
·
11
Tailspin
0.278
▲8
·
12
Puebla
0.274
▲12
·
13
Rebubula
0.272
▲8
·
14
Tambourine
0.272
● NEW
·
15
George
0.264
▼1
·
16
Lazarus
0.264
▼10
·
17
Band in the Sky
0.260
—
·
18
Recreational Chemistry
0.258
● NEW
·
19
Letter Home
0.256
▼12
·
20
Not Coming Down
0.254
▼12
✓
21
Bearsong
0.244
● NEW
·
22
Timmy Tucker
0.242
—
·
23
Blue Jeans Pizza
0.238
▲3
·
24
Happy Hour Hero
0.238
● NEW
·
25
Okayalright
0.238
● NEW
✓
26
Wormwood
0.236
▲2
·
27
Moth
0.234
▼7
·
28
The Pit
0.234
● NEW
·
29
ATL
0.232
▼16
·
30
Seat of My Pants
0.230
▼15
·
missed: 32 Things, Fuck Her Gently, In the Kitchen, Kyle's Song, She Sends Me, Space Truckin', Spine of a Dog, Three Eyed Serpent, Wind It Up, Young Lust
called 1/13 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
In Stride
0.380
▲8
·
2
Yellow Tigers
0.374
▲1
·
3
Buster
0.314
▲1
·
4
Giants
0.312
▲12
·
5
Lazarus
0.310
▲13
·
6
Downward Facing Dog
0.304
▼5
·
7
Ups and Downs
0.300
▲5
·
8
Tailspin
0.288
● NEW
·
9
Bat Country
0.286
▼1
·
10
Wormwood
0.286
● NEW
·
11
Meat
0.284
▼9
·
12
Rebubula
0.278
● NEW
·
13
Captain America
0.276
● NEW
·
14
Puebla
0.270
—
·
15
Recreational Chemistry
0.270
▲10
·
16
Okayalright
0.268
▼6
·
17
Tambourine
0.258
▲11
·
18
Not Coming Down
0.256
▲2
·
19
Band in the Sky
0.254
—
·
20
Moth
0.254
▲3
✓
21
Blue Jeans Pizza
0.252
▼14
·
22
George
0.250
▼7
·
23
Stranger Than Fiction
0.250
● NEW
·
24
Billy Goat
0.248
▼18
·
25
Bearsong
0.246
▲2
·
26
32 Things
0.242
● NEW
·
27
McBain
0.242
▼14
·
28
Ricky Marten
0.242
● NEW
·
29
Seat of My Pants
0.242
● NEW
·
30
Letter Home
0.240
▼13
·
missed: Cathedral, Cut the Cable, Eminence Front, Gone, Hi & Lo, Living Again, Nebraska, Old Things, Silver Sun, The Ghost of Ralph's Mom, Water, Where Does the Time Go?
called 4/14 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Ups and Downs
0.382
▲4
·
2
In Stride
0.374
▲4
·
3
Yellow Tigers
0.350
▲4
·
4
Band in the Sky
0.348
▲4
·
5
Lazarus
0.348
▼3
·
6
Buster
0.330
▼3
✓
7
Tailspin
0.322
▲4
·
8
Bat Country
0.312
▲15
·
9
Puebla
0.298
—
·
10
Blue Jeans Pizza
0.284
● NEW
·
11
Downward Facing Dog
0.280
▼1
·
12
Meat
0.274
▲8
·
13
Wormwood
0.274
▼9
·
14
Not Coming Down
0.272
● NEW
·
15
Moth
0.262
▲2
·
16
ATL
0.256
● NEW
·
17
Captain America
0.254
▲12
·
18
Okayalright
0.254
● NEW
·
19
Letter Home
0.252
—
·
20
Rebubula
0.252
▼6
·
21
Seat of My Pants
0.252
▲9
·
22
The Pit
0.250
▼1
✓
23
Giants
0.240
▼22
·
24
Happy Hour Hero
0.234
▼2
·
25
Crab Eyes
0.232
● NEW
·
26
Shoot First
0.232
● NEW
·
27
Silver Sun
0.232
▼12
✓
28
Bring You Down
0.230
● NEW
·
29
Billy Goat
0.228
● NEW
✓
30
Four
0.228
● NEW
·
missed: All Roads Lead to Home, Casey Jones, Kyle's Song, Recreational Chemistry, Ricky Marten, Skitchin' Buffalo, Stranger Than Fiction, The Low Spark of High Heeled Boys, The Road, Three Eyed Serpent
● PLAYED2026-06-271Pine Creek Lodge — Livingston, MT
70% turned over vs our initial pick · 11 syncs
called 38%
expected 31%
actual 17%
called 5/13 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Yellow Tigers
0.398
▲1
✓
2
Band in the Sky
0.390
▲12
·
3
Puebla
0.386
—
✓
4
Ups and Downs
0.380
▲9
·
5
In Stride
0.376
▲14
✓
6
Lazarus
0.374
▼5
·
7
Tailspin
0.372
▼1
·
8
Buster
0.346
▼3
·
9
Wormwood
0.344
▼5
·
10
Bat Country
0.332
—
·
11
Rebubula
0.332
▼2
✓
12
Blue Jeans Pizza
0.324
▲4
·
13
Meat
0.318
● NEW
·
14
Downward Facing Dog
0.306
● NEW
·
15
Giants
0.304
▼7
·
16
Recreational Chemistry
0.302
▼4
·
17
The Pit
0.290
▼10
·
18
Moth
0.286
▲4
·
19
Mar De Ma
0.278
▲2
✓
20
Billy Goat
0.274
▼3
·
21
Not Coming Down
0.274
● NEW
·
22
Okayalright
0.272
▲2
·
23
Captain America
0.270
● NEW
·
24
Letter Home
0.266
▼13
·
25
Timmy Tucker
0.266
▲4
·
26
Four
0.262
● NEW
·
27
George
0.262
● NEW
·
28
Silver Sun
0.260
● NEW
·
29
Happy Hour Hero
0.258
▼2
·
30
Shoot First
0.254
● NEW
·
missed: Brent Black, Can't Find My Way Home, Immigrant Song, In Memory of Elizabeth Reed, Jazz Wank, McBain, Same Old Story, Time Ed
● PLAYED2026-07-044Saratoga Performing Arts Center — Saratoga Springs, NY
37% turned over vs our initial pick · 12 syncs
called 75%
expected 30%
actual 20%
called 6/8 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Yellow Tigers
0.414
▲2
✓
2
In Stride
0.410
▲3
·
3
Band in the Sky
0.408
▲10
·
4
Tailspin
0.362
▲8
·
5
Ups and Downs
0.362
▼4
·
6
Buster
0.360
▲14
·
7
Lazarus
0.356
▲2
·
8
Wormwood
0.352
▲2
·
9
Moth
0.324
▲2
·
10
Meat
0.320
▲7
·
11
Bat Country
0.308
▼7
✓
12
Giants
0.308
▲11
·
13
Blue Jeans Pizza
0.298
● NEW
·
14
Puebla
0.292
▲1
·
15
Silver Sun
0.290
▼8
·
16
Letter Home
0.288
▼10
·
17
Downward Facing Dog
0.280
▼1
·
18
Rebubula
0.268
▼16
✓
19
Billy Goat
0.266
▼5
·
20
Captain America
0.266
● NEW
✓
21
Happy Hour Hero
0.266
● NEW
✓
22
Okayalright
0.254
▼3
✓
23
Bring You Down
0.250
● NEW
·
24
The Pit
0.248
▲2
·
25
Plane Crash
0.246
● NEW
·
26
Recreational Chemistry
0.246
● NEW
·
27
Head
0.238
● NEW
·
28
Not Coming Down
0.238
▼10
·
29
ATL
0.236
● NEW
·
30
Water
0.236
● NEW
·
missed: Three Eyed Serpent, Wind It Up
● PLAYED2026-07-09Roanoke Island Festival Park — Manteo, NC
20% turned over vs our initial pick · 13 syncs
called 12%
expected 27%
actual 3%
called 1/8 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
In Stride
0.364
▲17
✓
2
Lazarus
0.356
▼1
·
3
Tailspin
0.344
—
·
4
Band in the Sky
0.342
▲6
·
5
Yellow Tigers
0.334
▲2
·
6
Wormwood
0.332
—
·
7
Blue Jeans Pizza
0.318
▲2
·
8
Meat
0.306
▼3
·
9
Giants
0.286
▲11
·
10
Rebubula
0.280
▲15
·
11
Buster
0.278
—
·
12
Downward Facing Dog
0.278
▲2
·
13
Moth
0.278
▼1
·
14
Puebla
0.278
▲10
·
15
Bat Country
0.262
▼11
·
16
Not Coming Down
0.258
▼8
·
17
Billy Goat
0.248
▲12
·
18
Okayalright
0.246
▼3
·
19
Silver Sun
0.242
▲2
·
20
Ups and Downs
0.242
▼18
·
21
Letter Home
0.226
▼2
·
22
Recreational Chemistry
0.226
▼9
·
23
Plane Crash
0.224
● NEW
·
24
ATL
0.220
▲3
·
25
Head
0.220
● NEW
·
26
Big World
0.218
● NEW
·
27
Brent Black
0.216
▲1
·
28
Captain America
0.214
▼6
·
29
Happy Hour Hero
0.214
● NEW
·
30
The Pit
0.208
▼14
·
missed: Down Under, Four, Old Things, Opium, The Other One, The Silent Type, Timmy Tucker
called 5/12 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Band in the Sky
0.356
▲1
·
2
Yellow Tigers
0.344
▲3
·
3
In Stride
0.340
▲7
·
4
Tailspin
0.332
—
·
5
Wormwood
0.332
▼4
·
6
Lazarus
0.330
▲13
·
7
Giants
0.328
▲11
·
8
Buster
0.326
▲12
·
9
Downward Facing Dog
0.316
—
·
10
Blue Jeans Pizza
0.310
▲2
✓
11
Moth
0.296
▼4
✓
12
Rebubula
0.276
▲1
·
13
Not Coming Down
0.274
▼7
·
14
Bat Country
0.268
▼6
·
15
Meat
0.256
▼12
·
16
Silver Sun
0.254
▲8
·
17
Captain America
0.250
▲4
·
18
Letter Home
0.246
▲4
·
19
Ups and Downs
0.236
▼8
·
20
Puebla
0.228
▼5
·
21
Seat of My Pants
0.228
● NEW
✓
22
Plane Crash
0.224
▲4
✓
23
George
0.222
● NEW
·
24
Mexico
0.218
● NEW
·
25
Happy Hour Hero
0.214
▲5
·
26
Billy Goat
0.210
▼9
·
27
New Hope for the New Year
0.208
● NEW
·
28
Recreational Chemistry
0.206
● NEW
✓
29
Head
0.204
● NEW
·
30
Okayalright
0.204
▼7
·
missed: Light Up or Leave Me Alone, Make America Fuk Again, Mar De Ma, Spine of a Dog, Three Eyed Serpent, Undone - The Sweater Song, Where Does the Time Go?
● PLAYED2026-07-167moe.down music festival — Gilbert, PA
70% turned over vs our initial pick · 17 syncs
called 42%
expected 33%
actual 17%
called 5/12 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Band in the Sky
0.518
—
✓
2
Tailspin
0.488
▲2
·
3
Yellow Tigers
0.426
▲5
·
4
In Stride
0.418
▲8
·
5
Bat Country
0.392
▲16
·
6
Rebubula
0.388
▲4
·
7
Wormwood
0.374
▼5
·
8
Giants
0.370
▲8
·
9
Ups and Downs
0.366
▲5
·
10
Lazarus
0.362
▼5
✓
11
Downward Facing Dog
0.354
▼8
·
12
Buster
0.342
▲13
·
13
Water
0.330
▼6
·
14
Not Coming Down
0.314
● NEW
·
15
Puebla
0.296
▼6
✓
16
Okayalright
0.292
▲2
·
17
Bring You Down
0.282
● NEW
·
18
Captain America
0.282
● NEW
·
19
Happy Hour Hero
0.282
▲9
·
20
New Hope for the New Year
0.282
● NEW
·
21
Billy Goat
0.280
● NEW
·
22
Head
0.272
● NEW
·
23
Timmy Tucker
0.270
● NEW
·
24
The Pit
0.262
▲5
✓
25
Mexico
0.260
● NEW
·
26
Crab Eyes
0.258
● NEW
·
27
Haze
0.254
● NEW
✓
28
Wind It Up
0.254
● NEW
·
29
Four
0.250
▼3
·
30
Tomorrow Is Another Day
0.250
● NEW
·
missed: Cajun Moon, Carnival Punks, Faker, No Quarter, Shoot First, Tubing the River Styx, Where Does the Time Go?
● PLAYED2026-07-173moe.down music festival — Gilbert, PA
43% turned over vs our initial pick · 18 syncs
called 60%
expected 33%
actual 30%
called 9/15 of the set · expected / actual = of the 30-pool
#
song
conf
Δ
1
Ups and Downs
0.492
▲16
✓
2
Tailspin
0.458
▲21
·
3
In Stride
0.438
▲2
✓
4
Yellow Tigers
0.414
▼2
✓
5
Downward Facing Dog
0.406
▲2
✓
6
Bat Country
0.396
▼5
·
7
Wormwood
0.390
▲5
·
8
Buster
0.380
▼5
✓
9
Rebubula
0.352
▲11
✓
10
Giants
0.348
▼2
·
11
Captain America
0.340
▲11
✓
12
Not Coming Down
0.334
▲12
·
13
32 Things
0.332
▲12
·
14
Silver Sun
0.326
▼1
·
15
Kyle's Song
0.306
● NEW
·
16
Okayalright
0.306
▼1
·
17
Water
0.302
▲1
✓
18
Tomorrow Is Another Day
0.296
▲10
·
19
Happy Hour Hero
0.290
▼5
·
20
Billy Goat
0.286
▼1
·
21
Bring You Down
0.286
● NEW
·
22
George
0.284
▼11
·
23
New Hope for the New Year
0.276
● NEW
✓
24
Timmy Tucker
0.274
● NEW
·
25
Head
0.272
● NEW
·
26
Meat
0.264
▼17
·
27
Letter Home
0.262
● NEW
·
28
Four
0.260
▼2
·
29
Wind It Up
0.260
—
·
30
Sensory Deprivation Bank
0.258
● NEW
·
missed: Blue Jeans Pizza, Carpet Crawlers, Crushing, Immigrant Song, Mar De Ma, McBain
● PLAYED2026-07-183moe.down music festival — Gilbert, PA
47% turned over vs our initial pick · 19 syncs
called 62%
expected 32%
actual 17%
called 5/8 of the set · expected / actual = of the 30-pool
Confidence = fraction of 500-rollout burn simulations in which the song appears that night (calibrated appearance probability, burn-aware per night). Iterations are keyed by data cutoff; retro iterations exclude the same-year setlist.fm aggregate, the live current iteration uses the current partial-year bucket. June run columns absent from the schedule use a default set length of 12. Source: research/prediction_history.sqlite. Tape counts come from our archive.org snapshot, last refreshed 2026-11-09 — 32 of the 40 played nights have recordings posted so far. Tapes often land weeks or months after a show, so a night showing none today may well have them later; the count updates on the next refresh. Per-show setlist data is drawn in part from the setlist.fm API, used under their API terms; setlist.fm does not endorse this project.