The same production stack priced under 2 course readings, against the bookmaker's pre-stage line. Each scenario is one opinion about what kind of day this is; the results section settles the argument.
The fork
Course profile is an input the model can't see from a map β it's set from reference races (or overridden by hand). Different readings redistribute the same probability mass across rider types.
The board
Blend win probability per scenario (cascade Γ LambdaRank, DNF-adjusted at the pricing layer), next to the devigged Kambi (Unibet) win line captured the morning before the stage. "Max edge" compares the most favourable scenario against the book β treat it as scenario-conditional, not a free bet.
Read "Max edge" as directional, not as a price. The blend is a set of per-rider marginals and does not sum to one book β across this field each reading totals Main read 87%, Alt: res_3 100% β while the devigged book column sums to exactly 100%. Putting the two side by side flatters the model, and Max edge is inflated by about that factor: divide a rider's probability by his reading's total before calling anything an edge. Of our heads only the LambdaRank one is natively book-preserving.
| Rider | Team | Main read | Alt: res_3 | Book odds | Book devig | Max edge |
|---|---|---|---|---|---|---|
| Magnier Paul | Soudal Quick-Step | 57.8% | 33.0% | n/a | β | β |
| Tiberi Antonio | Bahrain Victorious | 0.3% | 7.6% | n/a | β | β |
| Teutenberg Tim Torn | Lidl-Trek | 4.9% | 7.5% | n/a | β | β |
| Van Wilder Ilan | Soudal Quick-Step | 0.1% | 6.4% | n/a | β | β |
| Boichis Adrien | Red Bull-BORA-hansgrohe | 1.4% | 6.4% | n/a | β | β |
| Zambanini Edoardo | Bahrain Victorious | 1.4% | 6.1% | n/a | β | β |
| Kogut Oded | NSN Cycling Team | 4.1% | 2.2% | n/a | β | β |
| Blikra Erlend | Uno-X Mobility | 3.6% | 0.7% | n/a | β | β |
| Wellens Tim | UAE Team Emirates-XRG | 0.1% | 3.4% | n/a | β | β |
| Politt Nils | UAE Team Emirates-XRG | 0.1% | 3.3% | n/a | β | β |
| Kulset Johannes | Uno-X Mobility | 0.1% | 2.0% | n/a | β | β |
| Donati Davide | Red Bull-BORA-hansgrohe | 1.8% | 0.4% | n/a | β | β |
| Martinez Daniel | Red Bull-BORA-hansgrohe | 0.0% | 1.7% | n/a | β | β |
| Teuns Dylan | Cofidis | 0.1% | 1.6% | n/a | β | β |
| Belletta Dario | Team Polti VisitMalta | 0.7% | 1.6% | n/a | β | β |
| Zanoncello Enrico | Bardiani-CSF 7 Saber | 1.5% | 0.6% | n/a | β | β |
| Oliveira Rui | UAE Team Emirates-XRG | 1.3% | 1.3% | n/a | β | β |
| Bevort Carl-Frederik | Uno-X Mobility | 0.9% | 1.2% | n/a | β | β |
| # | Rider | Blend | Cascade | LambdaRank | Podium | Top 15 | Book odds |
|---|---|---|---|---|---|---|---|
| 1 | Magnier Paul | 57.8% | 50.2% | 68.1% | 68.9% | 80.8% | n/a |
| 2 | Teutenberg Tim Torn | 4.9% | 5.8% | 5.3% | 20.0% | 66.1% | n/a |
| 3 | Kogut Oded | 4.1% | 4.8% | 4.5% | 16.8% | 46.2% | n/a |
| 4 | Blikra Erlend | 3.6% | 6.0% | 3.6% | 17.8% | 41.6% | n/a |
| 5 | Donati Davide | 1.8% | 3.1% | 1.7% | 9.4% | 42.4% | n/a |
| 6 | Zanoncello Enrico | 1.5% | 1.0% | 1.9% | 7.8% | 39.5% | n/a |
| 7 | Zambanini Edoardo | 1.4% | 0.9% | 1.7% | 4.8% | 41.1% | n/a |
| 8 | Boichis Adrien | 1.4% | 1.6% | 1.5% | 5.4% | 38.3% | n/a |
| 9 | Oliveira Rui | 1.3% | 1.4% | 1.5% | 8.1% | 38.9% | n/a |
| 10 | Darder Sergi | 1.0% | 1.1% | 1.1% | 7.3% | 58.3% | n/a |
| 11 | Bevort Carl-Frederik | 0.9% | 1.4% | 0.9% | 5.5% | 43.1% | n/a |
| 12 | Erzen Zak | 0.8% | 0.9% | 0.8% | 4.4% | 39.4% | n/a |
| 13 | Viviani Attilio | 0.7% | 0.6% | 0.8% | 3.5% | 23.9% | n/a |
| 14 | Belletta Dario | 0.7% | 0.5% | 0.8% | 2.3% | 42.7% | n/a |
| 15 | Buratti NicolΓ² | 0.4% | 0.9% | 0.4% | 3.6% | 32.7% | n/a |
| 16 | Theuns Edward | 0.3% | 0.2% | 0.4% | 2.5% | 23.2% | n/a |
| 17 | Gazzoli Michele | 0.3% | 0.7% | 0.3% | 3.9% | 26.3% | n/a |
| 18 | Skerl Daniel | 0.3% | 0.7% | 0.2% | 3.3% | 19.0% | n/a |
| 19 | McDonald Brody | 0.3% | 0.8% | 0.2% | 3.3% | 37.3% | n/a |
| 20 | MartΓn Gotzon | 0.3% | 0.1% | 0.3% | 1.4% | 26.7% | n/a |
| 21 | Tiberi Antonio | 0.3% | 0.1% | 0.3% | 1.5% | 17.8% | n/a |
| 22 | Pedersen Henrik | 0.2% | 0.1% | 0.3% | 1.2% | 23.7% | n/a |
| 23 | Maestri Mirco | 0.2% | 0.1% | 0.2% | 0.6% | 14.2% | n/a |
| 24 | De Longhi Lorenzo | 0.2% | 0.2% | 0.2% | 1.4% | 14.0% | n/a |
| 25 | Pesenti Thomas | 0.1% | 0.1% | 0.2% | 1.2% | 20.3% | n/a |
| 26 | BarcelΓ³ Fernando | 0.1% | 0.1% | 0.1% | 0.9% | 13.9% | n/a |
| 27 | Izquierdo Clement | 0.1% | 0.3% | 0.1% | 1.3% | 16.9% | n/a |
| 28 | Kulset Johannes | 0.1% | 0.1% | 0.1% | 0.6% | 12.8% | n/a |
| 29 | van Gestel Dries | 0.1% | 0.1% | 0.1% | 0.6% | 7.7% | n/a |
| 30 | Politt Nils | 0.1% | 0.1% | 0.1% | 0.4% | 7.4% | n/a |
| # | Rider | Blend | Cascade | LambdaRank | Podium | Top 15 | Book odds |
|---|---|---|---|---|---|---|---|
| 1 | Magnier Paul | 33.0% | 41.0% | 30.9% | 56.8% | 69.7% | n/a |
| 2 | Tiberi Antonio | 7.6% | 6.7% | 7.8% | 25.6% | 76.0% | n/a |
| 3 | Teutenberg Tim Torn | 7.5% | 7.6% | 7.5% | 20.6% | 57.6% | n/a |
| 4 | Van Wilder Ilan | 6.4% | 4.8% | 6.8% | 13.8% | 48.1% | n/a |
| 5 | Boichis Adrien | 6.4% | 6.3% | 6.4% | 21.1% | 64.2% | n/a |
| 6 | Zambanini Edoardo | 6.1% | 2.6% | 6.9% | 11.0% | 57.3% | n/a |
| 7 | Wellens Tim | 3.4% | 4.7% | 3.1% | 15.3% | 68.5% | n/a |
| 8 | Politt Nils | 3.3% | 2.2% | 3.6% | 7.7% | 36.4% | n/a |
| 9 | Kogut Oded | 2.2% | 1.6% | 2.3% | 5.9% | 17.7% | n/a |
| 10 | Kulset Johannes | 2.0% | 1.9% | 2.0% | 6.6% | 51.2% | n/a |
| 11 | Martinez Daniel | 1.7% | 2.2% | 1.5% | 9.5% | 40.8% | n/a |
| 12 | Teuns Dylan | 1.6% | 1.5% | 1.7% | 5.1% | 51.8% | n/a |
| 13 | Belletta Dario | 1.6% | 0.6% | 1.8% | 2.6% | 31.9% | n/a |
| 14 | Oliveira Rui | 1.3% | 1.6% | 1.2% | 8.2% | 32.5% | n/a |
| 15 | Bevort Carl-Frederik | 1.2% | 1.6% | 1.1% | 5.3% | 33.6% | n/a |
| 16 | Blikra Erlend | 0.7% | 0.8% | 0.7% | 4.2% | 14.4% | n/a |
| 17 | Theuns Edward | 0.7% | 0.7% | 0.7% | 4.4% | 28.3% | n/a |
| 18 | Izquierdo Clement | 0.7% | 0.9% | 0.6% | 3.2% | 26.4% | n/a |
| 19 | Zanoncello Enrico | 0.6% | 0.6% | 0.7% | 4.4% | 22.5% | n/a |
| 20 | Pedersen Henrik | 0.6% | 1.0% | 0.5% | 4.0% | 34.4% | n/a |
| 21 | Balmer Alexandre | 0.6% | 0.8% | 0.6% | 2.7% | 17.4% | n/a |
| 22 | Tolio Alex | 0.5% | 0.2% | 0.6% | 1.3% | 31.1% | n/a |
| 23 | Pesenti Thomas | 0.5% | 0.2% | 0.6% | 2.0% | 24.1% | n/a |
| 24 | MartΓn Gotzon | 0.5% | 0.2% | 0.5% | 1.6% | 21.0% | n/a |
| 25 | Cras Steff | 0.5% | 0.3% | 0.5% | 2.2% | 26.8% | n/a |
| 26 | Donati Davide | 0.4% | 1.3% | 0.2% | 4.1% | 18.1% | n/a |
| 27 | Darder Sergi | 0.4% | 0.4% | 0.4% | 3.0% | 23.6% | n/a |
| 28 | Nicolau Joel | 0.4% | 0.2% | 0.4% | 1.3% | 32.6% | n/a |
| 29 | BarcelΓ³ Fernando | 0.4% | 0.2% | 0.4% | 2.1% | 11.3% | n/a |
| 30 | Agirre Jon | 0.4% | 0.2% | 0.4% | 1.0% | 24.5% | n/a |
After the stage
| Pos | Rider | Team | Main read win p | Alt: res_3 win p |
|---|---|---|---|---|
| 1 | Donati Davide | Red Bull-BORA-hansgrohe | 1.8% | 0.4% |
| 2 | De Longhi Lorenzo | Cofidis | 0.2% | 0.0% |
| 3 | Magnier Paul | Soudal Quick-Step | 57.8% | 33.0% |
| 4 | Teutenberg Tim Torn | Lidl-Trek | 4.9% | 7.5% |
| 5 | Blikra Erlend | Uno-X Mobility | 3.6% | 0.7% |
| 6 | Bevort Carl-Frederik | Uno-X Mobility | 0.9% | 1.2% |
| 7 | Zanoncello Enrico | Bardiani-CSF 7 Saber | 1.5% | 0.6% |
| 8 | McDonald Brody | Modern Adventure Pro Cycling | 0.3% | 0.0% |
| 9 | Petric Bastian | Pogi Team Gusto Ljubljana | 0.0% | 0.0% |
| 10 | Darder Sergi | Caja Rural-Seguros RGA | 1.0% | 0.4% |
| Scenario | Blend win p | Book devig |
|---|---|---|
| Main read | 1.79% | β |
| Alt: res_3 | 0.43% | β |