Toronto Canada Hard Masters 1000 Quarterfinals

Luciano Darderi vs Brandon Nakashima: AI Prediction | Games, Spread, Aces & Double Faults

Luciano Darderi

Rank: #23
36%
VS

Brandon Nakashima

Rank: #33
64%
Expected Total Games: 28.2
Predicted Winner: Brandon Nakashima

Why the Model Favors Brandon Nakashima

The factors that drove this prediction, measured in win-probability points.

Recent record by level +5.8 Brandon Nakashima
Serve & return game +4.8 Brandon Nakashima
Surface fit +1.1 Brandon Nakashima
Overall record & opposition quality +1.0 Brandon Nakashima
Recent form +0.9 Luciano Darderi

Starting from an even matchup, these factors move the model to 64% for Brandon Nakashima. Computed with gradient-based attribution on our neural network, not editorial opinion. How to read this →

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Player Metrics

Luciano Darderi

Form Index: 62.1
ELO Rating: 1795.5
Glicko2 Rating: 1811.2
Current Fatigue (minutes): 323.0
Surface Strength:
Hard: 26.3
Clay: 32.5
Grass: 15.5
Serve Rating: 96.3
Return Rating: 89.3

Brandon Nakashima

Form Index: 70.8
ELO Rating: 1796.1
Glicko2 Rating: 1810.6
Current Fatigue (minutes): 385.0
Surface Strength:
Hard: 35.5
Clay: 19.4
Grass: 21.2
Serve Rating: 97.0
Return Rating: 86.5

Recent Matches

Luciano Darderi

Brandon Nakashima

  • Last Match: vs Arthur Rinderknech (2-1) hard Toronto 171 min
  • 2nd Last Match: vs Titouan Droguet (2-1) hard Toronto 151 min
  • 3rd Last Match: vs Daniel Altmaier (2-0) hard Toronto 63 min
  • 4th Last Match: vs Taylor Fritz (1-2) hard Washington 106 min
  • 5th Last Match: vs Alex de Minaur (2-0) hard Washington 114 min

Head-to-Head (Last 2 Seasons)

1
Luciano Darderi
vs
1
Brandon Nakashima
Hard
0 - 1
Clay
1 - 0
Grass
0 - 0

Key Prediction Insights

At the Toronto Masters 1000 quarterfinals in Canada the matchup on hard court pits Luciano Darderi against Brandon Nakashima in a decisive clash for a spot in the semis. The model prefers Nakashima, projecting a 64.16% chance for him to win versus 35.84% for Darderi, with an expected total of about 28.2 games in the match.

Match Analysis

The model’s edge for Nakashima comes mainly from his recent record at this level and the serve-and-return profile — those two factors together tilt the forecast toward him. Nakashima’s higher form index (70.79) versus Darderi (62.09) and a tiny Elo edge (1796.08 vs 1795.48) support the recent-level advantage; he’s navigated three wins here against solid opposition, including two long matches that demonstrate toughness. The serve & return factor favors Nakashima as well, although both players post very similar mean serve indexes (Darderi 96.31, Nakashima 97.02) so there’s no large serve-index gap to exploit. Darderi’s return index (89.34) is slightly higher than Nakashima’s (86.47), which keeps him dangerous on return games. Comparing other metrics: Darderi sits inside the top 25 (rank 23) while Nakashima is 33; fatigue is material — Darderi has spent 323 minutes on court in this event versus Nakashima’s 385 — and could matter late in rallies. Surface strength favors Nakashima (35.49 vs Darderi’s 26.27), adding a modest benefit on hard courts. Over the last three matches both players are 3-0 at Toronto; Nakashima’s wins include two extended encounters (171, 151 minutes) whereas Darderi’s matches were shorter on aggregate, suggesting slightly fresher legs.

Total Games Predictions

🎾
Expected Total Games in Match 28.2 Most likely outcome: 28 games

📊 Total Games Probability Distribution

Distribution

Probability of each total games outcome

Probability distribution chart for total games in Luciano Darderi versus Brandon Nakashima. The X-axis shows possible total games values and the Y-axis shows the predicted probability percentage for each outcome.
Cumulative Probability (CDF)

Probability of total games ≤ X

Cumulative distribution function chart for total games in Luciano Darderi versus Brandon Nakashima. The curve rises from 0% to 100%, showing the cumulative probability for each games total threshold.

Games Spread Predictions

📈
Expected Games Spread (Luciano Darderi - Brandon Nakashima) -2.1 Most likely spread: -3 (Brandon Nakashima wins 3 more games)

📊 Games Spread Probability Distribution

Distribution

Probability of each games spread outcome

Probability distribution chart for games spread in Luciano Darderi versus Brandon Nakashima. Positive values indicate Luciano Darderi winning more games, negative values indicate Brandon Nakashima winning more games.
Cumulative Probability (CDF)

Probability of spread ≤ X

Cumulative distribution function chart for games spread in Luciano Darderi versus Brandon Nakashima. The curve shows the cumulative probability for each spread threshold.

Aces and Double Faults Predictions

The aces prediction sits at about 17.8 total predicted aces for the match, while the double faults prediction is near 4.9 expected double faults. On a medium-paced hard court this level of predicted aces is consistent with both players’ strong serve indexes; neither has a dramatically higher serve rating to push the count substantially higher, so expected double faults remain modest.
🎯
Expected Total Aces 17.8 Most likely: 17 aces
Expected Total Double Faults 4.9 Most likely: 4 double faults

🎯 Aces Probability Distribution

Distribution

Probability of each ace count outcome

Probability distribution chart for total aces in Luciano Darderi versus Brandon Nakashima. Higher ace counts are more likely on faster surfaces like grass.
Cumulative Probability (CDF)

Probability of aces ≤ X

Cumulative distribution function chart for total aces in Luciano Darderi versus Brandon Nakashima. The curve shows the cumulative probability for each aces threshold.

Double Faults Probability Distribution

Distribution

Probability of each double fault count outcome

Probability distribution chart for double faults in Luciano Darderi versus Brandon Nakashima. The chart shows the predicted probability for each double-fault count.
Cumulative Probability (CDF)

Probability of double faults ≤ X

Cumulative distribution function chart for double faults in Luciano Darderi versus Brandon Nakashima. The curve shows the cumulative probability for each double faults threshold.

🎯 Match Format Predictions

Tiebreak Likelihood

Probability that any tiebreak is played in this match

53.1% Predicted: Tiebreak likely

Exact Score Distribution BO3

Probability of each set-by-set outcome (Luciano Darderi's perspective)

0-2 Most likely set score (40.7%)
Probability distribution of the final set score from Luciano Darderi's perspective. Format: BO3.

Final Prediction

Nakashima’s advantage is driven chiefly by his recent record at this level (the top model key factor) and a slight edge in serve/return interplay. The key factor to watch will be Nakashima’s ability to manage fatigue — if his endurance holds, his recent-level momentum should carry him through.

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