Neil Magny
"The Haitian Sensation"
31-14-0
VS
Ramiz Brahimaj
13-5-0
What Every Model Says
XGBoost
46.7%
53.3%
Ramiz Brahimaj
LightGBM
46.2%
53.8%
Ramiz Brahimaj
Logistic (Core)
54.3%
45.7%
Neil Magny
CatBoost
54.3%
45.7%
Neil Magny
Ensemble
currently viewing
52.5%
47.5%
Neil Magny
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
37%
Decision
23%
KO / TKO
40%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 63%
estimated chance this fight is finished rather than going to a decision.
Why XGBoost leans this way
Neil Magny
Ramiz Brahimaj
13%
13%
9%
8%
7%
5%
4%
4%
4%
3%
3%
3%
2%
2%
← pushes toward Neil Magny
pushes toward Ramiz Brahimaj →
Bars show each factor's SHAP contribution to this specific prediction — how much it pushed
the win probability toward one fighter, given everything else the model knows. Percentages
are each factor's share of the total push across the top 30 factors.
Neil Magny
Win Streak
N/A
Finish Rate
40%
Avg Duration
7.1m
Last 5 fights (most recent first)
L
SUB
W
SUB
W
KO
L
KO
L
KO
Height:
190 cm
Weight:
170 lbs
Reach:
203 cm
Stance:
Orthodox
Ramiz Brahimaj
Win Streak
N/A
Finish Rate
60%
Avg Duration
8.7m
Last 5 fights (most recent first)
L
DEC
W
SUB
W
SUB
W
KO
L
DEC
Height:
178 cm
Weight:
170 lbs
Reach:
183 cm
Stance:
Orthodox
Head-to-Head Stats
Neil Magny
ADVANTAGE
Ramiz Brahimaj
Striking Accuracy
Strikes Landed/Min
Strikes Absorbed/Min
Striking Defense
Takedown Accuracy
Takedown Defense
Knockdowns/Fight
Avg Control Time (sec)
Strikes Per Round
Head Strike %
Body Strike %
Leg Strike %
Last 5 Win Rate
Last 5 Finish Rate