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
currently viewing
54.3%
45.7%
Neil Magny
Ensemble
52.5%
47.5%
Neil Magny
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
Why CatBoost leans this way
Neil Magny
Ramiz Brahimaj
14%
14%
10%
10%
7%
6%
5%
4%
3%
3%
2%
2%
2%
1%
← 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
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
W
KO
L
SUB
W
SUB
W
KO
L
KO
Height:
190 cm
Weight:
170 lbs
Reach:
203 cm
Stance:
Orthodox
Ramiz Brahimaj
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
L
KO
L
DEC
W
SUB
W
SUB
W
KO
Height:
178 cm
Weight:
170 lbs
Reach:
183 cm
Stance:
Orthodox