Ludovit Klein
"Mr. Highlight"
24-5-1
VS
Tofiq Musayev
22-6-0
What Every Model Says
XGBoost
78.0%
22.0%
Ludovit Klein
LightGBM
currently viewing
76.6%
23.4%
Ludovit Klein
Logistic (Core)
74.6%
25.4%
Ludovit Klein
CatBoost
73.2%
26.8%
Ludovit Klein
Ensemble
73.6%
26.4%
Ludovit Klein
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
60%
Decision
25%
KO / TKO
15%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 40%
estimated chance this fight is finished rather than going to a decision.
Why LightGBM leans this way
Ludovit Klein
Tofiq Musayev
18%
17%
8%
8%
7%
7%
4%
3%
3%
3%
2%
2%
2%
2%
← pushes toward Ludovit Klein
pushes toward Tofiq Musayev →
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.
Ludovit Klein
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
L
KO
W
DEC
L
DEC
W
DEC
W
DEC
Height:
170 cm
Weight:
155 lbs
Reach:
183 cm
Stance:
Southpaw
Tofiq Musayev
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
W
KO
W
DEC
L
SUB
Height:
175 cm
Weight:
155 lbs
Reach:
175 cm
Stance:
Orthodox