Tabatha Ricci
"Baby Shark"
12-3-0
VS
Fatima Kline
"The Archangel"
9-1-0
What Every Model Says
XGBoost
31.8%
68.2%
Fatima Kline
LightGBM
31.4%
68.6%
Fatima Kline
Logistic (Core)
currently viewing
33.9%
66.1%
Fatima Kline
CatBoost
36.3%
63.7%
Fatima Kline
Ensemble
32.5%
67.5%
Fatima Kline
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
70%
Decision
17%
KO / TKO
13%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 30%
estimated chance this fight is finished rather than going to a decision.
Why LightGBM leans this way
Tabatha Ricci
Fatima Kline
18%
17%
7%
7%
6%
6%
4%
4%
3%
3%
2%
2%
2%
2%
← pushes toward Tabatha Ricci
pushes toward Fatima Kline →
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.
Tabatha Ricci
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
L
DEC
L
DEC
W
KO
L
DEC
W
DEC
Height:
155 cm
Weight:
115 lbs
Reach:
155 cm
Stance:
Orthodox
Fatima Kline
Win Streak
N/A
Finish Rate
N/A%
Avg Duration
N/Am
Last 5 fights (most recent first)
W
DEC
W
DEC
W
KO
W
KO
L
DEC
Height:
168 cm
Weight:
115 lbs
Reach:
170 cm
Stance:
Orthodox