Tommy McMillen
"Gun"
9-0-0
Thin UFC data
VS
Marwan Rahiki
"Freaky"
7-0-0
Thin UFC data
What Every Model Says
XGBoost
55.7%
44.3%
Tommy McMillen
LightGBM
53.6%
46.4%
Tommy McMillen
Logistic (Core)
65.6%
34.4%
Tommy McMillen
CatBoost
currently viewing
55.0%
45.0%
Tommy McMillen
Ensemble
58.3%
41.7%
Tommy McMillen
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
47%
Decision
39%
KO / TKO
14%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 53%
estimated chance this fight is finished rather than going to a decision.
Why CatBoost leans this way
Tommy McMillen
Marwan Rahiki
27%
11%
6%
6%
5%
5%
4%
3%
3%
3%
2%
2%
2%
2%
← pushes toward Tommy McMillen
pushes toward Marwan Rahiki →
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.
Tommy McMillen
Win Streak
2
Finish Rate
100%
Avg Duration
8.7m
Last 5 fights (most recent first)
W
KO
W
KO
Height:
183 cm
Weight:
145 lbs
Reach:
188 cm
Stance:
Orthodox
Marwan Rahiki
Win Streak
2
Finish Rate
100%
Avg Duration
6.4m
Last 5 fights (most recent first)
W
KO
W
KO
Height:
173 cm
Weight:
145 lbs
Reach:
183 cm
Stance:
Orthodox
Head-to-Head Stats
Tommy McMillen
ADVANTAGE
Marwan Rahiki
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