Damian Pinas
"The Baba Yaga"
8-1-0
Thin UFC data
VS
Andrey Pulyaev
10-3-0
What Every Model Says
XGBoost
71.7%
28.3%
Damian Pinas
LightGBM
71.2%
28.8%
Damian Pinas
Logistic (Core)
75.9%
24.1%
Damian Pinas
CatBoost
68.6%
31.4%
Damian Pinas
Ensemble
70.4%
29.6%
Damian Pinas
No Age · CatBoost
69.5%
30.5%
Damian Pinas
No Age · Ensemble
70.6%
29.4%
Damian Pinas
No Age · LightGBM
70.0%
30.0%
Damian Pinas
No Age · Logistic (Core)
72.8%
27.2%
Damian Pinas
No Age · XGBoost
70.2%
29.8%
Damian Pinas
Recency-Heavy · CatBoost
67.7%
32.3%
Damian Pinas
Recency-Heavy · Ensemble
71.5%
28.5%
Damian Pinas
Recency-Heavy · LightGBM
71.7%
28.3%
Damian Pinas
Recency-Heavy · Logistic (Core)
currently viewing
75.7%
24.3%
Damian Pinas
Recency-Heavy · XGBoost
72.6%
27.4%
Damian Pinas
With Odds · CatBoost
52.6%
47.4%
Damian Pinas
With Odds · Ensemble
55.4%
44.6%
Damian Pinas
With Odds · LightGBM
58.6%
41.4%
Damian Pinas
With Odds · Logistic (Core)
75.9%
24.1%
Damian Pinas
With Odds · XGBoost
58.5%
41.5%
Damian Pinas
Click a model to view the fight through its eyes — probabilities, prediction and explanation update.
How It Ends
28%
Decision
57%
KO / TKO
15%
Submission
If it's a finish, which round
A separate model trained only on how fights end (not who wins) — 72%
estimated chance this fight is finished rather than going to a decision.
Why CatBoost leans this way
Damian Pinas
Andrey Pulyaev
18%
9%
9%
8%
7%
5%
5%
4%
4%
3%
3%
2%
2%
2%
← pushes toward Damian Pinas
pushes toward Andrey Pulyaev →
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.
Damian Pinas
Win Streak
2
Finish Rate
100%
Avg Duration
3.6m
Last 5 fights (most recent first)
W
KO
W
KO
Height:
185 cm
Weight:
185 lbs
Reach:
201 cm
Stance:
Orthodox
Andrey Pulyaev
Win Streak
N/A
Finish Rate
25%
Avg Duration
10.1m
Last 5 fights (most recent first)
L
SUB
L
DEC
W
KO
L
DEC
Height:
193 cm
Weight:
185 lbs
Reach:
198 cm
Stance:
Southpaw
Head-to-Head Stats
Damian Pinas
ADVANTAGE
Andrey Pulyaev
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