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UFC 41: Onslaught
Yves Edwards
Yves Edwards
21-7-1 · USA
VS
Rich Clementi
Rich Clementi
13-6 · USA
February 28, 2003 · Atlantic City, New Jersey, USA
Lightweight · 3 rounds
154.0lb
Weigh-in
155.0lb
Yves Edwards def. Rich Clementi by SUB (Rear Naked Choke), R3 4:07
Performance
Round by round
SSTDKDCtrl
R1
Edwards28/480/010:23
Clementi16/270/301:15
R2
Edwards13/280/000:42
Clementi10/252/402:11
R3 · 4:07
Edwards10/200/002:28
Clementi5/120/100:00
Total
Edwards51/960/013:33
Clementi31/642/803:26

Pre-fight

The model's read going in

The walk-forward model's call at the time of the bout — persisted out-of-sample, with no hindsight about the result.

Prediction
EdwardsWin probabilityClementi
57.4%42.6%
KO / TKO
22%
Submission
25%
Decision
53%
Expected fight time: 10.2 min
What drives the pick

Each bar is a feature's push on the model from the center axis. Red pushes toward Edwards, blue toward Clementi. Tap a bar for why.

Predicted outcomes
Edwards57%
Wins by
Model
Equity
Mkt
KO / TKO12%22%
Submission15%26%
Decision30%52%
Predicted output
Sig. strikes29 (1637)act 51
Takedowns0.2 (0.01.1)act 0
Clementi43%
Wins by
Model
Equity
Mkt
KO / TKO10%22%
Submission10%24%
Decision23%54%
Predicted output
Sig. strikes22 (1229)act 31
Takedowns0.8 (0.02.7)act 2
Combined totals~51 sig strikes~1.0 takedownsmkt —
How it ends
mkt —
R130%
R212%
R35%
Distance53%
Fighter props
Most sig. strikestie 2.1%
Edwards
60.1%-159
Clementi
+15937.8%
Most takedownstie 44.9%
Edwards
14.2%+288
Clementi
-28840.9%
Significant strikes — over/under
Edwards
Expected: 28.6
28.5
Over 28.5
42.7%
+134
Under 28.5
57.3%
-134
03672
Clementi
Expected: 22.3
22.5
Over 22.5
41.9%
+139
Under 22.5
58.1%
-139
02856
Takedowns — over/under
Edwards
Expected: 0.2
0
Over 0
21.6%
Exactly 0
78.4%
push
Under 0
0.0%
035
Clementi
Expected: 0.8
1
Over 1
28.6%
+187
Exactly 1
18.0%
push
Under 1
53.4%
-187
035

Odds are model-implied (no real prop market is priced for these). The “most” prices are draw-no-bet — a tie (for takedowns, usually 0–0) is a push, so each side is priced off its chance of winning given a result, while the % shown is the raw chance of landing strictly more. Drag a line in half-point steps: a half line (e.g. 2.5) is a clean over/under, while a whole number adds a third outcome — landing exactly on it, a push — so over, exact and under sum to 100%. On a whole number the over/under odds are draw-no-bet (priced off the decisive mass, since the push refunds), so the two sides stay mirror images rather than implying an arbitrage.

Expected fight time 10.2 min. Predicted-output ranges are percentiles of the model’s simulated fights: sig strikes the middle 50% (25th–75th); takedowns the wider 10th–90th, since they’re 0 in most fights so a narrow band would collapse to 0. Win-by-method = win probability × that fighter’s own method split: the model forecasts how the fight ends, and that forecast is divided between the corners by each fighter’s finishing record — UFC wins in full, earlier-career wins at half weight, as of fight night — reconciled so the fighters’ totals still equal their win probabilities and the methods still total the fight-level forecast above. “Equity” is each of those over that fighter’s win % — how they win given that they win — so a column adds to 100%, and it differs by corner. A fighter with no classifiable wins at any level leans on the fight-level split. “How it ends” is the model’s round-of-finish split. “Mkt” is the de-vigged market prop (consensus across books), shown for context, not as a betting signal; rounds & totals slots fill as that data lands. Percentages are apportioned by largest remainder, so each set adds to its total exactly and an individual figure can sit a point off its own rounding.

Model vs market
Final
ModelMarketGapLine
To win
Edwards57.4%78.9%−21.5-500
Clementi42.6%21.1%+21.5+350

Market % is the de-vigged (no-vig) consensus across the books that price both fighters; the line is the average across books with the min–max range in parentheses. Gap is the model minus the market in points (+ = the model rates that outcome above the market). Thin or one-sided markets are flagged or left blank rather than shown as a fabricated %. Shown for context, not as a bet — the closing line is the sharpest public price and the model trails it on average. For 5-round bouts the model splits its round-3+ finish mass into rounds 3–5 by the historical within-bucket rate, so the over-3.5 / 4.5 lines carry a model estimate.

Trait web
Str/minStr accStr defAbsorbedTD/15TD accTD defSubs
Hover a point to see the values
EdwardsClementi
Tale of the tape
Ratings (Elo)
1511
Pound-for-pound
1508
1527
Divisional
1508
1490
Striking offense
1500
1522
Striking defense
1500
1499
Grappling offense
1500
1494
Grappling defense
1500
Physical
26 yrs
Age
26 yrs
5'9"
Height
5'9"
73"
Reach
72"
Southpaw
Stance
Southpaw
Striking (UFC career)
0.89
Strikes landed / min
61%
Strike accuracy
0.93
Strikes absorbed / min
48%
Strike defense
Grappling (UFC career)
0.48
Takedowns / 15 min
100%
Takedown accuracy
67%
Takedown defense
0.5
Sub attempts / 15 min
Form & résumé
33%
UFC win rate
+1
Win/loss streak
33%
Last-5 win rate
100%
Finish rate
Recent opp. quality
251
Days since last fight
Recent form (last 5 UFC)
Yves Edwards
  • WJoao PieriniKO/TKO R1
    8mo before
  • LCaol UnoU-DEC R3
    10mo before
  • LMatt SerraM-DEC R3
    Close +1551y 5mo before
Rich Clementi
No prior UFC fights.
Edwards — win / loss by method
Record: 21-7-1

Bar length is fight count (largest bar = full width); shading splits finishes by round and decisions by unanimous vs split — tap a bar for the round-by-round count.

KO/TKO
9 wins, 0 losses
W
43% of wins
L
0% of losses
Submission
10 wins, 3 losses
W
48% of wins
L
43% of losses
Decision
2 wins, 4 losses
W
10% of wins
L
57% of losses
UFC
1win2loss0draw0NC
WinsLosses
1 (100%)KO/TKO(0%) 0
0 (0%)Submission(0%) 0
0 (0%)Decision(100%) 2
Non-UFC
20win5loss1draw0NC
WinsLosses
8 (40%)KO/TKO(0%) 0
10 (50%)Submission(60%) 3
2 (10%)Decision(40%) 2
Clementi — win / loss by method
Record: 13-6-0

Bar length is fight count (largest bar = full width); shading splits finishes by round and decisions by unanimous vs split — tap a bar for the round-by-round count.

KO/TKO
7 wins, 1 loss
W
54% of wins
L
17% of losses
Submission
6 wins, 2 losses
W
46% of wins
L
33% of losses
Decision
0 wins, 3 losses
W
0% of wins
L
50% of losses
UFC
0win0loss0draw0NC
WinsLosses
0 ()KO/TKO() 0
0 ()Submission() 0
0 ()Decision() 0
Non-UFC
13win6loss0draw0NC
WinsLosses
7 (54%)KO/TKO(17%) 1
6 (46%)Submission(33%) 2
0 (0%)Decision(50%) 3

Profiles

Experience
Edwards
Clementi
3
UFC fights
0
31.3 min · 10.4 avg
Octagon time
28y 9m
Career length
UFC schedule strength

Opponents' records on fight night — toggle their full cross-promotional record vs UFC bouts only.

Edwards
Clementi
20W–6L · 76.9%
Overall
3W–0L · 100.0%
Wins
17W–6L · 73.9%
Losses
Non-UFC schedule strength
Edwards
Clementi
125W–47L · 72.7%
Overall
54W–39L · 58.1%
102W–43L · 70.3%
Wins
26W–29L · 47.3%
23W–4L · 85.2%
Losses
28W–10L · 73.7%
Distance striking
Edwards
Clementi
1.98
Landed / min
52.2%
Accuracy
63.0%
Defense
0.00
Knockdowns / 15 min
19.3%
Time at distance
Grappling & control
Edwards
Clementi
0.48
Takedowns / 15 min
100.0%
Takedown accuracy
66.7%
Takedown defense
0.48
Sub attempts / 15 min
28.4%
Control share
Strike target map
Edwards
  • Head43%(12)div 61%
  • Body25%(7)div 23%
  • Legs32%(9)div 16%
Clementi
  • Head0%(0)div 61%
  • Body0%(0)div 23%
  • Legs0%(0)div 16%
  • No strike data on record.

Where each fighter lands significant strikes (career). “div” = the weight-class average.

Yves Edwards
CloseSSTDKDCtrl

Per-fight: SS & TD shown landed/attempted; Close = consensus closing line.

Rich Clementi

No UFC fights on record.

Per-fight: SS & TD shown landed/attempted; Close = consensus closing line.