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UFC Fight Night: Muhammad vs. Bonfim
Ketlen Souza
Ketlen Souza
16-6 · BRA
VS
June 6, 2026 · Las Vegas, Nevada, USA
Strawweight · 3 rounds
116.0lb
Weigh-in
116.0lb
Ketlen Souza def. Ariane Carnelossi by KO/TKO (Kick), R1 1:34
Performance
Round by round
SSTDKDCtrl
R1 · 1:34
Souza13/170/010:03
Carnelossi8/210/000:00
Total
Souza13/170/010:03
Carnelossi8/210/000:00

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
SouzaWin probabilityCarnelossi
67.0%33.0%
KO / TKO
33%
Submission
21%
Decision
46%
Expected fight time: 10.3 min
Retrospective pick: the walk-forward model's call at the time of the fight — persisted out-of-sample, with no hindsight about the result.
What drives the pick

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

Predicted outcomes
Souza67%
Wins by
Model
Equity
Mkt
KO / TKO21%30%16%
Submission13%20%11%
Decision33%50%45%
Predicted output
Sig. strikes50 (2168)act 13
Takedowns0.8 (0.02.8)act 0
Carnelossi33%
Wins by
Model
Equity
Mkt
KO / TKO13%40%10%
Submission7%22%5%
Decision13%38%14%
Predicted output
Sig. strikes39 (1653)act 8
Takedowns1.0 (0.03.3)act 0
Combined totals~89 sig strikes~1.8 takedownsmkt —
How it ends
mkt —
R124%
R220%
R310%
Distance46%
Fighter props
Most sig. strikestie 1.1%
Souza
57.6%-140
Carnelossi
+14041.3%
Most takedownstie 29.1%
Souza
30.3%+134
Carnelossi
-13440.6%
Significant strikes — over/under
Souza
Expected: 50.2
50
Over 50
39.5%
+151
Exactly 50
1.0%
push
Under 50
59.5%
-151
063126
Carnelossi
Expected: 38.9
39
Over 39
39.0%
+153
Exactly 39
1.2%
push
Under 39
59.7%
-153
04998
Takedowns — over/under
Souza
Expected: 0.8
1
Over 1
29.0%
+179
Exactly 1
19.2%
push
Under 1
51.8%
-179
035
Carnelossi
Expected: 1.0
1
Over 1
35.9%
+118
Exactly 1
21.6%
push
Under 1
42.5%
-118
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 10.3 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
Souza67.0%74.0%−7.0-344
Carnelossi33.0%26.0%+7.0+267
By method
Souza by KO/TKO22.4%16.0%+6.4+435
Souza by submission13.9%10.8%+3.1+694
Souza by decision30.6%44.6%−14.0-110
Carnelossi by KO/TKO11.1%9.8%+1.3+775
Carnelossi by submission6.9%4.9%+2.0+1629
Carnelossi by decision15.1%14.0%+1.1+510
Total rounds (over)
Over 1.5 rds76.1%78.0%−1.9-519
Over 2.5 rds56.4%65.9%−9.5-240
Goes the distance
Fight goes to decision45.8%60.7%−14.9-184

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
68.1Striking49.0
Souza +19.1
26.2Grappling37.2
Carnelossi +11.0
Str/minStr accStr defAbsorbedTD/15TD accTD defSubs
Hover a point to see the values
SouzaCarnelossi
Tale of the tape
Ratings (Elo)
1526
Pound-for-pound
1529
1539
Divisional
1530
1504
Striking offense
1499
1499
Striking defense
1485
Grappling offense
Grappling defense
Physical
31 yrs
Age
33 yrs
5'3"
Height
5'2"
63"
Reach
61"
Orthodox
Stance
Orthodox
Striking (UFC career)
4.01
Strikes landed / min
2.63
56%
Strike accuracy
39%
3.86
Strikes absorbed / min
4.61
53%
Strike defense
44%
Grappling (UFC career)
0.46
Takedowns / 15 min
1.08
13%
Takedown accuracy
50%
54%
Takedown defense
23%
0.2
Sub attempts / 15 min
0.2
Form & résumé
50%
UFC win rate
50%
+1
Win/loss streak
-1
60%
Last-5 win rate
60%
33%
Finish rate
67%
Recent opp. quality
119
Days since last fight
217
Recent form (last 5 UFC)
Ketlen Souza
  • WBruna BrasilU-DEC R3
    Close -1534mo before
  • LPiera RodriguezS-DEC R3
    Close +20310mo before
  • LAngela HillS-DEC R3
    Close -1071y 4mo before
  • WYazmin JaureguiSUB R1
    Close +4001y 9mo before
  • WMarnic MannU-DEC R3
    Close -3612y 1mo before
Ariane Carnelossi
  • LTalita AlencarSUB R3
    Close +1727mo before
  • WPiera RodriguezDQ R2
    Close +1852y 1mo before
  • LLoopy GodinezU-DEC R3
    Close +1654y 1mo before
  • WIstela NunesSUB R3
    Close -1404y 8mo before
  • WLiang NaKO/TKO R2
    Close -2205y 1mo before
Souza — win / loss by method
Record: 16-6-0

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
8 wins, 2 losses
W
50% of wins
L
33% of losses
Submission
2 wins, 2 losses
W
13% of wins
L
33% of losses
Decision
6 wins, 2 losses
W
38% of wins
L
33% of losses
UFC
3win3loss0draw0NC
WinsLosses
0 (0%)KO/TKO(0%) 0
1 (33%)Submission(33%) 1
2 (67%)Decision(67%) 2
Non-UFC
13win3loss0draw0NC
WinsLosses
8 (62%)KO/TKO(67%) 2
1 (8%)Submission(33%) 1
4 (31%)Decision(0%) 0
Carnelossi — win / loss by method
Record: 15-4-0

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
9 wins, 1 loss
W
60% of wins
L
25% of losses
Submission
2 wins, 2 losses
W
13% of wins
L
50% of losses
Decision
3 wins, 1 loss
W
20% of wins
L
25% of losses
DQ / other
1 win, 0 losses
W
7% of wins
L
0% of losses
UFC
3win3loss0draw0NC
WinsLosses
1 (33%)KO/TKO(33%) 1
1 (33%)Submission(33%) 1
0 (0%)Decision(33%) 1
1 (33%)DQ / other(0%) 0
Non-UFC
12win1loss0draw0NC
WinsLosses
8 (67%)KO/TKO(0%) 0
1 (8%)Submission(100%) 1
3 (25%)Decision(0%) 0

Profiles

Experience
Souza
Carnelossi
6
UFC fights
6
64.8 min · 10.8 avg
Octagon time
69.2 min · 11.5 avg
9y 8m
Career length
11y 10m
UFC schedule strength

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

Souza
Carnelossi
70W–28L · 71.4%
Overall
56W–16L · 77.8%
28W–8L · 77.8%
Wins
34W–6L · 85.0%
42W–20L · 67.7%
Losses
22W–10L · 68.8%
Non-UFC schedule strength
Souza
Carnelossi
54W–28L · 65.9%
Overall
37W–35L · 51.4%
38W–23L · 62.3%
Wins
37W–35L · 51.4%
16W–5L · 76.2%
Losses
0W–0L
Distance striking
Souza
Carnelossi
6.52
Landed / min
5.56
53.1%
Accuracy
34.8%
57.2%
Defense
54.8%
0.23
Knockdowns / 15 min
0.00
52.1%
Time at distance
35.6%
Grappling & control
Souza
Carnelossi
0.46
Takedowns / 15 min
1.08
13.3%
Takedown accuracy
50.0%
53.6%
Takedown defense
22.7%
0.23
Sub attempts / 15 min
0.22
48.5%
Control share
31.6%
Strike target map
Souza
  • Head53%(138)div 61%
  • Body29%(75)div 23%
  • Legs18%(47)div 16%
Carnelossi
  • Head67%(122)div 61%
  • Body13%(23)div 23%
  • Legs20%(37)div 16%

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

Ketlen Souza
CloseSSTDKDCtrl

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

Ariane Carnelossi
CloseSSTDKDCtrl

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