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ESL Challenger League Season 50 Asia-Pacific Cup 1ยท A-TIER ONLINE BO3
FINAL 29 Aug 2025 21:56 UTC
Lynn Vision
Lynn Vision
Elo 1531
2 โ€“ 0
Winner: Lynn Vision
Rare Atom
Rare Atom
CN
Elo 1581
CS2
CQ-GESUS CS2-APEX SHAP
AUC 0.702 58% CONF WRONG
Lynn Vision 42.5% 57.5% Rare Atom
Why this prediction?
โˆ’100.0 Elo advantage
+84.2 Elo implied probability
+75.5 Elo win probability
โˆ’46.2 Schedule difficulty edge
โˆ’37.7 Avg opponent quality diff
+32.5 Consensus Win Prob Team1
โˆ’29.3 Days since last match (T1)
+26.6 Glicko2 rating (T2)
+25.2 Elo (T1)
+24.7 Glicko2 rating (T1)
ancient
13 โ€“ 2
10|3vs?|2
Lynn Vision
dust2
13 โ€“ 7
3|10vs2|5
Lynn Vision
Match Highlights Demo parsed
Top Performers
Top Fragger
Emil1aQAQ
34
kills
ADR 97.4
Top Assist
z4KR1114
11
assists
0 flash
Best ADR
Emil1aQAQ
97.4
avg dmg/rd
34K 16D
Best KAST
Coach|z8z
100.0%
KAST
0K 0D
Most HS
We5tmeloN
24
headshots
77% HS rate
Best K/D
Emil1aQAQ
2.12
K/D ratio
34K 16D
de_ancient
ancient
13 โ€“ 2
Lynn Vision WON
Round Timeline
CT win T win
HT
Round โ€” Player Stats
Player K D A HS ADR KAST
Player K D A K/D HS% ADR KAST% Impact
T SIDE
kaze-
 9 11 2 0.82 22% 71.6 62.5% 0.34
T-iger
 9 14 3 0.64 78% 60.5 56.2% 0.34
suMMMMMer-
 7 13 1 0.54 43% 57.1 56.2% 0.24
L1haNg
 6 16 3 0.38 83% 55.3 68.8% 0.25
DxANGEROUS
 5 14 5 0.36 80% 51.1 75.0% 0.26
Coach|z8z
 0 0 0 0.00 0% 93.8 100.0% 0.39
CT SIDE
Emil1aQAQ
 19 6 0 3.17 58% 122.0 81.2% 0.89
We5tmeloN
 14 8 3 1.75 86% 89.6 81.2% 0.71
z4KR1114
 12 5 2 2.40 33% 83.0 81.2% 0.62
Starryo1o3-
 10 6 3 1.67 60% 68.5 93.8% 0.6
C4LLM3SUE
 8 6 5 1.33 38% 63.5 81.2% 0.47
Player K D A HS% ADR KAST% Impact
1ST HALF โ€” T SIDE
kaze-
 7 9 2 14% 67.6 61.5% 0.31
T-iger
 7 12 3 71% 57.6 53.8% 0.29
suMMMMMer-
 6 10 1 33% 56.0 61.5% 0.26
L1haNg
 5 12 3 100% 67.6 76.9% 0.34
DxANGEROUS
 4 12 5 75% 51.8 76.9% 0.24
Coach|z8z
 0 0 0 0% 92.3 100.0% 0.39
1ST HALF โ€” CT SIDE
Emil1aQAQ
 18 4 0 56% 136.2 84.6% 1.03
We5tmeloN
 13 7 2 85% 100.5 84.6% 0.78
z4KR1114
 7 5 2 0% 63.7 76.9% 0.41
Starryo1o3-
 8 5 3 62% 70.5 100.0% 0.61
C4LLM3SUE
 5 4 5 20% 48.2 76.9% 0.38
Player K D A HS% ADR KAST% Impact
2ND HALF โ€” CT SIDE
kaze-
 2 2 0 50% 89.0 66.7% 0.48
T-iger
 2 2 0 100% 73.0 66.7% 0.53
suMMMMMer-
 1 3 0 100% 62.0 33.3% 0.18
L1haNg
 1 4 0 0% 2.0 33.3% -0.16
DxANGEROUS
 1 2 0 100% 48.0 66.7% 0.34
Coach|z8z
 0 0 0 0% 100.0 100.0% 0.4
2ND HALF โ€” T SIDE
Emil1aQAQ
 1 2 0 100% 60.3 66.7% 0.36
We5tmeloN
 1 1 1 100% 42.3 66.7% 0.43
z4KR1114
 5 0 0 80% 166.7 100.0% 1.37
Starryo1o3-
 2 1 0 50% 60.0 66.7% 0.53
C4LLM3SUE
 3 2 0 67% 130.0 100.0% 0.8
Highlights available for subscribers Sign in
de_dust2
dust2
13 โ€“ 7
Lynn Vision WON
Round Timeline
CT win T win
HT
Round โ€” Player Stats
Player K D A HS ADR KAST
Player K D A K/D HS% ADR KAST% Impact
T SIDE
L1haNg
 16 16 5 1.00 38% 102.1 76.2% 0.51
DxANGEROUS
 11 16 3 0.69 82% 57.1 76.2% 0.41
T-iger
 11 14 5 0.79 36% 60.5 66.7% 0.35
kaze-
 11 15 2 0.73 64% 62.9 71.4% 0.39
suMMMMMer-
 11 18 5 0.61 55% 70.5 81.0% 0.37
Coach|z8z
 0 0 0 0.00 0% 95.2 100.0% 0.39
CT SIDE
We5tmeloN
 17 16 4 1.06 71% 97.3 76.2% 0.58
Emil1aQAQ
 15 10 3 1.50 60% 78.6 95.2% 0.62
z4KR1114
 15 12 9 1.25 27% 92.2 95.2% 0.57
C4LLM3SUE
 14 12 4 1.17 50% 85.0 71.4% 0.51
Starryo1o3-
 14 13 5 1.08 57% 74.8 90.5% 0.54
Player K D A HS% ADR KAST% Impact
1ST HALF โ€” T SIDE
L1haNg
 8 7 1 50% 107.1 66.7% 0.57
DxANGEROUS
 3 6 2 67% 28.8 77.8% 0.29
T-iger
 7 5 1 43% 71.6 88.9% 0.58
kaze-
 3 5 2 33% 51.0 88.9% 0.33
suMMMMMer-
 6 8 2 50% 84.7 88.9% 0.46
Coach|z8z
 0 0 0 0% 88.9 100.0% 0.38
1ST HALF โ€” CT SIDE
We5tmeloN
 6 8 2 33% 91.9 77.8% 0.42
Emil1aQAQ
 6 5 0 33% 63.7 88.9% 0.5
z4KR1114
 7 6 4 29% 89.3 100.0% 0.58
C4LLM3SUE
 3 6 2 0% 54.6 66.7% 0.2
Starryo1o3-
 7 5 3 71% 93.3 88.9% 0.65
Player K D A HS% ADR KAST% Impact
2ND HALF โ€” CT SIDE
L1haNg
 8 9 4 25% 98.4 83.3% 0.47
DxANGEROUS
 8 10 1 88% 78.3 75.0% 0.49
T-iger
 4 9 4 25% 52.2 50.0% 0.17
kaze-
 8 10 0 75% 71.8 58.3% 0.42
suMMMMMer-
 5 10 3 60% 59.8 75.0% 0.3
Coach|z8z
 0 0 0 0% 100.0 100.0% 0.4
2ND HALF โ€” T SIDE
We5tmeloN
 11 8 2 91% 101.3 75.0% 0.69
Emil1aQAQ
 9 5 3 78% 89.8 100.0% 0.71
z4KR1114
 8 6 5 25% 94.4 91.7% 0.56
C4LLM3SUE
 11 6 2 64% 107.8 75.0% 0.71
Starryo1o3-
 7 8 2 43% 60.8 91.7% 0.45
Highlights available for subscribers Sign in
Match Stats โ€” All Players Combined DEMO PARSED
Player K D A K/D HS% ADR KAST% Rds
⭐ Emil1aQAQ t2
34 16 3 2.12 59% 97.4 89.2% 37
We5tmeloN t2
31 24 7 1.29 77% 93.9 78.4% 37
z4KR1114 t2
27 17 11 1.59 30% 88.2 89.2% 37
Starryo1o3- t2
24 19 8 1.26 58% 72.1 91.9% 37
L1haNg t1
22 32 8 0.69 50% 81.9 73.0% 37
C4LLM3SUE t2
22 18 9 1.22 45% 75.7 75.7% 37
kaze- t1
20 26 4 0.77 45% 66.7 67.6% 37
T-iger t1
20 28 8 0.71 55% 60.5 62.2% 37
suMMMMMer- t1
18 31 6 0.58 50% 64.7 70.3% 37
DxANGEROUS t1
16 30 8 0.53 81% 54.5 75.7% 37
Coach|z8z t1
0 0 0 0.00 0% 94.6 100.0% 37
Player Awards
🔫
Top Fragger
Emil1aQAQ
34 kills
🎯
Headshot Machine
Emil1aQAQ
59% HS
34K
Per-Map Player Stats per map ยท sorted by kills
de_ancient ancient 11 players
Player K D A K/D HS% ADR KAST% Impact
⭐
kaze-
9 11 2 0.82 22% 71.6 62.5% 0.34
T-iger
9 14 3 0.64 78% 60.5 56.2% 0.34
suMMMMMer-
7 13 1 0.54 43% 57.1 56.2% 0.24
L1haNg
6 16 3 0.38 83% 55.3 68.8% 0.25
DxANGEROUS
5 14 5 0.36 80% 51.1 75.0% 0.26
Coach|z8z
0 0 0 0.00 0% 93.8 100.0% 0.39
Emil1aQAQ
19 6 0 3.17 58% 122.0 81.2% 0.89
We5tmeloN
14 8 3 1.75 86% 89.6 81.2% 0.71
z4KR1114
12 5 2 2.40 33% 83.0 81.2% 0.62
Starryo1o3-
10 6 3 1.67 60% 68.5 93.8% 0.6
C4LLM3SUE
8 6 5 1.33 38% 63.5 81.2% 0.47
de_dust2 dust2 11 players
Player K D A K/D HS% ADR KAST% Impact
⭐
L1haNg
16 16 5 1.00 38% 102.1 76.2% 0.51
DxANGEROUS
11 16 3 0.69 82% 57.1 76.2% 0.41
T-iger
11 14 5 0.79 36% 60.5 66.7% 0.35
kaze-
11 15 2 0.73 64% 62.9 71.4% 0.39
suMMMMMer-
11 18 5 0.61 55% 70.5 81.0% 0.37
Coach|z8z
0 0 0 0.00 0% 95.2 100.0% 0.39
We5tmeloN
17 16 4 1.06 71% 97.3 76.2% 0.58
Emil1aQAQ
15 10 3 1.50 60% 78.6 95.2% 0.62
z4KR1114
15 12 9 1.25 27% 92.2 95.2% 0.57
C4LLM3SUE
14 12 4 1.17 50% 85.0 71.4% 0.51
Starryo1o3-
14 13 5 1.08 57% 74.8 90.5% 0.54
de_ancient ancient 16 rounds
โ–  CT Win โ–  T Win Click a round to see kill feed
Round 1
T $3900 | CT $3250
Round 2
T $4550 | CT $4250
Round 3
T $10050 | CT $19600
Round 4
T $8800 | CT $25850
Round 5
T $23400 | CT $30000
Round 6
T $9000 | CT $30650
Round 7
T $27800 | CT $26150
Round 8
T $27950 | CT $15050
Round 9
T $27850 | CT $27950
Round 10
T $24700 | CT $29450
Round 11
T $24050 | CT $29450
Round 12
T $14900 | CT $31050
Round 13
T $22800 | CT $33700
Round 14
T $4300 | CT $4550
Round 15
T $19250 | CT $11450
HT
Round 16
T $23500 | CT $21050
de_dust2 dust2 21 rounds
โ–  CT Win โ–  T Win Click a round to see kill feed
Round 1
T $3900 | CT $3250
Round 2
T $4550 | CT $4850
Round 3
T $19800 | CT $10800
Round 4
T $22950 | CT $4250
Round 5
T $26950 | CT $26400
Round 6
T $27450 | CT $13350
Round 7
T $27100 | CT $28450
Round 8
T $27200 | CT $6600
Round 9
T $28250 | CT $27850
Round 10
T $28050 | CT $9700
Round 11
T $27650 | CT $27950
Round 12
T $27200 | CT $29400
Round 13
T $27950 | CT $32000
Round 14
T $4250 | CT $4550
Round 15
T $18800 | CT $11350
HT
Round 16
T $22250 | CT $2100
Round 17
T $26450 | CT $25700
Round 18
T $27350 | CT $25450
Round 19
T $27550 | CT $27250
Round 20
T $18150 | CT $29250
Round 21
T $9700 | CT $29650
Rare Atom Eco Rating: 5.0
Eco rounds
0/8 W (0%)
Force buy
0/6 W (0%)
Full buy
19 rounds
Avg Equip
$19557
Util Dmg
612.00
18.5/rd
Opening K
7
21%/rd
Trade Kill Rate 39%
Headshot% 50%
2K
2
3K
3
4K
1
5K
15
Lynn Vision Eco Rating: 5.8
Eco rounds
0/6 W (0%)
Force buy
0/5 W (0%)
Full buy
16 rounds
Avg Equip
$19738
Util Dmg
678.00
25.1/rd
Opening K
14
52%/rd
Trade Kill Rate 41%
Headshot% 58%
2K
1
3K
1
4K
2
5K
15
CQ Feature Intelligence 524 features
null: 46.2% โฌก Gold
Form (30d / 90d)
WR 30d
60.0% vs 22.2%
WR 90d
68.2% vs 30.8%
Rating 30d
1.24 vs 1.21
Form Slope
โ†‘0.200 vs โ†‘0.030
Map Intelligence
CT WR 90d
โ€” vs โ€”
T WR 90d
โ€” vs โ€”
Pool Depth
4.0 vs 4.0
Team Dynamics
Days Rest
โ€”d vs 1.0d
Roster Stab
โ€” vs โ€”
Synergy
0.72 vs 0.34
Elo ฮ” -72
Elo Win% 39.8%
Rare Atom Eco Rating: 5.0
Economy Mastery
Eco Win%
0%
Force Win%
0%
Kill Quality
Headshot%
50%
Trade Rate
39%
Opening K/Rd
21%
Util Dmg/Rd
18.5
Multi-Kill Rounds
2K
2
3K
3
4K
1
5K
15
Multi-Kill Score: 71
Lynn Vision Eco Rating: 5.8
Economy Mastery
Eco Win%
0%
Force Win%
0%
Kill Quality
Headshot%
58%
Trade Rate
41%
Opening K/Rd
52%
Util Dmg/Rd
25.1
Multi-Kill Rounds
2K
1
3K
1
4K
2
5K
15
Multi-Kill Score: 69
Quantum Locked

Quantum signals require Uranium-tier data: <10% null features.

Current: 46.2% null Target: <10%
More features will unlock as demo parsing progresses
Lynn Vision
11 โ€“ 9
Rare Atom
Recent Meetings
Lynn Vision 1 โ€“ 0 Rare Atom Apr 2026 Lynn Vision 3 โ€“ 0 Rare Atom Mar 2026 Rare Atom 3 โ€“ 0 Lynn Vision Feb 2026 Rare Atom 0 โ€“ 5 Lynn Vision Nov 2025 Rare Atom 0 โ€“ 3 Lynn Vision Nov 2025
Player Performance
DEMO PARSED sorted by Impact
Impact = KPRร—0.45 โˆ’ DPRร—0.30 + KASTร—0.25 + HS%ร—0.15 + ADR/100ร—0.15  |  KAST = Kill/Assist/Survived/Traded per round  |  Source: awpy + demoparser2
de_ancient ancient 16 rounds
โ–  CT Win โ–  T Win B Bomb planted Buy: Eco Force Buy Click a round to see kill feed
Round 1 1 โ€” 1st half
T $3900 | CT $3250
T buy: eco CT buy: eco
Round 2 2 โ€” 1st half
T $4550 | CT $4250
T buy: eco CT buy: eco
Round 3 3 โ€” 1st half
T $10050 | CT $19600
T buy: force_buy CT buy: half_buy Bomb planted
Round 4 4 โ€” 1st half
T $8800 | CT $25850
T buy: force_buy CT buy: full_buy
Round 5 5 โ€” 1st half
T $23400 | CT $30000
T buy: half_buy CT buy: full_buy
Round 6 6 โ€” 1st half
T $9000 | CT $30650
T buy: force_buy CT buy: full_buy Bomb planted
Round 7 7 โ€” 1st half
T $27800 | CT $26150
T buy: full_buy CT buy: full_buy Bomb planted
Round 8 8 โ€” 1st half
T $27950 | CT $15050
T buy: full_buy CT buy: half_buy
Round 9 9 โ€” 1st half
T $27850 | CT $27950
T buy: full_buy CT buy: full_buy Bomb planted
Round 10 10 โ€” 1st half
T $24700 | CT $29450
T buy: half_buy CT buy: full_buy
Round 11 11 โ€” 1st half
T $24050 | CT $29450
T buy: half_buy CT buy: full_buy
Round 12 12 โ€” 1st half
T $14900 | CT $31050
T buy: force_buy CT buy: full_buy
Round 13 13 โ€” 1st half
T $22800 | CT $33700
T buy: half_buy CT buy: full_buy
Round 14 14 โ€” 1st half
T $4300 | CT $4550
T buy: eco CT buy: eco Bomb planted
Round 15 15 โ€” 1st half
T $19250 | CT $11450
T buy: half_buy CT buy: force_buy Bomb planted
HT
Round 16 16 โ€” 2nd half
T $23500 | CT $21050
T buy: full_buy CT buy: half_buy Bomb planted
de_dust2 dust2 21 rounds
โ–  CT Win โ–  T Win B Bomb planted Buy: Eco Force Buy Click a round to see kill feed
Round 1 1 โ€” 1st half
T $3900 | CT $3250
T buy: eco CT buy: eco
Round 2 2 โ€” 1st half
T $4550 | CT $4850
T buy: eco CT buy: eco Bomb planted
Round 3 3 โ€” 1st half
T $19800 | CT $10800
T buy: half_buy CT buy: force_buy
Round 4 4 โ€” 1st half
T $22950 | CT $4250
T buy: full_buy CT buy: eco Bomb planted
Round 5 5 โ€” 1st half
T $26950 | CT $26400
T buy: full_buy CT buy: half_buy Bomb planted
Round 6 6 โ€” 1st half
T $27450 | CT $13350
T buy: full_buy CT buy: force_buy
Round 7 7 โ€” 1st half
T $27100 | CT $28450
T buy: full_buy CT buy: full_buy
Round 8 8 โ€” 1st half
T $27200 | CT $6600
T buy: full_buy CT buy: force_buy Bomb planted
Round 9 9 โ€” 1st half
T $28250 | CT $27850
T buy: full_buy CT buy: full_buy Bomb planted
Round 10 10 โ€” 1st half
T $28050 | CT $9700
T buy: full_buy CT buy: force_buy Bomb planted
Round 11 11 โ€” 1st half
T $27650 | CT $27950
T buy: full_buy CT buy: full_buy
Round 12 12 โ€” 1st half
T $27200 | CT $29400
T buy: full_buy CT buy: full_buy Bomb planted
Round 13 13 โ€” 1st half
T $27950 | CT $32000
T buy: full_buy CT buy: full_buy
Round 14 14 โ€” 1st half
T $4250 | CT $4550
T buy: eco CT buy: eco Bomb planted
Round 15 15 โ€” 1st half
T $18800 | CT $11350
T buy: half_buy CT buy: force_buy Bomb planted
HT
Round 16 16 โ€” 2nd half
T $22250 | CT $2100
T buy: half_buy CT buy: eco Bomb planted
Round 17 17 โ€” 2nd half
T $26450 | CT $25700
T buy: half_buy CT buy: full_buy
Round 18 18 โ€” 2nd half
T $27350 | CT $25450
T buy: full_buy CT buy: full_buy Bomb planted
Round 19 19 โ€” 2nd half
T $27550 | CT $27250
T buy: full_buy CT buy: full_buy Bomb planted
Round 20 20 โ€” 2nd half
T $18150 | CT $29250
T buy: half_buy CT buy: full_buy
Round 21 21 โ€” 2nd half
T $9700 | CT $29650
T buy: force_buy CT buy: full_buy