Complexity vs 9 Pandas — CounterQuant

YaLLa Compass Spring 2025 Closed Qualifier· T3 ONLINE BO3

FINAL 03 Apr 2025 21:07 UTC

Complexity

Elo 1674

1 – 0

Winner: Complexity

9 Pandas

Elo 1471

CS2

CQ-GESUS CS2-APEX SHAP

AUC 0.702 58% CONF WRONG

Complexity 41.8% 58.2% 9 Pandas

Why this prediction?

−100.0 Elo advantage

+84.2 Elo implied probability

+75.5 Elo win probability

+46.2 Schedule difficulty edge

+37.7 Avg opponent quality diff

+32.5 Consensus Win Prob Team1

−29.3 Days since last match (T1)

+26.6 Glicko2 rating (T2)

+25.2 Elo (T1)

+24.7 Glicko2 rating (T1)

Match Highlights Demo parsed

Top Performers

Top Fragger

hallzerk

kills

ADR 121.4

Top Assist

Grim

assists

1 flash

Best ADR

hallzerk

121.4

avg dmg/rd

22K 9D

Best KAST

94.7%

KAST

16K 11D

Most HS

nicx

headshots

68% HS rate

Best K/D

hallzerk

2.44

K/D ratio

22K 9D

inferno

13 – 5

8ct|5tvs1ct|4t

Complexity WON

Round Timeline

CT win T win Hover or click a round for details

Round — Player Stats

Player	K	D	A	HS	ADR	KAST

Player	K	D	A	K/D	HS%	ADR	KAST%	Impact
T SIDE
r3salt	14	16	5	0.88	36%	84.0	84.2%	0.47
anarkez	13	17	4	0.76	62%	77.4	78.9%	0.45
shalfey	13	15	4	0.87	62%	87.8	73.7%	0.48
d1Ledez	10	15	4	0.67	70%	65.7	63.2%	0.36
Krad	8	16	2	0.50	62%	61.8	63.2%	0.28
CT SIDE
hallzerk	22	9	3	2.44	41%	121.4	89.5%	0.85
nicx	19	11	1	1.73	68%	112.8	84.2%	0.76
JT	16	11	2	1.45	62%	87.8	94.7%	0.67
Cxzi	14	11	7	1.27	36%	99.1	89.5%	0.58
Grim	4	15	10	0.27	25%	64.5	84.2%	0.2

Player	K	D	A	HS%	ADR	KAST%	Impact
1ST HALF — T SIDE
r3salt	11	9	3	45%	103.2	83.3%	0.62
anarkez	7	10	4	57%	67.8	75.0%	0.39
shalfey	8	7	3	62%	84.9	75.0%	0.53
d1Ledez	5	10	3	80%	51.6	58.3%	0.28
Krad	7	10	1	71%	72.6	66.7%	0.39
1ST HALF — CT SIDE
hallzerk	12	6	2	25%	118.2	83.3%	0.72
nicx	14	6	0	71%	131.0	75.0%	0.87
JT	9	8	1	67%	77.9	91.7%	0.58
Cxzi	9	7	4	44%	102.1	83.3%	0.59
Grim	2	11	7	0%	59.8	75.0%	0.08

Player	K	D	A	HS%	ADR	KAST%	Impact
2ND HALF — CT SIDE
r3salt	3	7	2	0%	51.1	85.7%	0.18
anarkez	6	7	0	67%	93.7	85.7%	0.54
shalfey	5	8	1	60%	92.7	71.4%	0.39
d1Ledez	5	5	1	60%	89.9	71.4%	0.51
Krad	1	6	1	0%	43.4	57.1%	0.01
2ND HALF — T SIDE
hallzerk	10	3	1	60%	127.0	100.0%	1.04
nicx	5	5	1	60%	81.7	100.0%	0.57
JT	7	3	1	57%	104.7	100.0%	0.81
Cxzi	5	4	3	20%	93.9	100.0%	0.57
Grim	2	4	3	50%	72.7	100.0%	0.39

Highlights available for subscribers Sign in

Match Stats — All Players Combined DEMO PARSED

Player	K	D	A	K/D	HS%	ADR	KAST%	Rds
⭐ hallzerk t1	22	9	3	2.44	41%	121.4	89.5%	19
nicx t1	19	11	1	1.73	68%	112.8	84.2%	19
JT t1	16	11	2	1.45	62%	87.8	94.7%	19
r3salt t2	14	16	5	0.88	36%	84.0	84.2%	19
Cxzi t1	14	11	7	1.27	36%	99.1	89.5%	19
anarkez t2	13	17	4	0.76	62%	77.4	78.9%	19
shalfey t2	13	15	4	0.87	62%	87.8	73.7%	19
d1Ledez t2	10	15	4	0.67	70%	65.7	63.2%	19
Krad t2	8	16	2	0.50	62%	61.8	63.2%	19
Grim t1	4	15	10	0.27	25%	64.5	84.2%	19

Player Awards

🔫

Top Fragger

hallzerk

22 kills

🎯

Headshot Machine

hallzerk

41% HS

22K

Per-Map Player Stats per map · sorted by kills

inferno 10 players

Player	K	D	A	K/D	HS%	ADR	KAST%	Impact
⭐ r3salt	14	16	5	0.88	36%	84.0	84.2%	0.47
anarkez	13	17	4	0.76	62%	77.4	78.9%	0.45
shalfey	13	15	4	0.87	62%	87.8	73.7%	0.48
d1Ledez	10	15	4	0.67	70%	65.7	63.2%	0.36
Krad	8	16	2	0.50	62%	61.8	63.2%	0.28
hallzerk	22	9	3	2.44	41%	121.4	89.5%	0.85
nicx	19	11	1	1.73	68%	112.8	84.2%	0.76
JT	16	11	2	1.45	62%	87.8	94.7%	0.67
Cxzi	14	11	7	1.27	36%	99.1	89.5%	0.58
Grim	4	15	10	0.27	25%	64.5	84.2%	0.2

inferno 21 rounds

■ CT Win ■ T Win Click a round to see kill feed

Round 1

T $0 | CT $0

Round 2

T $0 | CT $0

Round 3

T $4600 | CT $4000

Round 4

T $19000 | CT $11450

Round 5

T $21650 | CT $4950

Round 6

T $22750 | CT $25550

Round 7

T $25650 | CT $25500

Round 8

T $2800 | CT $30450

Round 9

T $26050 | CT $27850

Round 10

T $10150 | CT $30650

Round 11

T $23900 | CT $30150

Round 12

T $12650 | CT $30150

Round 13

T $21800 | CT $30450

Round 14

T $20800 | CT $31350

Round 15

T $4650 | CT $4400

Round 16

T $14450 | CT $21350

Round 17

T $20950 | CT $8600

Round 18

T $21050 | CT $7800

Round 19

T $21050 | CT $7800

Round 20

T $22700 | CT $22550

Round 21

T $26000 | CT $16050

9 Pandas Eco Rating: 7.9

Eco rounds

1/3 W (33%)

Force buy

0/4 W (0%)

Full buy

10 rounds

Avg Equip

$19529

Util Dmg

3.00

0.2/rd

Opening K

71%/rd

Trade Kill Rate 37%

Headshot% 46%

Complexity Eco Rating: 8.6

Eco rounds

1/3 W (33%)

Force buy

0/1 W (0%)

Full buy

6 rounds

Avg Equip

$18034

Util Dmg

2.00

0.2/rd

Opening K

80%/rd

Trade Kill Rate 46%

Headshot% 53%

CQ Feature Intelligence 534 features

null: 32.8% ◆ Platinum

Form (30d / 90d)

WR 30d

11.1% vs 30.0%

WR 90d

12.5% vs 27.0%

Rating 30d

1.23 vs 1.13

Form Slope

↑0.020 vs ↑0.020

Map Intelligence

CT WR 90d

52.0% vs 50.8%

T WR 90d

53.4% vs 52.0%

Pool Depth

3.0 vs 1.0

Team Dynamics

Days Rest

—d vs —d

Roster Stab

— vs —

Synergy

0.13 vs 0.33

Elo Δ -107

Elo Win% 35.1%

9 Pandas Eco Rating: 7.9

Economy Mastery

Eco Win%

33%

Force Win%

Kill Quality

Headshot%

46%

Trade Rate

37%

Opening K/Rd

71%

Util Dmg/Rd

0.2

Multi-Kill Rounds

Multi-Kill Score: 52

Complexity Eco Rating: 8.6

Economy Mastery

Eco Win%

33%

Force Win%

Kill Quality

Headshot%

53%

Trade Rate

46%

Opening K/Rd

80%

Util Dmg/Rd

0.2

Multi-Kill Rounds

Multi-Kill Score: 52

Quantum Locked

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

Current: 32.8% null Target: <10%

More features will unlock as demo parsing progresses

Complexity

1 – 0

9 Pandas

Recent Meetings

Complexity 1 – 0 9 Pandas Apr 2025

Player Performance

DEMO PARSED sorted by Impact

Impact = KPR×0.45 − DPR×0.30 + KAST×0.25 + HS%×0.15 + ADR/100×0.15 | KAST = Kill/Assist/Survived/Traded per round | Source: awpy + demoparser2

inferno 21 rounds

■ CT Win ■ T Win B Bomb planted Buy: Eco Force Buy Click a round to see kill feed

Round 1 1 — 1st half

T $0 | CT $0

T buy: — CT buy: —

Round 2 2 — 1st half

T $0 | CT $0

T buy: — CT buy: —

Round 3 3 — 1st half

T $4600 | CT $4000

T buy: eco CT buy: eco Bomb planted

Round 4 4 — 1st half

T $19000 | CT $11450

T buy: half_buy CT buy: force_buy Bomb planted

Round 5 5 — 1st half

T $21650 | CT $4950

T buy: half_buy CT buy: eco

Round 6 6 — 1st half

T $22750 | CT $25550

T buy: full_buy CT buy: full_buy Bomb planted

Round 7 7 — 1st half

T $25650 | CT $25500

T buy: full_buy CT buy: full_buy

Round 8 8 — 1st half

T $2800 | CT $30450

T buy: eco CT buy: full_buy

Round 9 9 — 1st half

T $26050 | CT $27850

T buy: full_buy CT buy: full_buy

Round 10 10 — 1st half

T $10150 | CT $30650

T buy: force_buy CT buy: full_buy

Round 11 11 — 1st half

T $23900 | CT $30150

T buy: full_buy CT buy: full_buy

Round 12 12 — 1st half

T $12650 | CT $30150

T buy: half_buy CT buy: full_buy

Round 13 13 — 1st half

T $21800 | CT $30450

T buy: half_buy CT buy: full_buy

Round 14 14 — 1st half

T $20800 | CT $31350

T buy: half_buy CT buy: full_buy Bomb planted

Round 15 15 — 1st half

T $4650 | CT $4400

T buy: eco CT buy: eco Bomb planted

Round 16 16 — 2nd half

T $14450 | CT $21350

T buy: half_buy CT buy: half_buy Bomb planted

Round 17 17 — 2nd half

T $20950 | CT $8600

T buy: half_buy CT buy: force_buy Bomb planted

Round 18 18 — 2nd half

T $21050 | CT $7800

T buy: half_buy CT buy: force_buy

Round 19 19 — 2nd half

T $21050 | CT $7800

T buy: half_buy CT buy: force_buy Bomb planted

Round 20 20 — 2nd half

T $22700 | CT $22550

T buy: full_buy CT buy: full_buy Bomb planted

Round 21 21 — 2nd half

T $26000 | CT $16050

T buy: full_buy CT buy: half_buy Bomb planted