Draft model — feature importance

LightGBM feature importance by gain: the total reduction in binary log-loss each feature contributed across every split that used it, summed over all 1000 trees. Computed at request time by walking draft-model.json— no separate artifact.

Features

475

Trees

1000

Total gain

1,110,627

Model size

23.4 MB

Model last retrained 2026-06-13. 15 features never split (gain = 0).

How accurate is it?

On a held-out test set of 50,221 drafts the model never saw during training, it calls the winning side correctly 72.3% of the time (decision threshold 0.5). For context, always guessing the more common side would land 51.2%, so the draft alone — before a single minion spawns — buys roughly 21.1 points over a coin-flip-aware baseline.

Accuracy

72.3%

AUC-ROC

0.804

Log loss

0.533

Test drafts

50,221

Accuracy is the share of test drafts whose winner we called right. AUC-ROC (0.5 = random, 1.0 = perfect) measures how well the predicted probability rank-orders wins from losses, independent of any threshold. Log lossrewards well-calibrated probabilities — a confident wrong call is punished harder than a hedged one. A draft predictor caps out well below 100%: most of a game's outcome is decided by in-game execution the model never sees.

Quality over time

Held-out accuracy and AUC at each retrain. Every time the model is rebuilt — new features, reweighted formulas, fresh data — a point is appended, so feature-engineering efforts that actually move the needle show up here. Hover a point for the feature count, test-set size, log loss, and a note on what changed.

Only one model version recorded so far. The trend line appears once a second retrain lands — each retrain appends a point here.

Gain by category

The categories the 475features fall into. Matchup rows are blue-perspective only (red's edge shows up as a low blue WR).

Category	Features	Total gain	% of total
Synergy	30	349,318	31.5%
Matchup	70	313,996	28.3%
Solo WR	15	122,126	11.0%
Combat	75	115,851	10.4%
Lane stats	90	72,052	6.5%
Objectives	60	59,741	5.4%
Shape	60	46,816	4.2%
Base stats	42	23,074	2.1%
Imbalance	6	5,700	0.5%
Class counts	21	1,306	0.1%
Composition	6	645	0.1%

All features (475)

Filter by category, side, or name. Click a column header to sort. The bar shows each feature's gain relative to the top feature.

Hide unused (splits = 0)

Category:·

Side:·

Showing 475 of 475 features

#		Category	Side			Meaning
1	diff_synergy_top_mid	Synergy	Shared	37,630	421	Blue minus red for: Historical duo WR of blue's top + mid ally pair (30-day window).
2	diff_synergy_jungle_mid	Synergy	Shared	28,651	547	Blue minus red for: Historical duo WR of blue's jungle + mid ally pair (30-day window).
3	diff_synergy_top_support	Synergy	Shared	27,888	456	Blue minus red for: Historical duo WR of blue's top + support ally pair (30-day window).
4	diff_synergy_top_jungle	Synergy	Shared	27,126	493	Blue minus red for: Historical duo WR of blue's top + jungle ally pair (30-day window).
5	diff_synergy_jungle_support	Synergy	Shared	21,657	508	Blue minus red for: Historical duo WR of blue's jungle + support ally pair (30-day window).
6	diff_synergy_mid_support	Synergy	Shared	21,500	474	Blue minus red for: Historical duo WR of blue's mid + support ally pair (30-day window).
7	diff_synergy_top_adc	Synergy	Shared	18,704	444	Blue minus red for: Historical duo WR of blue's top + adc ally pair (30-day window).
8	diff_top_wr	Solo WR	Shared	18,572	686	Blue minus red for: Solo WR of blue's top in the top role (30-day window).
9	diff_mid_wr	Solo WR	Shared	18,140	749	Blue minus red for: Solo WR of blue's mid in the mid role (30-day window).
10	diff_synergy_mid_adc	Synergy	Shared	15,805	491	Blue minus red for: Historical duo WR of blue's mid + adc ally pair (30-day window).
11	diff_support_wr	Solo WR	Shared	15,153	643	Blue minus red for: Solo WR of blue's support in the support role (30-day window).
12	diff_synergy_jungle_adc	Synergy	Shared	14,931	475	Blue minus red for: Historical duo WR of blue's jungle + adc ally pair (30-day window).
13	diff_synergy_adc_support	Synergy	Shared	14,712	419	Blue minus red for: Historical duo WR of blue's adc + support ally pair (30-day window).
14	diff_adc_wr	Solo WR	Shared	13,743	686	Blue minus red for: Solo WR of blue's adc in the adc role (30-day window).
15	diff_jungle_wr	Solo WR	Shared	13,457	602	Blue minus red for: Solo WR of blue's jungle in the jungle role (30-day window).
16	blue_top_worst_matchup	Matchup	Blue	12,700	367	Min of blue top's WR against each of the 5 red champions — the worst opponent on red's team (any role).
17	blue_mid_worst_matchup	Matchup	Blue	11,447	404	Min of blue mid's WR against each of the 5 red champions — the worst opponent on red's team (any role).
18	red_top_best_matchup	Matchup	Red	9,948	350	Max of red top's WR against each of the 5 blue champions — the friendliest opponent on blue's team (any role).
19	red_mid_worst_matchup	Matchup	Red	9,789	340	Min of red mid's WR against each of the 5 blue champions — the worst opponent on blue's team (any role).
20	red_top_worst_matchup	Matchup	Red	9,526	331	Min of red top's WR against each of the 5 blue champions — the worst opponent on blue's team (any role).
21	red_mid_best_matchup	Matchup	Red	8,989	366	Max of red mid's WR against each of the 5 blue champions — the friendliest opponent on blue's team (any role).
22	blue_jungle_worst_matchup	Matchup	Blue	8,924	317	Min of blue jungle's WR against each of the 5 red champions — the worst opponent on red's team (any role).
23	blue_mid_best_matchup	Matchup	Blue	8,858	380	Max of blue mid's WR against each of the 5 red champions — the friendliest opponent on red's team (any role).
24	blue_synergy_top_mid	Synergy	Blue	8,844	396	Historical duo WR of blue's top + mid ally pair (30-day window).
25	blue_top_best_matchup	Matchup	Blue	8,739	350	Max of blue top's WR against each of the 5 red champions — the friendliest opponent on red's team (any role).
26	red_synergy_top_mid	Synergy	Red	8,451	402	Historical duo WR of red's top + mid ally pair (30-day window).
27	red_synergy_top_support	Synergy	Red	8,286	420	Historical duo WR of red's top + support ally pair (30-day window).
28	blue_support_best_matchup	Matchup	Blue	7,653	334	Max of blue support's WR against each of the 5 red champions — the friendliest opponent on red's team (any role).
29	blue_synergy_top_support	Synergy	Blue	7,546	422	Historical duo WR of blue's top + support ally pair (30-day window).
30	red_synergy_mid_support	Synergy	Red	7,536	405	Historical duo WR of red's mid + support ally pair (30-day window).
31	red_jungle_worst_matchup	Matchup	Red	7,333	288	Min of red jungle's WR against each of the 5 blue champions — the worst opponent on blue's team (any role).
32	blue_support_worst_matchup	Matchup	Blue	7,079	306	Min of blue support's WR against each of the 5 red champions — the worst opponent on red's team (any role).
33	red_jungle_best_matchup	Matchup	Red	7,064	298	Max of red jungle's WR against each of the 5 blue champions — the friendliest opponent on blue's team (any role).
34	blue_support_wr	Solo WR	Blue	6,789	340	Solo WR of blue's support in the support role (30-day window).
35	red_support_best_matchup	Matchup	Red	6,594	284	Max of red support's WR against each of the 5 blue champions — the friendliest opponent on blue's team (any role).
36	blue_top_wr	Solo WR	Blue	6,577	308	Solo WR of blue's top in the top role (30-day window).
37	red_synergy_top_jungle	Synergy	Red	6,487	367	Historical duo WR of red's top + jungle ally pair (30-day window).
38	blue_mid_heal_shield_z	Combat	Blue	6,434	281	blue mid's Cross-role z-score of effective healing + shielding on teammates.
39	red_synergy_mid_adc	Synergy	Red	6,399	346	Historical duo WR of red's mid + adc ally pair (30-day window).
40	blue_synergy_jungle_mid	Synergy	Blue	6,319	376	Historical duo WR of blue's jungle + mid ally pair (30-day window).
41	blue_synergy_top_adc	Synergy	Blue	6,161	367	Historical duo WR of blue's top + adc ally pair (30-day window).
42	blue_synergy_mid_support	Synergy	Blue	6,105	374	Historical duo WR of blue's mid + support ally pair (30-day window).
43	red_support_worst_matchup	Matchup	Red	6,085	278	Min of red support's WR against each of the 5 blue champions — the worst opponent on blue's team (any role).
44	blue_jungle_best_matchup	Matchup	Blue	6,046	297	Max of blue jungle's WR against each of the 5 red champions — the friendliest opponent on red's team (any role).
45	red_adc_best_matchup	Matchup	Red	6,022	252	Max of red adc's WR against each of the 5 blue champions — the friendliest opponent on blue's team (any role).
46	red_top_vs_top_matchup	Matchup	Red	5,898	297	Red top's historical WR vs blue's top (same lane — direct laner matchup).
47	red_top_wr	Solo WR	Red	5,821	281	Solo WR of red's top in the top role (30-day window).
48	blue_synergy_mid_adc	Synergy	Blue	5,703	340	Historical duo WR of blue's mid + adc ally pair (30-day window).
49	red_synergy_top_adc	Synergy	Red	5,631	354	Historical duo WR of red's top + adc ally pair (30-day window).
50	red_synergy_jungle_mid	Synergy	Red	5,622	346	Historical duo WR of red's jungle + mid ally pair (30-day window).
51	blue_synergy_top_jungle	Synergy	Blue	5,442	334	Historical duo WR of blue's top + jungle ally pair (30-day window).
52	blue_synergy_jungle_support	Synergy	Blue	5,284	324	Historical duo WR of blue's jungle + support ally pair (30-day window).
53	red_support_wr	Solo WR	Red	5,204	297	Solo WR of red's support in the support role (30-day window).
54	blue_mid_vs_jungle_matchup	Matchup	Blue	5,099	311	Blue mid's historical WR vs red's jungle.
55	blue_mid_wr	Solo WR	Blue	5,068	263	Solo WR of blue's mid in the mid role (30-day window).
56	blue_top_vs_jungle_matchup	Matchup	Blue	4,979	278	Blue top's historical WR vs red's jungle.
57	blue_synergy_adc_support	Synergy	Blue	4,944	313	Historical duo WR of blue's adc + support ally pair (30-day window).
58	red_mid_heal_shield_z	Combat	Red	4,937	245	red mid's Cross-role z-score of effective healing + shielding on teammates.
59	blue_adc_worst_matchup	Matchup	Blue	4,906	274	Min of blue adc's WR against each of the 5 red champions — the worst opponent on red's team (any role).
60	blue_top_heal_shield_z	Combat	Blue	4,717	243	blue top's Cross-role z-score of effective healing + shielding on teammates.
61	red_adc_worst_matchup	Matchup	Red	4,710	264	Min of red adc's WR against each of the 5 blue champions — the worst opponent on blue's team (any role).
62	red_top_heal_shield_z	Combat	Red	4,640	227	red top's Cross-role z-score of effective healing + shielding on teammates.
63	blue_adc_best_matchup	Matchup	Blue	4,537	241	Max of blue adc's WR against each of the 5 red champions — the friendliest opponent on red's team (any role).
64	red_mid_vs_top_matchup	Matchup	Red	4,504	297	Red mid's historical WR vs blue's top.
65	red_top_vs_jungle_matchup	Matchup	Red	4,503	256	Red top's historical WR vs blue's jungle.
66	blue_jungle_vs_jungle_matchup	Matchup	Blue	4,462	245	Blue jungle's historical WR vs red's jungle (same lane — direct laner matchup).
67	red_synergy_jungle_support	Synergy	Red	4,457	271	Historical duo WR of red's jungle + support ally pair (30-day window).
68	blue_mid_vs_mid_matchup	Matchup	Blue	4,356	271	Blue mid's historical WR vs red's mid (same lane — direct laner matchup).
69	red_mid_vs_jungle_matchup	Matchup	Red	4,256	275	Red mid's historical WR vs blue's jungle.
70	blue_top_vs_top_matchup	Matchup	Blue	4,222	261	Blue top's historical WR vs red's top (same lane — direct laner matchup).
71	red_top_vs_support_matchup	Matchup	Red	4,172	284	Red top's historical WR vs blue's support.
72	red_synergy_jungle_adc	Synergy	Red	4,161	268	Historical duo WR of red's jungle + adc ally pair (30-day window).
73	red_mid_wr	Solo WR	Red	4,150	250	Solo WR of red's mid in the mid role (30-day window).
74	blue_synergy_jungle_adc	Synergy	Blue	3,979	281	Historical duo WR of blue's jungle + adc ally pair (30-day window).
75	red_mid_vs_support_matchup	Matchup	Red	3,865	250	Red mid's historical WR vs blue's support.
76	blue_support_vs_jungle_matchup	Matchup	Blue	3,816	251	Blue support's historical WR vs red's jungle.
77	blue_mid_vs_top_matchup	Matchup	Blue	3,795	256	Blue mid's historical WR vs red's top.
78	blue_top_vs_support_matchup	Matchup	Blue	3,719	258	Blue top's historical WR vs red's support.
79	red_jungle_vs_jungle_matchup	Matchup	Red	3,709	234	Red jungle's historical WR vs blue's jungle (same lane — direct laner matchup).
80	blue_top_vs_mid_matchup	Matchup	Blue	3,707	260	Blue top's historical WR vs red's mid.
81	blue_mid_vs_support_matchup	Matchup	Blue	3,594	266	Blue mid's historical WR vs red's support.
82	blue_jungle_vs_support_matchup	Matchup	Blue	3,567	245	Blue jungle's historical WR vs red's support.
83	red_mid_vs_mid_matchup	Matchup	Red	3,498	229	Red mid's historical WR vs blue's mid (same lane — direct laner matchup).
84	red_support_vs_jungle_matchup	Matchup	Red	3,383	252	Red support's historical WR vs blue's jungle.
85	diff_adc_heal_shield_z	Combat	Shared	3,372	188	Blue minus red for: blue adc's Cross-role z-score of effective healing + shielding on teammates.
86	blue_mid_magic_dmg_share	Combat	Blue	3,360	142	Fraction of blue mid's damage to champions that's magic — empirical AP/AD axis from match data.
87	red_synergy_adc_support	Synergy	Red	3,357	238	Historical duo WR of red's adc + support ally pair (30-day window).
88	red_top_vs_adc_matchup	Matchup	Red	3,318	251	Red top's historical WR vs blue's adc.
89	red_adc_vs_jungle_matchup	Matchup	Red	3,227	232	Red adc's historical WR vs blue's jungle.
90	diff_mid_heal_shield_z	Combat	Shared	3,189	192	Blue minus red for: blue mid's Cross-role z-score of effective healing + shielding on teammates.
91	blue_adc_heal_shield_z	Combat	Blue	3,168	144	blue adc's Cross-role z-score of effective healing + shielding on teammates.
92	blue_jungle_vs_top_matchup	Matchup	Blue	3,114	245	Blue jungle's historical WR vs red's top.
93	red_adc_heal_shield_z	Combat	Red	3,075	138	red adc's Cross-role z-score of effective healing + shielding on teammates.
94	blue_top_vs_adc_matchup	Matchup	Blue	2,980	229	Blue top's historical WR vs red's adc.
95	red_support_vs_support_matchup	Matchup	Red	2,976	198	Red support's historical WR vs blue's support (same lane — direct laner matchup).
96	red_top_vs_mid_matchup	Matchup	Red	2,975	225	Red top's historical WR vs blue's mid.
97	diff_top_heal_shield_z	Combat	Shared	2,888	189	Blue minus red for: blue top's Cross-role z-score of effective healing + shielding on teammates.
98	red_support_vs_top_matchup	Matchup	Red	2,876	219	Red support's historical WR vs blue's top.
99	red_mid_vs_adc_matchup	Matchup	Red	2,861	228	Red mid's historical WR vs blue's adc.
100	blue_support_vs_support_matchup	Matchup	Blue	2,852	192	Blue support's historical WR vs red's support (same lane — direct laner matchup).
101	red_jungle_wr	Solo WR	Red	2,832	172	Solo WR of red's jungle in the jungle role (30-day window).
102	blue_support_vs_mid_matchup	Matchup	Blue	2,789	215	Blue support's historical WR vs red's mid.
103	blue_mid_vs_adc_matchup	Matchup	Blue	2,723	217	Blue mid's historical WR vs red's adc.
104	red_support_vs_adc_matchup	Matchup	Red	2,704	220	Red support's historical WR vs blue's adc.
105	red_support_tankiness_z	Combat	Red	2,691	129	red support's Cross-role z-score of effective HP / damage taken — frontline marker.
106	blue_jungle_heal_shield_z	Combat	Blue	2,679	145	blue jungle's Cross-role z-score of effective healing + shielding on teammates.
107	red_jungle_vs_support_matchup	Matchup	Red	2,665	210	Red jungle's historical WR vs blue's support.
108	blue_support_vs_top_matchup	Matchup	Blue	2,630	211	Blue support's historical WR vs red's top.
109	blue_jungle_vs_adc_matchup	Matchup	Blue	2,561	200	Blue jungle's historical WR vs red's adc.
110	blue_jungle_vs_mid_matchup	Matchup	Blue	2,533	211	Blue jungle's historical WR vs red's mid.
111	red_jungle_vs_adc_matchup	Matchup	Red	2,477	197	Red jungle's historical WR vs blue's adc.
112	blue_support_tankiness_z	Combat	Blue	2,471	126	blue support's Cross-role z-score of effective HP / damage taken — frontline marker.
113	red_adc_vs_top_matchup	Matchup	Red	2,467	193	Red adc's historical WR vs blue's top.
114	blue_adc_vs_jungle_matchup	Matchup	Blue	2,445	194	Blue adc's historical WR vs red's jungle.
115	blue_adc_wr	Solo WR	Blue	2,349	166	Solo WR of blue's adc in the adc role (30-day window).
116	blue_jungle_wr	Solo WR	Blue	2,312	158	Solo WR of blue's jungle in the jungle role (30-day window).
117	red_jungle_vs_top_matchup	Matchup	Red	2,285	181	Red jungle's historical WR vs blue's top.
118	red_mid_magic_dmg_share	Combat	Red	2,220	119	Fraction of red mid's damage to champions that's magic — empirical AP/AD axis from match data.
119	red_jungle_heal_shield_z	Combat	Red	2,219	133	red jungle's Cross-role z-score of effective healing + shielding on teammates.
120	red_support_kp_pg	Objectives	Red	2,199	89	red support's Kill participation per game — closest available proxy for jungle ganks / roams.
121	red_support_vs_mid_matchup	Matchup	Red	2,153	185	Red support's historical WR vs blue's mid.
122	blue_adc_vs_top_matchup	Matchup	Blue	2,104	181	Blue adc's historical WR vs red's top.
123	blue_top_tankiness_z	Combat	Blue	2,094	137	blue top's Cross-role z-score of effective HP / damage taken — frontline marker.
124	blue_support_vs_adc_matchup	Matchup	Blue	2,014	169	Blue support's historical WR vs red's adc.
125	red_mid_tankiness_z	Combat	Red	1,997	114	red mid's Cross-role z-score of effective HP / damage taken — frontline marker.
126	red_adc_wr	Solo WR	Red	1,959	135	Solo WR of red's adc in the adc role (30-day window).
127	red_jungle_vs_mid_matchup	Matchup	Red	1,946	173	Red jungle's historical WR vs blue's mid.
128	red_adc_vs_support_matchup	Matchup	Red	1,931	167	Red adc's historical WR vs blue's support.
129	blue_adc_vs_adc_matchup	Matchup	Blue	1,819	143	Blue adc's historical WR vs red's adc (same lane — direct laner matchup).
130	diff_jungle_heal_shield_z	Combat	Shared	1,759	144	Blue minus red for: blue jungle's Cross-role z-score of effective healing + shielding on teammates.
131	red_support_damage_z	Combat	Red	1,757	86	red support's Cross-role z-score of total damage to champions per minute.
132	diff_avg_armor_per_level	Base stats	Shared	1,746	109	Blue minus red for: Team-average armor gained per level.
133	diff_adc_dragons_pg	Objectives	Shared	1,742	127	Blue minus red for: blue adc's Dragon takedowns per game.
134	blue_support_damage_z	Combat	Blue	1,680	87	blue support's Cross-role z-score of total damage to champions per minute.
135	blue_adc_vs_mid_matchup	Matchup	Blue	1,666	156	Blue adc's historical WR vs red's mid.
136	diff_support_scaling	Shape	Shared	1,645	132	Blue minus red for: blue support's Slope of WR vs game duration. Positive = scales well.
137	red_adc_vs_mid_matchup	Matchup	Red	1,637	148	Red adc's historical WR vs blue's mid.
138	red_adc_vs_adc_matchup	Matchup	Red	1,636	138	Red adc's historical WR vs blue's adc (same lane — direct laner matchup).
139	red_mid_early_strength	Shape	Red	1,610	111	red mid's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
140	red_adc_dragons_pg	Objectives	Red	1,603	88	red adc's Dragon takedowns per game.
141	diff_mid_magic_dmg_share	Combat	Shared	1,594	132	Blue minus red for: Fraction of blue mid's damage to champions that's magic — empirical AP/AD axis from match data.
142	blue_mid_tankiness_z	Combat	Blue	1,590	108	blue mid's Cross-role z-score of effective HP / damage taken — frontline marker.
143	blue_top_early_strength	Shape	Blue	1,589	96	blue top's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
144	blue_support_kp_pg	Objectives	Blue	1,582	87	blue support's Kill participation per game — closest available proxy for jungle ganks / roams.
145	blue_adc_vs_support_matchup	Matchup	Blue	1,576	140	Blue adc's historical WR vs red's support.
146	diff_adc_kp_pg	Objectives	Shared	1,565	146	Blue minus red for: blue adc's Kill participation per game — closest available proxy for jungle ganks / roams.
147	blue_adc_tankiness_z	Combat	Blue	1,548	95	blue adc's Cross-role z-score of effective HP / damage taken — frontline marker.
148	blue_adc_dragons_pg	Objectives	Blue	1,543	85	blue adc's Dragon takedowns per game.
149	diff_jungle_heralds_pg	Objectives	Shared	1,515	128	Blue minus red for: blue jungle's Rift Herald takedowns per game.
150	blue_team_magic_share	Imbalance	Blue	1,504	143	Share of team rating that's magic damage. 0.5 = balanced AP/AD; values near 0 or 1 = stackable resists exploit.
151	diff_top_immobs_pg	Objectives	Shared	1,502	133	Blue minus red for: blue top's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
152	blue_adc_damage_z	Combat	Blue	1,465	71	blue adc's Cross-role z-score of total damage to champions per minute.
153	red_top_tankiness_z	Combat	Red	1,451	114	red top's Cross-role z-score of effective HP / damage taken — frontline marker.
154	blue_mid_damage_z	Combat	Blue	1,443	90	blue mid's Cross-role z-score of total damage to champions per minute.
155	diff_adc_lane_gold_xp_adv_pg	Lane stats	Shared	1,434	110	Blue minus red for: blue adc's Combined gold + XP advantage at 14:00 per game.
156	red_adc_tankiness_z	Combat	Red	1,430	86	red adc's Cross-role z-score of effective HP / damage taken — frontline marker.
157	diff_top_plates_pg	Lane stats	Shared	1,419	126	Blue minus red for: blue top's Turret plates taken per game.
158	red_jungle_heralds_pg	Objectives	Red	1,411	94	red jungle's Rift Herald takedowns per game.
159	red_top_heralds_pg	Objectives	Red	1,391	108	red top's Rift Herald takedowns per game.
160	diff_avg_hp_per_level	Base stats	Shared	1,391	134	Blue minus red for: Team-average HP gained per level.
161	blue_support_dragons_pg	Objectives	Blue	1,391	85	blue support's Dragon takedowns per game.
162	blue_jungle_lane_gold_xp_adv_pg	Lane stats	Blue	1,389	83	blue jungle's Combined gold + XP advantage at 14:00 per game.
163	diff_adc_tankiness_z	Combat	Shared	1,379	115	Blue minus red for: blue adc's Cross-role z-score of effective HP / damage taken — frontline marker.
164	diff_adc_max_level_lead_pg	Lane stats	Shared	1,360	113	Blue minus red for: blue adc's Max level lead over the direct laner per game.
165	diff_adc_cc_z	Combat	Shared	1,356	120	Blue minus red for: blue adc's Cross-role z-score of enemy champion immobilizations — CC threat.
166	blue_jungle_early_strength	Shape	Blue	1,347	99	blue jungle's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
167	diff_jungle_immobs_pg	Objectives	Shared	1,344	138	Blue minus red for: blue jungle's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
168	blue_support_heralds_pg	Objectives	Blue	1,341	100	blue support's Rift Herald takedowns per game.
169	blue_support_heal_shield_z	Combat	Blue	1,336	94	blue support's Cross-role z-score of effective healing + shielding on teammates.
170	diff_top_kp_pg	Objectives	Shared	1,326	135	Blue minus red for: blue top's Kill participation per game — closest available proxy for jungle ganks / roams.
171	red_avg_hp_per_level	Base stats	Red	1,318	123	Team-average HP gained per level.
172	diff_mid_tankiness_z	Combat	Shared	1,311	128	Blue minus red for: blue mid's Cross-role z-score of effective HP / damage taken — frontline marker.
173	diff_support_tankiness_z	Combat	Shared	1,299	121	Blue minus red for: blue support's Cross-role z-score of effective HP / damage taken — frontline marker.
174	red_mid_damage_z	Combat	Red	1,288	80	red mid's Cross-role z-score of total damage to champions per minute.
175	blue_mid_max_level_lead_pg	Lane stats	Blue	1,277	94	blue mid's Max level lead over the direct laner per game.
176	red_adc_max_level_lead_pg	Lane stats	Red	1,274	71	red adc's Max level lead over the direct laner per game.
177	diff_jungle_kp_pg	Objectives	Shared	1,270	127	Blue minus red for: blue jungle's Kill participation per game — closest available proxy for jungle ganks / roams.
178	diff_top_cc_z	Combat	Shared	1,265	125	Blue minus red for: blue top's Cross-role z-score of enemy champion immobilizations — CC threat.
179	diff_adc_early_gold_xp_adv_pg	Lane stats	Shared	1,255	107	Blue minus red for: blue adc's Combined gold + XP advantage at 7:00 per game.
180	diff_jungle_dragons_pg	Objectives	Shared	1,253	119	Blue minus red for: blue jungle's Dragon takedowns per game.
181	red_top_early_strength	Shape	Red	1,251	82	red top's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
182	red_mid_max_level_lead_pg	Lane stats	Red	1,226	89	red mid's Max level lead over the direct laner per game.
183	diff_jungle_lane_gold_xp_adv_pg	Lane stats	Shared	1,225	115	Blue minus red for: blue jungle's Combined gold + XP advantage at 14:00 per game.
184	diff_jungle_tankiness_z	Combat	Shared	1,224	115	Blue minus red for: blue jungle's Cross-role z-score of effective HP / damage taken — frontline marker.
185	diff_jungle_magic_dmg_share	Combat	Shared	1,218	118	Blue minus red for: Fraction of blue jungle's damage to champions that's magic — empirical AP/AD axis from match data.
186	diff_jungle_early_strength	Shape	Shared	1,215	113	Blue minus red for: blue jungle's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
187	diff_top_tankiness_z	Combat	Shared	1,211	122	Blue minus red for: blue top's Cross-role z-score of effective HP / damage taken — frontline marker.
188	diff_mid_max_level_lead_pg	Lane stats	Shared	1,211	115	Blue minus red for: blue mid's Max level lead over the direct laner per game.
189	diff_adc_magic_dmg_share	Combat	Shared	1,207	106	Blue minus red for: Fraction of blue adc's damage to champions that's magic — empirical AP/AD axis from match data.
190	red_avg_as	Base stats	Red	1,194	114	Team-average base attack speed.
191	diff_jungle_cc_z	Combat	Shared	1,192	111	Blue minus red for: blue jungle's Cross-role z-score of enemy champion immobilizations — CC threat.
192	diff_support_damage_z	Combat	Shared	1,178	111	Blue minus red for: blue support's Cross-role z-score of total damage to champions per minute.
193	diff_support_dragons_pg	Objectives	Shared	1,172	106	Blue minus red for: blue support's Dragon takedowns per game.
194	red_top_kp_pg	Objectives	Red	1,172	95	red top's Kill participation per game — closest available proxy for jungle ganks / roams.
195	diff_avg_as	Base stats	Shared	1,163	110	Blue minus red for: Team-average base attack speed.
196	diff_support_early_strength	Shape	Shared	1,162	116	Blue minus red for: blue support's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
197	blue_top_late_strength	Shape	Blue	1,158	78	blue top's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
198	blue_support_max_cs_adv_pg	Lane stats	Blue	1,155	78	blue support's Max CS lead over the direct laner per game.
199	diff_mid_damage_z	Combat	Shared	1,155	116	Blue minus red for: blue mid's Cross-role z-score of total damage to champions per minute.
200	diff_support_kp_pg	Objectives	Shared	1,148	112	Blue minus red for: blue support's Kill participation per game — closest available proxy for jungle ganks / roams.
201	red_adc_damage_z	Combat	Red	1,143	77	red adc's Cross-role z-score of total damage to champions per minute.
202	red_top_max_level_lead_pg	Lane stats	Red	1,141	84	red top's Max level lead over the direct laner per game.
203	diff_adc_laning_strength	Shape	Shared	1,138	92	Blue minus red for: blue adc's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
204	red_jungle_lane_gold_xp_adv_pg	Lane stats	Red	1,131	69	red jungle's Combined gold + XP advantage at 14:00 per game.
205	diff_top_magic_dmg_share	Combat	Shared	1,129	116	Blue minus red for: Fraction of blue top's damage to champions that's magic — empirical AP/AD axis from match data.
206	red_top_magic_dmg_share	Combat	Red	1,126	94	Fraction of red top's damage to champions that's magic — empirical AP/AD axis from match data.
207	diff_support_cc_z	Combat	Shared	1,123	115	Blue minus red for: blue support's Cross-role z-score of enemy champion immobilizations — CC threat.
208	diff_top_max_level_lead_pg	Lane stats	Shared	1,120	104	Blue minus red for: blue top's Max level lead over the direct laner per game.
209	red_team_magic_share	Imbalance	Red	1,104	111	Share of team rating that's magic damage. 0.5 = balanced AP/AD; values near 0 or 1 = stackable resists exploit.
210	diff_mid_late_strength	Shape	Shared	1,102	104	Blue minus red for: blue mid's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
211	diff_top_early_strength	Shape	Shared	1,100	109	Blue minus red for: blue top's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
212	diff_adc_first_turret_rate	Lane stats	Shared	1,098	99	Blue minus red for: blue adc's Rate of being on a first-turret takedown.
213	diff_top_damage_z	Combat	Shared	1,095	116	Blue minus red for: blue top's Cross-role z-score of total damage to champions per minute.
214	diff_jungle_damage_z	Combat	Shared	1,093	106	Blue minus red for: blue jungle's Cross-role z-score of total damage to champions per minute.
215	red_top_late_strength	Shape	Red	1,092	66	red top's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
216	diff_jungle_first_turret_rate	Lane stats	Shared	1,087	114	Blue minus red for: blue jungle's Rate of being on a first-turret takedown.
217	blue_adc_max_level_lead_pg	Lane stats	Blue	1,086	65	blue adc's Max level lead over the direct laner per game.
218	diff_mid_early_gold_xp_adv_pg	Lane stats	Shared	1,083	102	Blue minus red for: blue mid's Combined gold + XP advantage at 7:00 per game.
219	diff_support_max_cs_adv_pg	Lane stats	Shared	1,083	103	Blue minus red for: blue support's Max CS lead over the direct laner per game.
220	diff_mid_max_cs_adv_pg	Lane stats	Shared	1,081	105	Blue minus red for: blue mid's Max CS lead over the direct laner per game.
221	red_top_plates_pg	Lane stats	Red	1,075	88	red top's Turret plates taken per game.
222	diff_mid_kp_pg	Objectives	Shared	1,067	107	Blue minus red for: blue mid's Kill participation per game — closest available proxy for jungle ganks / roams.
223	diff_adc_late_strength	Shape	Shared	1,063	101	Blue minus red for: blue adc's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
224	diff_mid_cc_z	Combat	Shared	1,061	108	Blue minus red for: blue mid's Cross-role z-score of enemy champion immobilizations — CC threat.
225	diff_mid_immobs_pg	Objectives	Shared	1,059	114	Blue minus red for: blue mid's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
226	blue_support_late_strength	Shape	Blue	1,058	76	blue support's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
227	red_support_heal_shield_z	Combat	Red	1,054	68	red support's Cross-role z-score of effective healing + shielding on teammates.
228	diff_jungle_plates_pg	Lane stats	Shared	1,036	101	Blue minus red for: blue jungle's Turret plates taken per game.
229	blue_top_heralds_pg	Objectives	Blue	1,026	82	blue top's Rift Herald takedowns per game.
230	red_mid_plates_pg	Lane stats	Red	1,025	88	red mid's Turret plates taken per game.
231	blue_avg_hp_per_level	Base stats	Blue	1,021	99	Team-average HP gained per level.
232	diff_jungle_early_gold_xp_adv_pg	Lane stats	Shared	1,021	101	Blue minus red for: blue jungle's Combined gold + XP advantage at 7:00 per game.
233	diff_top_heralds_pg	Objectives	Shared	1,010	99	Blue minus red for: blue top's Rift Herald takedowns per game.
234	diff_adc_early_strength	Shape	Shared	1,009	104	Blue minus red for: blue adc's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
235	blue_mid_early_strength	Shape	Blue	1,006	70	blue mid's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
236	blue_top_plates_pg	Lane stats	Blue	1,002	85	blue top's Turret plates taken per game.
237	blue_avg_as	Base stats	Blue	995	97	Team-average base attack speed.
238	blue_top_kp_pg	Objectives	Blue	990	83	blue top's Kill participation per game — closest available proxy for jungle ganks / roams.
239	blue_jungle_kp_pg	Objectives	Blue	967	85	blue jungle's Kill participation per game — closest available proxy for jungle ganks / roams.
240	red_jungle_late_strength	Shape	Red	965	86	red jungle's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
241	diff_mid_heralds_pg	Objectives	Shared	957	95	Blue minus red for: blue mid's Rift Herald takedowns per game.
242	blue_top_lane_gold_xp_adv_pg	Lane stats	Blue	957	77	blue top's Combined gold + XP advantage at 14:00 per game.
243	diff_jungle_max_cs_adv_pg	Lane stats	Shared	955	91	Blue minus red for: blue jungle's Max CS lead over the direct laner per game.
244	diff_team_damage_imbalance	Imbalance	Shared	954	92	Blue minus red for: Absolute gap between team magic and attack ratings (per champion) — non-monotonic across lanes, expensive for trees to derive from individual values.
245	blue_support_first_turret_rate	Lane stats	Blue	950	68	blue support's Rate of being on a first-turret takedown.
246	red_support_late_strength	Shape	Red	950	62	red support's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
247	red_jungle_early_strength	Shape	Red	944	84	red jungle's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
248	diff_top_max_cs_adv_pg	Lane stats	Shared	942	99	Blue minus red for: blue top's Max CS lead over the direct laner per game.
249	diff_adc_scaling	Shape	Shared	940	90	Blue minus red for: blue adc's Slope of WR vs game duration. Positive = scales well.
250	red_support_heralds_pg	Objectives	Red	938	80	red support's Rift Herald takedowns per game.
251	red_support_cc_z	Combat	Red	934	71	red support's Cross-role z-score of enemy champion immobilizations — CC threat.
252	diff_adc_damage_z	Combat	Shared	933	96	Blue minus red for: blue adc's Cross-role z-score of total damage to champions per minute.
253	diff_adc_plates_pg	Lane stats	Shared	928	87	Blue minus red for: blue adc's Turret plates taken per game.
254	diff_support_late_strength	Shape	Shared	927	87	Blue minus red for: blue support's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
255	red_jungle_kp_pg	Objectives	Red	922	80	red jungle's Kill participation per game — closest available proxy for jungle ganks / roams.
256	diff_adc_heralds_pg	Objectives	Shared	917	94	Blue minus red for: blue adc's Rift Herald takedowns per game.
257	diff_support_heralds_pg	Objectives	Shared	914	92	Blue minus red for: blue support's Rift Herald takedowns per game.
258	blue_mid_late_strength	Shape	Blue	914	72	blue mid's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
259	red_support_early_strength	Shape	Red	912	58	red support's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
260	diff_mid_first_turret_rate	Lane stats	Shared	910	90	Blue minus red for: blue mid's Rate of being on a first-turret takedown.
261	diff_top_lane_gold_xp_adv_pg	Lane stats	Shared	903	80	Blue minus red for: blue top's Combined gold + XP advantage at 14:00 per game.
262	blue_avg_range	Base stats	Blue	901	86	Team-average auto-attack range.
263	diff_team_magic_share	Imbalance	Shared	897	91	Blue minus red for: Share of team rating that's magic damage. 0.5 = balanced AP/AD; values near 0 or 1 = stackable resists exploit.
264	diff_top_dragons_pg	Objectives	Shared	896	87	Blue minus red for: blue top's Dragon takedowns per game.
265	blue_jungle_heralds_pg	Objectives	Blue	893	72	blue jungle's Rift Herald takedowns per game.
266	diff_support_first_turret_rate	Lane stats	Shared	890	87	Blue minus red for: blue support's Rate of being on a first-turret takedown.
267	diff_top_late_strength	Shape	Shared	886	88	Blue minus red for: blue top's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
268	diff_support_heal_shield_z	Combat	Shared	886	81	Blue minus red for: blue support's Cross-role z-score of effective healing + shielding on teammates.
269	red_top_immobs_pg	Objectives	Red	882	82	red top's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
270	diff_jungle_max_level_lead_pg	Lane stats	Shared	881	82	Blue minus red for: blue jungle's Max level lead over the direct laner per game.
271	blue_top_magic_dmg_share	Combat	Blue	875	79	Fraction of blue top's damage to champions that's magic — empirical AP/AD axis from match data.
272	diff_mid_early_strength	Shape	Shared	873	84	Blue minus red for: blue mid's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
273	diff_adc_immobs_pg	Objectives	Shared	870	86	Blue minus red for: blue adc's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
274	red_avg_hp	Base stats	Red	866	91	Team-average base HP at level 1.
275	blue_mid_plates_pg	Lane stats	Blue	866	68	blue mid's Turret plates taken per game.
276	diff_jungle_scaling	Shape	Shared	865	78	Blue minus red for: blue jungle's Slope of WR vs game duration. Positive = scales well.
277	diff_mid_plates_pg	Lane stats	Shared	865	84	Blue minus red for: blue mid's Turret plates taken per game.
278	diff_support_plates_pg	Lane stats	Shared	860	81	Blue minus red for: blue support's Turret plates taken per game.
279	blue_top_max_level_lead_pg	Lane stats	Blue	860	68	blue top's Max level lead over the direct laner per game.
280	red_mid_late_strength	Shape	Red	860	67	red mid's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
281	diff_avg_hp	Base stats	Shared	858	89	Blue minus red for: Team-average base HP at level 1.
282	blue_support_early_strength	Shape	Blue	857	59	blue support's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
283	diff_top_first_turret_rate	Lane stats	Shared	853	77	Blue minus red for: blue top's Rate of being on a first-turret takedown.
284	diff_mid_scaling	Shape	Shared	852	81	Blue minus red for: blue mid's Slope of WR vs game duration. Positive = scales well.
285	red_jungle_cc_z	Combat	Red	850	79	red jungle's Cross-role z-score of enemy champion immobilizations — CC threat.
286	red_support_max_cs_adv_pg	Lane stats	Red	849	70	red support's Max CS lead over the direct laner per game.
287	diff_mid_dragons_pg	Objectives	Shared	845	87	Blue minus red for: blue mid's Dragon takedowns per game.
288	red_top_damage_z	Combat	Red	844	76	red top's Cross-role z-score of total damage to champions per minute.
289	diff_adc_max_cs_adv_pg	Lane stats	Shared	841	85	Blue minus red for: blue adc's Max CS lead over the direct laner per game.
290	red_support_first_turret_rate	Lane stats	Red	840	65	red support's Rate of being on a first-turret takedown.
291	red_jungle_dragons_pg	Objectives	Red	836	70	red jungle's Dragon takedowns per game.
292	diff_jungle_late_strength	Shape	Shared	831	80	Blue minus red for: blue jungle's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
293	diff_top_early_gold_xp_adv_pg	Lane stats	Shared	830	80	Blue minus red for: blue top's Combined gold + XP advantage at 7:00 per game.
294	diff_support_laning_strength	Shape	Shared	829	82	Blue minus red for: blue support's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
295	red_top_dragons_pg	Objectives	Red	826	78	red top's Dragon takedowns per game.
296	red_support_immobs_pg	Objectives	Red	823	65	red support's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
297	blue_mid_immobs_pg	Objectives	Blue	819	74	blue mid's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
298	red_mid_dragons_pg	Objectives	Red	818	77	red mid's Dragon takedowns per game.
299	blue_jungle_dragons_pg	Objectives	Blue	815	77	blue jungle's Dragon takedowns per game.
300	red_adc_kp_pg	Objectives	Red	811	65	red adc's Kill participation per game — closest available proxy for jungle ganks / roams.
301	blue_mid_max_cs_adv_pg	Lane stats	Blue	811	67	blue mid's Max CS lead over the direct laner per game.
302	diff_support_max_level_lead_pg	Lane stats	Shared	795	80	Blue minus red for: blue support's Max level lead over the direct laner per game.
303	blue_support_plates_pg	Lane stats	Blue	791	63	blue support's Turret plates taken per game.
304	blue_top_early_gold_xp_adv_pg	Lane stats	Blue	789	74	blue top's Combined gold + XP advantage at 7:00 per game.
305	diff_mid_lane_gold_xp_adv_pg	Lane stats	Shared	789	76	Blue minus red for: blue mid's Combined gold + XP advantage at 14:00 per game.
306	red_avg_armor	Base stats	Red	780	77	Team-average base armor at level 1.
307	red_support_dragons_pg	Objectives	Red	780	69	red support's Dragon takedowns per game.
308	blue_avg_hp	Base stats	Blue	774	80	Team-average base HP at level 1.
309	blue_top_damage_z	Combat	Blue	772	75	blue top's Cross-role z-score of total damage to champions per minute.
310	diff_avg_ad	Base stats	Shared	772	79	Blue minus red for: Team-average base attack damage at level 1.
311	diff_support_immobs_pg	Objectives	Shared	769	78	Blue minus red for: blue support's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
312	diff_support_magic_dmg_share	Combat	Shared	763	78	Blue minus red for: Fraction of blue support's damage to champions that's magic — empirical AP/AD axis from match data.
313	blue_adc_immobs_pg	Objectives	Blue	756	72	blue adc's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
314	diff_top_laning_strength	Shape	Shared	747	77	Blue minus red for: blue top's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
315	blue_top_first_turret_rate	Lane stats	Blue	745	62	blue top's Rate of being on a first-turret takedown.
316	red_top_max_cs_adv_pg	Lane stats	Red	744	69	red top's Max CS lead over the direct laner per game.
317	diff_avg_range	Base stats	Shared	743	73	Blue minus red for: Team-average auto-attack range.
318	blue_top_scaling	Shape	Blue	741	51	blue top's Slope of WR vs game duration. Positive = scales well.
319	blue_top_max_cs_adv_pg	Lane stats	Blue	737	63	blue top's Max CS lead over the direct laner per game.
320	diff_top_scaling	Shape	Shared	737	70	Blue minus red for: blue top's Slope of WR vs game duration. Positive = scales well.
321	blue_jungle_first_turret_rate	Lane stats	Blue	730	77	blue jungle's Rate of being on a first-turret takedown.
322	blue_top_dragons_pg	Objectives	Blue	729	75	blue top's Dragon takedowns per game.
323	blue_jungle_tankiness_z	Combat	Blue	722	69	blue jungle's Cross-role z-score of effective HP / damage taken — frontline marker.
324	diff_support_early_gold_xp_adv_pg	Lane stats	Shared	716	72	Blue minus red for: blue support's Combined gold + XP advantage at 7:00 per game.
325	blue_adc_late_strength	Shape	Blue	715	52	blue adc's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
326	red_adc_heralds_pg	Objectives	Red	714	59	red adc's Rift Herald takedowns per game.
327	blue_top_immobs_pg	Objectives	Blue	711	71	blue top's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
328	blue_support_cc_z	Combat	Blue	709	61	blue support's Cross-role z-score of enemy champion immobilizations — CC threat.
329	red_mid_max_cs_adv_pg	Lane stats	Red	707	68	red mid's Max CS lead over the direct laner per game.
330	red_mid_lane_gold_xp_adv_pg	Lane stats	Red	707	64	red mid's Combined gold + XP advantage at 14:00 per game.
331	blue_support_early_gold_xp_adv_pg	Lane stats	Blue	704	62	blue support's Combined gold + XP advantage at 7:00 per game.
332	blue_jungle_immobs_pg	Objectives	Blue	704	65	blue jungle's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
333	red_mid_immobs_pg	Objectives	Red	695	68	red mid's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
334	blue_avg_ad	Base stats	Blue	694	69	Team-average base attack damage at level 1.
335	blue_top_cc_z	Combat	Blue	692	63	blue top's Cross-role z-score of enemy champion immobilizations — CC threat.
336	blue_mid_cc_z	Combat	Blue	686	64	blue mid's Cross-role z-score of enemy champion immobilizations — CC threat.
337	diff_support_lane_gold_xp_adv_pg	Lane stats	Shared	685	68	Blue minus red for: blue support's Combined gold + XP advantage at 14:00 per game.
338	red_mid_cc_z	Combat	Red	684	62	red mid's Cross-role z-score of enemy champion immobilizations — CC threat.
339	red_support_scaling	Shape	Red	684	46	red support's Slope of WR vs game duration. Positive = scales well.
340	blue_avg_armor	Base stats	Blue	682	70	Team-average base armor at level 1.
341	red_top_early_gold_xp_adv_pg	Lane stats	Red	681	68	red top's Combined gold + XP advantage at 7:00 per game.
342	red_mid_scaling	Shape	Red	676	52	red mid's Slope of WR vs game duration. Positive = scales well.
343	red_adc_cc_z	Combat	Red	675	53	red adc's Cross-role z-score of enemy champion immobilizations — CC threat.
344	blue_adc_magic_dmg_share	Combat	Blue	667	50	Fraction of blue adc's damage to champions that's magic — empirical AP/AD axis from match data.
345	red_top_lane_gold_xp_adv_pg	Lane stats	Red	657	54	red top's Combined gold + XP advantage at 14:00 per game.
346	blue_jungle_plates_pg	Lane stats	Blue	656	64	blue jungle's Turret plates taken per game.
347	red_adc_immobs_pg	Objectives	Red	656	63	red adc's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
348	blue_adc_plates_pg	Lane stats	Blue	648	48	blue adc's Turret plates taken per game.
349	red_mid_kp_pg	Objectives	Red	640	61	red mid's Kill participation per game — closest available proxy for jungle ganks / roams.
350	red_top_first_turret_rate	Lane stats	Red	639	59	red top's Rate of being on a first-turret takedown.
351	red_avg_ad	Base stats	Red	637	63	Team-average base attack damage at level 1.
352	diff_avg_armor	Base stats	Shared	636	63	Blue minus red for: Team-average base armor at level 1.
353	red_top_cc_z	Combat	Red	632	62	red top's Cross-role z-score of enemy champion immobilizations — CC threat.
354	blue_team_damage_imbalance	Imbalance	Blue	631	60	Absolute gap between team magic and attack ratings (per champion) — non-monotonic across lanes, expensive for trees to derive from individual values.
355	red_adc_magic_dmg_share	Combat	Red	626	50	Fraction of red adc's damage to champions that's magic — empirical AP/AD axis from match data.
356	red_mid_early_gold_xp_adv_pg	Lane stats	Red	614	56	red mid's Combined gold + XP advantage at 7:00 per game.
357	red_adc_plates_pg	Lane stats	Red	613	53	red adc's Turret plates taken per game.
358	red_team_damage_imbalance	Imbalance	Red	610	59	Absolute gap between team magic and attack ratings (per champion) — non-monotonic across lanes, expensive for trees to derive from individual values.
359	blue_mid_heralds_pg	Objectives	Blue	609	55	blue mid's Rift Herald takedowns per game.
360	diff_mid_laning_strength	Shape	Shared	607	63	Blue minus red for: blue mid's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
361	red_jungle_tankiness_z	Combat	Red	605	59	red jungle's Cross-role z-score of effective HP / damage taken — frontline marker.
362	blue_avg_armor_per_level	Base stats	Blue	597	49	Team-average armor gained per level.
363	blue_support_immobs_pg	Objectives	Blue	593	53	blue support's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
364	blue_support_scaling	Shape	Blue	593	44	blue support's Slope of WR vs game duration. Positive = scales well.
365	red_jungle_max_cs_adv_pg	Lane stats	Red	590	59	red jungle's Max CS lead over the direct laner per game.
366	blue_jungle_max_level_lead_pg	Lane stats	Blue	589	57	blue jungle's Max level lead over the direct laner per game.
367	blue_jungle_late_strength	Shape	Blue	587	54	blue jungle's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
368	blue_mid_kp_pg	Objectives	Blue	583	53	blue mid's Kill participation per game — closest available proxy for jungle ganks / roams.
369	blue_jungle_cc_z	Combat	Blue	580	52	blue jungle's Cross-role z-score of enemy champion immobilizations — CC threat.
370	red_top_scaling	Shape	Red	579	41	red top's Slope of WR vs game duration. Positive = scales well.
371	red_support_plates_pg	Lane stats	Red	578	51	red support's Turret plates taken per game.
372	blue_mid_lane_gold_xp_adv_pg	Lane stats	Blue	577	51	blue mid's Combined gold + XP advantage at 14:00 per game.
373	blue_avg_mr	Base stats	Blue	571	54	Team-average base magic resist at level 1.
374	red_jungle_scaling	Shape	Red	569	52	red jungle's Slope of WR vs game duration. Positive = scales well.
375	blue_jungle_early_gold_xp_adv_pg	Lane stats	Blue	568	52	blue jungle's Combined gold + XP advantage at 7:00 per game.
376	red_avg_range	Base stats	Red	566	58	Team-average auto-attack range.
377	red_jungle_magic_dmg_share	Combat	Red	562	59	Fraction of red jungle's damage to champions that's magic — empirical AP/AD axis from match data.
378	red_mid_heralds_pg	Objectives	Red	560	51	red mid's Rift Herald takedowns per game.
379	red_jungle_early_gold_xp_adv_pg	Lane stats	Red	555	48	red jungle's Combined gold + XP advantage at 7:00 per game.
380	red_jungle_plates_pg	Lane stats	Red	549	53	red jungle's Turret plates taken per game.
381	diff_avg_mr	Base stats	Shared	541	58	Blue minus red for: Team-average base magic resist at level 1.
382	blue_mid_scaling	Shape	Blue	540	47	blue mid's Slope of WR vs game duration. Positive = scales well.
383	red_adc_early_strength	Shape	Red	534	51	red adc's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
384	blue_mid_dragons_pg	Objectives	Blue	534	52	blue mid's Dragon takedowns per game.
385	blue_jungle_max_cs_adv_pg	Lane stats	Blue	528	51	blue jungle's Max CS lead over the direct laner per game.
386	blue_adc_heralds_pg	Objectives	Blue	525	42	blue adc's Rift Herald takedowns per game.
387	blue_mid_laning_strength	Shape	Blue	524	52	blue mid's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
388	red_avg_armor_per_level	Base stats	Red	523	45	Team-average armor gained per level.
389	red_support_magic_dmg_share	Combat	Red	516	47	Fraction of red support's damage to champions that's magic — empirical AP/AD axis from match data.
390	blue_adc_max_cs_adv_pg	Lane stats	Blue	513	45	blue adc's Max CS lead over the direct laner per game.
391	blue_adc_first_turret_rate	Lane stats	Blue	512	47	blue adc's Rate of being on a first-turret takedown.
392	blue_support_magic_dmg_share	Combat	Blue	502	46	Fraction of blue support's damage to champions that's magic — empirical AP/AD axis from match data.
393	blue_adc_cc_z	Combat	Blue	501	43	blue adc's Cross-role z-score of enemy champion immobilizations — CC threat.
394	blue_adc_lane_gold_xp_adv_pg	Lane stats	Blue	499	37	blue adc's Combined gold + XP advantage at 14:00 per game.
395	blue_mid_first_turret_rate	Lane stats	Blue	486	44	blue mid's Rate of being on a first-turret takedown.
396	blue_top_laning_strength	Shape	Blue	483	45	blue top's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
397	blue_adc_early_strength	Shape	Blue	475	47	blue adc's Residual WR in games ending ≤20 min relative to overall WR — picks up early-game power not captured by linear scaling.
398	red_support_early_gold_xp_adv_pg	Lane stats	Red	473	41	red support's Combined gold + XP advantage at 7:00 per game.
399	red_mid_first_turret_rate	Lane stats	Red	464	48	red mid's Rate of being on a first-turret takedown.
400	red_adc_laning_strength	Shape	Red	459	38	red adc's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
401	blue_jungle_damage_z	Combat	Blue	457	48	blue jungle's Cross-role z-score of total damage to champions per minute.
402	red_top_laning_strength	Shape	Red	457	46	red top's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
403	blue_adc_laning_strength	Shape	Blue	455	38	blue adc's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
404	blue_jungle_magic_dmg_share	Combat	Blue	450	45	Fraction of blue jungle's damage to champions that's magic — empirical AP/AD axis from match data.
405	blue_jungle_scaling	Shape	Blue	446	42	blue jungle's Slope of WR vs game duration. Positive = scales well.
406	red_avg_mr	Base stats	Red	445	45	Team-average base magic resist at level 1.
407	red_jungle_first_turret_rate	Lane stats	Red	443	42	red jungle's Rate of being on a first-turret takedown.
408	blue_support_max_level_lead_pg	Lane stats	Blue	437	33	blue support's Max level lead over the direct laner per game.
409	red_support_laning_strength	Shape	Red	434	38	red support's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
410	red_jungle_immobs_pg	Objectives	Red	426	45	red jungle's Enemy champion immobilizations per game (CC events; proxy for gank pressure).
411	red_adc_late_strength	Shape	Red	415	31	red adc's Residual WR in games lasting ≥30 min relative to overall WR — late-game power, complement of early_strength.
412	blue_adc_early_gold_xp_adv_pg	Lane stats	Blue	413	42	blue adc's Combined gold + XP advantage at 7:00 per game.
413	blue_mid_early_gold_xp_adv_pg	Lane stats	Blue	412	40	blue mid's Combined gold + XP advantage at 7:00 per game.
414	red_jungle_damage_z	Combat	Red	412	42	red jungle's Cross-role z-score of total damage to champions per minute.
415	red_adc_max_cs_adv_pg	Lane stats	Red	405	37	red adc's Max CS lead over the direct laner per game.
416	red_adc_early_gold_xp_adv_pg	Lane stats	Red	401	36	red adc's Combined gold + XP advantage at 7:00 per game.
417	blue_adc_kp_pg	Objectives	Blue	388	38	blue adc's Kill participation per game — closest available proxy for jungle ganks / roams.
418	blue_support_laning_strength	Shape	Blue	387	39	blue support's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
419	red_support_max_level_lead_pg	Lane stats	Red	387	37	red support's Max level lead over the direct laner per game.
420	red_jungle_max_level_lead_pg	Lane stats	Red	364	36	red jungle's Max level lead over the direct laner per game.
421	blue_adc_scaling	Shape	Blue	354	31	blue adc's Slope of WR vs game duration. Positive = scales well.
422	red_adc_lane_gold_xp_adv_pg	Lane stats	Red	346	31	red adc's Combined gold + XP advantage at 14:00 per game.
423	red_adc_scaling	Shape	Red	335	34	red adc's Slope of WR vs game duration. Positive = scales well.
424	red_mid_laning_strength	Shape	Red	333	33	red mid's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
425	red_avg_ms	Base stats	Red	320	34	Team-average base movement speed.
426	diff_avg_ms	Base stats	Shared	312	32	Blue minus red for: Team-average base movement speed.
427	red_adc_first_turret_rate	Lane stats	Red	300	29	red adc's Rate of being on a first-turret takedown.
428	diff_avg_mr_per_level	Base stats	Shared	281	27	Blue minus red for: Team-average MR gained per level.
429	blue_avg_ms	Base stats	Blue	251	25	Team-average base movement speed.
430	diff_class_tank	Class counts	Shared	247	26	Blue minus red for: Count of champions on this side carrying the Data Dragon "Tank" tag.
431	blue_support_lane_gold_xp_adv_pg	Lane stats	Blue	231	21	blue support's Combined gold + XP advantage at 14:00 per game.
432	diff_class_fighter	Class counts	Shared	213	20	Blue minus red for: Count of champions on this side carrying the Data Dragon "Fighter" tag.
433	diff_avg_rating_attack	Base stats	Shared	211	23	Blue minus red for: Riot's 0-10 attack rating, averaged across the team.
434	red_support_lane_gold_xp_adv_pg	Lane stats	Red	197	23	red support's Combined gold + XP advantage at 14:00 per game.
435	diff_avg_rating_magic	Base stats	Shared	181	19	Blue minus red for: Riot's 0-10 magic rating, averaged across the team.
436	diff_avg_rating_defense	Base stats	Shared	160	18	Blue minus red for: Riot's 0-10 defense rating, averaged across the team.
437	red_avg_rating_magic	Base stats	Red	158	15	Riot's 0-10 magic rating, averaged across the team.
438	red_avg_rating_defense	Base stats	Red	153	16	Riot's 0-10 defense rating, averaged across the team.
439	blue_num_manaless	Composition	Blue	150	15	Count of champions on this side whose resource type is not Mana (energy, fury, etc.).
440	red_num_manaless	Composition	Red	145	15	Count of champions on this side whose resource type is not Mana (energy, fury, etc.).
441	blue_avg_rating_attack	Base stats	Blue	133	13	Riot's 0-10 attack rating, averaged across the team.
442	diff_num_manaless	Composition	Shared	132	14	Blue minus red for: Count of champions on this side whose resource type is not Mana (energy, fury, etc.).
443	red_class_mage	Class counts	Red	131	11	Count of champions on this side carrying the Data Dragon "Mage" tag.
444	red_avg_mr_per_level	Base stats	Red	114	13	Team-average MR gained per level.
445	blue_avg_mr_per_level	Base stats	Blue	111	13	Team-average MR gained per level.
446	red_avg_rating_attack	Base stats	Red	105	10	Riot's 0-10 attack rating, averaged across the team.
447	blue_class_fighter	Class counts	Blue	105	11	Count of champions on this side carrying the Data Dragon "Fighter" tag.
448	blue_num_ranged	Composition	Blue	103	9	Count of champions on this side with attack range > 300.
449	blue_avg_rating_defense	Base stats	Blue	99	12	Riot's 0-10 defense rating, averaged across the team.
450	red_class_tank	Class counts	Red	99	10	Count of champions on this side carrying the Data Dragon "Tank" tag.
451	red_class_fighter	Class counts	Red	93	10	Count of champions on this side carrying the Data Dragon "Fighter" tag.
452	blue_class_mage	Class counts	Blue	89	8	Count of champions on this side carrying the Data Dragon "Mage" tag.
453	diff_class_mage	Class counts	Shared	86	9	Blue minus red for: Count of champions on this side carrying the Data Dragon "Mage" tag.
454	diff_num_ranged	Composition	Shared	82	8	Blue minus red for: Count of champions on this side with attack range > 300.
455	blue_class_tank	Class counts	Blue	81	8	Count of champions on this side carrying the Data Dragon "Tank" tag.
456	blue_avg_rating_magic	Base stats	Blue	71	8	Riot's 0-10 magic rating, averaged across the team.
457	blue_class_marksman	Class counts	Blue	66	6	Count of champions on this side carrying the Data Dragon "Marksman" tag.
458	diff_class_marksman	Class counts	Shared	63	7	Blue minus red for: Count of champions on this side carrying the Data Dragon "Marksman" tag.
459	red_class_marksman	Class counts	Red	35	4	Count of champions on this side carrying the Data Dragon "Marksman" tag.
460	red_num_ranged	Composition	Red	33	3	Count of champions on this side with attack range > 300.
461	blue_jungle_laning_strength	Shape	Blue	0	0	blue jungle's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
462	blue_avg_ad_per_level	Base stats	Blue	0	0	Team-average AD gained per level.
463	blue_class_slayer	Class counts	Blue	0	0	Count of champions on this side carrying the Data Dragon "Slayer" tag.
464	blue_class_controller	Class counts	Blue	0	0	Count of champions on this side carrying the Data Dragon "Controller" tag.
465	blue_class_specialist	Class counts	Blue	0	0	Count of champions on this side carrying the Data Dragon "Specialist" tag.
466	red_jungle_laning_strength	Shape	Red	0	0	red jungle's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
467	red_avg_ad_per_level	Base stats	Red	0	0	Team-average AD gained per level.
468	red_class_slayer	Class counts	Red	0	0	Count of champions on this side carrying the Data Dragon "Slayer" tag.
469	red_class_controller	Class counts	Red	0	0	Count of champions on this side carrying the Data Dragon "Controller" tag.
470	red_class_specialist	Class counts	Red	0	0	Count of champions on this side carrying the Data Dragon "Specialist" tag.
471	diff_jungle_laning_strength	Shape	Shared	0	0	Blue minus red for: blue jungle's Composite z-score of laning gold/XP advantage, turret plates, first-turret takedowns, and CS advantage.
472	diff_avg_ad_per_level	Base stats	Shared	0	0	Blue minus red for: Team-average AD gained per level.
473	diff_class_slayer	Class counts	Shared	0	0	Blue minus red for: Count of champions on this side carrying the Data Dragon "Slayer" tag.
474	diff_class_controller	Class counts	Shared	0	0	Blue minus red for: Count of champions on this side carrying the Data Dragon "Controller" tag.
475	diff_class_specialist	Class counts	Shared	0	0	Blue minus red for: Count of champions on this side carrying the Data Dragon "Specialist" tag.