2026-01-27 16:51:53 +08:00
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SQLite format 3 @
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.f<>
<0F> <06> <08><0F><06><08> <00>$33<01>otablefact_match_featuresfact_match_featuresCREATE TABLE fact_match_features (
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match_id TEXT,
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steam_id_64 TEXT,
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-- Snapshots of the 6 dimensions for this specific match
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basic_rating REAL,
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sta_trend_pre_match REAL, -- Rating trend entering this match
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bat_duel_win_rate REAL,
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hps_clutch_success INTEGER,
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ptl_performance_score REAL,
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PRIMARY KEY (match_id, steam_id_64)
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)EY3 indexsqlite_autoindex_fact_match_features_1fact_match_features<06>^11<01>gtabledm_player_featuresdm_player_featuresCREATE TABLE dm_player_features (
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2026-01-24 02:48:56 +08:00
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steam_id_64 TEXT PRIMARY KEY,
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updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
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total_matches INTEGER DEFAULT 0,
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-- ==========================================
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-- 0. Basic Features (Avg per match)
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-- ==========================================
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basic_avg_rating REAL,
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basic_avg_kd REAL,
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2026-01-26 02:13:06 +08:00
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basic_avg_adr REAL,
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2026-01-24 02:48:56 +08:00
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basic_avg_kast REAL,
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basic_avg_rws REAL,
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basic_avg_headshot_kills REAL,
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basic_headshot_rate REAL, -- Headshot kills / Total kills
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basic_avg_first_kill REAL,
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basic_avg_first_death REAL,
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basic_first_kill_rate REAL, -- FK / (FK + FD) or FK / Opening Duels
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basic_first_death_rate REAL,
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basic_avg_kill_2 REAL,
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basic_avg_kill_3 REAL,
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basic_avg_kill_4 REAL,
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basic_avg_kill_5 REAL,
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basic_avg_assisted_kill REAL,
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basic_avg_perfect_kill REAL,
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basic_avg_revenge_kill REAL,
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basic_avg_awp_kill REAL,
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basic_avg_jump_count REAL,
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2026-01-27 16:51:53 +08:00
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basic_avg_mvps REAL,
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basic_avg_plants REAL,
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basic_avg_defuses REAL,
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basic_avg_flash_assists REAL,
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2026-01-24 02:48:56 +08:00
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-- ==========================================
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-- 1. STA: Stability & Time Series
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-- ==========================================
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sta_last_30_rating REAL,
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sta_win_rating REAL,
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sta_loss_rating REAL,
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sta_rating_volatility REAL, -- StdDev of last 10 ratings
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sta_time_rating_corr REAL, -- Correlation between match duration/time and rating
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sta_fatigue_decay REAL, -- Perf drop in later matches of same day
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-- ==========================================
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-- 2. BAT: Battle / Duel Capabilities
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-- ==========================================
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bat_kd_diff_high_elo REAL,
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bat_kd_diff_low_elo REAL,
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2026-01-27 16:51:53 +08:00
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CW1 indexsqlite_autoindex_dm_player_features_1dm_player_features <0F>
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<0E> <0E><0F><0F><0F><0F><0F>|fP:$ /76561198330488905 76561199526984477/76561199526984477/76561199467422873/76561199417030350/76561199390145159/76561199106558767/76561199078250590/76561199076109761/76561199032002725/76561199026688017/76561198970034329
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2026-01-24 02:48:56 +08:00
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bat_avg_duel_win_rate REAL,
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bat_avg_duel_freq REAL,
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-- Distance based stats (Placeholder for Classic data)
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bat_win_rate_close REAL,
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bat_win_rate_mid REAL,
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bat_win_rate_far REAL,
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-- ==========================================
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-- 3. HPS: High Pressure Scenarios
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-- ==========================================
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hps_clutch_win_rate_1v1 REAL,
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hps_clutch_win_rate_1v2 REAL,
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hps_clutch_win_rate_1v3_plus REAL,
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hps_match_point_win_rate REAL,
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hps_undermanned_survival_time REAL,
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hps_pressure_entry_rate REAL, -- FK rate when team losing streak
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hps_momentum_multikill_rate REAL, -- Multi-kill rate when team winning streak
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hps_tilt_rating_drop REAL, -- Rating drop after getting knifed/BM'd
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hps_clutch_rating_rise REAL, -- Rating rise after clutch
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hps_comeback_kd_diff REAL,
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hps_losing_streak_kd_diff REAL,
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-- ==========================================
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-- 4. PTL: Pistol Round Specialist
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-- ==========================================
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|
ptl_pistol_kills REAL, -- Avg per pistol round? Or Total? Usually Avg per match or Rate
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|
ptl_pistol_multikills REAL,
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|
ptl_pistol_win_rate REAL, -- Personal win rate in pistol rounds
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|
ptl_pistol_kd REAL,
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|
ptl_pistol_util_efficiency REAL,
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|
|
|
-- ==========================================
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-- 5. T/CT: Side Preference
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|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
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side_rating_ct REAL, -- Currently calculated as K/D
|
2026-01-24 02:48:56 +08:00
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|
side_rating_t REAL,
|
2026-01-27 16:51:53 +08:00
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side_kd_ct REAL, -- Explicit K/D
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|
side_kd_t REAL,
|
|
|
|
|
|
side_win_rate_ct REAL, -- Round Win %
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|
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|
|
side_win_rate_t REAL,
|
2026-01-24 02:48:56 +08:00
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|
|
|
side_first_kill_rate_ct REAL,
|
|
|
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|
|
side_first_kill_rate_t REAL,
|
|
|
|
|
|
side_kd_diff_ct_t REAL, -- CT KD - T KD
|
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|
2026-01-27 16:51:53 +08:00
|
|
|
|
-- New Side Comparisons
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|
|
|
side_rating_diff_ct_t REAL,
|
2026-01-27 00:57:35 +08:00
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|
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|
|
|
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
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|
|
-- 6. Party Size Performance
|
2026-01-27 00:57:35 +08:00
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
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|
|
party_1_win_rate REAL,
|
|
|
|
|
|
party_1_rating REAL,
|
|
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|
|
|
party_1_adr REAL,
|
2026-01-24 02:48:56 +08:00
|
|
|
|
|
2026-01-27 16:51:53 +08:00
|
|
|
|
party_2_win_rate REAL,
|
|
|
|
|
|
party_2_rating REAL,
|
|
|
|
|
|
party_2_adr REAL,
|
2026-01-24 02:48:56 +08:00
|
|
|
|
|
2026-01-27 16:51:53 +08:00
|
|
|
|
party_3_win_rate REAL,
|
|
|
|
|
|
party_3_rating REAL,
|
|
|
|
|
|
party_3_adr REAL,
|
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|
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|
|
|
|
|
|
|
|
party_4_win_rate REAL,
|
|
|
|
|
|
party_4_rating REAL,
|
|
|
|
|
|
party_4_adr REAL,
|
|
|
|
|
|
|
|
|
|
|
|
party_5_win_rate REAL,
|
|
|
|
|
|
party_5_rating REAL,
|
|
|
|
|
|
party_5_adr REAL,
|
2026-01-27 00:57:35 +08:00
|
|
|
|
|
|
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
|
|
|
-- 7. Rating Distribution (Performance Tiers)
|
2026-01-27 00:57:35 +08:00
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
|
|
|
rating_dist_carry_rate REAL, -- > 1.5
|
|
|
|
|
|
rating_dist_normal_rate REAL, -- 1.0 - 1.5
|
|
|
|
|
|
rating_dist_sacrifice_rate REAL, -- 0.6 - 1.0
|
|
|
|
|
|
rating_dist_sleeping_rate REAL, -- < 0.6
|
2026-01-27 00:57:35 +08:00
|
|
|
|
|
|
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
|
|
|
-- 8. ELO Stratification (Performance vs ELO)
|
2026-01-27 00:57:35 +08:00
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
|
|
|
elo_lt1200_rating REAL,
|
|
|
|
|
|
elo_1200_1400_rating REAL,
|
|
|
|
|
|
elo_1400_1600_rating REAL,
|
|
|
|
|
|
elo_1600_1800_rating REAL,
|
|
|
|
|
|
elo_1800_2000_rating REAL,
|
|
|
|
|
|
elo_gt2000_rating REAL,
|
2026-01-27 00:57:35 +08:00
|
|
|
|
|
|
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
|
|
|
-- 9. More Side Stats (Restored)
|
2026-01-27 00:57:35 +08:00
|
|
|
|
-- ==========================================
|
2026-01-27 16:51:53 +08:00
|
|
|
|
side_kast_ct REAL,
|
|
|
|
|
|
side_kast_t REAL,
|
|
|
|
|
|
side_rws_ct REAL,
|
|
|
|
|
|
side_rws_t REAL,
|
|
|
|
|
|
side_first_death_rate_ct REAL,
|
|
|
|
|
|
side_first_death_rate_t REAL,
|
|
|
|
|
|
side_multikill_rate_ct REAL,
|
|
|
|
|
|
side_multikill_rate_t REAL,
|
|
|
|
|
|
side_headshot_rate_ct REAL,
|
|
|
|
|
|
side_headshot_rate_t REAL,
|
|
|
|
|
|
side_defuses_ct REAL,
|
|
|
|
|
|
side_plants_t REAL,
|
2026-01-27 00:57:35 +08:00
|
|
|
|
side_planted_bomb_count INTEGER,
|
|
|
|
|
|
side_defused_bomb_count INTEGER,
|
|
|
|
|
|
|
|
|
|
|
|
-- ==========================================
|
|
|
|
|
|
-- 6. UTIL: Utility Usage
|
|
|
|
|
|
-- ==========================================
|
|
|
|
|
|
util_avg_nade_dmg REAL,
|
|
|
|
|
|
util_avg_flash_time REAL,
|
|
|
|
|
|
util_avg_flash_enemy REAL,
|
|
|
|
|
|
util_avg_flash_team REAL,
|
2026-01-27 16:51:53 +08:00
|
|
|
|
util_usage_rate REAL,
|
|
|
|
|
|
|
|
|
|
|
|
-- ==========================================
|
|
|
|
|
|
-- 7. Scores (0-100)
|
|
|
|
|
|
-- ==========================================
|
|
|
|
|
|
score_bat REAL,
|
|
|
|
|
|
score_sta REAL,
|
|
|
|
|
|
score_hps REAL,
|
|
|
|
|
|
score_ptl REAL,
|
|
|
|
|
|
score_tct REAL,
|
|
|
|
|
|
score_util REAL
|
|
|
|
|
|
)
|
|
|
|
|
|
|
|
|
|
|
|
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