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Add backtest pipeline, betting_brain filters, score coherence + social v3

Browse Source 
betting_brain.py:
- HARD_MIN_SAMPLES=50 floor for calibrator bypass
- ev_edge < 0 + >= 0.20 hard vetoes
- BTTS muted (grid search found no profitable config)
- Per-market optimal envelopes (MS, OU25)
- Score coherence filter: main_pick must agree with score prediction
- HTFT reversal cross-check for MS picks

feature_builder.py / data_loader.py:
- Real home/away_position from data (was hardcoded 10)
- Cup detection wired into UpsetEngine
- _estimate_league_position with 300-day season filter

New scripts:
- diagnostic_backtest.py: per-bet diagnostic backtest with loss patterns
- optimize_filters.py: grid search per-market optimal thresholds
- analyze_backtest_csv.py: root-cause hypothesis testing on CSV
- compare_backtests.py: side-by-side validation with verdict
- test_score_coherence.py: smoke test for coherence filter (20/20 pass)

Reports:
- diagnostic_backtest_20260525_024437 (50-match smoke)
- diagnostic_backtest_20260525_035649 (1000-match in-sample)
- filter_optimization_patch.json (grid search winners per market)

Social poster v3:
- satori + resvg HTML/CSS rendering pipeline
- Twemoji football/basketball + flag SVGs
- caption SEO: 12 curated hashtags per post
- image SEO: descriptive filenames + .json metadata sidecar
- /health, /preview-png, /run-now endpoints

Docs:
- mds/SESSION_HANDOFF.md: full session state for cross-machine continuity
- mds/SOCIAL_POSTER_SETUP.md: API keys + test commands

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
This commit is contained in:
Fahri Can Seçer
2026-05-25 20:43:28 +03:00
parent b619c2454a
commit 988ee2f50d
36 changed files with 5268 additions and 46 deletions
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ai-engine/reports/diagnostic_backtest_20260525_024437.csv
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match_id,match_date,league_id,score_home,score_away,ht_score_home,ht_score_away,market,pick,odds,stake_units,playable,won,unit_profit,raw_confidence,calibrated_confidence,play_score,ev_edge,bet_grade,is_value_sniper,bb_score,bb_action,bb_vetoes,bb_issues,bb_positives,bb_model_prob,bb_implied_prob,bb_model_market_gap,bb_divergence,bb_trap_market,v27_consensus,data_quality_score,data_quality_flags,risk_level,odds_reliability,htft_reversal_prob,htft_top_pick,league_name,is_cup,model_version,decision_reason
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77knm2ibdtb7akzrbltwz7axg,2026-05-24,bly7ema5au6j40i0grhl0pnub,1,1,1,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.726,missing_full_ms_odds;lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history,MEDIUM,,,,,False,v28-pro-max,no_bet_conditions_met
8es4680yd87gtmomg2jk3isyc,2026-05-24,3is4bkgf3loxv9qfg3hm8zfqb,0,1,0,0,OU25,Üst,1.53,0.2,True,False,-0.2,59.5,65.4,67.8,-0.0259,B,True,42.4,BET,,inferred_statistical_features;triple_value_not_confirmed,base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample,0.5955,0.6536,-0.0581,0.0713,False,DISAGREE,0.74,live_match_pre_match_features;ai_features_inferred_from_history,MEDIUM,0.5033,,2/2,,False,v28-pro-max,betting_brain_approved
8dmcz3k1u4ze53nvrsoz7eoes,2026-05-24,3is4bkgf3loxv9qfg3hm8zfqb,1,1,1,0,BTTS,KG Var,1.26,0.0,False,True,0.0,54.9,69.9,57.6,-0.2005,PASS,True,3.3,WATCH_NO_VALUE,odds_below_minimum,inferred_statistical_features;triple_value_not_confirmed;historical_sample_too_low,base_model_playable;value_sniper_override,0.5488,0.7937,-0.2449,,False,AGREE,0.74,live_match_pre_match_features;ai_features_inferred_from_history,LOW,0.5033,,1/1,,False,v28-pro-max,betting_brain_no_value_odds_below_minimum
8gcbai6m7v7o8piqfram4qe50,2026-05-24,3is4bkgf3loxv9qfg3hm8zfqb,3,1,2,0,HTFT,1/1,4.59,0.0,False,True,0.0,27.3,27.3,24.6,0.1657,PASS,True,0.0,REJECT,calibrated_confidence_too_low;play_score_too_low;volatile_market_requires_exceptional_evidence,inferred_statistical_features;historical_sample_too_low,base_model_playable,0.2734,0.2179,0.0555,,False,DISAGREE,0.74,live_match_pre_match_features;ai_features_inferred_from_history,MEDIUM,0.5033,,1/1,,False,v28-pro-max,betting_brain_no_safe_pick
3azy3enp78au0zfugc3l1yf4k,2026-05-24,54c65mhi143utomzvvv3q2avh,2,0,1,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.532,missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history,MEDIUM,,,,,False,v28-pro-max,no_bet_conditions_met
1d2fb7bt5f8xy5on24w1kj1g4,2026-05-24,54c65mhi143utomzvvv3q2avh,1,0,0,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.532,missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history,LOW,,,,,False,v28-pro-max,no_bet_conditions_met
pw01xm8v3jlz13fpi3zq0ftg,2026-05-24,3umprqta6ipyann6qjjh07biz,1,1,0,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.33,missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history,MEDIUM,,,,,False,v28-pro-max,no_bet_conditions_met
mjo9k4zr1x884vjlwea2y1hw,2026-05-24,3umprqta6ipyann6qjjh07biz,1,0,1,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.33,missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history,MEDIUM,,,,,False,v28-pro-max,no_bet_conditions_met
8d8fm7wli7tfx8hm9w5l8nuhg,2026-05-24,3is4bkgf3loxv9qfg3hm8zfqb,1,1,1,0,BTTS,KG Var,1.72,0.2,True,True,0.144,53.7,69.9,65.2,-0.0712,B,True,28.0,BET,,inferred_statistical_features;triple_value_not_confirmed,base_model_playable;value_sniper_override;strong_historical_sample,0.5371,0.5814,-0.0443,,False,AGREE,0.74,live_match_pre_match_features;ai_features_inferred_from_history,MEDIUM,0.5033,,,,False,v28-pro-max,betting_brain_approved
oqsq3f0kvic8xfed8dp302z8,2026-05-24,3umprqta6ipyann6qjjh07biz,3,2,0,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.33,missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history,MEDIUM,,,,,False,v28-pro-max,no_bet_conditions_met
o7tn4si7fxvq9c2mg0xs48wk,2026-05-24,3umprqta6ipyann6qjjh07biz,0,1,0,0,,,,1.0,False,,0.0,,,,,,False,,,,,,,,,,False,AGREE,0.33,missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history,MEDIUM,,,,,False,v28-pro-max,no_bet_conditions_met
eh9jfegscokidyczxfq691990,2026-05-24,3j81qr7yc4gdnakfwnxf95ovh,2,3,0,1,OU25,Üst,1.44,0.2,True,True,0.088,50.1,57.7,32.9,-0.2537,B,True,17.0,BET,,inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed,base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample,0.5009,0.6944,-0.1935,0.0596,True,AGREE,0.51,lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history,MEDIUM,0.8771,,,,False,v28-pro-max,betting_brain_approved
dkhhkbwnxwl47e8hybv89mwb8,2026-05-24,5jd0k2txwnq69frs79eulba8j,1,2,0,1,OU25,Üst,1.23,0.0,False,True,0.0,61.4,65.4,61.2,-0.1185,PASS,True,11.4,WATCH_NO_VALUE,odds_below_minimum,base_model_not_playable;inferred_statistical_features;triple_value_not_confirmed,value_sniper_override;v25_v27_aligned;strong_historical_sample,0.6144,0.813,-0.1986,0.0179,False,AGREE,0.74,ai_features_inferred_from_history,LOW,0.9233,,1/1,,False,v28-pro-max,betting_brain_no_value_odds_below_minimum
1lknqdz9vmb3hnqu144zkkefo,2026-05-24,1r097lpxe0xn03ihb7wi98kao,1,0,1,0,BTTS,KG Var,1.78,0.2,True,False,-0.2,50.0,61.7,55.6,-0.088,B,True,29.3,BET,,inferred_statistical_features;triple_value_not_confirmed,base_model_playable;value_sniper_override;strong_historical_sample,0.5,0.5618,-0.0618,,False,AGREE,0.74,live_match_pre_match_features;ai_features_inferred_from_history,MEDIUM,0.7391,,1/1,,False,v28-pro-max,betting_brain_approved
3oazp9kfbyyiatn246k4to6xg,2026-05-24,9ynnnx1qmkizq1o3qr3v0nsuk,1,2,0,1,BTTS,KG Var,1.36,0.2,True,True,0.072,53.7,69.9,61.2,-0.1571,B,True,33.7,BET,,inferred_statistical_features;triple_value_not_confirmed,base_model_playable;value_sniper_override;strong_historical_sample,0.5371,0.7353,-0.1982,,False,AGREE,0.74,live_match_pre_match_features;ai_features_inferred_from_history,LOW,0.554,,2/2,,False,v28-pro-max,betting_brain_approved
8cr8t6qh0r6g0mv6ftq0ic1sk,2026-05-24,a9vrdkelbgif0gtu3wxsr75xo,2,1,0,1,OU25,Üst,1.46,0.2,True,True,0.092,61.4,65.4,68.1,-0.0182,B,True,47.8,BET,,inferred_statistical_features;triple_value_not_confirmed,base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample,0.6144,0.6849,-0.0705,0.0535,False,AGREE,0.74,ai_features_inferred_from_history,MEDIUM,0.6618,,,,False,v28-pro-max,betting_brain_approved
1 match_id match_date league_id score_home score_away ht_score_home ht_score_away market pick odds stake_units playable won unit_profit raw_confidence calibrated_confidence play_score ev_edge bet_grade is_value_sniper bb_score bb_action bb_vetoes bb_issues bb_positives bb_model_prob bb_implied_prob bb_model_market_gap bb_divergence bb_trap_market v27_consensus data_quality_score data_quality_flags risk_level odds_reliability htft_reversal_prob htft_top_pick league_name is_cup model_version decision_reason
2 5iam9c9dw3ggz3y1ohr9uh53o 2026-05-24 8nbwkj392b0xzssqpw9jwmzdn 0 0 0 0 1.0 False 0.0 False False AGREE 0.33 missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
3 8c90p2ft4zxjdck8wlgq1a61g 2026-05-24 a9vrdkelbgif0gtu3wxsr75xo 2 2 0 0 OU25 Üst 1.41 0.2 True True 0.082 59.5 65.4 58.4 -0.1557 B True 26.4 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5955 0.7092 -0.1137 0.0339 True DISAGREE 0.74 ai_features_inferred_from_history MEDIUM 0.6618 False v28-pro-max betting_brain_approved
4 9ljz1grea3a8jajif4e9b7bpw 2026-05-24 2wolc27r8z03itcvwp43e38c5 1 1 1 1 BTTS KG Var 1.62 0.2 True True 0.124 53.7 69.9 48.4 -0.1476 B True 1.6 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5371 0.6173 -0.0802 True AGREE 0.74 lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history HIGH 0.5592 False v28-pro-max betting_brain_approved
5 1r7iq0nhg2b674jpcm92ragpg 2026-05-24 1zp1du9n4rj36p1ss9zbxtqfb 4 0 1 0 BTTS KG Var 1.89 0.2 True False -0.2 53.2 69.9 52.9 -0.0832 B True 0.0 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5317 0.5291 0.0026 True AGREE 0.74 lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history HIGH 0.5353 False v28-pro-max betting_brain_approved
6 70dgok3yq76g076vemaps0178 2026-05-24 6lwpjhktjhl9g7x2w7njmzva6 2 1 1 0 BTTS KG Var 1.74 0.2 True True 0.148 51.9 68.4 60.4 -0.1255 B True 15.7 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5192 0.5747 -0.0555 True AGREE 0.74 ai_features_inferred_from_history MEDIUM 0.6164 False v28-pro-max betting_brain_approved
7 72q9d4uimmby6g6bor26taz9w 2026-05-24 6jgwiu2gq3dllmrwt45pfdn2z 2 0 2 0 1.0 False 0.0 False False AGREE 0.555 missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history LOW False v28-pro-max no_bet_conditions_met
8 67dd2t7043kv0yw1zj1buwdg4 2026-05-24 8n9w0n3i9kk05echhtmstn6o9 1 1 0 0 1.0 False 0.0 False False AGREE 0.698 missing_full_ms_odds;lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
9 ejdwfph35q57phtfz7jr8st1w 2026-05-24 8ey0ww2zsosdmwr8ehsorh6t7 0 2 0 0 BTTS KG Var 1.82 0.2 True False -0.2 53.2 69.9 63.5 -0.1097 B True 12.1 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5317 0.5495 -0.0178 True DISAGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.51 X/X False v28-pro-max betting_brain_approved
10 68y8tlfnilw5trs1oqi4dhfkk 2026-05-24 8n9w0n3i9kk05echhtmstn6o9 2 2 1 1 1.0 False 0.0 False False DISAGREE 0.535 missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
11 68fghiwdtwspk1m0ft5mspzx0 2026-05-24 8n9w0n3i9kk05echhtmstn6o9 1 2 1 2 1.0 False 0.0 False False DISAGREE 0.602 missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
12 a1kqq0ggywfl6sl4srntxy2hg 2026-05-24 3ww12jab49q8q8mk9avdwjqgk 1 1 1 0 OU25 Üst 1.62 0.2 True False -0.2 61.4 65.4 60.6 -0.148 B True 27.0 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6144 0.6173 -0.0029 0.0854 True AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5961 False v28-pro-max betting_brain_approved
13 a1vpp4i6t61v7qm3dfy6iuj2s 2026-05-24 3ww12jab49q8q8mk9avdwjqgk 2 1 0 0 1.0 False 0.0 False False AGREE 0.74 missing_full_ms_odds;live_match_pre_match_features;ai_features_inferred_from_history LOW False v28-pro-max no_bet_conditions_met
14 28rk26zqah60qj7h78qh5beac 2026-05-24 663a54fmymndjeev47qm7d3nf 2 2 2 1 OU25 Üst 1.39 0.2 True True 0.078 61.1 65.4 57.5 -0.2039 B True 13.3 BET low_reliability_league;inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6107 0.7194 -0.1087 0.0577 True AGREE 0.74 lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history MEDIUM 0.3522 False v28-pro-max betting_brain_approved
15 a26stt54g5ju5ecodpcbcqxw4 2026-05-24 3ww12jab49q8q8mk9avdwjqgk 2 2 1 1 BTTS KG Var 2.05 0.2 True True 0.21 53.7 69.9 70.6 0.0354 B True 33.5 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;usable_historical_sample 0.5371 0.4878 0.0493 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5961 False v28-pro-max betting_brain_approved
16 318rrnl9b1vlenjd9hwahpvro 2026-05-24 9z5643nd06afqu01ea2wt8y4g 1 0 0 0 DC 1X 1.12 0.0 False True 0.0 73.5 73.5 72.9 -0.0553 PASS True 41.8 WATCH_NO_VALUE odds_below_minimum base_model_not_playable;inferred_statistical_features value_sniper_override;v25_v27_aligned;triple_value_confirmed;usable_historical_sample 0.7351 0.8929 -0.1578 0.031 False AGREE 0.51 lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM 0.8734 False v28-pro-max betting_brain_no_value_odds_below_minimum
17 65tlfs3m6sc70261z37i90jys 2026-05-24 89ovpy1rarewwzqvi30bfdr8b 4 3 1 1 OU25 Üst 1.36 0.2 True True 0.072 60.2 65.4 53.5 -0.2107 B True 24.8 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6018 0.7353 -0.1335 0.0982 True AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.7068 False v28-pro-max betting_brain_approved
18 ei6nilo5074tnb17kvv37oy6s 2026-05-24 3j81qr7yc4gdnakfwnxf95ovh 1 1 1 1 MS 2 1.11 0.0 False False 0.0 75.5 90.9 66.9 -0.0497 PASS True 0.0 WATCH_NO_VALUE odds_below_minimum base_model_not_playable;inferred_statistical_features;v25_v27_soft_disagreement;triple_value_not_confirmed value_sniper_override;strong_historical_sample 0.7554 0.9009 -0.1455 0.204 False AGREE 0.51 lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM 0.8771 0.0 False v28-pro-max betting_brain_no_value_odds_below_minimum
19 cx8nb7w3nmell38mta1umh2qc 2026-05-24 54c65mhi143utomzvvv3q2avh 0 2 0 0 1.0 False 0.0 False False AGREE 0.726 missing_full_ms_odds;lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
20 53348iqniod61z7xurb4tx250 2026-05-24 477yyajzheg2z8u7uick0e13e 2 0 0 0 OU25 Üst 1.93 0.2 True False -0.2 59.5 65.4 71.3 0.0414 B True 45.8 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5955 0.5181 0.0774 0.1084 False AGREE 0.74 lineup_probable_not_confirmed;ai_features_inferred_from_history MEDIUM 0.4706 False v28-pro-max betting_brain_approved
21 2hw717s7fxi2v2w53kdsplhqs 2026-05-24 8najqkluatpaxvqws78b9s17c 1 1 0 0 DC 12 1.24 0.0 False False 0.0 70.0 70.0 61.2 -0.12 PASS True 0.0 WATCH_NO_VALUE odds_below_minimum base_model_not_playable;inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed value_sniper_override;v25_v27_aligned;strong_historical_sample 0.7001 0.8065 -0.1064 0.0075 True AGREE 0.51 lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history HIGH 0.5082 False v28-pro-max betting_brain_no_value_odds_below_minimum
22 1q1s55dy4d4z4gs34qk6vx9n8 2026-05-24 cegl2ivkc25blcatxp4jmk1ec 1 0 1 0 OU25 Üst 2.03 0.2 True False -0.2 50.0 57.7 54.3 0.0546 B True 35.7 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5 0.4926 0.0074 0.0555 False AGREE 0.74 lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history HIGH 0.5993 False v28-pro-max betting_brain_approved
23 648u8zd49cwcxpspmvinlmexg 2026-05-24 1eruend45vd20g9hbrpiggs5u 1 0 0 0 MS 1 1.32 0.2 True True 0.064 63.1 65.5 55.7 -0.0828 B True 39.4 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6313 0.7576 -0.1263 0.0683 False AGREE 0.74 lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history MEDIUM 0.8083 0.0 False v28-pro-max betting_brain_approved
24 1psnufak57w8dfs9e5cvbmgwk 2026-05-24 cegl2ivkc25blcatxp4jmk1ec 3 0 2 0 BTTS KG Var 1.94 0.2 True False -0.2 53.7 69.9 53.1 -0.0765 B True 5.3 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5371 0.5155 0.0216 True AGREE 0.74 lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history HIGH 0.5993 False v28-pro-max betting_brain_approved
25 921kqaviappxt0w1kfmq1ek2c 2026-05-24 byu00jvt1j6csyv4y1lkt2fm2 1 0 1 0 DC X2 1.18 0.0 False False 0.0 75.8 75.8 74.9 -0.1267 PASS True 0.0 WATCH_NO_VALUE odds_below_minimum inferred_statistical_features;v25_v27_soft_disagreement;trap_market_market_overpriced;triple_value_not_confirmed;engine_consensus_disagree base_model_playable;value_sniper_override;strong_historical_sample 0.7584 0.8475 -0.0891 0.1783 True DISAGREE 0.74 ai_features_inferred_from_history MEDIUM 0.5359 False v28-pro-max betting_brain_no_value_odds_below_minimum
26 3m11hvh2fzailt3ykd0uhzz84 2026-05-24 54c65mhi143utomzvvv3q2avh 0 0 0 0 1.0 False 0.0 False False AGREE 0.591 missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
27 7kvvf6blnps2xk15100ccdedw 2026-05-24 4zwgbb66rif2spcoeeol2motx 5 0 3 0 BTTS KG Var 1.33 0.2 True False -0.2 57.1 69.9 62.3 -0.1512 B True 29.1 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5707 0.7519 -0.1812 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.6995 1/1 False v28-pro-max betting_brain_approved
28 7liir8zj32o7m2udr7cknb8d0 2026-05-24 4zwgbb66rif2spcoeeol2motx 3 0 2 0 OU25 Üst 1.33 0.2 True True 0.066 61.4 65.4 58.3 -0.1437 B True 27.0 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6144 0.7519 -0.1375 0.0279 True AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.6995 1/1 False v28-pro-max betting_brain_approved
29 7l74ilyz7olljclexvn8tbjtg 2026-05-24 4zwgbb66rif2spcoeeol2motx 5 1 4 0 BTTS KG Var 1.55 0.2 True True 0.11 57.1 69.9 68.2 -0.0873 B True 32.7 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5707 0.6452 -0.0745 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.6995 1/1 False v28-pro-max betting_brain_approved
30 8f6gex4eh119d2hh9y2zb5clw 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 2 0 2 0 OU25 Üst 1.49 0.2 True False -0.2 66.5 65.4 77.9 0.0081 B True 50.1 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6651 0.6711 -0.006 0.1144 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history LOW 0.5033 1/1 False v28-pro-max betting_brain_approved
31 8ee7ipt4u6kyk6baueedsdafo 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 0 2 0 2 BTTS KG Var 1.69 0.2 True False -0.2 54.3 69.9 64.7 -0.0792 B True 27.6 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5433 0.5917 -0.0484 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5033 2/2 False v28-pro-max betting_brain_approved
32 8fydg367drpc25r1bobxqj3f8 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 3 1 2 1 OU25 Üst 1.61 0.2 True True 0.122 50.1 57.7 50.7 -0.1072 B True 35.0 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5009 0.6211 -0.1202 0.0553 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5033 False v28-pro-max betting_brain_approved
33 8fkdhce1peguwgnsunwoln3f8 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 0 2 0 2 OU25 Üst 1.24 0.0 False False 0.0 61.4 65.4 61.1 -0.1548 PASS True 16.8 WATCH_NO_VALUE odds_below_minimum inferred_statistical_features;triple_value_not_confirmed;historical_sample_too_low base_model_playable;value_sniper_override;v25_v27_aligned 0.6144 0.8065 -0.1921 0.0942 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history LOW 0.5033 False v28-pro-max betting_brain_no_value_odds_below_minimum
34 9g5hqtjja6ceqhkpghwmoy6ms 2026-05-24 2y8bntiif3a9y6gtmauv30gt 2 0 1 0 OU25 Üst 1.71 0.2 True False -0.2 50.1 57.7 52.6 -0.0794 B True 36.5 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5009 0.5848 -0.0839 0.0481 False DISAGREE 0.74 ai_features_inferred_from_history MEDIUM 0.4782 False v28-pro-max betting_brain_approved
35 8h6429zr5ijqcxc8gjxygjtw4 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 3 0 1 0 MS 1 1.33 0.2 True True 0.066 66.1 65.5 66.7 -0.1155 B True 0.0 BET inferred_statistical_features;v25_v27_soft_disagreement;trap_market_market_overpriced;triple_value_not_confirmed;htft_reversal_prob_minor=0.11 base_model_playable;value_sniper_override;strong_historical_sample 0.6614 0.7519 -0.0905 0.2583 True AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5033 0.0814 1/1 False v28-pro-max betting_brain_approved
36 77knm2ibdtb7akzrbltwz7axg 2026-05-24 bly7ema5au6j40i0grhl0pnub 1 1 1 0 1.0 False 0.0 False False AGREE 0.726 missing_full_ms_odds;lineup_probable_not_confirmed;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
37 8es4680yd87gtmomg2jk3isyc 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 0 1 0 0 OU25 Üst 1.53 0.2 True False -0.2 59.5 65.4 67.8 -0.0259 B True 42.4 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5955 0.6536 -0.0581 0.0713 False DISAGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5033 2/2 False v28-pro-max betting_brain_approved
38 8dmcz3k1u4ze53nvrsoz7eoes 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 1 1 1 0 BTTS KG Var 1.26 0.0 False True 0.0 54.9 69.9 57.6 -0.2005 PASS True 3.3 WATCH_NO_VALUE odds_below_minimum inferred_statistical_features;triple_value_not_confirmed;historical_sample_too_low base_model_playable;value_sniper_override 0.5488 0.7937 -0.2449 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history LOW 0.5033 1/1 False v28-pro-max betting_brain_no_value_odds_below_minimum
39 8gcbai6m7v7o8piqfram4qe50 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 3 1 2 0 HTFT 1/1 4.59 0.0 False True 0.0 27.3 27.3 24.6 0.1657 PASS True 0.0 REJECT calibrated_confidence_too_low;play_score_too_low;volatile_market_requires_exceptional_evidence inferred_statistical_features;historical_sample_too_low base_model_playable 0.2734 0.2179 0.0555 False DISAGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5033 1/1 False v28-pro-max betting_brain_no_safe_pick
40 3azy3enp78au0zfugc3l1yf4k 2026-05-24 54c65mhi143utomzvvv3q2avh 2 0 1 0 1.0 False 0.0 False False AGREE 0.532 missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
41 1d2fb7bt5f8xy5on24w1kj1g4 2026-05-24 54c65mhi143utomzvvv3q2avh 1 0 0 0 1.0 False 0.0 False False AGREE 0.532 missing_full_ms_odds;lineup_probable_not_confirmed;lineup_projection_low_confidence;lineup_incomplete;missing_referee;ai_features_inferred_from_history LOW False v28-pro-max no_bet_conditions_met
42 pw01xm8v3jlz13fpi3zq0ftg 2026-05-24 3umprqta6ipyann6qjjh07biz 1 1 0 0 1.0 False 0.0 False False AGREE 0.33 missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
43 mjo9k4zr1x884vjlwea2y1hw 2026-05-24 3umprqta6ipyann6qjjh07biz 1 0 1 0 1.0 False 0.0 False False AGREE 0.33 missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
44 8d8fm7wli7tfx8hm9w5l8nuhg 2026-05-24 3is4bkgf3loxv9qfg3hm8zfqb 1 1 1 0 BTTS KG Var 1.72 0.2 True True 0.144 53.7 69.9 65.2 -0.0712 B True 28.0 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5371 0.5814 -0.0443 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.5033 False v28-pro-max betting_brain_approved
45 oqsq3f0kvic8xfed8dp302z8 2026-05-24 3umprqta6ipyann6qjjh07biz 3 2 0 0 1.0 False 0.0 False False AGREE 0.33 missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
46 o7tn4si7fxvq9c2mg0xs48wk 2026-05-24 3umprqta6ipyann6qjjh07biz 0 1 0 0 1.0 False 0.0 False False AGREE 0.33 missing_full_ms_odds;lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM False v28-pro-max no_bet_conditions_met
47 eh9jfegscokidyczxfq691990 2026-05-24 3j81qr7yc4gdnakfwnxf95ovh 2 3 0 1 OU25 Üst 1.44 0.2 True True 0.088 50.1 57.7 32.9 -0.2537 B True 17.0 BET inferred_statistical_features;trap_market_market_overpriced;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.5009 0.6944 -0.1935 0.0596 True AGREE 0.51 lineup_unavailable;lineup_incomplete;missing_referee;ai_features_inferred_from_history MEDIUM 0.8771 False v28-pro-max betting_brain_approved
48 dkhhkbwnxwl47e8hybv89mwb8 2026-05-24 5jd0k2txwnq69frs79eulba8j 1 2 0 1 OU25 Üst 1.23 0.0 False True 0.0 61.4 65.4 61.2 -0.1185 PASS True 11.4 WATCH_NO_VALUE odds_below_minimum base_model_not_playable;inferred_statistical_features;triple_value_not_confirmed value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6144 0.813 -0.1986 0.0179 False AGREE 0.74 ai_features_inferred_from_history LOW 0.9233 1/1 False v28-pro-max betting_brain_no_value_odds_below_minimum
49 1lknqdz9vmb3hnqu144zkkefo 2026-05-24 1r097lpxe0xn03ihb7wi98kao 1 0 1 0 BTTS KG Var 1.78 0.2 True False -0.2 50.0 61.7 55.6 -0.088 B True 29.3 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5 0.5618 -0.0618 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history MEDIUM 0.7391 1/1 False v28-pro-max betting_brain_approved
50 3oazp9kfbyyiatn246k4to6xg 2026-05-24 9ynnnx1qmkizq1o3qr3v0nsuk 1 2 0 1 BTTS KG Var 1.36 0.2 True True 0.072 53.7 69.9 61.2 -0.1571 B True 33.7 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;strong_historical_sample 0.5371 0.7353 -0.1982 False AGREE 0.74 live_match_pre_match_features;ai_features_inferred_from_history LOW 0.554 2/2 False v28-pro-max betting_brain_approved
51 8cr8t6qh0r6g0mv6ftq0ic1sk 2026-05-24 a9vrdkelbgif0gtu3wxsr75xo 2 1 0 1 OU25 Üst 1.46 0.2 True True 0.092 61.4 65.4 68.1 -0.0182 B True 47.8 BET inferred_statistical_features;triple_value_not_confirmed base_model_playable;value_sniper_override;v25_v27_aligned;strong_historical_sample 0.6144 0.6849 -0.0705 0.0535 False AGREE 0.74 ai_features_inferred_from_history MEDIUM 0.6618 False v28-pro-max betting_brain_approved