{"combinations":[[4,12,15,37,39,41]],"used_pairs_summary":{"all_used_pairs":[[4,37],[4,39],[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"same_week_pairs_used":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"jump_pairs_used":[[15,37]],"nak_pairs_used":[[4,37],[4,39]],"combo_pair_details":[{"numbers":[4,12,15,37,39,41],"mode":"overlap_allowed_full_pairs","summary":"1차 7개 / 2차 1개 / 3차 2개","same":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"same_disjoint_required":false,"same_selected_pair_keys":["12-15","12-37","12-39","12-41","15-37","15-39","37-39"],"jump":[[15,37]],"jump_disjoint_required":false,"jump_selected_pair_keys":["15-37"],"nak":[[4,37],[4,39]],"nak_disjoint_required":false,"nak_selected_pair_keys":["04-37","04-39"],"all":[[4,37],[4,39],[12,15],[12,37],[12,39],[12,41],[15,37],[15,37],[15,39],[37,39]],"all_pair_keys":["04-37","04-39","12-15","12-37","12-39","12-41","15-37","15-37","15-39","37-39"]}],"predicted_numbers":[1,2,13,15,31,33,41],"transfer_learning":{"enabled":true,"method":"transfer_learning","name_ko":"전이학습 AI 예측","seq_length":11,"case_count":421,"similar_cases":80,"top_similarity":0.8703,"avg_similarity":0.6655,"predicted_numbers":[1,2,13,15,31,33,41],"desc":"과거 유사상황의 다음회차 출현/낙첨·구간·끝수·홀짝·이월·인접수 패턴을 현재 회차 후보로 전이했습니다.","weights":{"transfer":0.52,"statistics":0.2,"lstm":0.14,"cnn":0.14},"model_mode":"transfer_learning_primary"},"diversity_config_used":{"max_overlap":3,"max_shared_pairs":3,"min_jaccard_dist":0.35},"crowd_guard":{"ok":true,"score":0.14396177844931304,"hhi":0.0006015837040767745,"top10_share":0.2631578947368421,"mode":"약","sample_n":5,"freq":{"1":4,"2":5,"3":4,"4":3,"5":4,"6":3,"7":3,"8":5,"9":4,"10":4,"11":3,"12":3,"13":4,"14":4,"15":3,"16":4,"17":3,"18":4,"19":4,"20":3,"21":3,"22":5,"23":4,"24":4,"25":4,"26":4,"27":4,"28":4,"29":3,"30":4,"31":4,"32":4,"33":4,"34":4,"35":5,"36":4,"37":3,"38":4,"39":4,"40":3,"41":5,"42":3,"43":3,"44":4,"45":4},"num_scores":{"1":0.8,"2":1.0,"3":0.8,"4":0.6,"5":0.8,"6":0.6,"7":0.6,"8":1.0,"9":0.8,"10":0.8,"11":0.6,"12":0.6,"13":0.8,"14":0.8,"15":0.6,"16":0.8,"17":0.6,"18":0.8,"19":0.8,"20":0.6,"21":0.6,"22":1.0,"23":0.8,"24":0.8,"25":0.8,"26":0.8,"27":0.8,"28":0.8,"29":0.6,"30":0.8,"31":0.8,"32":0.8,"33":0.8,"34":0.8,"35":1.0,"36":0.8,"37":0.6,"38":0.8,"39":0.8,"40":0.6,"41":1.0,"42":0.6,"43":0.6,"44":0.8,"45":0.8},"top_numbers":[2,8,22,35,41,1,3,5,9,10,13,14,16,18,19,23,24,25],"avoid_numbers":[2,8,22,35,41,1,3,5,9,10,13,14],"updated_at":"2026-07-06T00:24:43"},"pair_match_mode":"overlap_allowed_full_pairs","pair_match_desc":"체크한 카테고리는 서로 번호가 겹치지 않는 2궁합 3개를 반드시 포함, 미체크 카테고리는 기존 개수 조건으로 통과","available_pair_count_per_combo":15,"pair_filter_options":{"use_same_disjoint_triple":false,"use_jump_disjoint_triple":false,"use_nak_disjoint_triple":false,"disjoint_pair_count":3},"db_filter_miss_allow":6,"db_filter_tolerance_desc":"DB 기본 적용 필터 실패 6개까지 허용","hybrid_engine":{"enabled":true,"name_ko":"네오로또 하이브리드 엔진","candidate_goal":2000,"candidate_count":2000,"weights":{"ai_prob":0.14545454545454545,"week_strength":0.13636363636363635,"backtest":0.10909090909090907,"recent_target":0.0818181818181818,"pair2":0.09090909090909091,"pair3":0.0818181818181818,"coverage":0.09999999999999999,"overlap_balance":0.0818181818181818,"domestic_pattern":0.07272727272727272,"avoid_popular":0.06363636363636364,"balance_audit":0.03636363636363636},"week_strength":{"enabled":true,"mode":"transfer_learning_score_injection","desc":"기존 LSTM5 전이학습 조합 생성 안에서 lotto_week_strength_2 통합분석 신호를 번호 확률과 조합 점수에 대입했습니다.","source_summary":[{"key":"hunatsu","label":"후나츠","count":31,"numbers":[1,2,3,4,5,6,8,9,10,11,14,16,18,19,20,21,22,23,24,25,26,29,30,32,33,34,35,36,37,39,41],"weight":12.5425,"backtest":{"label":"후나츠","cases":100,"total_hits":405,"avg_hits":4.05,"hit_rate":67.5,"best":6,"empty":0,"weight":12.5425}},{"key":"bonus","label":"보너스","count":20,"numbers":[1,2,9,10,11,13,14,15,16,23,24,25,26,28,31,33,34,39,41,45],"weight":8.4955,"backtest":{"label":"보너스","cases":100,"total_hits":263,"avg_hits":2.63,"hit_rate":43.83,"best":6,"empty":0,"weight":8.4955}},{"key":"imminent","label":"임박","count":35,"numbers":[2,3,4,5,6,7,8,9,10,12,14,17,18,19,20,21,22,23,24,25,26,29,30,32,33,34,35,36,37,38,39,40,42,44,45],"weight":12.7135,"backtest":{"label":"임박","cases":100,"total_hits":411,"avg_hits":4.11,"hit_rate":68.5,"best":6,"empty":0,"weight":12.7135}},{"key":"jump100","label":"100주","count":28,"numbers":[1,2,4,5,6,7,12,13,14,15,17,18,19,21,26,27,28,32,34,35,36,37,38,40,41,42,43,44],"weight":10.519,"backtest":{"label":"100주","cases":100,"total_hits":334,"avg_hits":3.34,"hit_rate":55.67,"best":6,"empty":0,"weight":10.519}},{"key":"same_week","label":"같은주","count":25,"numbers":[1,3,5,6,7,8,9,12,14,16,17,18,20,22,23,28,33,36,37,38,39,40,41,42,44],"weight":11.317,"backtest":{"label":"같은주","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317}},{"key":"seven_week","label":"7주출현","count":28,"numbers":[1,3,4,6,8,9,12,13,14,16,17,18,19,22,24,25,26,28,29,30,31,34,35,37,38,41,42,44],"weight":11.317,"backtest":{"label":"7주출현","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317}},{"key":"week_interval","label":"주간격출현","count":17,"numbers":[2,4,5,9,10,15,17,18,19,25,27,31,32,35,41,44,45],"weight":8.239,"backtest":{"label":"주간격출현","cases":100,"total_hits":254,"avg_hits":2.54,"hit_rate":42.33,"best":5,"empty":0,"weight":8.239}},{"key":"low_cycle","label":"저출현주기","count":15,"numbers":[2,5,7,10,11,15,20,23,27,33,36,39,40,43,45],"weight":6.5575,"backtest":{"label":"저출현주기","cases":100,"total_hits":195,"avg_hits":1.95,"hit_rate":32.5,"best":5,"empty":0,"weight":6.5575}},{"key":"cold","label":"COLD","count":25,"numbers":[2,5,7,10,11,12,14,16,19,21,22,23,24,25,26,27,33,34,35,36,37,38,39,40,43],"weight":11.268,"backtest":{"label":"COLD","cases":100,"total_hits":348,"avg_hits":3.48,"hit_rate":58.0,"best":6,"empty":0,"weight":11.268}},{"key":"long_absence","label":"장기미출현출현그룹","count":40,"numbers":[1,2,3,4,5,6,7,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,26,27,29,30,31,32,33,34,35,36,37,38,39,40,41,43,44,45],"weight":16.17,"backtest":{"label":"장기미출현출현그룹","cases":100,"total_hits":520,"avg_hits":5.2,"hit_rate":86.67,"best":6,"empty":0,"weight":16.17}},{"key":"fibonacci","label":"피보나치","count":21,"numbers":[1,2,4,6,7,8,9,12,13,14,18,19,20,26,28,31,32,36,38,39,42],"weight":7.5835,"backtest":{"label":"피보나치","cases":100,"total_hits":231,"avg_hits":2.31,"hit_rate":38.5,"best":6,"empty":0,"weight":7.5835}},{"key":"nak9_pair","label":"낙9/잔여 2궁합","count":45,"numbers":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],"weight":18.45,"backtest":{"label":"낙9/잔여 2궁합","cases":100,"total_hits":600,"avg_hits":6.0,"hit_rate":100.0,"best":6,"empty":0,"weight":18.45}},{"key":"feature_expected","label":"특징예상","count":12,"numbers":[2,5,6,10,14,18,19,25,26,36,37,39],"weight":5.9385,"backtest":{"label":"특징예상","cases":100,"total_hits":161,"avg_hits":1.61,"hit_rate":26.83,"best":4,"empty":0,"weight":5.9385}},{"key":"strong","label":"강세","count":15,"numbers":[2,5,6,10,14,18,19,23,25,26,33,34,36,37,39],"weight":6.993,"backtest":{"label":"강세","cases":100,"total_hits":198,"avg_hits":1.98,"hit_rate":33.0,"best":5,"empty":0,"weight":6.993}},{"key":"mid","label":"보통","count":18,"numbers":[1,3,4,7,9,11,12,16,17,20,21,24,32,35,38,40,41,44],"weight":8.296,"backtest":{"label":"보통","cases":100,"total_hits":256,"avg_hits":2.56,"hit_rate":42.67,"best":6,"empty":0,"weight":8.296}},{"key":"weak","label":"약세","count":12,"numbers":[8,13,15,22,27,28,29,30,31,42,43,45],"weight":4.511,"backtest":{"label":"약세","cases":100,"total_hits":146,"avg_hits":1.46,"hit_rate":24.33,"best":4,"empty":0,"weight":4.511}},{"key":"lstm5_ai_top","label":"LSTM5 AI상위","count":0,"numbers":[],"weight":2.8,"backtest":{"label":"LSTM5 AI상위","cases":0,"total_hits":0,"avg_hits":0.0,"hit_rate":0.0,"best":0,"empty":0,"weight":2.8}}],"backtest":{"enabled":true,"weeks":100,"source_stats":{"hunatsu":{"label":"후나츠","cases":100,"total_hits":405,"avg_hits":4.05,"hit_rate":67.5,"best":6,"empty":0,"weight":12.5425},"bonus":{"label":"보너스","cases":100,"total_hits":263,"avg_hits":2.63,"hit_rate":43.83,"best":6,"empty":0,"weight":8.4955},"imminent":{"label":"임박","cases":100,"total_hits":411,"avg_hits":4.11,"hit_rate":68.5,"best":6,"empty":0,"weight":12.7135},"jump100":{"label":"100주","cases":100,"total_hits":334,"avg_hits":3.34,"hit_rate":55.67,"best":6,"empty":0,"weight":10.519},"same_week":{"label":"같은주","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317},"seven_week":{"label":"7주출현","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317},"week_interval":{"label":"주간격출현","cases":100,"total_hits":254,"avg_hits":2.54,"hit_rate":42.33,"best":5,"empty":0,"weight":8.239},"low_cycle":{"label":"저출현주기","cases":100,"total_hits":195,"avg_hits":1.95,"hit_rate":32.5,"best":5,"empty":0,"weight":6.5575},"cold":{"label":"COLD","cases":100,"total_hits":348,"avg_hits":3.48,"hit_rate":58.0,"best":6,"empty":0,"weight":11.268},"long_absence":{"label":"장기미출현출현그룹","cases":100,"total_hits":520,"avg_hits":5.2,"hit_rate":86.67,"best":6,"empty":0,"weight":16.17},"fibonacci":{"label":"피보나치","cases":100,"total_hits":231,"avg_hits":2.31,"hit_rate":38.5,"best":6,"empty":0,"weight":7.5835},"nak9_pair":{"label":"낙9/잔여 2궁합","cases":100,"total_hits":600,"avg_hits":6.0,"hit_rate":100.0,"best":6,"empty":0,"weight":18.45},"feature_expected":{"label":"특징예상","cases":100,"total_hits":161,"avg_hits":1.61,"hit_rate":26.83,"best":4,"empty":0,"weight":5.9385},"strong":{"label":"강세","cases":100,"total_hits":198,"avg_hits":1.98,"hit_rate":33.0,"best":5,"empty":0,"weight":6.993},"mid":{"label":"보통","cases":100,"total_hits":256,"avg_hits":2.56,"hit_rate":42.67,"best":6,"empty":0,"weight":8.296},"weak":{"label":"약세","cases":100,"total_hits":146,"avg_hits":1.46,"hit_rate":24.33,"best":4,"empty":0,"weight":4.511},"lstm5_ai_top":{"label":"LSTM5 AI상위","cases":0,"total_hits":0,"avg_hits":0.0,"hit_rate":0.0,"best":0,"empty":0,"weight":2.8}},"weights":{"hunatsu":12.5425,"bonus":8.4955,"imminent":12.7135,"jump100":10.519,"same_week":11.317,"seven_week":11.317,"week_interval":8.239,"low_cycle":6.5575,"cold":11.268,"long_absence":16.17,"fibonacci":7.5835,"nak9_pair":18.45,"feature_expected":5.9385,"strong":6.993,"mid":8.296,"weak":4.511,"lstm5_ai_top":2.8}},"error":null},"features_ko":["lotto_week_strength_2 통합예상분석 점수 대입","후나츠/보너스/임박/같은주/주간격/저출현/COLD/피보나치/장기미출현/낙9/특징예상","백테스트 자동 가중치","커버리지 / 집합 커버링","쌍별 겹침 균형","랜덤 니블 선별","사용자 인기선호 모델 / 공유당첨 리스크","랜덤성 감사","몬테카를로 랜덤 기준선 비교","초기하분포 이론확률","Schönheim 하한 / 번호풀 위험","엔트로피·χ² 균형 검증"]},"combo_details":[{"numbers":[4,12,15,37,39,41],"score":88.0,"grade":"S","strategy":"안정+커버리지형","scores":{"ai":86.4,"week_strength":96.7,"backtest":95.3,"recent_target":100.0,"pair2":100.0,"pair3":45.0,"coverage":100.0,"overlap_balance":82.0,"domestic_pattern":94.1,"avoid_popular":58.9,"balance_audit":100.0,"final":87.1},"reasons":["AI 확률점수 86.4점","통합예상분석 96.7점(낙9/잔여 2궁합 6개, 장기미출현출현그룹 6개, 100주 5개, 7주출현 4개, 같은주 4개)","최근 타겟번호 3개 포함","2궁합 적중 10개(1차 7, 2차 1, 3차 2)","구간 4개 영역 분산 / 끝수 6종류 / 중심분산 6종류","공유위험 보통(생일수 3/6, 미러쌍 0개)","랜덤성 감사 통과","신규 3궁합 커버 20개 / 신규 4궁합 커버 15개","선택 시 평균 겹침 0.00개"],"pair_filter_detail":{"mode":"overlap_allowed_full_pairs","any_disjoint_required":false,"available_pair_count_per_combo":15,"same":{"label":"1차","required":1,"hit_count":7,"disjoint_required":false,"hit_pairs":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"selected_pairs":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"selected_pair_keys":["12-15","12-37","12-39","12-41","15-37","15-39","37-39"]},"jump":{"label":"2차","required":1,"hit_count":1,"disjoint_required":false,"hit_pairs":[[15,37]],"selected_pairs":[[15,37]],"selected_pair_keys":["15-37"]},"nak":{"label":"3차","required":1,"hit_count":2,"disjoint_required":false,"hit_pairs":[[4,37],[4,39]],"selected_pairs":[[4,37],[4,39]],"selected_pair_keys":["04-37","04-39"]},"ok":true,"summary":"1차 7개 / 2차 1개 / 3차 2개"},"stats":{"sum":148,"odd":4,"even":2,"low":3,"high":3,"consecutive_longest":0,"range_buckets":[1,2,0,2,1],"ending_digit_variety":6,"max_same_digit":1,"ac":9,"target_hit":3,"week_strength":{"enabled":true,"source_counts":{"hunatsu":4,"imminent":4,"jump100":5,"seven_week":4,"week_interval":3,"long_absence":6,"fibonacci":3,"nak9_pair":6,"mid":3,"same_week":4,"cold":3,"bonus":3,"low_cycle":2,"weak":1,"feature_expected":2,"strong":2},"source_labels":{"후나츠":4,"임박":4,"100주":5,"7주출현":4,"주간격출현":3,"장기미출현출현그룹":6,"피보나치":3,"낙9/잔여 2궁합":6,"보통":3,"같은주":4,"COLD":3,"보너스":3,"저출현주기":2,"약세":1,"특징예상":2,"강세":2},"source_cover":16,"avg_number_signal":78.52},"pair2_hit_total":10,"triple_hot_hit":0,"quad_hot_hit":0,"생일수_count":3,"favorite_hit":0,"mirror_pairs":0,"center_spread":6,"crowd_hit_numbers":[41],"share_risk_value":0.548,"share_risk_label":"보통","balance_audit_status":"통과"},"portfolio":{"new_triples":20,"new_quads":15,"avg_overlap_at_pick":0.0,"overlap_score":82.0}}],"portfolio_summary":{"enabled":true,"method_ko":"네오로또 하이브리드 최적화: 커버 균형·겹침 균형·분산 선별·묶음 최적화","candidate_count_before_select":2000,"candidate_count_ranked":2000,"selected_count":1,"covered_triples":20,"covered_quads":15,"avg_pairwise_overlap":0.0,"overlap_histogram":{"0":0,"1":0,"2":0,"3":0,"4":0,"5":0,"6":0},"math":{"enabled":true,"single_ticket_ge3_pct":2.383408,"single_ticket_ge4_pct":0.139348,"single_ticket_exact6_pct":1.22774e-05,"pool_size":6,"pool_risk_label":"높음","pool_all6_pct":1.2e-05,"pool_ge4_pct":0.1393,"covered_triples_45_pct":0.1409,"covered_quads_45_pct":0.0101,"pool_triple_coverage_pct":100.0,"pool_quad_coverage_pct":100.0,"schoenheim_lb_t3":1,"schoenheim_lb_t4":1,"overlap_variance":0.0,"entropy_balance_pct":100.0,"chi_square_balance":39.0,"chi_square_balance_label":"균형","hybrid_stability_pct":100.0,"ticket_spread_label":"균형","note_ko":"단일 1장 3개 이상 이론확률 2.383408%, 선택 번호풀 6개 / 위험 높음, 풀 내부 3궁합 커버 100.0%"},"note":"커버 범위와 조합끼리의 자연스러운 겹침을 함께 맞춰 균형 있게 선별했습니다."},"monte_carlo_summary":{"enabled":true,"trials":3000,"portfolio":{"ge3_pct":2.067,"ge4_pct":0.033,"zero_best_pct":40.1,"avg_best_match":0.782},"random_baseline":{"ge3_pct":2.533,"ge4_pct":0.067,"zero_best_pct":40.667,"avg_best_match":0.794},"delta":{"ge3_pct":-0.466,"ge4_pct":-0.034,"avg_best_match":-0.013},"note":"랜덤 기준 조합과 함께 비교해 현재 조합 묶음의 효율을 쉽게 보여줍니다."}},"predicted_numbers":[1,2,13,15,31,33,41],"transfer_learning":{"enabled":true,"method":"transfer_learning","name_ko":"전이학습 AI 예측","seq_length":11,"case_count":421,"similar_cases":80,"top_similarity":0.8703,"avg_similarity":0.6655,"predicted_numbers":[1,2,13,15,31,33,41],"desc":"과거 유사상황의 다음회차 출현/낙첨·구간·끝수·홀짝·이월·인접수 패턴을 현재 회차 후보로 전이했습니다.","weights":{"transfer":0.52,"statistics":0.2,"lstm":0.14,"cnn":0.14},"model_mode":"transfer_learning_primary"},"filter_groups":[],"db_filter_groups_applied_count":0,"user_filter_groups_applied_count":0,"db_filter_miss_allow":6,"db_filter_tolerance_desc":"DB 기본 적용 필터 실패 6개까지 허용","same_week_pair_count_requested":1,"jump_pair_count_requested":1,"nak_pair_count_requested":1,"target_numbers_filter_applied":{"target_numbers":[1,2,3,4,6,8,9,10,14,18,19,20,22,24,25,26,29,30,32,34,35,36,39,41],"recent_target_min":null,"recent_target_max":null,"include_min_forced":null,"window_size":26,"target_count_min":3,"target_count_max":4,"include_bonus":false},"fs_buckets":{"b1":[3,4,8,9,12,13,14,18,22,28,29,31,34,37,38,42],"b2":[1,6,11,16,17,19,20,21,24,25,26,27,30,32,33,35,39,41,44,45],"b3":[2,5,7,10,15,23,36,40,43]},"bonus15_candidates":[1,9,13,15,16,25,26,28,31,33,34,41,45],"crowd_guard":{"ok":true,"score":0.14396177844931304,"hhi":0.0006015837040767745,"top10_share":0.2631578947368421,"mode":"약","sample_n":5,"freq":{"1":4,"2":5,"3":4,"4":3,"5":4,"6":3,"7":3,"8":5,"9":4,"10":4,"11":3,"12":3,"13":4,"14":4,"15":3,"16":4,"17":3,"18":4,"19":4,"20":3,"21":3,"22":5,"23":4,"24":4,"25":4,"26":4,"27":4,"28":4,"29":3,"30":4,"31":4,"32":4,"33":4,"34":4,"35":5,"36":4,"37":3,"38":4,"39":4,"40":3,"41":5,"42":3,"43":3,"44":4,"45":4},"num_scores":{"1":0.8,"2":1.0,"3":0.8,"4":0.6,"5":0.8,"6":0.6,"7":0.6,"8":1.0,"9":0.8,"10":0.8,"11":0.6,"12":0.6,"13":0.8,"14":0.8,"15":0.6,"16":0.8,"17":0.6,"18":0.8,"19":0.8,"20":0.6,"21":0.6,"22":1.0,"23":0.8,"24":0.8,"25":0.8,"26":0.8,"27":0.8,"28":0.8,"29":0.6,"30":0.8,"31":0.8,"32":0.8,"33":0.8,"34":0.8,"35":1.0,"36":0.8,"37":0.6,"38":0.8,"39":0.8,"40":0.6,"41":1.0,"42":0.6,"43":0.6,"44":0.8,"45":0.8},"top_numbers":[2,8,22,35,41,1,3,5,9,10,13,14,16,18,19,23,24,25],"avoid_numbers":[2,8,22,35,41,1,3,5,9,10,13,14],"updated_at":"2026-07-06T00:24:43"},"combo_details":[{"numbers":[4,12,15,37,39,41],"score":88.0,"grade":"S","strategy":"안정+커버리지형","scores":{"ai":86.4,"week_strength":96.7,"backtest":95.3,"recent_target":100.0,"pair2":100.0,"pair3":45.0,"coverage":100.0,"overlap_balance":82.0,"domestic_pattern":94.1,"avoid_popular":58.9,"balance_audit":100.0,"final":87.1},"reasons":["AI 확률점수 86.4점","통합예상분석 96.7점(낙9/잔여 2궁합 6개, 장기미출현출현그룹 6개, 100주 5개, 7주출현 4개, 같은주 4개)","최근 타겟번호 3개 포함","2궁합 적중 10개(1차 7, 2차 1, 3차 2)","구간 4개 영역 분산 / 끝수 6종류 / 중심분산 6종류","공유위험 보통(생일수 3/6, 미러쌍 0개)","랜덤성 감사 통과","신규 3궁합 커버 20개 / 신규 4궁합 커버 15개","선택 시 평균 겹침 0.00개"],"pair_filter_detail":{"mode":"overlap_allowed_full_pairs","any_disjoint_required":false,"available_pair_count_per_combo":15,"same":{"label":"1차","required":1,"hit_count":7,"disjoint_required":false,"hit_pairs":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"selected_pairs":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"selected_pair_keys":["12-15","12-37","12-39","12-41","15-37","15-39","37-39"]},"jump":{"label":"2차","required":1,"hit_count":1,"disjoint_required":false,"hit_pairs":[[15,37]],"selected_pairs":[[15,37]],"selected_pair_keys":["15-37"]},"nak":{"label":"3차","required":1,"hit_count":2,"disjoint_required":false,"hit_pairs":[[4,37],[4,39]],"selected_pairs":[[4,37],[4,39]],"selected_pair_keys":["04-37","04-39"]},"ok":true,"summary":"1차 7개 / 2차 1개 / 3차 2개"},"stats":{"sum":148,"odd":4,"even":2,"low":3,"high":3,"consecutive_longest":0,"range_buckets":[1,2,0,2,1],"ending_digit_variety":6,"max_same_digit":1,"ac":9,"target_hit":3,"week_strength":{"enabled":true,"source_counts":{"hunatsu":4,"imminent":4,"jump100":5,"seven_week":4,"week_interval":3,"long_absence":6,"fibonacci":3,"nak9_pair":6,"mid":3,"same_week":4,"cold":3,"bonus":3,"low_cycle":2,"weak":1,"feature_expected":2,"strong":2},"source_labels":{"후나츠":4,"임박":4,"100주":5,"7주출현":4,"주간격출현":3,"장기미출현출현그룹":6,"피보나치":3,"낙9/잔여 2궁합":6,"보통":3,"같은주":4,"COLD":3,"보너스":3,"저출현주기":2,"약세":1,"특징예상":2,"강세":2},"source_cover":16,"avg_number_signal":78.52},"pair2_hit_total":10,"triple_hot_hit":0,"quad_hot_hit":0,"생일수_count":3,"favorite_hit":0,"mirror_pairs":0,"center_spread":6,"crowd_hit_numbers":[41],"share_risk_value":0.548,"share_risk_label":"보통","balance_audit_status":"통과"},"portfolio":{"new_triples":20,"new_quads":15,"avg_overlap_at_pick":0.0,"overlap_score":82.0}}],"combo_pair_details":[{"numbers":[4,12,15,37,39,41],"mode":"overlap_allowed_full_pairs","summary":"1차 7개 / 2차 1개 / 3차 2개","same":[[12,15],[12,37],[12,39],[12,41],[15,37],[15,39],[37,39]],"same_disjoint_required":false,"same_selected_pair_keys":["12-15","12-37","12-39","12-41","15-37","15-39","37-39"],"jump":[[15,37]],"jump_disjoint_required":false,"jump_selected_pair_keys":["15-37"],"nak":[[4,37],[4,39]],"nak_disjoint_required":false,"nak_selected_pair_keys":["04-37","04-39"],"all":[[4,37],[4,39],[12,15],[12,37],[12,39],[12,41],[15,37],[15,37],[15,39],[37,39]],"all_pair_keys":["04-37","04-39","12-15","12-37","12-39","12-41","15-37","15-37","15-39","37-39"]}],"pair_filter_options":{"use_same_disjoint_triple":false,"use_jump_disjoint_triple":false,"use_nak_disjoint_triple":false,"disjoint_pair_count":3},"hybrid_engine":{"enabled":true,"name_ko":"네오로또 하이브리드 엔진","candidate_goal":2000,"candidate_count":2000,"weights":{"ai_prob":0.14545454545454545,"week_strength":0.13636363636363635,"backtest":0.10909090909090907,"recent_target":0.0818181818181818,"pair2":0.09090909090909091,"pair3":0.0818181818181818,"coverage":0.09999999999999999,"overlap_balance":0.0818181818181818,"domestic_pattern":0.07272727272727272,"avoid_popular":0.06363636363636364,"balance_audit":0.03636363636363636},"week_strength":{"enabled":true,"mode":"transfer_learning_score_injection","desc":"기존 LSTM5 전이학습 조합 생성 안에서 lotto_week_strength_2 통합분석 신호를 번호 확률과 조합 점수에 대입했습니다.","source_summary":[{"key":"hunatsu","label":"후나츠","count":31,"numbers":[1,2,3,4,5,6,8,9,10,11,14,16,18,19,20,21,22,23,24,25,26,29,30,32,33,34,35,36,37,39,41],"weight":12.5425,"backtest":{"label":"후나츠","cases":100,"total_hits":405,"avg_hits":4.05,"hit_rate":67.5,"best":6,"empty":0,"weight":12.5425}},{"key":"bonus","label":"보너스","count":20,"numbers":[1,2,9,10,11,13,14,15,16,23,24,25,26,28,31,33,34,39,41,45],"weight":8.4955,"backtest":{"label":"보너스","cases":100,"total_hits":263,"avg_hits":2.63,"hit_rate":43.83,"best":6,"empty":0,"weight":8.4955}},{"key":"imminent","label":"임박","count":35,"numbers":[2,3,4,5,6,7,8,9,10,12,14,17,18,19,20,21,22,23,24,25,26,29,30,32,33,34,35,36,37,38,39,40,42,44,45],"weight":12.7135,"backtest":{"label":"임박","cases":100,"total_hits":411,"avg_hits":4.11,"hit_rate":68.5,"best":6,"empty":0,"weight":12.7135}},{"key":"jump100","label":"100주","count":28,"numbers":[1,2,4,5,6,7,12,13,14,15,17,18,19,21,26,27,28,32,34,35,36,37,38,40,41,42,43,44],"weight":10.519,"backtest":{"label":"100주","cases":100,"total_hits":334,"avg_hits":3.34,"hit_rate":55.67,"best":6,"empty":0,"weight":10.519}},{"key":"same_week","label":"같은주","count":25,"numbers":[1,3,5,6,7,8,9,12,14,16,17,18,20,22,23,28,33,36,37,38,39,40,41,42,44],"weight":11.317,"backtest":{"label":"같은주","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317}},{"key":"seven_week","label":"7주출현","count":28,"numbers":[1,3,4,6,8,9,12,13,14,16,17,18,19,22,24,25,26,28,29,30,31,34,35,37,38,41,42,44],"weight":11.317,"backtest":{"label":"7주출현","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317}},{"key":"week_interval","label":"주간격출현","count":17,"numbers":[2,4,5,9,10,15,17,18,19,25,27,31,32,35,41,44,45],"weight":8.239,"backtest":{"label":"주간격출현","cases":100,"total_hits":254,"avg_hits":2.54,"hit_rate":42.33,"best":5,"empty":0,"weight":8.239}},{"key":"low_cycle","label":"저출현주기","count":15,"numbers":[2,5,7,10,11,15,20,23,27,33,36,39,40,43,45],"weight":6.5575,"backtest":{"label":"저출현주기","cases":100,"total_hits":195,"avg_hits":1.95,"hit_rate":32.5,"best":5,"empty":0,"weight":6.5575}},{"key":"cold","label":"COLD","count":25,"numbers":[2,5,7,10,11,12,14,16,19,21,22,23,24,25,26,27,33,34,35,36,37,38,39,40,43],"weight":11.268,"backtest":{"label":"COLD","cases":100,"total_hits":348,"avg_hits":3.48,"hit_rate":58.0,"best":6,"empty":0,"weight":11.268}},{"key":"long_absence","label":"장기미출현출현그룹","count":40,"numbers":[1,2,3,4,5,6,7,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,26,27,29,30,31,32,33,34,35,36,37,38,39,40,41,43,44,45],"weight":16.17,"backtest":{"label":"장기미출현출현그룹","cases":100,"total_hits":520,"avg_hits":5.2,"hit_rate":86.67,"best":6,"empty":0,"weight":16.17}},{"key":"fibonacci","label":"피보나치","count":21,"numbers":[1,2,4,6,7,8,9,12,13,14,18,19,20,26,28,31,32,36,38,39,42],"weight":7.5835,"backtest":{"label":"피보나치","cases":100,"total_hits":231,"avg_hits":2.31,"hit_rate":38.5,"best":6,"empty":0,"weight":7.5835}},{"key":"nak9_pair","label":"낙9/잔여 2궁합","count":45,"numbers":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],"weight":18.45,"backtest":{"label":"낙9/잔여 2궁합","cases":100,"total_hits":600,"avg_hits":6.0,"hit_rate":100.0,"best":6,"empty":0,"weight":18.45}},{"key":"feature_expected","label":"특징예상","count":12,"numbers":[2,5,6,10,14,18,19,25,26,36,37,39],"weight":5.9385,"backtest":{"label":"특징예상","cases":100,"total_hits":161,"avg_hits":1.61,"hit_rate":26.83,"best":4,"empty":0,"weight":5.9385}},{"key":"strong","label":"강세","count":15,"numbers":[2,5,6,10,14,18,19,23,25,26,33,34,36,37,39],"weight":6.993,"backtest":{"label":"강세","cases":100,"total_hits":198,"avg_hits":1.98,"hit_rate":33.0,"best":5,"empty":0,"weight":6.993}},{"key":"mid","label":"보통","count":18,"numbers":[1,3,4,7,9,11,12,16,17,20,21,24,32,35,38,40,41,44],"weight":8.296,"backtest":{"label":"보통","cases":100,"total_hits":256,"avg_hits":2.56,"hit_rate":42.67,"best":6,"empty":0,"weight":8.296}},{"key":"weak","label":"약세","count":12,"numbers":[8,13,15,22,27,28,29,30,31,42,43,45],"weight":4.511,"backtest":{"label":"약세","cases":100,"total_hits":146,"avg_hits":1.46,"hit_rate":24.33,"best":4,"empty":0,"weight":4.511}},{"key":"lstm5_ai_top","label":"LSTM5 AI상위","count":0,"numbers":[],"weight":2.8,"backtest":{"label":"LSTM5 AI상위","cases":0,"total_hits":0,"avg_hits":0.0,"hit_rate":0.0,"best":0,"empty":0,"weight":2.8}}],"backtest":{"enabled":true,"weeks":100,"source_stats":{"hunatsu":{"label":"후나츠","cases":100,"total_hits":405,"avg_hits":4.05,"hit_rate":67.5,"best":6,"empty":0,"weight":12.5425},"bonus":{"label":"보너스","cases":100,"total_hits":263,"avg_hits":2.63,"hit_rate":43.83,"best":6,"empty":0,"weight":8.4955},"imminent":{"label":"임박","cases":100,"total_hits":411,"avg_hits":4.11,"hit_rate":68.5,"best":6,"empty":0,"weight":12.7135},"jump100":{"label":"100주","cases":100,"total_hits":334,"avg_hits":3.34,"hit_rate":55.67,"best":6,"empty":0,"weight":10.519},"same_week":{"label":"같은주","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317},"seven_week":{"label":"7주출현","cases":100,"total_hits":362,"avg_hits":3.62,"hit_rate":60.33,"best":6,"empty":0,"weight":11.317},"week_interval":{"label":"주간격출현","cases":100,"total_hits":254,"avg_hits":2.54,"hit_rate":42.33,"best":5,"empty":0,"weight":8.239},"low_cycle":{"label":"저출현주기","cases":100,"total_hits":195,"avg_hits":1.95,"hit_rate":32.5,"best":5,"empty":0,"weight":6.5575},"cold":{"label":"COLD","cases":100,"total_hits":348,"avg_hits":3.48,"hit_rate":58.0,"best":6,"empty":0,"weight":11.268},"long_absence":{"label":"장기미출현출현그룹","cases":100,"total_hits":520,"avg_hits":5.2,"hit_rate":86.67,"best":6,"empty":0,"weight":16.17},"fibonacci":{"label":"피보나치","cases":100,"total_hits":231,"avg_hits":2.31,"hit_rate":38.5,"best":6,"empty":0,"weight":7.5835},"nak9_pair":{"label":"낙9/잔여 2궁합","cases":100,"total_hits":600,"avg_hits":6.0,"hit_rate":100.0,"best":6,"empty":0,"weight":18.45},"feature_expected":{"label":"특징예상","cases":100,"total_hits":161,"avg_hits":1.61,"hit_rate":26.83,"best":4,"empty":0,"weight":5.9385},"strong":{"label":"강세","cases":100,"total_hits":198,"avg_hits":1.98,"hit_rate":33.0,"best":5,"empty":0,"weight":6.993},"mid":{"label":"보통","cases":100,"total_hits":256,"avg_hits":2.56,"hit_rate":42.67,"best":6,"empty":0,"weight":8.296},"weak":{"label":"약세","cases":100,"total_hits":146,"avg_hits":1.46,"hit_rate":24.33,"best":4,"empty":0,"weight":4.511},"lstm5_ai_top":{"label":"LSTM5 AI상위","cases":0,"total_hits":0,"avg_hits":0.0,"hit_rate":0.0,"best":0,"empty":0,"weight":2.8}},"weights":{"hunatsu":12.5425,"bonus":8.4955,"imminent":12.7135,"jump100":10.519,"same_week":11.317,"seven_week":11.317,"week_interval":8.239,"low_cycle":6.5575,"cold":11.268,"long_absence":16.17,"fibonacci":7.5835,"nak9_pair":18.45,"feature_expected":5.9385,"strong":6.993,"mid":8.296,"weak":4.511,"lstm5_ai_top":2.8}},"error":null},"features_ko":["lotto_week_strength_2 통합예상분석 점수 대입","후나츠/보너스/임박/같은주/주간격/저출현/COLD/피보나치/장기미출현/낙9/특징예상","백테스트 자동 가중치","커버리지 / 집합 커버링","쌍별 겹침 균형","랜덤 니블 선별","사용자 인기선호 모델 / 공유당첨 리스크","랜덤성 감사","몬테카를로 랜덤 기준선 비교","초기하분포 이론확률","Schönheim 하한 / 번호풀 위험","엔트로피·χ² 균형 검증"]},"portfolio_summary":{"enabled":true,"method_ko":"네오로또 하이브리드 최적화: 커버 균형·겹침 균형·분산 선별·묶음 최적화","candidate_count_before_select":2000,"candidate_count_ranked":2000,"selected_count":1,"covered_triples":20,"covered_quads":15,"avg_pairwise_overlap":0.0,"overlap_histogram":{"0":0,"1":0,"2":0,"3":0,"4":0,"5":0,"6":0},"math":{"enabled":true,"single_ticket_ge3_pct":2.383408,"single_ticket_ge4_pct":0.139348,"single_ticket_exact6_pct":1.22774e-05,"pool_size":6,"pool_risk_label":"높음","pool_all6_pct":1.2e-05,"pool_ge4_pct":0.1393,"covered_triples_45_pct":0.1409,"covered_quads_45_pct":0.0101,"pool_triple_coverage_pct":100.0,"pool_quad_coverage_pct":100.0,"schoenheim_lb_t3":1,"schoenheim_lb_t4":1,"overlap_variance":0.0,"entropy_balance_pct":100.0,"chi_square_balance":39.0,"chi_square_balance_label":"균형","hybrid_stability_pct":100.0,"ticket_spread_label":"균형","note_ko":"단일 1장 3개 이상 이론확률 2.383408%, 선택 번호풀 6개 / 위험 높음, 풀 내부 3궁합 커버 100.0%"},"note":"커버 범위와 조합끼리의 자연스러운 겹침을 함께 맞춰 균형 있게 선별했습니다."},"monte_carlo_summary":{"enabled":true,"trials":3000,"portfolio":{"ge3_pct":2.067,"ge4_pct":0.033,"zero_best_pct":40.1,"avg_best_match":0.782},"random_baseline":{"ge3_pct":2.533,"ge4_pct":0.067,"zero_best_pct":40.667,"avg_best_match":0.794},"delta":{"ge3_pct":-0.466,"ge4_pct":-0.034,"avg_best_match":-0.013},"note":"랜덤 기준 조합과 함께 비교해 현재 조합 묶음의 효율을 쉽게 보여줍니다."}}