Update ML models and add generated tips (Jan-Feb 2026)

- Updated LSTM and ensemble models with latest training data
- Added weekly tips from January 9 to February 4, 2026
- Updated generation history and learning state
- Added performance reports

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
2026-02-04 09:56:10 +01:00
co-authored by Claude Opus 4.5
parent 7e24dad849
commit e739226cf1
20 changed files with 336 additions and 59 deletions
@@ -132,6 +132,48 @@
"file": "weekly_lotto_tips_20260113_144816.csv",
"avg_confidence": 0.40184204865505785,
"avg_quality": 0.5939368072145434
},
{
"timestamp": "2026-01-16T21:00:18.252220",
"num_tips": 10,
"file": "weekly_lotto_tips_20260116_210018.csv",
"avg_confidence": 0.3993135051957879,
"avg_quality": 0.5805001432997415
},
{
"timestamp": "2026-01-20T21:00:21.105638",
"num_tips": 10,
"file": "weekly_lotto_tips_20260120_210021.csv",
"avg_confidence": 0.4194096036838097,
"avg_quality": 0.5989773112344052
},
{
"timestamp": "2026-01-23T21:00:26.108124",
"num_tips": 10,
"file": "weekly_lotto_tips_20260123_210026.csv",
"avg_confidence": 0.39617885183652646,
"avg_quality": 0.5821457927496777
},
{
"timestamp": "2026-01-27T21:00:20.993211",
"num_tips": 10,
"file": "weekly_lotto_tips_20260127_210020.csv",
"avg_confidence": 0.5503546207560099,
"avg_quality": 0.6820315842012747
},
{
"timestamp": "2026-01-30T21:00:22.144606",
"num_tips": 10,
"file": "weekly_lotto_tips_20260130_210022.csv",
"avg_confidence": 0.4105884643308171,
"avg_quality": 0.5983834710524445
},
{
"timestamp": "2026-02-03T21:01:48.089602",
"num_tips": 10,
"file": "weekly_lotto_tips_20260203_210148.csv",
"avg_confidence": 0.43053407858302783,
"avg_quality": 0.6127569878171568
}
]
}
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,8-12-13-27-28-48,8,HYBRID-OPT,0.5244,0.0869,0.4664,0.6095
2,2-8-14-28-32-45,8,HYBRID-OPT,0.6367,0.0869,0.5169,0.6690
3,13-23-28-39-41-45,8,HYBRID-OPT,0.5152,0.0860,0.4620,0.5942
4,8-10-28-37-45-46,0,HYBRID-OPT,0.6775,0.0975,0.5390,0.6919
5,6-8-14-21-28-46,1,HYBRID-OPT,0.6763,0.0869,0.5347,0.6806
6,4-7-8-23-28-42,2,PURE-AI,0.5082,0.0869,0.4240,0.6032
7,10-21-22-32-38-46,7,PURE-AI,0.3240,0.0909,0.2773,0.4892
8,8-13-23-28-45-46,6,ENSEMBLE,0.7699,0.1476,0.4588,0.7179
9,8-13-23-28-45-46,3,ENSEMBLE,0.7699,0.1476,0.4588,0.7179
10,2-9-24-30-35-49,8,PURE-PATTERN,0.0790,0.1476,0.1270,0.3775
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 8-12-13-27-28-48 8 HYBRID-OPT 0.5244 0.0869 0.4664 0.6095
3 2 2-8-14-28-32-45 8 HYBRID-OPT 0.6367 0.0869 0.5169 0.6690
4 3 13-23-28-39-41-45 8 HYBRID-OPT 0.5152 0.0860 0.4620 0.5942
5 4 8-10-28-37-45-46 0 HYBRID-OPT 0.6775 0.0975 0.5390 0.6919
6 5 6-8-14-21-28-46 1 HYBRID-OPT 0.6763 0.0869 0.5347 0.6806
7 6 4-7-8-23-28-42 2 PURE-AI 0.5082 0.0869 0.4240 0.6032
8 7 10-21-22-32-38-46 7 PURE-AI 0.3240 0.0909 0.2773 0.4892
9 8 8-13-23-28-45-46 6 ENSEMBLE 0.7699 0.1476 0.4588 0.7179
10 9 8-13-23-28-45-46 3 ENSEMBLE 0.7699 0.1476 0.4588 0.7179
11 10 2-9-24-30-35-49 8 PURE-PATTERN 0.0790 0.1476 0.1270 0.3775
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,6-14-20-26-35-45,6,HYBRID-OPT,0.4880,0.1463,0.4708,0.5838
2,14-21-23-26-33-46,6,HYBRID-OPT,0.4589,0.0900,0.4380,0.5588
3,10-14-20-23-37-46,6,HYBRID-OPT,0.4816,0.1463,0.4679,0.5838
4,6-8-14-45-46-49,1,HYBRID-OPT,0.6238,0.0337,0.4925,0.6328
5,5-8-12-21-27-46,5,HYBRID-OPT,0.5070,0.0974,0.4622,0.5978
6,8-12-29-31-39-46,2,PURE-AI,0.4970,0.1463,0.4268,0.6080
7,6-10-17-22-27-45,7,PURE-AI,0.2996,0.0838,0.2564,0.4686
8,8-12-20-23-35-46,6,ENSEMBLE,0.6709,0.1463,0.4086,0.6659
9,8-12-20-23-35-46,3,ENSEMBLE,0.6709,0.1463,0.4086,0.6659
10,2-9-24-30-35-49,6,PURE-PATTERN,0.1963,0.1463,0.1613,0.4397
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 6-14-20-26-35-45 6 HYBRID-OPT 0.4880 0.1463 0.4708 0.5838
3 2 14-21-23-26-33-46 6 HYBRID-OPT 0.4589 0.0900 0.4380 0.5588
4 3 10-14-20-23-37-46 6 HYBRID-OPT 0.4816 0.1463 0.4679 0.5838
5 4 6-8-14-45-46-49 1 HYBRID-OPT 0.6238 0.0337 0.4925 0.6328
6 5 5-8-12-21-27-46 5 HYBRID-OPT 0.5070 0.0974 0.4622 0.5978
7 6 8-12-29-31-39-46 2 PURE-AI 0.4970 0.1463 0.4268 0.6080
8 7 6-10-17-22-27-45 7 PURE-AI 0.2996 0.0838 0.2564 0.4686
9 8 8-12-20-23-35-46 6 ENSEMBLE 0.6709 0.1463 0.4086 0.6659
10 9 8-12-20-23-35-46 3 ENSEMBLE 0.6709 0.1463 0.4086 0.6659
11 10 2-9-24-30-35-49 6 PURE-PATTERN 0.1963 0.1463 0.1613 0.4397
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,8-12-22-29-45-47,6,HYBRID-OPT,0.5484,0.1462,0.4979,0.6257
2,6-14-18-28-42-45,6,HYBRID-OPT,0.4712,0.1462,0.4632,0.5739
3,3-8-11-17-35-46,6,HYBRID-OPT,0.5882,0.0767,0.4915,0.6229
4,8-14-18-27-45-46,1,HYBRID-OPT,0.6887,0.1462,0.5611,0.6893
5,14-17-23-27-45-46,5,HYBRID-OPT,0.5847,0.0899,0.4946,0.6151
6,7-8-11-17-42-45,2,PURE-AI,0.5282,0.0767,0.4379,0.5942
7,6-14-18-31-43-49,7,PURE-AI,0.3922,0.1462,0.3430,0.5248
8,8-12-14-35-37-46,6,ENSEMBLE,0.6986,0.0336,0.3661,0.6432
9,8-12-14-35-37-46,3,ENSEMBLE,0.6986,0.0336,0.3661,0.6432
10,2-9-24-30-35-49,6,PURE-PATTERN,0.2342,0.1462,0.1726,0.4573
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 8-12-22-29-45-47 6 HYBRID-OPT 0.5484 0.1462 0.4979 0.6257
3 2 6-14-18-28-42-45 6 HYBRID-OPT 0.4712 0.1462 0.4632 0.5739
4 3 3-8-11-17-35-46 6 HYBRID-OPT 0.5882 0.0767 0.4915 0.6229
5 4 8-14-18-27-45-46 1 HYBRID-OPT 0.6887 0.1462 0.5611 0.6893
6 5 14-17-23-27-45-46 5 HYBRID-OPT 0.5847 0.0899 0.4946 0.6151
7 6 7-8-11-17-42-45 2 PURE-AI 0.5282 0.0767 0.4379 0.5942
8 7 6-14-18-31-43-49 7 PURE-AI 0.3922 0.1462 0.3430 0.5248
9 8 8-12-14-35-37-46 6 ENSEMBLE 0.6986 0.0336 0.3661 0.6432
10 9 8-12-14-35-37-46 3 ENSEMBLE 0.6986 0.0336 0.3661 0.6432
11 10 2-9-24-30-35-49 6 PURE-PATTERN 0.2342 0.1462 0.1726 0.4573
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,7-8-12-20-25-46,0,HYBRID-OPT,0.4923,0.0973,0.4556,0.5940
2,5-8-23-32-44-45,0,HYBRID-OPT,0.4378,0.1462,0.4482,0.5770
3,12-14-23-25-35-45,0,HYBRID-OPT,0.5140,0.1462,0.4825,0.5874
4,8-14-38-45-46-49,8,HYBRID-OPT,0.6029,0.0178,0.4775,0.6183
5,5-8-12-21-27-46,5,HYBRID-OPT,0.4961,0.0973,0.4573,0.5950
6,8-10-23-32-46-48,2,PURE-AI,0.4956,0.1462,0.4257,0.6128
7,14-16-19-21-33-38,7,PURE-AI,0.2891,0.1462,0.2605,0.4799
8,8-12-20-23-35-46,6,ENSEMBLE,0.6548,0.1462,0.4005,0.6653
9,8-12-20-23-35-46,3,ENSEMBLE,0.6548,0.1462,0.4005,0.6653
10,2-9-24-30-35-49,0,PURE-PATTERN,0.1705,0.1462,0.1535,0.4265
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 7-8-12-20-25-46 0 HYBRID-OPT 0.4923 0.0973 0.4556 0.5940
3 2 5-8-23-32-44-45 0 HYBRID-OPT 0.4378 0.1462 0.4482 0.5770
4 3 12-14-23-25-35-45 0 HYBRID-OPT 0.5140 0.1462 0.4825 0.5874
5 4 8-14-38-45-46-49 8 HYBRID-OPT 0.6029 0.0178 0.4775 0.6183
6 5 5-8-12-21-27-46 5 HYBRID-OPT 0.4961 0.0973 0.4573 0.5950
7 6 8-10-23-32-46-48 2 PURE-AI 0.4956 0.1462 0.4257 0.6128
8 7 14-16-19-21-33-38 7 PURE-AI 0.2891 0.1462 0.2605 0.4799
9 8 8-12-20-23-35-46 6 ENSEMBLE 0.6548 0.1462 0.4005 0.6653
10 9 8-12-20-23-35-46 3 ENSEMBLE 0.6548 0.1462 0.4005 0.6653
11 10 2-9-24-30-35-49 0 PURE-PATTERN 0.1705 0.1462 0.1535 0.4265
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,6-8-17-27-33-46,9,HYBRID-OPT,0.8002,0.1461,0.6113,0.7110
2,8-14-27-28-38-45,9,HYBRID-OPT,0.7975,0.1461,0.6100,0.6946
3,8-14-31-39-45-46,9,HYBRID-OPT,0.8174,0.0957,0.6013,0.7006
4,8-12-28-37-46-47,8,HYBRID-OPT,0.8754,0.0957,0.6274,0.7215
5,10-14-18-28-45-48,5,HYBRID-OPT,0.7687,0.1461,0.5971,0.6653
6,6-8-32-35-39-47,7,PURE-AI,0.7635,0.0957,0.6300,0.6746
7,12-33-38-42-45-49,7,PURE-AI,0.6910,0.0071,0.5542,0.5990
8,8-12-27-28-37-46,6,ENSEMBLE,0.8601,0.1461,0.5031,0.7310
9,8-12-27-28-37-46,3,ENSEMBLE,0.8601,0.1461,0.5031,0.7310
10,2-9-24-30-35-49,9,PURE-PATTERN,0.5457,0.1461,0.2660,0.5918
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 6-8-17-27-33-46 9 HYBRID-OPT 0.8002 0.1461 0.6113 0.7110
3 2 8-14-27-28-38-45 9 HYBRID-OPT 0.7975 0.1461 0.6100 0.6946
4 3 8-14-31-39-45-46 9 HYBRID-OPT 0.8174 0.0957 0.6013 0.7006
5 4 8-12-28-37-46-47 8 HYBRID-OPT 0.8754 0.0957 0.6274 0.7215
6 5 10-14-18-28-45-48 5 HYBRID-OPT 0.7687 0.1461 0.5971 0.6653
7 6 6-8-32-35-39-47 7 PURE-AI 0.7635 0.0957 0.6300 0.6746
8 7 12-33-38-42-45-49 7 PURE-AI 0.6910 0.0071 0.5542 0.5990
9 8 8-12-27-28-37-46 6 ENSEMBLE 0.8601 0.1461 0.5031 0.7310
10 9 8-12-27-28-37-46 3 ENSEMBLE 0.8601 0.1461 0.5031 0.7310
11 10 2-9-24-30-35-49 9 PURE-PATTERN 0.5457 0.1461 0.2660 0.5918
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,8-12-20-24-32-46,9,HYBRID-OPT,0.5240,0.0837,0.4651,0.6039
2,8-9-10-31-45-46,9,HYBRID-OPT,0.5144,0.0766,0.4583,0.6041
3,3-8-14-17-21-46,9,HYBRID-OPT,0.5312,0.0973,0.4731,0.6178
4,8-13-22-35-45-46,8,HYBRID-OPT,0.6446,0.0957,0.5235,0.6618
5,6-7-22-35-45-46,5,HYBRID-OPT,0.5286,0.0957,0.4714,0.5963
6,8-12-25-31-33-46,7,PURE-AI,0.4975,0.1464,0.4273,0.6110
7,11-21-22-26-35-36,7,PURE-AI,0.3349,0.0899,0.2859,0.4870
8,8-12-20-23-35-46,6,ENSEMBLE,0.6892,0.1464,0.4178,0.6769
9,8-12-20-23-35-46,3,ENSEMBLE,0.6892,0.1464,0.4178,0.6769
10,2-9-24-30-35-49,9,PURE-PATTERN,0.2108,0.1464,0.1657,0.4482
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 8-12-20-24-32-46 9 HYBRID-OPT 0.5240 0.0837 0.4651 0.6039
3 2 8-9-10-31-45-46 9 HYBRID-OPT 0.5144 0.0766 0.4583 0.6041
4 3 3-8-14-17-21-46 9 HYBRID-OPT 0.5312 0.0973 0.4731 0.6178
5 4 8-13-22-35-45-46 8 HYBRID-OPT 0.6446 0.0957 0.5235 0.6618
6 5 6-7-22-35-45-46 5 HYBRID-OPT 0.5286 0.0957 0.4714 0.5963
7 6 8-12-25-31-33-46 7 PURE-AI 0.4975 0.1464 0.4273 0.6110
8 7 11-21-22-26-35-36 7 PURE-AI 0.3349 0.0899 0.2859 0.4870
9 8 8-12-20-23-35-46 6 ENSEMBLE 0.6892 0.1464 0.4178 0.6769
10 9 8-12-20-23-35-46 3 ENSEMBLE 0.6892 0.1464 0.4178 0.6769
11 10 2-9-24-30-35-49 9 PURE-PATTERN 0.2108 0.1464 0.1657 0.4482
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,5-8-17-46-47-49,9,HYBRID-OPT,0.6078,0.0960,0.5071,0.6395
2,8-9-10-31-35-46,9,HYBRID-OPT,0.5947,0.0766,0.4944,0.6333
3,8-12-27-37-39-46,9,HYBRID-OPT,0.6070,0.0960,0.5067,0.6355
4,8-18-35-37-45-46,5,HYBRID-OPT,0.6865,0.0365,0.5217,0.6540
5,5-8-20-26-46-49,1,HYBRID-OPT,0.5528,0.1464,0.5000,0.6342
6,3-7-8-12-17-45,7,PURE-AI,0.5448,0.0381,0.4435,0.5845
7,6-18-28-35-38-39,7,PURE-AI,0.3976,0.0856,0.3352,0.5083
8,8-12-23-35-37-46,6,ENSEMBLE,0.7072,0.0960,0.4016,0.6711
9,8-12-23-35-37-46,3,ENSEMBLE,0.7072,0.0960,0.4016,0.6711
10,2-9-24-30-35-49,9,PURE-PATTERN,0.3038,0.1464,0.1936,0.4961
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 5-8-17-46-47-49 9 HYBRID-OPT 0.6078 0.0960 0.5071 0.6395
3 2 8-9-10-31-35-46 9 HYBRID-OPT 0.5947 0.0766 0.4944 0.6333
4 3 8-12-27-37-39-46 9 HYBRID-OPT 0.6070 0.0960 0.5067 0.6355
5 4 8-18-35-37-45-46 5 HYBRID-OPT 0.6865 0.0365 0.5217 0.6540
6 5 5-8-20-26-46-49 1 HYBRID-OPT 0.5528 0.1464 0.5000 0.6342
7 6 3-7-8-12-17-45 7 PURE-AI 0.5448 0.0381 0.4435 0.5845
8 7 6-18-28-35-38-39 7 PURE-AI 0.3976 0.0856 0.3352 0.5083
9 8 8-12-23-35-37-46 6 ENSEMBLE 0.7072 0.0960 0.4016 0.6711
10 9 8-12-23-35-37-46 3 ENSEMBLE 0.7072 0.0960 0.4016 0.6711
11 10 2-9-24-30-35-49 9 PURE-PATTERN 0.3038 0.1464 0.1936 0.4961
@@ -0,0 +1,11 @@
Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
1,8-12-20-22-39-46,6,HYBRID-OPT,0.5638230534186416,0.14631782945736435,0.5049316143484662,0.640867180796912
2,8-14-21-23-34-42,6,HYBRID-OPT,0.4772398692434207,0.14631782945736435,0.46596918146961686,0.5871037537059178
3,3-8-16-31-45-46,6,HYBRID-OPT,0.5875893145221937,0.07655038759689922,0.4912078271939019,0.6315853701333436
4,7-8-14-35-38-46,5,HYBRID-OPT,0.6767057508813689,0.03359173126614987,0.5162746938397684,0.6535667123436255
5,8-10-21-26-33-46,3,HYBRID-OPT,0.5328237966524041,0.14631782945736435,0.49098194880365936,0.6271834711492366
6,3-8-20-26-31-46,1,PURE-AI,0.5411164743603541,0.08365633074935401,0.4496244456381541,0.612374400824366
7,5-7-15-33-35-44,7,PURE-AI,0.3653744932867636,0.03359173126614987,0.29901794088264083,0.48047291258084524
8,8-12-21-23-35-46,6,ENSEMBLE,0.648652306597746,0.14631782945736435,0.3974850680275552,0.6763879906909268
9,8-12-21-23-35-46,3,ENSEMBLE,0.648652306597746,0.14631782945736435,0.3974850680275552,0.6763879906909268
10,2-9-24-30-35-49,6,PURE-PATTERN,0.286435625055029,0.14631782945736435,0.18835316813666375,0.4846055926513705
1 Tip_Number Numbers Superzahl Strategy AI_Score Pattern_Weight Confidence Quality
2 1 8-12-20-22-39-46 6 HYBRID-OPT 0.5638230534186416 0.14631782945736435 0.5049316143484662 0.640867180796912
3 2 8-14-21-23-34-42 6 HYBRID-OPT 0.4772398692434207 0.14631782945736435 0.46596918146961686 0.5871037537059178
4 3 3-8-16-31-45-46 6 HYBRID-OPT 0.5875893145221937 0.07655038759689922 0.4912078271939019 0.6315853701333436
5 4 7-8-14-35-38-46 5 HYBRID-OPT 0.6767057508813689 0.03359173126614987 0.5162746938397684 0.6535667123436255
6 5 8-10-21-26-33-46 3 HYBRID-OPT 0.5328237966524041 0.14631782945736435 0.49098194880365936 0.6271834711492366
7 6 3-8-20-26-31-46 1 PURE-AI 0.5411164743603541 0.08365633074935401 0.4496244456381541 0.612374400824366
8 7 5-7-15-33-35-44 7 PURE-AI 0.3653744932867636 0.03359173126614987 0.29901794088264083 0.48047291258084524
9 8 8-12-21-23-35-46 6 ENSEMBLE 0.648652306597746 0.14631782945736435 0.3974850680275552 0.6763879906909268
10 9 8-12-21-23-35-46 3 ENSEMBLE 0.648652306597746 0.14631782945736435 0.3974850680275552 0.6763879906909268
11 10 2-9-24-30-35-49 6 PURE-PATTERN 0.286435625055029 0.14631782945736435 0.18835316813666375 0.4846055926513705