Update draws, retrain models and generate tips through recent runs

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>

data/AlleEurojackpotzahlen.csv

@@ -977,3 +977,11 @@ datum;Z1;Z2;Z3;Z4;Z5;SZ1;SZ2
 2026-08-07;1;3;6;13;23;5;7
 2026-08-11;4;11;12;16;30;8;9
 2026-08-14;5;26;28;30;40;3;6
+2026-08-18;15;22;24;34;42;4;7
+2026-08-21;25;35;45;46;50;4;8
+2026-08-25;4;5;7;48;50;4;5
+2026-08-28;23;34;39;45;49;1;4
+2026-09-01;9;14;35;43;50;3;7
+2026-09-04;5;14;31;33;43;3;4
+2026-09-08;14;27;34;36;47;3;4
+2026-09-11;14;21;35;37;49;1;12

data/eurojackpot_ml_models/deep_learning_euro/lstm_config_12.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-08-15T08:00:40.298338",
+  "trained_at": "2026-09-12T08:02:17.275957",
-  "num_samples": 958,
+  "num_samples": 966,
   "num_features": 20,
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+  "final_val_loss": 0.29478716743843897,
-  "best_val_loss": 0.3273615191380183,
+  "best_val_loss": 0.29202443787029814,
-  "epochs_trained": 28
+  "epochs_trained": 21
 }

data/eurojackpot_ml_models/deep_learning_main/lstm_config_50.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-08-15T08:00:31.632090",
+  "trained_at": "2026-09-12T08:02:11.413095",
-  "num_samples": 958,
+  "num_samples": 966,
   "num_features": 20,
-  "final_loss": 0.33297895764311153,
+  "final_loss": 0.333110214471817,
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+  "final_val_loss": 0.33048249568258015,
-  "best_val_loss": 0.3273776074250539,
+  "best_val_loss": 0.32812768646648954,
-  "epochs_trained": 19
+  "epochs_trained": 20
 }

data/eurojackpot_ml_models/learning_state.json

@@ -1,78 +1,78 @@
 {
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+    "incorrect_main": 3285,
-    "correct_main": 325,
+    "correct_main": 365,
-    "incorrect_euro": 650,
+    "incorrect_euro": 730,
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+    "correct_euro": 146,
-    "cycles": 65,
+    "cycles": 73,
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+    "last_update": "2026-09-12T08:02:17.279039"
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-  "last_saved": "2026-08-15T08:00:40.304407"
+  "last_saved": "2026-09-12T08:02:17.279078"
 }

data/generated_tips/generation_history.json

@@ -608,6 +608,55 @@
       "file": "weekly_tips_20260817_211220.csv",
       "avg_confidence": 0.4921752928949231,
       "avg_quality": 0.5380050769543138
+    },
+    {
+      "timestamp": "2026-08-20T21:00:20.100037",
+      "num_tips": 10,
+      "file": "weekly_tips_20260820_210020.csv",
+      "avg_confidence": 0.5099301449799986,
+      "avg_quality": 0.5378746971461741
+    },
+    {
+      "timestamp": "2026-08-24T21:00:15.768894",
+      "num_tips": 10,
+      "file": "weekly_tips_20260824_210015.csv",
+      "avg_confidence": 0.49413475219196784,
+      "avg_quality": 0.5347895165697727
+    },
+    {
+      "timestamp": "2026-08-27T21:00:41.404378",
+      "num_tips": 10,
+      "file": "weekly_tips_20260827_210041.csv",
+      "avg_confidence": 0.46442091685285486,
+      "avg_quality": 0.5243829499225889
+    },
+    {
+      "timestamp": "2026-08-31T21:00:16.912280",
+      "num_tips": 10,
+      "file": "weekly_tips_20260831_210016.csv",
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+    {
+      "timestamp": "2026-09-03T21:00:19.262456",
+      "num_tips": 10,
+      "file": "weekly_tips_20260903_210019.csv",
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+    },
+    {
+      "timestamp": "2026-09-07T21:00:12.335630",
+      "num_tips": 10,
+      "file": "weekly_tips_20260907_210012.csv",
+      "avg_confidence": 0.510849046420313,
+      "avg_quality": 0.5467115026334807
+    },
+    {
+      "timestamp": "2026-09-10T21:00:12.857031",
+      "num_tips": 10,
+      "file": "weekly_tips_20260910_210012.csv",
+      "avg_confidence": 0.5283258227423726,
+      "avg_quality": 0.5513592092363838
     }
   ]
 }

data/learning_log.json

@@ -871,6 +871,110 @@
         "main": 1.3,
         "euro": 0.1
       }
+    },
+    {
+      "timestamp": "2026-08-19T08:00:34.158116",
+      "draw_date": "2026-08-18",
+      "evaluation": {
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+        "euro": 1,
+        "tip": 10
+      },
+      "avg_matches": {
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+        "euro": 0.2
+      }
+    },
+    {
+      "timestamp": "2026-08-22T08:00:48.954339",
+      "draw_date": "2026-08-21",
+      "evaluation": {
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+        "tip": 1
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+    {
+      "timestamp": "2026-08-26T08:00:35.191070",
+      "draw_date": "2026-08-25",
+      "evaluation": {
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+        "tip": 5
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+    },
+    {
+      "timestamp": "2026-08-29T08:00:32.546430",
+      "draw_date": "2026-08-28",
+      "evaluation": {
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+        "euro": 1,
+        "tip": 4
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+    },
+    {
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+      },
+      "avg_matches": {
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+    {
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+    {
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+    {
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+      "draw_date": "2026-09-11",
+      "evaluation": {
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     }
   ]
 }