Update draws, retrain models and generate tips through Aug 17

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

data/AlleEurojackpotzahlen.csv

@@ -975,3 +975,5 @@ datum;Z1;Z2;Z3;Z4;Z5;SZ1;SZ2
 2026-07-31;4;10;20;40;41;4;6
 2026-08-04;3;17;30;35;43;1;12
 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

data/eurojackpot_ml_models/deep_learning_euro/lstm_config_12.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-08-08T08:00:38.014984",
+  "trained_at": "2026-08-15T08:00:40.298338",
-  "num_samples": 956,
+  "num_samples": 958,
   "num_features": 20,
-  "final_loss": 0.3359047199289004,
+  "final_loss": 0.3315062150359154,
-  "final_val_loss": 0.32727712392807007,
+  "final_val_loss": 0.32987382014592487,
-  "best_val_loss": 0.32497593263785046,
+  "best_val_loss": 0.3273615191380183,
-  "epochs_trained": 21
+  "epochs_trained": 28
 }

data/eurojackpot_ml_models/deep_learning_main/lstm_config_50.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-08-08T08:00:31.473921",
+  "trained_at": "2026-08-15T08:00:31.632090",
-  "num_samples": 956,
+  "num_samples": 958,
   "num_features": 20,
-  "final_loss": 0.33306921894351643,
+  "final_loss": 0.33297895764311153,
-  "final_val_loss": 0.32881902654965717,
+  "final_val_loss": 0.32888983686765033,
-  "best_val_loss": 0.3284312884012858,
+  "best_val_loss": 0.3273776074250539,
-  "epochs_trained": 20
+  "epochs_trained": 19
 }

data/eurojackpot_ml_models/learning_state.json

@@ -1,78 +1,78 @@
 {
   "adjustments_main": {
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+    "1": -0.17435044119906984,
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+    "9": -0.2126880926027856,
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-    "50": -0.21640413290670632
+    "50": -0.22417062668096194
   },
   "adjustments_euro": {
-    "1": -0.13847414603178812,
+    "1": -0.14701799142512106,
-    "2": -0.11231134304899443,
+    "2": -0.12111616240208072,
-    "3": -0.15113400421047893,
+    "3": -0.1446265675184794,
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+    "5": -0.04192351714721664,
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+    "9": -0.1516894257594796,
-    "10": -0.19193029312048415,
+    "10": -0.19994091344660733,
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+    "11": -0.1633862427616448,
-    "12": -0.13648789370458764
+    "12": -0.14505155196488437
   },
   "stats": {
-    "incorrect_main": 2835,
+    "incorrect_main": 2925,
-    "correct_main": 315,
+    "correct_main": 325,
-    "incorrect_euro": 630,
+    "incorrect_euro": 650,
-    "correct_euro": 126,
+    "correct_euro": 130,
-    "cycles": 63,
+    "cycles": 65,
-    "last_update": "2026-08-08T08:00:38.020167"
+    "last_update": "2026-08-15T08:00:40.304346"
   },
   "learning_rate": 0.1,
-  "last_saved": "2026-08-08T08:00:38.020225"
+  "last_saved": "2026-08-15T08:00:40.304407"
 }

data/generated_tips/generation_history.json

@@ -594,6 +594,20 @@
       "file": "weekly_tips_20260810_190355.csv",
       "avg_confidence": 0.4962393376563816,
       "avg_quality": 0.5413046258517413
+    },
+    {
+      "timestamp": "2026-08-13T21:00:17.055634",
+      "num_tips": 10,
+      "file": "weekly_tips_20260813_210017.csv",
+      "avg_confidence": 0.5106890457458443,
+      "avg_quality": 0.5619937871006103
+    },
+    {
+      "timestamp": "2026-08-17T21:12:20.194991",
+      "num_tips": 10,
+      "file": "weekly_tips_20260817_211220.csv",
+      "avg_confidence": 0.4921752928949231,
+      "avg_quality": 0.5380050769543138
     }
   ]
 }

data/learning_log.json

@@ -845,6 +845,32 @@
         "main": 0.1,
         "euro": 1.0
       }
+    },
+    {
+      "timestamp": "2026-08-12T08:00:39.188085",
+      "draw_date": "2026-08-11",
+      "evaluation": {
+        "main": 1,
+        "euro": 1,
+        "tip": 4
+      },
+      "avg_matches": {
+        "main": 0.2,
+        "euro": 0.4
+      }
+    },
+    {
+      "timestamp": "2026-08-15T08:00:40.305961",
+      "draw_date": "2026-08-14",
+      "evaluation": {
+        "main": 2,
+        "euro": 1,
+        "tip": 10
+      },
+      "avg_matches": {
+        "main": 1.3,
+        "euro": 0.1
+      }
     }
   ]
 }