Update draws, retrain models and generate tips through Aug 28

Also adds a Superzahl frequency analysis (results/superzahl_haeufigkeit.md).

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

data/ultimate_ml_models/deep_learning/lstm_config_49.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-08-08T20:01:01.661343",
-  "num_samples": 3130,
+  "trained_at": "2026-08-26T20:00:56.283583",
+  "num_samples": 3135,
   "num_features": 20,
-  "final_loss": 0.3730404165726674,
-  "final_val_loss": 0.37338354587554934,
-  "best_val_loss": 0.37333065271377563,
-  "epochs_trained": 30
+  "final_loss": 0.3730317278753353,
+  "final_val_loss": 0.3733683332800865,
+  "best_val_loss": 0.37311964482069016,
+  "epochs_trained": 28
 }

data/ultimate_ml_models/learning_state.json

@@ -1,61 +1,61 @@
 {
   "adjustments": {
-    "1": -0.17447656252852098,
-    "2": -0.16855522073505835,
-    "3": -0.17058243243886537,
-    "4": -0.16912426083501933,
-    "5": -0.1565265415734563,
-    "6": -0.19628647888692194,
-    "7": -0.13815773500328712,
-    "8": -0.1608191571561589,
-    "9": -0.16710152007198503,
-    "10": -0.1467663413646578,
-    "11": -0.16157092178319896,
-    "12": -0.189676855297913,
-    "13": -0.15770967693836213,
-    "14": -0.20841555764666236,
-    "15": -0.10587121896511503,
-    "16": -0.15932412950943126,
-    "17": -0.18379637840568513,
-    "18": -0.18529572568314806,
-    "19": -0.17369115610408078,
-    "20": -0.05548311599661672,
-    "21": -0.19925193540074856,
-    "22": -0.19675940102420744,
-    "23": -0.17433014779398687,
-    "24": -0.18611585394489455,
-    "25": -0.13486703237614187,
-    "26": -0.15685839750255778,
-    "27": -0.1596892046986258,
-    "28": -0.13452421990945101,
-    "29": -0.18879522587303826,
-    "30": -0.16751076836769452,
-    "31": -0.19038127206562197,
-    "32": -0.13663412879912137,
-    "33": -0.199114452992506,
-    "34": -0.2239169570738135,
-    "35": -0.14257523105459294,
-    "36": -0.17943758617917807,
-    "37": -0.09913819921912113,
-    "38": -0.21065276811475495,
-    "39": -0.14244888114149687,
-    "40": -0.17525860003957378,
-    "41": -0.18030894861191304,
-    "42": -0.15471345040511847,
-    "43": -0.14286525121431798,
-    "44": -0.1453351098570295,
-    "45": -0.22340680701777196,
-    "46": -0.19115312169289994,
-    "47": -0.16872377372528913,
-    "48": -0.1451124664635304,
-    "49": -0.14670732656278024
+    "1": -0.19478554069866538,
+    "2": -0.18901075949778243,
+    "3": -0.17621167205923433,
+    "4": -0.18956571514574574,
+    "5": -0.17727980514372696,
+    "6": -0.20113063443288826,
+    "7": -0.11518430063362944,
+    "8": -0.18146617313838923,
+    "9": -0.18759303973870778,
+    "10": -0.1677611820598764,
+    "11": -0.18219933065355118,
+    "12": -0.20960960726910235,
+    "13": -0.16373141392375076,
+    "14": -0.22788450336984212,
+    "15": -0.11295326493095584,
+    "16": -0.16515777429003534,
+    "17": -0.20387467951219515,
+    "18": -0.20533691607503754,
+    "19": -0.19401957406253612,
+    "20": -0.06410859904192305,
+    "21": -0.2189476922004348,
+    "22": -0.18703774486077154,
+    "23": -0.17986662678637222,
+    "24": -0.19143450263033077,
+    "25": -0.15615639580581434,
+    "26": -0.1629012047154243,
+    "27": -0.16573545711626494,
+    "28": -0.14097169337511936,
+    "29": -0.19412106797494957,
+    "30": -0.15821678362881567,
+    "31": -0.1806700907184887,
+    "32": -0.14317751187959615,
+    "33": -0.18911248952822005,
+    "34": -0.24300222383281544,
+    "35": -0.14889768383078938,
+    "36": -0.19962377282817678,
+    "37": -0.12131189581893032,
+    "38": -0.23006634008932061,
+    "39": -0.14892185306375724,
+    "40": -0.19554822180621415,
+    "41": -0.2004735679542188,
+    "42": -0.1605865902425092,
+    "43": -0.16395664875494143,
+    "44": -0.16636537531663315,
+    "45": -0.22780245811738084,
+    "46": -0.2110493342300891,
+    "47": -0.17439901746633996,
+    "48": -0.16614824262473232,
+    "49": -0.15277862794792954
   },
   "stats": {
-    "incorrect": 2623,
-    "correct": 366,
-    "cycles": 61,
-    "last_update": "2026-08-08T20:01:01.664655"
+    "incorrect": 2838,
+    "correct": 396,
+    "cycles": 66,
+    "last_update": "2026-08-26T20:00:56.286878"
   },
   "learning_rate": 0.1,
-  "last_saved": "2026-08-08T20:01:01.664706"
+  "last_saved": "2026-08-26T20:00:56.286936"
 }