diff --git a/Übung 3/SLN.py b/Übung 3/SLN.py
index 02f8c4a..6426ebc 100644
--- a/Übung 3/SLN.py	
+++ b/Übung 3/SLN.py	
@@ -3,7 +3,7 @@ import nnwplot
 import matplotlib.pyplot as plt
 
 
-def ErrorRate(Y, T):
+def error_rate(Y, T):
     if Y.ndim == 1 or Y.shape[0] == 1:
         errors = Y - T
         return errors.sum() / Y.size
@@ -29,15 +29,15 @@ class SLN:
             for i in range(self.dIn):
                 value += X[i, n] * self._W[i][0]
             net[n] += value + self._b[0][0]
-        return net >= 0
+        return net
 
     def delta_train(self, X, T, eta, maxIter, maxErrorRate):
         N = X.shape[1]  # Anzahl Trainingsdaten
         plt.ion()  # interactive mode on
         for it in range(maxIter):
             Y = self.neuron(X)  # nur ein Aufruf
-            err = ErrorRate(Y, T)
-            if (it % 20) == 0:
+            err = error_rate(Y, T)
+            if (it % 10) == 0:
                 print('#{} err:{}\n{}\n{}'.format(it, err, self._W, self._b))
                 nnwplot.plotTwoFeatures(X, T, self.neuron)
                 plt.pause(0.05)  # warte auf GUI event loop (je nach python Version notwendig oder nicht)
@@ -45,7 +45,6 @@ class SLN:
                 break
             # update _W
             for n in range(N):
-                error = T[n] - Y[n]
                 for j in range(self.dIn):
                     weighted_error = err * X[j, n]
                     to_learn = weighted_error * eta
diff --git a/Übung 3/training.ipynb b/Übung 3/training.ipynb
index a86f0eb..9d8b454 100644
--- a/Übung 3/training.ipynb	
+++ b/Übung 3/training.ipynb	
@@ -3,8 +3,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:41.797215700Z",
-     "start_time": "2026-10-19T14:43:41.534207800Z"
+     "end_time": "2026-10-20T07:08:24.185618200Z",
+     "start_time": "2026-10-20T07:08:24.097258900Z"
     }
    },
    "cell_type": "code",
@@ -20,8 +20,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:41.883024500Z",
-     "start_time": "2026-10-19T14:43:41.847237700Z"
+     "end_time": "2026-10-20T07:08:24.212521900Z",
+     "start_time": "2026-10-20T07:08:24.190597900Z"
     }
    },
    "cell_type": "code",
@@ -39,8 +39,8 @@
    "metadata": {
     "collapsed": true,
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:41.952005Z",
-     "start_time": "2026-10-19T14:43:41.887027500Z"
+     "end_time": "2026-10-20T07:08:24.255643Z",
+     "start_time": "2026-10-20T07:08:24.218508400Z"
     }
    },
    "source": [
@@ -54,8 +54,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:42.110323400Z",
-     "start_time": "2026-10-19T14:43:41.957023600Z"
+     "end_time": "2026-10-20T07:08:24.333864700Z",
+     "start_time": "2026-10-20T07:08:24.266697800Z"
     }
    },
    "cell_type": "code",
@@ -65,7 +65,7 @@
     {
      "data": {
       "text/plain": [
-       "array([False, False, False,  True])"
+       "array([-2., -1., -1.,  0.])"
       ]
      },
      "execution_count": 4,
@@ -78,8 +78,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:43.065281500Z",
-     "start_time": "2026-10-19T14:43:42.178801900Z"
+     "end_time": "2026-10-20T07:08:24.845491900Z",
+     "start_time": "2026-10-20T07:08:24.336878Z"
     }
    },
    "cell_type": "code",
@@ -91,7 +91,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -102,14 +102,14 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:47.500782100Z",
-     "start_time": "2026-10-19T14:43:43.253470200Z"
+     "end_time": "2026-10-20T07:09:21.417290200Z",
+     "start_time": "2026-10-20T07:09:18.825672100Z"
     }
    },
    "cell_type": "code",
    "source": [
     "train_sln = SLN(2, 1)\n",
-    "train_sln.delta_train(X, T, 0.1, 100, 0.1)"
+    "train_sln.delta_train(X, T, 0.1, 100, 0.001)"
    ],
    "id": "e97b83cdad840616",
    "outputs": [
@@ -117,7 +117,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "#0 err:1.75\n",
+      "#0 err:1.1034755592254166\n",
       "[[ 0.28677805]\n",
       " [-0.07982693]]\n",
       "[[0.]]\n"
@@ -128,7 +128,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -137,10 +137,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "#20 err:1.25\n",
-      "[[5.38677805]\n",
-      " [5.02017307]]\n",
-      "[[-10.2]]\n"
+      "#10 err:0.11848478597021123\n",
+      "[[1.27176882]\n",
+      " [0.90516384]]\n",
+      "[[-1.96998155]]\n"
      ]
     },
     {
@@ -148,7 +148,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -157,10 +157,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "#40 err:1.25\n",
-      "[[10.38677805]\n",
-      " [10.02017307]]\n",
-      "[[-20.2]]\n"
+      "#20 err:0.012722207020390064\n",
+      "[[1.3775314 ]\n",
+      " [1.01092642]]\n",
+      "[[-2.1815067]]\n"
      ]
     },
     {
@@ -168,7 +168,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -177,10 +177,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "#60 err:1.25\n",
-      "[[15.38677805]\n",
-      " [15.02017307]]\n",
-      "[[-30.2]]\n"
+      "#30 err:0.0013660365771364091\n",
+      "[[1.38888757]\n",
+      " [1.02228259]]\n",
+      "[[-2.20421905]]\n"
      ]
     },
     {
@@ -188,7 +188,7 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -197,10 +197,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "#80 err:1.25\n",
-      "[[20.38677805]\n",
-      " [20.02017307]]\n",
-      "[[-40.2]]\n"
+      "#32 err:0.0008742634093676926\n",
+      "[[1.38937935]\n",
+      " [1.02277436]]\n",
+      "[[-2.20520259]]\n"
      ]
     },
     {
@@ -208,39 +208,19 @@
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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SRAAAgHfjRnkAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjArIbYVbb71Fffr0UWRkhPbv369x4+L0889H3arbpEkTDX7+Oa1Zs1bvvvd+XtoLAAB8eWTklluqaE7CbIWEFNHMmfGqVLGSvV2mTJmr1g0PL6H333tHlSpVUs1aNa+lzQAAwFfDyPODBmnfvh81aNBgJSTM0ZNPPa20tDQ98/RTV6377jvvaOqn07Rn795raS8AAPDlMNKqVUvNX7DAsX3p0iUtWrRYLVu1zLFenz6PKywsTCNHjsp7SwEAgG+vGSkSHKzSpUvr6FHn9SHWdsXISJf1at92mwYO6K8OHTsrIyPDrecKCgqyH5lCQ0PdbSYAAPDWMBL4ezhISUlxKr9w4YICA/8bHLIKCQnRmLGj9corQ3TkyBG3GzWgfz/Fxg52e38AAOADYSQ5OVkXL15UiRIlnMrDw8N1+vTpbOu0aN5ckRER6t79QfthqVWrltLT0zVj+qfq13+gTp48eUW9ESNHaVzceKeRkc2bNuTmdQEAAG8LI5cvX9bu3btVp05tp3Jre/v27dnWWb9hg3r1ftSp7KWXXtTFtIsaOWq0zp49m209a1Gs9QAAAN4vVwtYZ8yMV6eOnVS5cmV7u27dumrZsqVmxsc79nnggRhN/HCC/f2pU6e0fPkKp4dVdvLXk/b3qamp+f16AACAN1/0bNKkj+yRkEUL52vfvn2qVi1KH338iWbPTnDsc3OlSmrWrOn1aCsAAPD1MGKt9bCuMTJs2HBFREQoMTFRx48fd9on/rPPtXLVape/46233lZ6untn1QAAAO+X68vBW6wzY1ydHXPw4EH74cqOHTvz8pQAAMBLcaM8AABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYF5LZCSEiIunTurMjICP20f79mz07QxYsXc6xT+7bb1LRZUwUGBGjL1q1avXrNtbQZAAD46shIeHgJfTNvjnr37qXChQtr4ID++urLL1QkONhlnQnj4zRs2NuqWDFSZcqW1fi4cRozelR+tB0AAPjayMjAgQNVyN9f3brF6EJKikaPGaPly7/To4/21pix47KtM2bsWG3cuMmxHR8fr8WLFmr6jJn69ttvr/0VAAAA3xkZ6dC+nRIS5thBxJKU9JsWLlyk9h3au6yTNYhYdu3ardTUVEVUKJ/XNgMAAF8MI0FBQapYsaIO7D/gVH7gwAHdcsstbj+htd4kMDBQ6zdszPG5ihYt6niEhoa6/fsBAICXTtMUKVLE/nr23Fmn8rNnzijk959dTdWqVfXmm0MVN36C9u7d63K/Af37KTZ2sLtNAwAAvhBGzp8/r/T0dIUVK+ZUHla8uP2zq6lcubJmTJ+mxYuX6LXXXs9x3xEjR2lc3HjHtjUysnnTBnebCgAAvDGMWKfvJiYe1K233upUfustt2jv3n051r355pv1WfwMrVmzRs8Nel4ZGRk57p+WlmY/AACA98vVAtaEhAR17tzJXsdhKVu2rNq0uccuz9SiRXMNfn6QY7tSpUr6/LOZWrNmrQYMfM4eXQEAAMjTqb0jR43W3Xe31pyEWVqzdq1at2qlH7Zt0+QpUx37NG7USE880UfvvPuevT3t06kKCwvT8ePH9Zf/fcmx3/IVK7R8+YrcPD0AAPD1MHL27Fl17NRF0dFtFBERYZ/Wu2TJUqfRDitgnD5zxrE9efIUBQT4X/G7UlNSr7XtAADAC/iVrxCZ8wKOAsCaFtqze6fSRj0ipV0w3RwAAOCOoCIK6jdFUdVr6ty5cy5340Z5AADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADAqQB4lw3QDAAC44X4+Ha6jZ0qqWOHzqlbmqPz8vOsfIU9hpGbNGoqMjNT+n/Zr348/Xrc6fxRYapEuny6r9PNVGdQBAHi9JXvq6K1FMVq2r46jrGrpn/Vc69l6oulCFSqU4XthJDAwUOPGjlHjJo21fft23V6vnhIS5ij2hRfztY5LfhfkX3SbCgX9oku/3UkgAQB4rUlr7lHfmX1VyC/dqfzHk+U04LOntOqnGprYY4RXBJJchZEnn+ijRo0aKjq6rY4ePaaoqCjNmztHq1av1ueff5FvdVyxh6WsR9Av8g/dpcvJtXJVHwAAT7DjWEX1jX/GXpxwOcPf6WcZvy/3nLappZpU3qO+zb+RTy1gjYmJ0axZs+1QYdmzZ4+WLl2qB2Ji8rWOO6GkUIg11XM5z78DAICCasyKdirkZ0UR14tD/JShD77tpAzPHxhxf2TE399f1apV1cRJk5zKd+7cqZ49H8m3OpagoCD7kSk0NPT31hZzlNmDJCEXlHGpjLsvAQAAjzD/pzsVEuo8InKlQjqRVl67f6uqGjcdUYEUWCR/w4gVCAICAnT69Gmn8qSkJIWFheVbHcuA/v0UGzv4yh90c+7sQHcbDwCABznQLzd7v6WCzsoD586du/YwkpaWZn8tUsQ55YSEhio1NTXf6lhGjBylcXHjnV7E5k0bVL9BQyUnJ7vbZOQS/Xxj0M/0szfh/Uxfu/MeOX78eI77uB1GUlJS7F8WERHhVG5tHzx4MN/qZIaYzCCTlRVEckpWyB/0841BP9PP3oT3M33tijt/t3O1gHXp0mXq0L6d/H6/2krhwoUVHd1GS5Yuc+xTrVo1tY2OzlUdAADgu3IVRt559z2VL19eE8bHqUePh/XJJx/p8qVLiouLc+zTpXMnvf/+u7mqAwAAfFeuwsjhw4d1b7v22rdvn+5s1kzr1q5T+w6dlJT0m2OfPXv3av6CBbmqczXWlM3w4e9kO3WD/EM/3xj0M/3sTXg/09f5wa98hUgvOEMZAAB4Ku7aCwAAjCKMAAAAowgjAADAc26Ud71Yl363bqYXGhKqzVu26MSJE9eljq+zTq+uX/92lS1TVrv37Nb+/QeuWqd48eKqW7eO0tPTtX37Dv32m/sLj31ZjRo1VLlyZR0+dEjbtm93u15wcLDato3Wr7/+qpUrV13XNnqDyMhI1b7tNp06dUobNm6036fu/D+4/fZ6KlWqlDZv3mL3NXIWHl5Cd9xxh9JS07R+/XpdSEm5apdVrFhRUVHVdOniJfv/AP18dYUKFVLzu+5S8RLFNXt2gltvyyLBwWrcuLECgwK1YcNGjz1GG1/Aah2wp0+baq/IPnHipOrVq6u///2fmj5jRr7W8XVFixbV1CmfKDKyon2zwoYN79DkyVM05LXXXdZ5442hurdtW+3du0eFCwfrtttq6ZVXh+jTT6fd0LZ72sHk/ffe1T33/Elbtmy1g9z69Rv01NPP6OLFi1etP+ztt/TAAzHauHGTHvifB29Imz3VgAH99dzAAdq4caOqVKmi02fOqHv3Hjn+0bOugzRh/DgFBARq165d9r2zhg9/V1/PmnVD2+5J2rdvZ7+nd+zYoWLFwhQeHq6evXrZH05cefutf6lbt65avXqNfQXu+vXr619vvaXx4yfc0LZ7kj59Hrfvcp+enqHIyAhVurnKVevUqVNHkz/5SCdOntT55GT7Q9DAgYOczmj1FMbDyGfxM+1Q8UjPXvanGusGekNefUXNm7fUkZ9/zrc6vu7VV19Wm3vaqH2Hjjpz5ozuuKOBvv7qS/35kV769ttvs63Tq1dPTZ8+w3FKtXWdmH+9+Yaat2iV4xV0fVmPh7vrlVdetk9nt0aeIipU0PwF32jEiJEaNy7na+t07txJ/fs9q337ftRNN91EGMlBvXr1NG9ugnr8uaeWLVtmfzqcNftr+yac1sE4OyEhIVq2dLHWrF2rQYMG28cO6yKMTZs00bfffXdt//BeqkSJElqzeqVGjhylkaNG22Xjxo1R1Vur6p42/724ZVbWp/SvvvxcnbvcZ4dqy2OP9taQIa+q1m11dPbs2Rv6GjxFr149tXjxEt11153697C33Qoj3y5bou+//0EDBj5nb8cOft4ONU2a3ulx/Wx0zUj58uV0553NNOHDDx3Dq9OmTdeFCxfUqXOnfKsDqVvXrvbIkRVELNZBwvpEGRPT1WX3fPLJZKdru8ydO8++8WGN6tXpUhe6deumhQsXOabArHA8Z84cxXRz3c+ZQ9pWoO7Xf6DS3BhB8XXdut1vj/BZQcRiTRtYI30dO3S0A0Z2YmK6qWzZsnr55Vccxw7rHlkEEdesKUOrPyd99LGjLC5uvGrWrKFatWpmW6dw4f/ccf3QocOOssTfP7xkvRs7rjzeHjni/p1369ata4/0Wf8emT6cOMm+D0ybNvd4XPcaDSPWkJJl967djrJLly7px59+cvwsP+r4OusAbM2PZ+0zy85du1QzF33WokVz++vuPXvyvY3eokbNGtq127mfd+3cpaioKJd1rIA3evRIvff+B/bFAeFGP9fIvp+LFAm2p3GzY42AfP/DD0q5kKLWrVurefO77LUQyLmfDx854nSD0p07dzl+lp3ly1doxsx4jY8ba4+m9nn8Mb38z39o6NA3WTeSj2r+3v9Z/x9Y60WOHTuWq+N6QWF0AWtYsTD7a9IfFtwkJSWpeFhYvtXxdWHFitlf/7iwyboKbpibfWZNN7z+2hBNnjJFiYmJ16Wd3tLX2fWz9YnQmiY4f/78FXX+96UX7QWYH3/8yQ1sqWezjgP79+93KjuVlGR/dXUcKF26lAL8A/TNN3N1+PARFS0aqpo1a+ovf/2bvvjiyxvSbm94P1vvYWtEKafj7ebNm3Vns6bq2KGDvSg7IyPjivCIa1MsrJgdEv+4Fs36WxhW3PP+FhoNI6m/TwFYw0pZD9LWGTK//PJLvtXxdZl9FhIa6lQeGhJiH1TcGVmZPv1Te27SWigM16xpLeu9mFVIaMh//h2y6WtrmPXpp5/Sq68O0X1duthllSpWVKlSJe3tZd9+q9OnT9PlV/Rz6hX9bB0TLCku3tNWeYsW9dS12wNau3atXfZs32c07O23tXTp0lzdosKX38/WSJ41dePq2GHdKPW1Ia+qY8fOjjPJrCmySRMnqGWru3Xo0KEb0nZf+LcJDg62zw6zwl7W/wfuHNcLGqPTNImJ/5lXj4iIcCqPiKjgmGPMjzq+7ujRo/ab0+qjP54WmZiYc5+VKVNG8TOn6+DBQ3riyafcOiPElx04kJhtP1tzwZcvX75i//T0y5ozZ64aNmyodu3utR9W/ZIlS9rfW6dWI5t+Tky84hhgnYFgcbW4OvFAoj1NkBlELHPmzrOndqKiWAeV7fs5MVHlyt1knyWW9f1s96eLfm7arKkOHDjgdEp7QsIcO8BYl2NA/kg8kCh/f39VKF/eUWZtW4vfD17luF4QGQ0j1tyjdZDu3Kmjo8y6DkalSpW0eNFip7UK1tkfuakDOa2p+W75cqc+s1bJW/1qrd7OuiDqT3+627FdunRpO4hYQ9qP93nCI9P2jbZkyRJ70V/mQj3r4NChfTstytLPVapUdoyC/PjjT+r7bD+nx+o1a7Vnz177e85actHPi5fax4Ry5co5yrp06WxfayRzWqFkeLjdz5mBbuGiRfb31vs6k3Vqr+VnzsJz8X5eak/ltmjRwqmfrT62rmmR+R63+tk6Bmf2pfUH0bqcgKOfq1Z1fDBC3kVHt7Gvq2NZt26dfcZM1hM32txzjz0dvGTpUo/rZuMXPXv5lVc1ZvQo+/ujx47p6aee1Ndfz9L6DRsc+7z00os6fOiw4zQxd+rA2ZtvvqVZX3+pkSM+sPup+0MP2Z9epk2f7tinR4/u9p2VrQNQYGCgZs6Ybi98HT1mrNrde69jvy1bt7JuxIWxY8fpvvu6aPLkj+0Rj+g2bezg98EHHzj2ad2qlYYOfV0Jc+ZkO1qCq5udkGCfCvnp1CmaPHmyatWqZU8PPPhgd8c+VatW1Zgxo9SufUd9//339sLKed98o2nTptpnLhQNDbWnyKx1UEwdZM9aUG311YgP3tPo0WPtdQr9nu2rv/3f3x0fTqwRD6ufX3jhRX168KDi4z+zr5cxY/o0+ww+ayrhiT6Pa+WqVVqz5r+jUnDWoEF9VYysaF+TxZp6yfzAsnz5csd6KGvd3jfz52vby9vtM8iGvvGmXnn5nypWtKi9fqRfv2f14cSJbl3QsqAxfp2RzH8E69RTa65r7dp1mhkf73QlxRdffEGnfv3VPm3J3Tq4knWWwZ97PKwyZcvYZ9Z8/Mlkp3U3D3d/SNWiojRkyGv2dRveeWd4tt346bRp9oEd2bM+kffu3Us3V75ZRw4fsfs563qmVi1bqnv3h/Rsv/5Oc72ZrD+ypUqW1LvvvU8X58D6I/jIn3uoTt069noP65o4u7Mskrz11lv0Qmys3vzXW44RJmu6wbqonHVmzblz57Rq1Wr74I6c3X/fffZIqrX+LCEhwe63TNYooHVRNCvUZZZboyLWezyqWjV7anfr99/r88+/IHzn4NHevdWkSeMryv89fLg9gpoZRqwPg5999rnj59a/S4cOHRQUGGifpj5r1myPfDsXiDACAAB8FzfKAwAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAyKT/BzLfy7wYu070AAAAAElFTkSuQmCC"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "#99 err:1.25\n",
-      "[[25.38677805]\n",
-      " [25.02017307]]\n",
-      "[[-50.2]]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
-   "execution_count": 6
+   "execution_count": 7
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2026-10-19T14:43:47.818599100Z",
-     "start_time": "2026-10-19T14:43:47.681946900Z"
+     "end_time": "2026-10-20T07:08:27.930652900Z",
+     "start_time": "2026-10-20T07:08:27.849345600Z"
     }
    },
    "cell_type": "code",