{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:30.524944100Z",
     "start_time": "2026-10-20T07:38:30.469285800Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "from nnwplot import plotTwoFeatures\n",
    "from SLN import SLN"
   ],
   "id": "de83e0a3826971b5",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:30.573897500Z",
     "start_time": "2026-10-20T07:38:30.548936700Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X = np.array([[0., 0., 1., 1.], [0., 1., 0., 1.]])\n",
    "T = np.array([0., 0., 0., 1.])\n"
   ],
   "id": "d04fd0aaafa7b2e3",
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:30.627791200Z",
     "start_time": "2026-10-20T07:38:30.576891300Z"
    }
   },
   "source": [
    "sln = SLN(2, 1)\n",
    "sln._W = [[1], [1]]\n",
    "sln._b = [[-2]]"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:30.698915700Z",
     "start_time": "2026-10-20T07:38:30.630785600Z"
    }
   },
   "cell_type": "code",
   "source": "sln.neuron(X)",
   "id": "5cb7b328ef2abe20",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False, False, False])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:31.198791Z",
     "start_time": "2026-10-20T07:38:30.723236300Z"
    }
   },
   "cell_type": "code",
   "source": "plotTwoFeatures(X, T, sln.neuron)",
   "id": "19d68b97fca5a7e7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:36.186121200Z",
     "start_time": "2026-10-20T07:38:31.344738100Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_sln = SLN(2, 1)\n",
    "train_sln.delta_train(X, T, 0.1, 100, 0.001)"
   ],
   "id": "e97b83cdad840616",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#0 err:0.25\n",
      "[[ 0.28677805]\n",
      " [-0.07982693]]\n",
      "[[0.]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#10 err:0.75\n",
      "[[1.24927805]\n",
      " [0.88267307]]\n",
      "[[0.675]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#20 err:0.75\n",
      "[[2.37427805]\n",
      " [2.00767307]]\n",
      "[[1.425]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#30 err:0.75\n",
      "[[3.49927805]\n",
      " [3.13267307]]\n",
      "[[2.175]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#40 err:0.75\n",
      "[[4.62427805]\n",
      " [4.25767307]]\n",
      "[[2.925]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#50 err:0.75\n",
      "[[5.74927805]\n",
      " [5.38267307]]\n",
      "[[3.675]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#60 err:0.75\n",
      "[[6.87427805]\n",
      " [6.50767307]]\n",
      "[[4.425]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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CCAAAsIowAgAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAsIowAgAArPLObYUbb7xBvXr1UlhYqPbs2aOxY6P100+HclS3cePGGvDcs1q+fIXeefe9y2kvAAAozCMjN9xQRbNiZyogwF/Tp8eocqXKznrZsmUvWTckpKTee/dtVa5cWTVr1fwzbQYAAIU1jDzXv7927dqt/v0HKDZ2lh5/4kmlpqbqqSefuGTdd95+W5M/naIdO3f+mfYCAIDCHEZatmyhb+fOda2npaVp/vwFatGyRbb1evV6VMHBwRoxYuTltxQAABTuOSP+fn4qU6aMDh1ynx9i1iuFhXmsV6d2bfXr20ftO3RSRkZGjp7L19fXWTIFBgbmtJkAAKCghhGf38NBcnKyW/nZs2fl4/Pf4HChgIAAjR4zSoMGDdbBgwdz3Ki+fXpr4MABOd4eAAAUgjCSlJSkc+fOqWTJkm7lISEhOnnyZJZ1mjdrprDQUHXrdr+zGLVq1VJ6erqmTf1Uvfv007Fjxy6qN3zESI2NHuc2MrJ2TXxuXhcAAChoYeT8+fPavn276tat41Zu1jdv3pxlnVXx8erR82G3shdffEHnUs9pxMhROn36dJb1zKRYswAAgIIvVxNYp02PUccOHRUeHu6s16tXTy1atND0mBjXNvfdF6UJH4x3fj5x4oTi4pa4Labs2PFjzs8pKSl5/XoAAEBBvujZhx9+5IyEzJ/3rXbt2qVq1SL00ccTNXNmrGub6ytXVtOmTa5EWwEAQGEPI2auh7nGyNChwxQaGqqEhAQdOXLEbZuYzz7X0h+Wefwdb7zxptLTc3ZWDQAAKPhyfTl4w5wZ4+nsmH379jmLJ1u2bL2cpwQAAAUUN8oDAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYJV3bisEBASoc6dOCgsL1Y979mjmzFidO3cu2zp1atdWk6ZN5OPtrXXr12vZsuV/ps0AAKCwjoyEhJTUN3NmqWfPHipWrJj69e2jr778Qv5+fh7rjB8XraFD31SlSmEqW66cxkWP1ehRI/Oi7QAAoLCNjPTr109FihZV165ROpucrFGjRysu7ns9/HBPjR4zNss6o8eM0erVa1zrMTExWjB/nqZOm67Fixf/+VcAAAAKz8hI+3Z3KzZ2lhNEjMTEXzRv3ny1a9/OY50Lg4ixbdt2paSkKLRihcttMwAAKIxhxNfXV5UqVdLePXvdyvfu3asbbrghx09o5pv4+PhoVfzqbJ8rKCjItQQGBub49wMAgAJ6mMbf39/59/SZ027lp0+dUsDvj11K1apV9frrQxQ9brx27tzpcbu+fXpr4MABOW0aAAAoDGHk119/VXp6uoKLF3crDy5RwnnsUsLDwzVt6hQtWPCdXnnl1Wy3HT5ipMZGj3Otm5GRtWvic9pUAABQEMOIOX03IWGfbrzxRrfyG2+4QTt37sq27vXXX6/PYqZp+fLlerb/c8rIyMh2+9TUVGcBAAAFX64msMbGxqpTp47OPA6jXLlyat36Lqc8U/PmzTTguf6u9cqVK+vzz6Zr+fIV6tvvWWd0BQAA4LJO7R0xcpTuuKOVZsXO0PIVK9SqZUtt3LRJkz6Z7Nqm0a236rHHeuntd9511qd8OlnBwcE6cuSI/vH3F13bxS1Zori4Jbl5egAAUNjDyOnTp9WhY2dFRrZWaGioc1rvd98tdBvtMAHj5KlTrvVJkz6Rt3fRi35XSnLKn207AAAojJeDN3NHZs+e4/HxlatWOUumMWOzvhgaAACAwY3yAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGAVYQQAAFhFGAEAAFYRRgAAgFWEEQAAYBVhBAAAWEUYAQAAVhFGAACAVYQRAABgFWEEAABYRRgBAABWEUYAAIBVhBEAAGCVt/IRr4wM200AAOCqCzqXqKC0RKUW8dcJ3/KSl1eB+itcVhipWbOGwsLCtOfHPdq1e/cVq/NHvXb/XfHBtyu+dFule+WrHAUAQK5df2aTbjv2tcJ/3eIqM2FkZal2Whtyp+RVMA5w5OoT3cfHR2PHjFajxo20efNm3VS/vmJjZ2ng8y/kaR1PgtNO6M6fp6hK0kbFVH6eQAIAKLDqJS5S+0PjlPGHGRUhqYfV9vCHCju7QzMrPlUgAkmuwsjjj/XSrbc2VGRkGx06dFgRERGaM3uWfli2TJ9//kWe1fHkt0GpDIUnbdLtR79SXLn7clUfAID8oEzyAbU/NN75uYjS3R7LPEBT++RSHfSvqjWl2ii/y1WcioqK0owZM51QYezYsUMLFy7UfVFReVrn0o3O0C0n5qpo+rnL/h0AAFyrbkmcp3R5uYKHJ42Oz5EKwHzKHI+MFC1aVNWqVdWEDz90K9+6daseeuhveVbH8PX1dZZMgYGBv7e2uKvMX1J4aoL2B9TI6UsAACBfqPHrZhX1/v2zzwMTVEIyzqpC2lEdL1ZR1yLfIt55G0ZMIPD29tbJkyfdyhMTExUcHJxndYy+fXpr4MABFz/Q9aDb6v05bTwAAPlJvZx/wj2sa5/JA2fOnPnzYSQ1NdX519/fjEn8V0BgoFJSUvKsjjF8xEiNjR7n9iLWrolXg5sbKikpKadNRi7Rz1cH/Uw/FyS8n+nrnLxHjhw5ku02OQ4jycnJzi8LDQ11Kzfr+/bty7M6mSEmM8hcyASR7JIV8gb9fHXQz/RzQcL7mb72JCef27mawLpw4SK1b3e3vH6/2EqxYsUUGdla3y1c5NqmWrVqahMZmas6AACg8MpVGHn7nXdVoUIFjR8Xre7dH9TEiR/pfFqaoqOjXdt07tRR7733Tq7qAACAwitXYeTAgQNqe3c77dq1S7c1baqVK1aqXfuOSkz8xbXNjp079e3cubmqcynmkM2wYW9neegGeYd+vjroZ/q5IOH9TF/nBa8KFcPy/wnKAAAg38r/15AFAAD5GmEEAABYRRgBAAD550Z5V4q59Lu5mV5gQKDWrluno0ePXpE6hZ05vbpBg5tUrmw5bd+xXXv27L1knRIlSqhevbpKT0/X5s1b9MsvOZ94XJjVqFFD4eHhOrB/vzZt3pzjen5+fmrTJlLHjx/X0qU/XNE2FgRhYWGqU7u2Tpw4ofjVq533aU7+H9x0U32VLl1aa9euc/oa2QsJKalbbrlFqSmpWrVqlc4mJ1+yyypVqqSIiGpKO5fm/B+gny+tSJEianb77SpRsoRmzozN0dvS389PjRo1ko+vj+LjV+fbfbT1Caxmhz11ymRnRvbRo8dUv349/fOf/9bUadPytE5hFxQUpMmfTFRYWCXnZoUNG96iSZM+0eBXXvVY57XXhqhtmzbauXOHihXzU+3atTTo5cH69NMpV7Xt+W1n8t677+iuu+7UunXrnSC3alW8nnjyKZ07d+kbOw598w3dd1+UVq9eo/v+wg0PstO3bx8926+vVq9erSpVqujkqVPq1q17th965jpI48eNlbe3j7Zt2+bcO2vYsHf09YwZl/X3LgzatbvbeU9v2bJFxYsHKyQkRA/16OF8OfHkzTf+o65du2jZsuXOFbgbNGig/7zxhsaN++0utLhYr16POne5T0/PUFhYqCpfX+WS3VS3bl1NmviRjh47pl+TkpwvQf369Xc7ozW/sB5GPouZ7oSKvz3Uw/lWY26gN/jlQWrWrIUO/vRTntUp7F5++SW1vqu12rXvoFOnTumWW27W1199qb/+rYcWL16cZZ0ePR7S1KnTXKdUm+vE/Of119Ssectsr6BbmHV/sJsGDXrJOZ3djDyFVqyob+d+o+HDR2js2OyvrdOpU0f16f2Mdu3areuuu44wko369etrzuxYdf/rQ1q0aJHz7XDGzK+dm3CanXFWAgICtGjhAi1fsUL9+w9w9h3mIoxNGjfW4u+//3N/+AKqZMmSWr5sqUaMGKkRI0c5ZWPHjlbVG6vqrtb/vbjlhcy39K++/FydOt/jhGrjkYd7avDgl1Wrdl2dPn36qr6G/KJHj4e0YMF3uv322/TW0DdzFEYWL/pOGzZsVN9+zzrrAwc854Saxk1uy3f9bHXOSIUK5XXbbU01/oMPXMOrU6ZM1dmzZ9WxU8c8qwOpa5cuzsiRCSKG2UmYb5RRUV08ds/EiZPcru0ye/Yc58aHNapXp0s96Nq1q+bNm+86BGbC8axZsxTV1XM/Zw5pm0Ddu08/peZgBKWw69r1XmeEzwQRwxw2MCN9Hdp3cAJGVqKiuqpcuXJ66aVBrn2HuUcWQcQzc8jQ9OeHH33sKouOHqeaNWuoVq2aWdYpVuy3O67v33/AVZbw+5eXC+/Gjov3twcPut8MNjv16tVzRvrM3yPTBxM+dO4D07r1Xfmue62GETOkZGzftt1VlpaWpt0//uh6LC/qFHZmB2yOj1/YZ8bWbdtUMxd91rx5M+ff7Tt25HkbC4oaNWto23b3ft62dZsiIiI81jEBb9SoEXr3vfediwMiB/1cI+t+9vf3cw7jZsWMgGzYuFHJZ5PVqlUrNWt2uzMXAtn384GDB91uULp16zbXY1mJi1uiadNjNC56jDOa2uvRR/TSv/+lIUNeZ95IHqr5e/9f+P/AzBc5fPhwrvbr1wqrE1iDiwc7/yb+YcJNYmKiSgQH51mdwi64eHHn3z9ObDJXwQ3OYZ+Zww2vvjJYkz75RAkJCVeknQWlr7PqZ/ON0Bwm+PXXXy+q8/cXX3AmYH788cSr2NL8zewH9uzZ41Z2IjHR+dfTfqBMmdLyLuqtb76ZrQMHDiooKFA1a9bUP/7nf/XFF19elXYXhPezeQ+bEaXs9rdr167VbU2bqEP79s6k7IyMjIvCI/6c4sHFnZD4x7lo5rMwuET++yy0GkZSfj8EYIaVLtxJmzNkfv755zyrU9hl9llAYKBbeWBAgLNTycnIytSpnzrHJs1EYXhmDmuZ9+KFAgIDfvs7ZNHXZpj1ySef0MsvD9Y9nTs7ZZUrVVLp0qWc9UWLF+vkyZN0+UX9nHJRP5t9gpHs4T1typs3r68uXe/TihUrnLJnnn5KQ998UwsXLszVLSoK8/vZjOSZQzee9h3mRqmvDH5ZHTp0cp1JZg6RfThhvFq0vEP79++/Km0vDH8bPz8/5+wwE/Yu/H+Qk/36tcbqYZqEhN+Oq4eGhrqVh4ZWdB1jzIs6hd2hQ4ecN6fpoz+eFpmQkH2flS1bVjHTp2rfvv167PEncnRGSGG2d29Clv1sjgWfP3/+ou3T089r1qzZatiwoe6+u62zmPqlSpVyfjanViOLfk5IuGgfYM5AMDxNrk7Ym+AcJsgMIsas2XOcQzsREcyDyvL9nJCg8uWvc84Su/D97PSnh35u0rSJ9u7d63ZKe2zsLCfAmMsxIG8k7E1Q0aJFVbFCBVeZWTeT3/ddYr9+LbIaRsyxR7OT7tSxg6vMXAejcuXKWjB/gdtcBXP2R27qQG5zar6Pi3PrMzNL3vSrmb194YSoO++8w7VepkwZJ4iYIe1Hez2WL9P21fbdd985k/4yJ+qZnUP7dndr/gX9XKVKuGsUZPfuH/X0M73dlmXLV2jHjp3Oz5y15KGfFyx09gnly5d3lXXu3Mm51kjmYYVSISFOP2cGunnz5zs/m/d1JnNqr/ETZ+F5eD8vdA7lNm/e3K2fTR+ba1pkvsdNP5t9cGZfmg9EczkBVz9Xrer6YoTLFxnZ2rmujrFy5UrnjJkLT9xofdddzuHg7xYuzHfdbP2iZy8NelmjR410fj50+LCefOJxff31DK2Kj3dt8+KLL+jA/gOu08RyUgfuXn/9Dc34+kuNGP6+00/dHnjA+fYyZepU1zbdu3dz7qxsdkA+Pj6aPm2qM/F11OgxurttW9d269avZ96IB2PGjNU993TWpEkfOyMeka1bO8Hv/fffd23TqmVLDRnyqmJnzcpytASXNjM21jkV8tPJn2jSpEmqVauWc3jg/vu7ubapWrWqRo8eqbvbddCGDRuciZVzvvlGU6ZMds5cCAoMdA6RmXlQHDrImplQbfpq+PvvatSoMc48hd7PPK3//b9/ur6cmBEP08/PP/+CPt23TzExnznXy5g2dYpzBp85lPBYr0e19IcftHz5f0el4O7mmxuoUlgl55os5tBL5heWuLg413woM2/vm2+/1aaXNjtnkA157XUNeunfKh4U5Mwf6d37GX0wYUKOLmh5rbF+nZHMP4I59dQc61qxYqWmx8S4XUnxhRee14njx53TlnJaBxczZxn8tfuDKluurHNmzccTJ7nNu3mw2wOqFhGhwYNfca7b8Pbbw7Lsxk+nTHF27Mia+Ubes2cPXR9+vQ4eOOj084XzmVq2aKFu3R7QM737uB3rzWQ+ZEuXKqV33n2PLs6G+RD821+7q269us58D3NNnO0XTJK88cYb9PzAgXr9P2+4RpjM4QZzUTlzZs2ZM2f0ww/LnJ07snfvPfc4I6lm/llsbKzTb5nMKKC5KJoJdZnlZlTEvMcjqlVzDu2u37BBn3/+BeE7Gw/37KnGjRtdVP7WsGHOCGpmGDFfBj/77HPX4+bv0r59e/n6+Dinqc+YMTNfvp2viTACAAAKL26UBwAArCKMAAAAqwgjAADAKsIIAACwijACAACsIowAAACrCCMAAMAqwggAALCKMAIAAKwijAAAAKsIIwAAwCrCCAAAkE3/D6PLE6iWFVzMAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#70 err:0.75\n",
      "[[7.99927805]\n",
      " [7.63267307]]\n",
      "[[5.175]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#80 err:0.75\n",
      "[[9.12427805]\n",
      " [8.75767307]]\n",
      "[[5.925]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#90 err:0.75\n",
      "[[10.24927805]\n",
      " [ 9.88267307]]\n",
      "[[6.675]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#99 err:0.75\n",
      "[[11.37427805]\n",
      " [11.00767307]]\n",
      "[[7.425]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-10-20T07:38:36.409641400Z",
     "start_time": "2026-10-20T07:38:36.245355400Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "3696281aa04dcfe9",
   "outputs": [],
   "execution_count": 6
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}