03_SOM/SOFM.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def randomize(A, rowcol=0):\n",
    "    \"\"\"\n",
    "    행렬 A를 행 혹은 열을 랜덤하게 섞기\n",
    "    rowcol: 0 혹은 없으면 행을 랜덤하게 섞기 (default)\n",
    "            1 이면, 열을 랜덤하게 섞기\n",
    "    \"\"\"\n",
    "    np.random.seed(int(sum([int(x) for x in str(time.time()) if x.isdigit()])))\n",
    "    \n",
    "    if rowcol == 0:\n",
    "        m, n = A.shape\n",
    "        p = np.random.rand(m, 1)\n",
    "        p1, I = np.sort(p, axis=0), np.argsort(p, axis=0)\n",
    "        B = A[I, :]\n",
    "        return B.reshape(A.shape)\n",
    "    elif rowcol == 1:\n",
    "        Ap = A.T\n",
    "        m, n = Ap.shape\n",
    "        p = np.random.rand(m, 1)\n",
    "        p1, I = np.sort(p, axis=0), np.argsort(p, axis=0)\n",
    "        B = Ap[I, :]\n",
    "        return B.reshape(Ap.shape).T\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def datagen(Nvec, mean_var):\n",
    "    m, c = mean_var.shape\n",
    "    if m != 3 or c != len(Nvec):\n",
    "        print(\"dimension not match, break\")\n",
    "        return None\n",
    "    X = np.empty((0, 2))\n",
    "    for i in range(c):\n",
    "        np.random.seed(int(sum([int(x) for x in str(time.time()) if x.isdigit()])))\n",
    "        tmp = np.sqrt(mean_var[2, i]) * np.random.randn(Nvec[i], 2)  # scaled by variance\n",
    "        mean = mean_var[0:2, i]  # mean is a 2 by 1 vector\n",
    "        X = np.vstack((X, tmp + np.ones((Nvec[i], 2)) * mean))\n",
    "    return X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABFcklEQVR4nO2deVxVdf7/X/eigLEpKiACYmk5mlukhC1YUVSO5u/7K8mZkswc89s2w5jGzCTW+PuSY5ktjpaStlhp38xpcXQKsUUpF2QqK0YLWURQUy+Cggqf3x/Hc9dz7j3rPedc3s/H43jvPevnXjyv8/m8t4+NMcZAEAShI3ajG0AQROhDQkMQhO6Q0BAEoTskNARB6A4JDUEQukNCQxCE7pDQEAShOyQ0BEHoDgkNQRC6Q0JD6M62bdtgs9mwbds2o5tCGAQJjcVYs2YNbDYbdu/e7Vy3adMmLFiwwLhGXeDvf/871qxZY3QzdGfdunXIyspCVFQUevbsiXHjxmHr1q1GN8vUkNCEAJs2bcKTTz5pdDNEhea6667DmTNncN111wW/URqzYMECTJ06FampqViyZAkWLlyIESNG4NChQ0Y3zdR0M7oBhDlhjKGtrQ09evRQfS673Y7IyEgNWmUsX331FZ566ik8++yz+MMf/mB0cywF9Wgszr333otly5YBAGw2m3Ph6ezsxNKlSzFs2DBERkYiMTERs2bNwokTJzzOk56ejl//+tfYsmULrrzySvTo0QMvv/wyAGD16tW44YYbkJCQgIiICAwdOhTLly/3OX7fvn347LPPnG0YP348AHEbzbvvvouMjAz06NEDffr0wd133+3TM7j33nsRHR2NQ4cOYfLkyYiOjkbfvn0xZ84cdHR0aPETSmbp0qVISkrCo48+CsYYWlpagnp9K0M9Gosza9YsNDQ04JNPPsEbb7whuH3NmjWYPn06HnnkEVRXV+Oll17C3r17sX37dnTv3t25b1VVFaZOnYpZs2Zh5syZuOyyywAAy5cvx7BhwzBp0iR069YNH374If77v/8bnZ2dePDBBwFwN+HDDz+M6Oho/PnPfwYAJCYmirabb9OYMWNQXFyMpqYmPP/889i+fTv27t2Lnj17Ovft6OhAbm4uMjMz8cwzz+DTTz/Fs88+i0suuQSzZ8/2+/u0tLSgra0t4O/YvXt3xMXF+d2ntLQU48aNwwsvvICFCxfil19+QVJSEv785z/joYceCniNLg0jLMXq1asZALZr1y7nugcffJAJ/Sm/+OILBoCtXbvWY/3mzZt91g8YMIABYJs3b/Y5z+nTp33W5ebmsosvvthj3bBhw1h2drbPvmVlZQwAKysrY4wxdvbsWZaQkMAuv/xydubMGed+H330EQPA5s+f71yXn5/PALCnnnrK45yjR49mGRkZPtfyhj8+0CLUbneOHz/OALDevXuz6OhotnjxYrZu3Tp2yy23MABsxYoVAdvSlaEeTQjz7rvvIi4uDjfddBOOHTvmXJ+RkYHo6GiUlZXhN7/5jXP9wIEDkZub63MedzuNw+HAuXPnkJ2djS1btsDhcATsCXize/duHDlyBAsWLPCw3UyYMAFDhgzBxx9/7GPcfuCBBzw+X3vttYI9OG/mzp2Lu+++O+B+vXr18rudHyb98ssveOedd5CXlwcAuOOOOzB8+HAsXLgQs2bNCnidrgoJTQizf/9+OBwOJCQkCG4/cuSIx+eBAwcK7rd9+3YUFRWhvLwcp0+f9timRGhqamoAwDk0c2fIkCH48ssvPdZFRkaib9++Hut69erlY2cSYujQoRg6dKis9gnBi2337t1xxx13ONfb7Xbk5eWhqKgItbW1SEtLU32tUISEJoTp7OxEQkIC1q5dK7jd++YV8jD99NNPuPHGGzFkyBAsWbIEqampCA8Px6ZNm/Dcc8+hs7NTl7a7ExYWpvhYh8OBM2fOBNwvPDwc8fHxotvj4+MRGRmJnj17+rSHF/ITJ06Q0IhAQhMCuHuZ3Lnkkkvw6aef4uqrr1bspv7www/R3t6ODz74wOMmKisrk9wObwYMGACAMz7fcMMNHtuqqqqc27Xg0UcfxWuvvRZwv+zsbL+Ry3a7HaNGjcKuXbtw9uxZhIeHO7c1NDQA8BVuwgUJTQgQFRUFADh58qSHt2bKlCn4+9//jr/+9a/4n//5H49jzp8/j5aWFo/9heCf3sythr3D4cDq1asF23Hy5MmA7b3yyiuRkJCAFStW4L777kNERAQA4J///Cd++OEHzJ8/P+A5pKKVjQYA8vLy8NVXX+G1117DzJkzAQBtbW1Yu3Ythg4diuTkZNXtDVVIaEKAjIwMAMAjjzyC3NxchIWF4a677kJ2djZmzZqF4uJiVFZW4uabb0b37t2xf/9+vPvuu3j++ec97A1C3HzzzQgPD8fEiRMxa9YstLS0YOXKlUhISMDhw4d92rF8+XIsXLgQgwYNQkJCgk+PBeDsHIsWLcL06dORnZ2NqVOnOt3b6enpmgbDaWWjAbhQgVWrVuHBBx/Ef/7zH6SlpeGNN95ATU0NPvzwQ02uEbIY7fYi5CHk3j5//jx7+OGHWd++fZnNZvNxdb/yyissIyOD9ejRg8XExLDhw4ezuXPnsoaGBuc+AwYMYBMmTBC85gcffMBGjBjBIiMjWXp6Olu0aBF79dVXGQBWXV3t3K+xsZFNmDCBxcTEeLiMvd3bPOvWrWOjR49mERERLD4+nv32t79l9fX1Hvvk5+ezqKgonzYVFRUJuvT1pqmpieXn57P4+HgWERHBMjMzBUMCCE9sjNG8TgRB6AulIBAEoTskNARB6A4JDUEQukNCQxCE7pDQEAShOyQ0BEHojmUD9jo7O9HQ0ICYmBjJoe8EQWgHYwynTp1CcnIy7Hb/fRbLCk1DQwNSU1ONbgZBdHnq6uqQkpLidx/LCk1MTAwA7kvGxsYa3BqC6Ho0NzcjNTXVeS/6w7JCww+XYmNjSWgIwkCkmC7IGEwQhO6Q0BAEoTskNARB6A4JDUEQukNCQxCE7pDQEAShOyQ0BEHoDgkNQRC6Q0JDEITukNAQBKE7JDQEIZX6eqCsjHslZEFCQxBSKCkBBgwAbriBey0pMbpFloKEhiACUV8P/O53AD/PeGcnMGsW9WxkQEJDEIHYv98lMjwdHcCBA8a0x4KQ0BBEIAYPBrwryIWFAYMGGdMeC0JCQxCBSEkBXnmFExeAe335ZW49IQnLFr4iiKAyYwaQm8sNlwYNIpGRieoezeeff46JEyciOTkZNpsNGzdu9Lv/tm3bYLPZfJbGxka1TSEIfUlJAcaPJ5FRgGqhaW1txciRI7Fs2TJZx1VVVeHw4cPOJSEhQW1TCIIwKaqHTrfeeituvfVW2cclJCSgZ8+eai9PdDXq6zkv0ODB1LOwEIYZg0eNGoV+/frhpptuwvbt2wPu397ejubmZo+F6GJ05aA5i0clB11o+vXrhxUrVuC9997De++9h9TUVIwfPx4VFRV+jysuLkZcXJxzoTmduhhdOWguBATWxhhjmp3MZsP777+PyZMnyzouOzsbaWlpeOONN0T3aW9vR3t7u/MzP6eMw+Gg6Va6AmVl3I0mtH78+KA3J2jU13Pi4h4wGBYGHDxo+NCxubkZcXFxku5BU7i3x44diy+//NLvPhEREYiIiAhSiwjTwQfNed9woR405y8q2UI2KlME7FVWVqJfv35GN4MwM101aC5EopJV92haWlpwwC3no7q6GpWVlYiPj0daWhoKCwtx6NAhvP766wCApUuXYuDAgRg2bBja2tqwatUqbN26Ff/617/UNoUIdbpi0BwvsLNmcT0ZiwqsaqHZvXs3rr/+eufngoICAEB+fj7WrFmDw4cPo7a21rn97Nmz+OMf/4hDhw7hoosuwogRI/Dpp596nIMgRElJsdxNppoQEFhNjcHBRI4hiiAI7ZFzD5rCRkMQRGhDQkMQhO6Q0BAEoTskNARB6A4JDRF8LJ63Q8iHhIYILiGQt0PIh4SGCB5dOTGyi0NCQwSPUJ9NgIaEopDQEMEjRPJ2BKEhoV9IaIjgEaqJkTQkDIg
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABGCUlEQVR4nO2de3wU1fn/P7uBJJCEAIYkhCSAglCQm0FCqBrUSGopSK2CWEuKiGi9oIhgvj8laPv9RsQLtiIIRFBBC1ZEUIRCCFUhcgup9xRsDAmQACIbEiAJyfn9cdj7zO7MzszOzO7zfr3mtbuzczkbOJ85z+U8x8IYYyAIgtAQq94NIAgi9CGhIQhCc0hoCILQHBIagiA0h4SGIAjNIaEhCEJzSGgIgtAcEhqCIDSHhIYgCM0hoSE0Z+fOnbBYLNi5c6feTSF0goTGZKxatQoWiwX79+937Nu8eTPmz5+vX6Mu8dprr2HVqlV6N0NTtm/fjhtuuAEJCQno3LkzRowYgbffflvvZhkeEpoQYPPmzXjmmWf0boao0Fx//fU4f/48rr/++uA3SkU2btyIMWPGoLm5GfPnz8f//u//okOHDpgyZQpefvllvZtnaNrp3QDCmDDGcOHCBXTo0EHxtaxWK6Kjo1Volb68+uqr6N69O3bs2IGoqCgAwIwZM9C/f3+sWrUKjz32mM4tNC40ojE5f/zjH7F48WIAgMVicWx22trasGjRIgwcOBDR0dFISkrCjBkz8PPPP7tdp1evXvjNb36DrVu3Yvjw4ejQoQNef/11AMDKlStx4403IjExEVFRURgwYACWLFnidf4333yDf/3rX442jB49GoC4j+a9995DRkYGOnTogISEBNx99904evSo1++LjY3F0aNHMWHCBMTGxqJbt26YPXs2Wltb1fgTSqa+vh5dunRxiAwAtGvXDgkJCaoIcihDIxqTM2PGDBw7dgzbtm0T9BXMmDEDq1atwtSpU/HII4+gsrISr776Kg4ePIhdu3ahffv2jmMrKiowefJkzJgxA9OnT0e/fv0AAEuWLMHAgQMxfvx4tGvXDps2bcKf/vQntLW14cEHHwQALFq0CA8//DBiY2Px//7f/wMAJCUlibbb3qZrrrkGhYWFqKurwyuvvIJdu3bh4MGD6Ny5s+PY1tZW5ObmIjMzEy+88AK2b9+OF198EVdccQUeeOABn3+fhoYGXLhwwe/fsX379oiPj/d5zOjRo7FgwQI8/fTTyMvLg8ViwTvvvIP9+/dj3bp1fu8R1jDCVKxcuZIBYPv27XPse/DBB5nQP+Vnn33GALA1a9a47d+yZYvX/p49ezIAbMuWLV7XOXfunNe+3Nxcdvnll7vtGzhwIMvOzvY6tqSkhAFgJSUljDHGmpubWWJiIrvqqqvY+fPnHcd99NFHDACbN2+eY19eXh4DwJ599lm3aw4bNoxlZGR43csT+/n+NqF2e9LQ0MAmTpzILBaL47yOHTuyDRs2+D033KERTQjz3nvvIT4+HjfffDNOnTrl2J+RkYHY2FiUlJTgrrvucuzv3bs3cnNzva7jahbYbDa0tLQgOzsbW7duhc1m8zsS8GT//v04ceIE5s+f7+a7GTt2LPr374+PP/7Yy7l9//33u32+7rrrJEV75syZg7vvvtvvcV26dPF7TFRUFK688krcfvvtuO2229Da2oply5bh7rvvxrZt2zBy5Ei/1whXSGhCmEOHDsFmsyExMVHw+xMnTrh97t27t+Bxu3btQkFBAUpLS3Hu3Dm37wIRmqqqKgBwmGau9O/fH59//rnbvujoaHTr1s1tX5cuXbz8TEIMGDAAAwYMkNU+MR566CF88cUXKCsrg9XK3ZsTJ07EwIEDMXPmTOzZs0eV+4QiJDQhTFtbGxITE7FmzRrB7z07r5BD84cffsBNN92E/v3746WXXkJaWhoiIyOxefNmvPzyy2hra9Ok7a5EREQEfK7NZsP58+f9HhcZGYmuXbuKft/c3IyioiLMmTPHITIA9+3ccsstePXVV9Hc3IzIyMiA2xrKkNCEAK5RJleuuOIKbN++Hb/85S8Djops2rQJTU1N2LhxI9LT0x37S0pKJLfDk549ewLgzucbb7zR7buKigrH92owc+ZMvPnmm36Py87O9pm5/NNPP+HixYuCka6Wlha0tbUFPQpmJkhoQoCYmBgAwJkzZ9yiNRMnTsRrr72GP//5z/i///s/t3MuXryIhoYGt+OFsI8mmEsNe5vNhpUrVwq248yZM37bO3z4cCQmJmLp0qW45557HOHiTz75BN999x3mzZvn9xpSUctHk5iYiM6dO+ODDz7As88+6xi5NDQ0YNOmTejfvz+FuH1AQhMCZGRkAAAeeeQR5ObmIiIiAnfeeSeys7MxY8YMFBYWory8HGPGjEH79u1x6NAhvPfee3jllVdw++23+7z2mDFjEBkZiXHjxmHGjBloaGjA8uXLkZiYiOPHj3u1Y8mSJfjLX/6CPn36IDEx0WvEAnBzY8GCBZg6dSqys7MxefJkR3i7V69eqia+qeWjiYiIwOzZs/HUU09h5MiRmDJlClpbW1FUVISamhqsXr1ahdaGMHqHvQh5CIW3L168yB5++GHWrVs3R+jVlWXLlrGMjAzWoUMHFhcXxwYNGsTmzJnDjh075jimZ8+ebOzYsYL33LhxIxs8eDCLjo5mvXr1YgsWLGBvvPEGA8AqKysdx9XW1rKxY8eyuLg4t5CxZ3jbztq1a9mwYcNYVFQU69q1K/v973/Pampq3I7Jy8tjMTExXm0qKCgQDOlrzZo1a9iIESNY586dWYcOHVhmZib7xz/+EfR2mA0LY7SuE0EQ2kJTEAiC0BwSGoIgNIeEhiAIzSGhIQhCc0hoCILQHBIagiA0x7QJe21tbTh27Bji4uIkp74TBKEejDGcPXsWKSkpbvO/hDCt0Bw7dgxpaWl6N4Mgwp7q6mqkpqb6PMa0QhMXFweA/8hOnTrp3BqCCD/q6+uRlpbm6Iu+MK3Q2M2lTp06kdAQhI5IcV2QM5ggCM0hoSEIQnNIaAiC0BwSGoIgNIeEhiAIzSGhIQhCc0hoCILQHBIagiA0h4SGIAjNIaEhCEJzSGgIQio1NUBJCX8lZEFCQxBSKCoCevYEbryRvxYV6d0iU0FCQxD+qKkB7rsPsK8z3tYGzJhBIxsZkNAQhD8OHXKKjJ3WVuDwYX3aY0JIaAjCH337Ap4V5CIigD599GmPCSGhIQh/pKYCy5ZxcQH46+uv8/2EJExb+Ioggsq0aUBuLjeX+vQhkZGJ4hHNp59+inHjxiElJQUWiwUbNmzwefzOnTthsVi8ttraWqVNIQhtSU0FRo8mkQkAxULT2NiIIUOGYPHixbLOq6iowPHjxx1bYmKi0qYQBGFQFJtOt9xyC2655RbZ5yUmJqJz585Kb0+EGzU1PArUty+NLEyEbs7goUOHonv37rj55puxa9cuv8c3NTWhvr7ebSPCjHBOmjN5VnLQhaZ79+5YunQp3n//fbz//vtIS0vD6NGjUVZW5vO8wsJCxMfHOzZa0ynMCOekuRAQWAtjjKl2MYsFH3zwASZMmCDrvOzsbKSnp+Ptt98WPaapqQlNTU2Oz/Y1ZWw2Gy23Eg6UlPCOJrR/9OigNydo1NRwcXFNGIyIAH78UXfTsb6+HvHx8ZL6oCHC2yNGjMDnn3/u85ioqChERUUFqUWE4bAnzXl2uFBPmvOVlWwiH5UhEvbKy8vRvXt3vZtBGJlwTZoLkaxkxSOahoYGHHaZ81FZWYny8nJ07doV6enpyM/Px9GjR/HWW28BABYtWoTevXtj4MCBuHDhAlasWIEdO3bgn//8p9KmEKFOOCbN2QV2xgw+kjGpwCoWmv379+OGG25wfJ41axYAIC8vD6tWrcLx48dx5MgRx/fNzc14/PHHcfToUXTs2BGDBw/G9u3b3a5BEKKkppqukykmBARWVWdwMJHjiCIIQn3k9EFD+GgIgghtSGgIgtAcEhqCIDSHhIYgCM0hoSGCj8nn7RDyIaEhgksIzNsh5ENCQwSPcJ4YGeaQ0BDBI9RXEyC
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABMeklEQVR4nO2de3wU5fX/37uBJEhCkEsSIOGiIBSUi1FCKBZUICqKtF8V+RWhFJFatSqlIG0Va20jVRFbEURQrKKCincKcgkKEgUMsWoVERESIAFUNiSQBLLz+2Oym93N3ndmd2Zz3q/XvHZ2rmcD85nnOc8557EoiqIgCIKgI9ZYGyAIQvwjQiMIgu6I0AiCoDsiNIIg6I4IjSAIuiNCIwiC7ojQCIKgOyI0giDojgiNIAi6I0IjaMbmzZuxWCxs3rw51qYIBkOExqAsX74ci8XCzp07ndvWrFnD/fffHzujGnjyySdZvnx5rM3QjdWrVzN+/HjOOecczjrrLHr37s3vf/97jh8/7vX4EydOMGvWLHr06EFSUhJdunThuuuu4+TJk9E13MC0iLUBQvCsWbOGhQsXxlxsnnzySTp06MCvfvUrt+0/+9nPOHXqFImJibExTCNuueUWOnfuzMSJE+natSufffYZTzzxBGvWrKG4uJhWrVo5j7XZbAwfPpyysjJuueUWevbsydGjR9myZQu1tbWcddZZMfwlxkGEppmjKAo1NTVuD0+4WK1WkpOTNbAqtrz66quMGDHCbVtOTg6TJ09mxYoV3Hzzzc7tc+bMYf/+/RQXF9OjRw/n9tmzZ0fLXFMgXSeT8Ktf/YqFCxcCYLFYnIsDu93OggUL6NevH8nJyWRkZDB9+nR+/PFHt+t0796dq6++mnXr1nHRRRfRqlUrnnrqKQCeffZZLrvsMtLT00lKSqJv374sWrSoyflffPEF77//vtMGx0Ppy0fzyiuvkJOTQ6tWrejQoQMTJ07k4MGDTX5fSkoKBw8eZNy4caSkpNCxY0dmzpxJfX29Fn/CoPEUGYCf//znAHz55ZfObcePH+fZZ5/llltuoUePHtTV1VFbWxstM02FtGhMwvTp0zl06BDr16/n+eef97p/+fLlTJkyhd/97nfs27ePJ554gl27dvHhhx/SsmVL57G7d+9mwoQJTJ8+nWnTptG7d28AFi1aRL9+/Rg7diwtWrTg7bff5re//S12u53bbrsNgAULFnDHHXeQkpLCn/70JwAyMjJ82u2w6eKLL6agoICKigoef/xxPvzwQ3bt2kXbtm2dx9bX15Ofn09ubi6PPPIIGzZs4NFHH+Xcc8/l1ltv9fv3qaqqoqamJuDfsWXLlqSlpQU8zpPy8nIAOnTo4Ny2detWampq6NmzJ9dddx1vvPEGdrudvLw8Fi5cyMCBA0O+T9yiCIbk2WefVQBlx44dzm233Xab4u2fbMuWLQqgrFixwm372rVrm2zv1q2bAihr165tcp2TJ0822Zafn6+cc845btv69eunDB8+vMmxhYWFCqAUFhYqiqIodXV1Snp6unL++ecrp06dch73zjvvKIBy3333ObdNnjxZAZQHHnjA7ZqDBg1ScnJymtzLE8f5gRZvdgfD1KlTlYSEBOXrr792bps/f74CKO3bt1cGDx6srFixQnnyySeVjIwM5eyzz1YOHToU1r3iEWnRxAGvvPIKaWlpjBo1imPHjjm35+TkkJKSQmFhIf/v//0/5/YePXqQn5/f5DqeTs7Tp08zfPhw1q1bh81mC7klsHPnTo4cOcL999/v5rsZM2YMffr04d133+Uvf/mL2zm/+c1v3L5fcsklXltwnsyaNYuJEycGPO7ss88O0vpGXnzxRZYtW8asWbPo1auXc3tVVRWgdmU3btxISkoKAIMGDXK2ah588MGQ7xePiNDEAXv27MFms5Genu51/5EjR9y+uzotXfnwww+ZO3cuRUVFTYZmwxGa/fv3Azi7Zq706dOHrVu3um1LTk6mY8eObtvOPvvsJn4mb/Tt25e+ffuGZF8wbNmyhalTp5Kfn8/f/vY3t30OYb7mmmucIgMwZMgQevTowbZt2zS3x6yI0MQBdrud9PR0VqxY4XW/58PrbYRp7969XH755fTp04f58+eTnZ1NYmIia9as4bHHHsNut+tiuysJCQlhn2uz2Th16lTA4xITE2nXrl1Q1/z0008ZO3Ys559/Pq+++iotWrg/Lp07dwa8+6jS09ODEsjmggiNiXAdZXLl3HPPZcOGDfz0pz8Ne5j67bffpra2lrfeeouuXbs6txcWFgZthyfdunUDVOfzZZdd5rZv9+7dzv1acOedd/Lcc88FPG748OFBRS7v3buXK664gvT0dNasWePWYnGQk5MD0GQEDeDQoUP06dMnsOHNBBEaE9G6dWtAHVZ1Ha254YYbePLJJ/nrX//K3//+d7dzzpw5Q1VVldvx3nC0JhSXWvU2m41nn33Wqx2+omRdueiii0hPT2fx4sX8+te/JikpCYD//Oc/fPnll9x3330BrxEsWvpoysvLGT16NFarlXXr1jVpETro3bs3AwYM4M033+TYsWPOEan33nuP0tJS7rjjjtB+RBwjQmMiHG/Q3/3ud+Tn55OQkMCNN97I8OHDmT59OgUFBZSUlDB69GhatmzJnj17eOWVV3j88ce57rrr/F579OjRJCYmcs011zB9+nSqqqp4+umnSU9P5/Dhw03sWLRoEQ8++CA9e/YkPT29SYsF1KHkefPmMWXKFIYPH86ECROcw9vdu3fn7rvv1uxvo6WP5oorruDbb79l1qxZbN261c2XlJGRwahRo5zfH3vsMUaNGsWwYcOYPn06NpuN+fPnc9555wUckm9WxHrYS/COt+HtM2fOKHfccYfSsWNHxWKxNBnqXrJkiZKTk6O0atVKSU1NVS644AJl1qxZbsOs3bp1U8aMGeP1nm+99ZbSv39/JTk5Wenevbsyb9485ZlnnlEAZd++fc7jysvLlTFjxiipqaluQ8aew9sOVq5cqQwaNEhJSkpS2rVrp/zyl79UysrK3I6ZPHmy0rp16yY2zZ071+uQvp4Q4vD4+vXrlSFDhijJyclKu3btlJtuukk5fPhwVG02OhZFkXmdBEHQF0lBEARBd0RoBEHQHREaQRB0R4RGEATdEaERBEF3RGgEQdAd0wbs2e12Dh06RGpqatAh8YIgaIeiKJw4cYLOnTtjtfpvs5hWaA4dOkR2dnaszRCEZk9paSlZWVl+jzGt0KSmpgLqj2zTpk2MrRGE5kdlZSXZ2dnOZ9EfphUaR3epTZs2IjSCEEOCcV2IM1gQBN0RoREEQXdEaARB0B0RGkEQdEeERhAE3RGhEQRBd0RoBEHQHREaQRB0R4RGEATdEaERBEF3RGgEIVjKyqCwUP0UQkKERhCCYdky6NYNLrtM/Vy2LNYWmQoRGkEIRFkZ3HILOOYft9th+nRp2YSACI0gBGLPnkaRcVBfD998Ext7TIgIjSAEolcv8Kwgl5AAPXvGxh4TIkIjCIHIyoIlS1RxAfXzqafU7UJQmLbwlSBElalTIT9f7S717CkiEyIRt2g++OADrrnmGjp37ozFYuGNN97we/zmzZuxWCxNlvLy8khNEQR9ycqCESNEZMIgYqGprq5mwIABLFy4MKTzdu/ezeHDh51Lenp6pKYIgmBQIu46XXnllVx55ZUhn5eenk7btm0jvb3Q3CgrU0eBevWSloWJiJkzeODAgXTq1IlRo0bx4YcfBjy+traWyspKt0VoZjTnoDmTRyVHXWg6derE4sWLee2113jttdfIzs5mxIgRFBcX+z2voKCAtLQ05yJzOjUzmnPQXBwIrEVRFEWzi1ksvP7664wbNy6k84YPH07Xrl15/vnnfR5TW1tLbW2t87tjThmbzSbTrTQHCgvVB83b9hEjom5O1CgrU8XFNWAwIQG++y7mXcfKykrS0tKCegYNMbw9ePBgtm7d6veYpKQkkpKSomSRYDgcQXOeD1y8B835i0o2kY/KEAF7JSUldOrUKdZmCEamuQbNxUlUcsQtmqqqKr5xyfnYt28fJSU
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABL7klEQVR4nO2deXgUVdbG3+6QdDAbazYSFgVBkM1AYtyCEomKMoyjAjMKwwBGxlEUUcBRg46fEXHBUWQXHGUUVEBUBDEERYgghIwsigGBJGRBRDoEstF9vz9uet+quqq6qzrn9zz1dPet7XQn9617zz33XB1jjIEgCEJB9ME2gCCI0IeEhiAIxSGhIQhCcUhoCIJQHBIagiAUh4SGIAjFIaEhCEJxSGgIglAcEhqCIBSHhIaQjW3btkGn02Hbtm3BNoVQGSQ0KmXlypXQ6XTYs2ePtWzjxo2YM2dO8Ixq4a233sLKlSuDbYZirFu3Djk5OUhOTobBYEBKSgruuusuHDhwwO3xGzZswFVXXYXIyEh07doVeXl5uHjxYoCtVjckNBpi48aNePbZZ4NthkehueGGG1BfX48bbrgh8EbJyP79+9G+fXtMmzYNb731FqZOnYp9+/YhPT0d//vf/xyO/eKLLzB69Gi0a9cOb7zxBkaPHo3nn38eDz30UJCsVydtgm0AEVwYY2hoaEDbtm0lX0uv1yMyMlIGq4LLM88841I2efJkpKSkYOHChVi0aJG1fMaMGRgwYAC+/PJLtGnDq1NsbCxeeOEFTJs2DX369AmY3WqGWjQa4a9//SsWLFgAANDpdNbNgtlsxvz589GvXz9ERkYiISEBubm5+P333x2u0717d9x+++3YvHkzhgwZgrZt22Lx4sUAgBUrVuCmm25CfHw8DAYD+vbti4ULF7qcf/DgQXz99ddWG4YNGwbAs4/mww8/RFpaGtq2bYtOnTrh3nvvxcmTJ12+X3R0NE6ePInRo0cjOjoanTt3xowZM2AymeT4CSURHx+PSy65BGfPnrWWHTp0CIcOHcL9999vFRkA+Pvf/w7GGD766KMgWKpOqEWjEXJzc1FZWYktW7bg3Xffdbt/5cqVmDhxIh5++GEcO3YMb775Jvbt24cdO3YgPDzceuzhw4cxbtw45ObmYsqUKejduzcAYOHChejXrx9GjRqFNm3a4NNPP8Xf//53mM1mPPjggwCA+fPn46GHHkJ0dDT++c9/AgASEhI82m2xaejQocjPz0dNTQ1ef/117NixA/v27UO7du2sx5pMJuTk5CAjIwMvv/wyvvrqK7zyyiu47LLLMHXqVK+/T11dHRoaGnz+juHh4YiLi/N5HACcPXsWzc3NqK6uxvz581FbW4vhw4db9+/btw8AMGTIEIfzkpOTkZKSYt1PAGCEKlmxYgUDwL7//ntr2YMPPsjc/cm2b9/OALBVq1Y5lG/atMmlvFu3bgwA27Rpk8t1Lly44FKWk5PDLr30Uoeyfv36saysLJdjCwsLGQBWWFjIGGOsqamJxcfHsyuvvJLV19dbj/vss88YAPbMM89YyyZMmMAAsOeee87hmoMHD2ZpaWku93LGcr6vzZ3dnujdu7f1vOjoaPbUU08xk8lk3T9v3jwGgJWVlbmcO3ToUHb11VcLvleoQy2aEODDDz9EXFwcbr75Zpw+fdpanpaWhujoaBQWFuLPf/6ztbxHjx7IyclxuY69n8ZoNKK5uRlZWVnYvHkzjEaj4JaAhT179uDUqVOYM2eOg+9m5MiR6NOnDz7//HMX5/YDDzzg8Pn6669324Jz5oknnsC9997r87j27dsLtJ53JWtra/HLL79gxYoVqK+vh8lkgl7PPQ719fUAAIPB4HJuZGQkamtrBd8r1CGhCQFKS0thNBoRHx/vdv+pU6ccPvfo0cPtcTt27EBeXh6Kiopw4cIFh33+CM2JEycAwNo1s6dPnz749ttvHcoiIyPRuXNnh7L27du7+Jnc0bdvX/Tt21eUfb7IzMy0vh87diyuuOIKAMDLL78MwCbMjY2NLufK5WAPFUhoQgCz2Yz4+HisWrXK7X7nyuuuAhw9ehTDhw9Hnz598OqrryI1NRURERHYuHEjXnvtNZjNZkVstycsLMzvc41Go7WF4Y2IiAh06NBB9PXbt2+Pm266CatWrbIKTVJSEgCgqqoKqampDsdXVVUhPT1d9H1CFRIaDWE/ymTPZZddhq+++grXXnut30/RTz/9FI2NjdiwYQO6du1qLS8sLBRshzPdunUDwJ3PN910k8O+w4cPW/fLwbRp0/DOO+/4PC4rK8vvyOX6+noYjUbr50GDBgHgXUR7UamsrERFRQXuv/9+v+4TipDQaIioqCgAfDTEfrTmnnvuwVtvvYV//etfeOGFFxzOuXjxIurq6hyOd4elNcHsctUbjUasWLHCrR32w7yeGDJkCOLj47Fo0SL87W9/s/oyvvjiC/z4449u41X8RU4fzalTp1y6ocePH0dBQYHDCFO/fv3Qp08fLFmyBLm5udbfcOHChdDpdLjrrrtEfovQhYRGQ6SlpQEAHn74YeTk5CAsLAxjx45FVlYWcnNzkZ+fj5KSEowYMQLh4eEoLS3Fhx9+iNdff93nP/2IESMQERGBO+64A7m5uairq8PSpUsRHx+PqqoqFzsWLlyI559/Hj179kR8fLxLiwXgQ8lz587FxIkTkZWVhXHjxlmHt7t3745HH31Utt9GTh9N//79MXz4cAwaNAjt27dHaWkpli9fjubmZrz44osOx86bNw+jRo3CiBEjMHbsWBw4cABvvvkmJk+ebPXpEKDhbbXibnj74sWL7KGHHmKdO3dmOp3OZah7yZIlLC0tjbVt25bFxMSw/v37syeeeIJVVlZaj+nWrRsbOXKk23tu2LCBDRgwgEVGRrLu3buzuXPnsrfffpsBYMeOHbMeV11dzUaOHMliYmIchoydh7ctrF69mg0ePJgZDAbWoUMH9pe//IVVVFQ4HDNhwgQWFRXlYlNeXp7bIX0lycvLY0OGDGHt27dnbdq0YcnJyWzs2LHshx9+cHv8unXr2KBBg5jBYGApKSnsqaeeYk1NTQG1We3oGKN1nQiCUBaagkAQhOKQ0BAEoTgkNARBKA4JDUEQikNCQxCE4pDQEAShOJoN2DObzaisrERMTIzgkHiCIOSDMYZz584hOTnZOqPdE5oVmsrKSpeJbARBBJ7y8nKkpKR4PUazQhMTEwOAf8nY2NggW0MQrY/a2lqkpqZa66I3NCs0lu5SbGwsCQ1BBBEhrgtyBhMEoTgkNARBKA4JDUEQikNCQxCE4pDQEAShOCQ0BEEoDgkNQRCKQ0JDEITikNAQBKE4JDQEQSgOCQ1BCKWiAigs5K+EKEhoCEIIy5cD3boBN93EX5cvD7ZFmoKEhiB8UVEB3H8/YFl/3GwGcnOpZSMCEhqC8EVpqU1kLJhMwJEjwbFHg5DQEIQvevUCnDPIhYUBPXsGxx4NQkJDEL5ISQGWLOHiAvDXxYt5OSEIzSa+IoiAMmkSkJPDu0s9e5LIiERyi+abb77BHXfcgeTkZOh0Oqxfv97r8du2bYNOp3PZqqurpZpCEMqSkgIMG0Yi4weSheb8+fMYOHAgFixYIOq8w4cPo6qqyrrFx8dLNYUgCJUiuet066234tZbbxV9Xnx8PNq1ayf19kRro6KCjwL16kUtCw0RNGfwoEGDkJSUhJtvvhk7duzweXxjYyNqa2sdNqKV0ZqD5jQelRxwoUlKSsKiRYvw8ccf4+OPP0ZqaiqGDRuG4uJir+fl5+cjLi7OutGaTq2M1hw0FwICq2OMMdkuptNh3bp1GD16tKjzsrKy0LVrV7z77rsej2lsbERjY6P1s2VNGaPRSMuttAYKC3lFc1c+bFjAzQkYFRVcXOwDBsPCgOPHg951rK2tRVxcnKA6qIrh7fT0dHz77bdejzEYDDAYDAGyiFAdlqA55woX6kFz3qKSNeSjUkXAXklJCZKSkoJtBqFmWmvQXIhEJUtu0dTV1eGI3ZyPY8eOoaSkBB06dEDXrl0xe/ZsnDx5Ev/5z38AAPPnz0e
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLy0lEQVR4nO2de3wU5fX/37sLSSAJQW4JlwAiKILcGiSGb21Q0KgI0lZFvBARES+1WGpBfq2ifv02xSu2IiAgaEUFKioqQgWiIkQRgXqppWi5JEACFNiQAAlk5/fHZJO9zN5ndnc25/16zWt3Z+dyZpP5zPOc55zzWBRFURAEQTAQa6wNEAQh8RGhEQTBcERoBEEwHBEaQRAMR4RGEATDEaERBMFwRGgEQTAcERpBEAxHhEYQBMMRoRF04+OPP8ZisfDxxx/H2hQhzhChiVOWLFmCxWJh69atDetWr17No48+Gjuj6nnxxRdZsmRJrM0wjEcffRSLxeK1pKSkeG07d+5cbrjhBrp27YrFYuH222+PvsEmoFmsDRCCZ/Xq1cyZMyfmYvPiiy/Srl07r5vqZz/7GadOnSIpKSk2hunM3LlzSUtLa/hss9m8tpk1axYnTpxgyJAhHDx4MJrmmQoRmiaOoiicPn2aFi1aRHwsq9Wq+dQ3K9dffz3t2rXzu80nn3zS0JpxFSXBHek6mYTbb7+dOXPmALg15504HA5mz55N3759SUlJITMzk8mTJ3Ps2DG343Tv3p1rr72WtWvXMnjwYFq0aMH8+fMBWLx4MZdffjkdOnQgOTmZPn36MHfuXK/9v/vuOz755JMGG4YNGwb49tGsWLGCnJwcWrRoQbt27bj11lvZv3+/1/WlpaWxf/9+xowZQ1paGu3bt+fBBx+krq5Oj58wZBRFobKyEn8FDrp16+b2dxC0kRaNSZg8eTIHDhzgo48+4q9//avm90uWLGHChAn8+te/Zvfu3bzwwgts376dTZs20bx584Ztd+7cybhx45g8eTKTJk3iggsuANSuQt++fRk9ejTNmjXjvffe495778XhcHDfffcBMHv2bO6//37S0tL4/e9/D0BmZqZPu502XXzxxRQVFVFRUcHzzz/Ppk2b2L59O61bt27Ytq6ujoKCAnJzc3n66adZt24dzzzzDOeddx733HOP39+nqqqK06dPB/wdmzdvTkZGRsDtAHr06EFVVRWpqamMGTOGZ555xu+1Cn5QhLhk8eLFCqB8+eWXDevuu+8+RetPtnHjRgVQli5d6rZ+zZo1Xuu7deumAMqaNWu8jnPy5EmvdQUFBUqPHj3c1vXt21fJz8/32ra4uFgBlOLiYkVRFKW2tlbp0KGDctFFFymnTp1q2O79999XAOWRRx5pWFdYWKgAyuOPP+52zEGDBik5OTle5/LEuX+gRctuT2bPnq386le/UpYuXar87W9/U6ZMmaI0a9ZM6dWrl2K3233ul5qaqhQWFgY8flNEWjQJwIoVK8jIyOCKK67gyJEjDetzcnJIS0ujuLiYm2++uWH9ueeeS0FBgddxXP00drudM2fOkJ+fz9q1a7Hb7UG3BJxs3bqVQ4cO8eijj7r5bkaOHEnv3r354IMPeOyxx9z2ufvuu90+X3rppZotOE+mTZvGrbfeGnC7c845J+A2U6ZMcfv8y1/+kiFDhnDLLbfw4osv8tBDDwU8huCOCE0CsGvXLux2Ox06dND8/tChQ26fzz33XM3tNm3axMyZMykpKeHkyZNu34UjNHv37gVo6Jq50rt3bz777DO3dSkpKbRv395t3TnnnOPlZ9KiT58+9OnTJyT7QuHmm2/mt7/9LevWrROhCQMRmgTA4XDQoUMHli5dqvm9582rNcL0448/Mnz4cHr37s2zzz5LdnY2SUlJrF69mueeew6Hw2GI7a5oDR8Hi91u59SpUwG3S0pKok2bNmGdIzs7m6NHj4a1b1NHhMZE+BrdOO+881i3bh3/8z//E/Yw9XvvvUdNTQ2rVq2ia9euDeuLi4uDtsOTbt26Aarz+fLLL3f7bufOnQ3f68GUKVN45ZVXAm6Xn58fVuSyoijs2bOHQYMGhWGdIEJjIlJTUwE4fvy422jNjTfeyIsvvsj//u//8sc//tFtn7Nnz1JVVeW2vRbO1oTiMpRrt9tZvHixph3Hjx8PaO/gwYPp0KED8+bN44477iA5ORmADz/8kO+//55HHnkk4DGCRU8fzeHDh71agXPnzuXw4cNcddVVYdvYlBGhMRE5OTkA/PrXv6agoACbzcZNN91Efn4+kydPpqioiB07dnDllVfSvHlzdu3axYoVK3j++ee5/vrr/R77yiuvJCkpiVGjRjF58mSqqqpYsGABHTp08Ip4zcnJYe7cuTzxxBP07NmTDh06eLVYQB1KnjVrFhMmTCA/P59x48Y1DG93796d3/zmN7r9Nnr6aLp168bYsWPp168fKSkpfPbZZ7z55psMHDiQyZMnu2373nvv8Y9//AOAM2fO8PXXX/PEE08AMHr0aPr376+LTaYn1sNegjZaw9tnz55V7r//fqV9+/aKxWLxGup+6aWXlJycHKVFixZKenq60q9fP2XatGnKgQMHGrbp1q2bMnLkSM1zrlq1Sunfv7+SkpKidO/eXZk1a5by8ssvK4Cye/fuhu3Ky8uVkSNHKunp6W5Dxp7D206WLVumDBo0SElOTlbatGmj3HLLLUpZWZnbNoWFhUpqaqqXTTNnztQc0jeSO++8U+nTp4+Snp6uNG/eXOnZs6cyffp0pbKy0mtbf8Pqixcvjqrd8YxFUWReJ0EQjEVSEARBMBwRGkEQDEeERhAEwxGhEQTBcERoBEEwHBEaQRAMx7QBew6HgwMHDpCeni6FhwQhBiiKwokTJ+jUqRNWq/82i2mF5sCBA2RnZ8faDEFo8pSWltKlSxe/25hWaNLT0wH1Ilu1ahVjawSh6VFZWUl2dnbDvegP0wqNs7vUqlUrERpBiCHBuC7EGSwIguGI0AiCYDgiNIIgGI4IjSAIhiNCIwiC4YjQCIJgOCI0giAYjgiNIAiGI0IjCILhiNAIgmA4IjSCECxlZVBcrL4KISFCIwjBsGgRdOsGl1+uvi5aFGuLTIUIjSAEoqwM7roLnPOPOxwwebK0bEJAhEYQArFrV6PIOKmrgx9+iI09JkSERhAC0asXeFaQs9mgZ8/Y2GNCRGgEIRBdusBLL6niAurr/PnqeiEoTFv4ShCiysSJUFCgdpd69hSRCZGIWzSffvopo0aNolOnTlgsFt555x2/23/88cdYLBavpby8PFJTBMFYunSBYcNEZMIgYqGprq5mwIABzJkzJ6T9du7cycGDBxuWDh06RGqKIAhxSsRdp6uvvpqrr7465P06dOhA69atIz290NQoK1NHgXr1kpaFiYiZM3jgwIF07NiRK664gk2bNgXcvqamhsrKSrdFaGI05aA5k0clR11oOnbsyLx583jrrbd46623yM7OZtiwYWzbts3vfkVFRWRkZDQsMqdTE6MpB80lgMBaFEVRdDuYxcLbb7/NmDFjQtovPz+frl278te//tXnNjU1NdTU1DR8ds4pY7fbZbqVpkBxsXqjaa0fNizq5kSNsjJVXFwDBm022LMn5l3HyspKMjIygroH42J4e8iQIXz22Wd+t0lOTiY5OTlKFglxhzNozvOGS/SgOX9RySbyUcVFwN6OHTvo2LFjrM0Q4pmmGjSXIFHJEbdoqqqq+MEl52P37t3s2LGDNm3a0LVrV2bMmMH+/ft59dVXAZg9ezbnnnsuffv25fTp0yxcuJANGzbw97//PVJThESnKQbNOQV28mS1JWNSgY1YaLZu3cpll13W8Hnq1KkAFBYWsmTJEg4ePMi+ffsavq+treW3v/0t+/fvp2XLlvTv359169a5HUMQfNKli+lusohJAIHV1RkcTUJxRAmCoD+h3INx4aMRBCGxEaERBMFwRGgEQTAcERpBEAxHhEaIPibP2xFCR4RGiC4JkLcjhI4IjRA9mnJiZBNHhEaIHok+m4B0CX0iQiNEjwTJ29FEuoR+EaERokeiJkZKlzA
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABK7ElEQVR4nO2deXgUVfb3v92dpANJCLIkISQQFBRBNlFicAkKGBVFVGRRIWrA6LgOowKOCji+RgZF+CmCQCSjoiwKiMjACARFibKEOIgagWFJCAmg0iGBJNB93z9uel+rq6qrqvt8nqee7q71VKC+de8595yrY4wxEARByIheaQMIggh/SGgIgpAdEhqCIGSHhIYgCNkhoSEIQnZIaAiCkB0SGoIgZIeEhiAI2SGhIQhCdkhoCMnYunUrdDodtm7dqrQphMogoVEpRUVF0Ol02LVrl23d+vXrMX36dOWMaubdd99FUVGR0mbIxvTp06HT6dyW2NhYj/vX1NQgPz8fHTt2RGxsLDIyMpCXlxdiq9VNlNIGEIGzfv16zJs3T3Gxeffdd9GuXTs8+OCDTutvuOEGnDt3DjExMcoYJjHz589HfHy87bfBYHDbp6KiAtdeey0A4NFHH0XHjh1RVVWFHTt2hMxOLUBCE+EwxtDQ0IAWLVqIPpder/f61tciI0eORLt27Xzuk5+fj6ioKOzcuRNt27YNkWXag7pOGuHBBx/EvHnzAMCpOW/FYrFgzpw56NmzJ2JjY5GcnIz8/Hz8+eefTufJyMjA7bffjo0bN+Kqq65CixYt8N577wEAlixZgptuuglJSUkwGo3o0aMH5s+f73b8vn378PXXX9tsGDRoEADvPpqVK1eif//+aNGiBdq1a4cHHngAx44dc7u/+Ph4HDt2DCNGjEB8fDzat2+PZ599FmazWYo/oWAYY6itrYW3Age//vor/v3vf+O5555D27Zt0dDQgPPnz4fYSm1ALRqNkJ+fj6qqKnz11Vf48MMPPW4vKirCQw89hKeeegqHDh3CO++8gz179uC7775DdHS0bd/y8nKMHTsW+fn5mDhxIi677DIAvKvQs2dPDB8+HFFRUfjiiy/wl7/8BRaLBY8//jgAYM6cOXjyyScRHx+Pv//97wCA5ORkr3Zbbbr66qtRUFCAmpoazJ07F9999x327NmD1q1b2/Y1m83IyclBZmYm3njjDWzatAlvvvkmLrnkEjz22GM+/z51dXVoaGjw+3eMjo5GYmKi3/0A4OKLL0ZdXR3i4uIwYsQIvPnmm073umnTJgD8/gcPHowtW7bAYDBg6NChmD9/PjIyMgK6TkTACFWyZMkSBoDt3LnTtu7xxx9nnv7Jtm3bxgCwpUuXOq3fsGGD2/rOnTszAGzDhg1u5zl79qzbupycHHbxxRc7revZsyfLzs5227e4uJgBYMXFxYwxxpqamlhSUhK74oor2Llz52z7rVu3jgFgL7/8sm1dbm4uA8BeeeUVp3P269eP9e/f3+1arliP97d4stuVOXPmsCeeeIItXbqUffrpp+zpp59mUVFRrFu3bsxkMtn2e+qppxgA1rZtW3bLLbew5cuXs1mzZrH4+Hh2ySWXsPr6er/XihSoRRMGrFy5EomJiRg6dChOnTplW9+/f3/Ex8ejuLgY9913n219ly5dkJOT43YeRz+NyWTC+fPnkZ2djY0bN8JkMgXcErCya9cunDhxAtOnT3fy3QwbNgzdu3fHl19+iRkzZjgd8+ijjzr9vv766z224Fx5/vnn8cADD/jd76KLLvK7z9NPP+30+5577sGAAQNw//33491338WUKVMA8FYUAKSkpODLL7+EXs89EWlpaRg7diw+/vhjTJgwwe/1IgESmjBg//79MJlMSEpK8rj9xIkTTr+7dOnicb/vvvsO06ZNQ0lJCc6ePeu0LRihOXLkCADYumaOdO/eHd9++63TutjYWLRv395p3UUXXeTmZ/JEjx490KNHD0H2CeG+++7D3/72N2zatMkmNFZhHjVqlE1kAODee+/FuHHjsH37dhKaZkhowgCLxYKkpCQsXbrU43bXh9dThOngwYMYPHgwunfvjtmzZyM9PR0xMTFYv3493nrrLVgsFllsd8RT+DhQTCYTzp0753e/mJgYtGnTJqhrpKen448//rD9Tk1NBeDuozIYDGjbtm1AAhkpkNBoCMcokyOXXHIJNm3ahGuvvTboMPUXX3yBxsZGrF27Fp06dbKtLy4uDtgOVzp37gyAO59vuukmp23l5eW27VLw9NNP41//+pff/bKzs4MaucwYw+HDh9GvXz/buv79+wOAWwStqakJp06dchP4SIaERkPExcUBAE6fPu0UrRk1ahTeffdd/OMf/8Brr73mdMyFCxdQV1fntL8nrK0J5hDKNZlMWLJkiUc7Tp8+7dfeq666CklJSViwYAEefvhhGI1GAMC///1v/PLLL3j55Zf9niNQpPTRnDx50k0k5s+fj5MnT+KWW26xrRs0aJCtJfnCCy/Y/FBFRUUwm80YOnSowLsIX0hoNIT1DfrUU08hJycHBoMBY8aMQXZ2NvLz81FQUICysjLcfPPNiI6Oxv79+7Fy5UrMnTsXI0eO9Hnum2++GTExMbjjjjuQn5+Puro6LFq0CElJSTh+/LibHfPnz8err76Krl27Iikpya3FAvBQ8syZM/HQQw8hOzsbY8eOtYW3MzIy8Ne//lWyv42UPprOnTtj9OjR6NWrF2JjY/Htt99i2bJl6Nu3L/Lz8237GY1GzJo1C7m5ubjhhhswbtw4HD16FHPnzsX111+Pu+++WxJ7wgKlw16EZzyFty9cuMCefPJJ1r59e6bT6dxC3QsXLmT9+/dnLVq0YAkJCaxXr17s+eefZ1VVVbZ9OnfuzIYNG+bxmmvXrmW9e/dmsbGxLCMjg82cOZO9//77DAA7dOiQbb/q6mo2bNgwlpCQ4BQydg1vW1m+fDnr168fMxqNrE2bNuz+++9nlZWVTvvk5uayuLg4N5umTZvmMaQvJxMmTGA9evRgCQkJLDo6mnXt2pVNnjyZ1dbWetz/k08+YX369GFGo5ElJyezJ554wuu+kYqOMZrXiSAIeaEUBIIgZIeEhiAI2SGhIQhCdkhoCIKQHRIagiBkh4SGIAjZ0eyAPYvFgqqqKiQkJAQ8JJ4gCOlgjOHMmTNITU11Sir1hGaFpqqqCunp6UqbQRART0VFBdLS0nzuo1mhSUhIAMBvslWrVgpbQxCRR21tLdLT023Poi80KzTW7lKrVq1IaAhCQQJxXZAzmCAI2SGhIQhCdkhoCIKQHRIagiBkh4SGIAjZIaEhCEJ2SGgIgpAdEhqCIGSHhIYgCNkhoSEIQnZIaAgiUCorgeJi/kkIgoSGIAKhsBDo3Bm46Sb+WViotEWagoSGIPxRWQk88ghgnX/cYgHy86llIwASGoLwx/79dpGxYjYDBw4oY48GIaEhCH906wa4VpAzGICuXZWxR4OQ0BCEP9LSgIULubgA/PO99/h6IiA0W/iKIEJKXh6Qk8O7S127ksgIRHSL5ptvvsEdd9yB1NRU6HQ6rFmzxuf+W7duhU6nc1uqq6vFmkIQ8pKWBgwaRCITBKKFpr6+Hn369MG8efMEHVdeXo7jx4/blqSkJLGmEAShUkR3nW699Vbceuutgo9LSkpC69atxV6eiDQqK3kUqFs3alloCMWcwX379kWHDh0wdOhQfPfdd373b2xsRG1trdNCRBiRPGhO46OSQy40HTp0wIIFC/DZZ5/hs88+Q3p6OgYNGoTS0lKfxxUUFCAxMdG20JxOEUYkD5oLA4HVMcaYZCfT6bB69WqMGDFC0HHZ2dno1KkTPvzwQ6/7NDY2orGx0fbbOqeMyWSi6VYigeJi/qB5Wj9oUMjNCRmVlVxcHAcMGgzA4cOKdx1ra2uRmJgY0DOoivD2gAED8O233/rcx2g0wmg0hsgiQnVYB825PnDhPmjO16hkDfmoVDFgr6ysDB06dFDaDELNROqguTAZlSy6RVNXV4cDDjkfhw4dQllZGdq0aYNOnTph6tSpOHbsGD744AMAwJw
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABL3UlEQVR4nO2deXgUVdbG3+4m6WASgkAWQgJBQRBkEyWCC4xGoiLIOAoyCsggRMd1GASZcYg4zmQYXNBPBGTL6KAsijvCsARFiLJGWRxEJpAESBCRDglkoft+f9z03tVd1VXVVdU5v+epp7uraznVSb1177nnnGtijDEQBEGoiFlrAwiCiH5IaAiCUB0SGoIgVIeEhiAI1SGhIQhCdUhoCIJQHRIagiBUh4SGIAjVIaEhCEJ1SGgIxdiyZQtMJhO2bNmitSmEziCh0SmFhYUwmUzYtWuXa93atWvx3HPPaWdUE2+88QYKCwu1NkM1srKyYDKZAi5du3b1276qqgp5eXno0KED4uLikJWVhYkTJ2pguX5pobUBhHjWrl2LefPmaS42b7zxBtq1a4cHH3zQa/1NN92ECxcuIDY2VhvDFGLu3LmoqanxWnfs2DE8++yzGDp0qNf68vJyXH/99QCAhx9+GB06dMCJEyewY8eOiNlrBEhomjmMMdTV1aFly5ayj2U2mxEXF6eAVdoycuRIv3UvvPACAOD+++/3Wp+Xl4cWLVpg586daNu2bSTMMyTUdTIIDz74IObNmwcAXk15Jw6HA3PnzkXPnj0RFxeH1NRU5OXl4ZdffvE6TlZWFu68806sX78e11xzDVq2bImFCxcCAJYtW4abb74ZKSkpsFqt6NGjB+bPn++3/4EDB/DFF1+4bBgyZAgAYR/N6tWr0b9/f7Rs2RLt2rXDAw88gOPHj/tdX0JCAo4fP46RI0ciISEBycnJmDp1Kux2uxI/oSzeeecddO7cGYMGDXKt++9//4vPP/8cTz/9NNq2bYu6ujo0NjZqaKV+oRaNQcjLy8OJEyewYcMGvP322wG/LywsxIQJE/DEE0+gtLQUr7/+Ovbu3Ytt27YhJibGte2hQ4cwZswY5OXlYdKkSejWrRsAYP78+ejZsydGjBiBFi1a4JNPPsHvf/97OBwOPProowB4t+Lxxx9HQkIC/vznPwMAUlNTBe122nTttdeioKAAVVVVePXVV7Ft2zbs3bsXrVu3dm1rt9uRm5uL7OxsvPjii9i4cSNeeuklXH755XjkkUeC/j41NTWoq6sL+TvGxMQgKSkp5Hae7N27F99//73rep1s3LgRAL/+W265BZs3b4bFYsGtt96K+fPnIysrS9J5ohpG6JJly5YxAGznzp2udY8++igL9CfbunUrA8CWL1/utX7dunV+6zt16sQAsHXr1vkd5/z5837rcnNz2WWXXea1rmfPnmzw4MF+2xYVFTEArKioiDHGWENDA0tJSWFXXXUVu3Dhgmu7Tz/9lAFgM2fOdK0bP348A8Cef/55r2P269eP9e/f3+9cvjj3D7UEsjsUf/zjHxkAdvDgQa/1TzzxBAPA2rZty2677Ta2cuVKNmfOHJaQkMAuv/xyVltbK/lc0Qq1aKKA1atXIykpCbfeeitOnz7tWt+/f38kJCSgqKgIv/3tb13rO3fujNzcXL/jePppbDYbGhsbMXjwYKxfvx42m01yS2DXrl04deoUnnvuOS/fzbBhw9C9e3d89tlnmDVrltc+Dz/8sNfnG2+8MWALzpdp06bhgQceCLndpZdeKtJ6jsPhwIoVK9CvXz9ceeWVXt85HcZpaWn47LPPYDZzT0RGRgbGjBmDd955Bw899JCk80UrJDRRwOHDh2Gz2ZCSkhLw+1OnTnl97ty5c8Dttm3bhvz8fBQXF+P8+fNe34UjNMeOHQMAV9fMk+7du+Orr77yWhcXF4fk5GSvdZdeeqmfnykQPXr0QI8ePSTZJ4YvvvgCx48fxx/+8Ae/75zCPGrUKJfIAMC9996LsWPHYvv27SQ0TZDQRAEOhwMpKSlYvnx5wO99b95AI0xHjhzBLbfcgu7du+Pll19GZmYmYmNjsXbtWrzyyitwOByq2O6JxWIJe1+bzYYLFy6E3C42NhZt2rQRfdzly5fDbDZjzJgxft+lp6cD8PdRWSwWtG3bVpRANhdIaAyE5yiTJ5dffjk2btyI66+/Puxh6k8++QT19fX4+OOP0bFjR9f6oqIi0Xb40qlTJwDc+XzzzTd7fXfo0CHX90rw5JNP4l//+lfI7QYPHiw6crm+vh7vv/8+hgwZ4hIVT/r37w8AfiNoDQ0NOH36tJ/AN2dIaAxEfHw8AODs2bNeozWjRo3CG2+8gb/+9a/4+9//7rXPxYsXUVNT47V9IJytCeZRq95ms2HZsmUB7Th79mxIe6+55hqkpKRgwYIF+N3vfger1QoA+Pzzz/H9999j5syZIY8hFjV8NGvXrsXZs2f9YmecDBkyxNWS/NOf/uTyQxUWFsJut+PWW28Vfa5oh4TGQDifoE888QRyc3NhsVhw3333YfDgwcjLy0NBQQFKSkowdOhQxMTE4PDhw1i9ejVeffVV3HPPPUGPPXToUMTGxmL48OHIy8tDTU0NFi1ahJSUFJw8edLPjvnz5+OFF15Aly5dkJKS4tdiAfhQ8uzZszFhwgQMHjwYY8aMcQ1vZ2VlBfR7hIsaPprly5fDarXiN7/5TcDvrVYr5syZg/Hjx+Omm27C2LFjUVZWhldffRU33ngj7r77bkXtMTRaD3sRgQk0vH3x4kX2+OOPs+TkZGYymfyGut98803Wv39/1rJlS5aYmMh69erFpk2bxk6cOOHaplOnTmzYsGEBz/nxxx+z3r17s7i4OJaVlcVmz57Nli5dygCw0tJS13aVlZVs2LBhLDEx0WvI2Hd428nKlStZv379mNVqZW3atGH3338/q6io8Npm/PjxLD4+3s+m/Pz8gEP6amOz2VhcXBy7++67Q2777rvvsj59+jCr1cpSU1PZY489xqqrqyNgpXEwMUbzOhEEoS6UgkAQhOqQ0BAEoTokNARBqA4JDUEQqkNCQxCE6pDQEAShOoYN2HM4HDhx4gQSExNFh8QTBKEcjDGcO3cO6enpXkmlgTCs0Jw4cQKZmZlam0EQzZ7y8nJkZGQE3cawQpOYmAiAX2SrVq00toYgmh/V1dXIzMx03YvBMKzQOLtLrVq1IqEhCA0R47ogZzBBEKpDQkMQhOqQ0BAEoTokNARBqA4JDUEQqkNCQxCE6pDQEAShOiQ0BEGoDgkNQRCqQ0JDEITqkNAQhFgqKoCiIv5KSIKEhiDEsGQJ0KkTcPPN/HXJEq0tMhQkNAQRiooKYPJkwDn/uMMB5OVRy0YCJDQEEYrDh90i48RuB378URt7DAgJDUGEomtXwLeCnMUCdOmijT0GhISGIEKRkQG8+SYXF4C/LlzI1xOiMGzhK4KIKBMnArm5vLvUpQuJjERkt2i+/PJLDB8+HOnp6TCZTPjwww+Dbr9lyxaYTCa/pbKyUq4pBKEuGRnAkCEkMmEgW2hqa2vRp08fzJs3T9J+hw4dwsmTJ11LSkqKXFMIgtApsrtOt99+O26//XbJ+6WkpKB169ZyT080Nyoq+ChQ167UsjAQmjmD+/bti/bt2+PWW2/Ftm3bQm5fX1+P6upqr4VoZjTnoDmDRyVHXGjat2+PBQsW4P3338f777+PzMxMDBkyBHv27Am6X0FBAZKSklwLzenUzGjOQXNRILAmxhhT7GAmEz744AOMHDlS0n6DBw9Gx44d8fbbbwtuU19fj/r6etdn55wyNpuNpltpDhQV8Rst0PohQyJuTsSoqODi4hkwaLEAR49q3nWsrq5GUlKSqHtQF8PbAwYMwFdffRV0G6vVCqvVGiGLCN3hDJrzveGiPWguWFSygXxUugjYKykpQfv27bU2g9AzzTVoLkqikmW3aGpqavCjR85HaWkpSkpK0KZNG3Ts2BEzZszA8ePH8dZbbwEA5s6di86dO6Nnz56oq6vD4sWLsXnzZvznP/+RawoR7TTHoDmnwObl8ZaMQQVWttD
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLpElEQVR4nO2deXgUVdbG3+5O0glJSNiSEJKwL4JANEqE0QElklEUUZFlRBg+BHRwGRlkmVEC6kwGcRRHEAQCcUEFFBEVQZaoCFGWEGXRTGSAJEDCJh0SIAnd9/vjpvfqvaqrqnN+z1NPd1fXcqqTeuuec889V8MYYyAIgpAQrdwGEAQR+pDQEAQhOSQ0BEFIDgkNQRCSQ0JDEITkkNAQBCE5JDQEQUgOCQ1BEJJDQkMQhOSQ0BCi8fXXX0Oj0eDrr7+W2xRCYZDQKJT8/HxoNBrs27fPsm7Tpk2YO3eufEY18uabbyI/P19uMyRl27ZtuP3229G6dWvEx8ejX79+ePfddwW3zcvLw3XXXYfIyEh07doVb7zxRpCtVQGMUCSrVq1iANjevXst66ZOncqU8Cfr1asXGzhwoNN6o9HIrly5woxGY/CNEpFPP/2UaTQaNmDAAPbGG2+wRYsWsd///vcMAHv11Vfttl26dCkDwB588EG2bNky9sgjjzAA7F//+pdM1isT+f9rCUGCJTQmk4ldvnzZp31cCU2ocOedd7Lk5GR29epVy7qGhgbWuXNn1qdPH8u6y5cvs1atWrGhQ4fa7f/www+z6OhoduHChaDZrHTIdVIJf/rTn7B48WIAgEajsSxmTCYTFi5ciF69eiEyMhKJiYmYMmUKfvvtN7vjdOjQAffccw+2bNmCm266CVFRUXjrrbcAAKtWrcIdd9yBhIQE6PV69OzZE0uWLHHa//Dhw/jmm28sNgwaNAiA6xjNunXrkJGRgaioKLRu3Rpjx47FyZMnna4vJiYGJ0+exPDhwxETE4M2bdpg+vTpMBqNYvyEXlNdXY0WLVpAr9db1oWFhaF169aIioqyrCsoKMD58+fx5z//2W7/qVOnora2Fl988UXQbFY6YXIbQHjHlClTcOrUKWzdulUwVjBlyhTk5+djwoQJeOqpp3Ds2DEsWrQIBw4cwK5duxAeHm7ZtqSkBGPGjMGUKVMwadIkdO/eHQCwZMkS9OrVC8OGDUNYWBg+++wz/PnPf4bJZMLUqVMBAAsXLsSTTz6JmJgY/P3vfwcAJCYmurTbbNPNN9+M3NxcVFVV4fXXX8euXbtw4MABxMfHW7Y1Go3Izs5GZmYmXnnlFWzbtg3//ve/0blzZzz++ONuf5+amhpcvXrV4+8YHh6OuLg4t9sMGjQI8+fPx/PPP4/x48dDo9Hg/fffx759+7B27VrLdgcOHAAA3HTTTXb7Z2RkQKvV4sCBAxg7dqxHm5oEcjepCGF8cZ127tzJALDVq1fbrd+8ebPT+vbt2zMAbPPmzU7HEXKhsrOzWadOnezWuXKdCgoKGABWUFDAGGOsvr6eJSQksOuvv55duXLFst3nn3/OALA5c+ZY1o0fP54BYC+88ILdMW+44QaWkZHhdC5HzPt7Wrxx+WpqatjIkSOZRqOx7NesWTO2YcMGu+2mTp3KdDqd4DHatGnDRo8e7fFcTQVq0YQA69atQ1xcHO68806cO3fOsj4jIwMxMTEoKCjAH//4R8v6jh07Ijs72+k4tm6BwWBAQ0MDBg4ciC1btsBgMHhsCTiyb98+nDlzBnPnzkVkZKRl/dChQ9GjRw988cUXmDdvnt0+jz32mN3n2267zWVvjy0zZszwqvXQokULj9vo9Xp069YNI0aMwAMPPACj0Yhly5Zh7Nix2Lp1K2655RYAwJUrVxARESF4jMjISFy5csXjuZoKJDQhQGlpKQwGAxISEgS/P3PmjN3njh07Cm63a9cu5OTkoLCwEJcvX7b7zh+hOXHiBABYXDNbevToge+++85uXWRkJNq0aWO3rkWLFk5xJiF69uyJnj17+mSfK5544gl8//33KCoqglbLw5gjR45Er1698PTTT+OHH34AwIW5vr5e8BhXr161E+6mDglNCGAymZCQkIDVq1cLfu948wrdAEePHsXgwYPRo0cPvPrqq0hNTUVERAQ2bdqE1157DSaTSRLbbdHpdH7vazAYvGpBREREoGXLli6/r6+vR15eHmbMmGERGYDHdu666y4sWrQI9fX1iIiIQNu2bWE0GnHmzBk7ka+vr8f58+eRnJzs9/WEGiQ0KsK2l8mWzp07Y9u2bfjd737n91P0s88+Q11dHTZu3Ii0tDTL+oKCAq/tcKR9+/YAePD5jjvusPuupKTE8r0YPP3003j77bc9bjdw4EC3mcvnz5/HtWvXBHu6GhoaYDKZLN+lp6cD4C7i3Xffbdlu3759MJlMlu8JEhpVER0dDQC4ePGiXW/NyJEj8eabb+LFF1/EP//5T7t9rl27hpqaGrvthTC3JphNrXqDwYBVq1YJ2nHx4kWP9t50001ISEjA0qVL8X//93+W7uIvv/wSP//8M+bMmePxGN4iVowmISEB8fHx+OSTT/DCCy9YYjA1NTX47LPP0KNHD4uY33HHHWjZsiWWLFliJzRLlixBs2bNMHTo0ACuKLQgoVERGRkZAICnnnoK2dnZ0Ol0GD16NAYOHIgpU6YgNzcXxcXFGDJkCMLDw1FaWop169bh9ddfx4gRI9wee8iQIYiIiMC9996LKVOmoKamBsuXL0dCQgJOnz7tZMeSJUvw0ksvoUuXLkhISHBqsQDc3Zg/fz4mTJiAgQMHYsyYMZbu7Q4dOuCZZ54R7bcRK0aj0+kwffp0PPfcc7jlllswbtw4GI1G5OXloaKiAu+9955l26ioKLz44ouYOnUqHnroIWRnZ2Pnzp1477338I9//MOti9bkkLvbixBGqHv72rVr7Mknn2Rt2rSxdL3asmzZMpaRkcGioqJYbGws6927N5sxYwY7deqUZZv27ds7ZbKa2bhxI+vTpw+LjIxkHTp0YPPnz2crV65kANixY8cs21VWVrKhQ4ey2NhYuy5jx+5tM2vWrGE33HAD0+v1rGXLluzhhx9mFRUVdtuMHz+eRUdHO9mUk5Mjy7CL1atXs379+rH4+HgWFRXFMjMz2UcffSS47bJly1j37t1ZREQE69y5M3vttdeYyWQKssXKRsMYzetEEIS00BAEgiAkh4SGIAjJIaEhCEJySGgIgpAcEhqCICSHhIYgCMlRbcKeyWTCqVOnEBsb63VKPEEQ4sEYw6VLl5CcnGw3LkwI1QrNqVOnkJqaKrcZBNHkKS8vR0pKitttVCs0sbGxAPhFNm/eXGZrCKLpUV1djdTUVMu96A7VCo3ZXWrevDkJDUHIiDehCwoGEwQhOSQ0BEFIDgkNQRCSQ0JDEITkkNAQBCE5JDQEQUgOCQ1BEJJDQkMQhOSQ0BAEITkkNARBSA4JDUF4S0UFUFDAXwmfIKEhCG/IywPatwfuuIO/5uXJbZGqIKEhCE9UVACTJwPm+cdNJmDKFGrZ+AAJDUF4orTUKjJmjEbg11/lsUeFkNAQhCe6dgUcK8jpdECXLvLYo0JIaAjCEykpwLJlXFwA/vrWW3w94RWqLXxFEEFl4kQgO5u7S126kMj4SMAtmm+//Rb33nsvkpOTodFosGHDBrfbf/3119BoNE5LZWVloKYQhLSkpACDBpHI+EHAQlNbW4u+ffti8eLFPu1XUlKC06dPW5aEhIRATSEIQqEE7DrddddduOuuu3zeLyEhAfHx8YGenmhqVFTwXqCuXalloSJkCwanp6ejbdu2uPPOO7Fr1y6P29fV1aG6utpuIZoYTTlpTuVZyUEXmrZt22Lp0qX4+OOP8fHHHyM1NRWDBg1CUVGR2/1yc3MRFxdnWWhOpyZGU06aCwGB1TDGmGgH02jwySefYPjw4T7tN3DgQKSlpeHdd991uU1dXR3q6uosn81zyhgMBppupSlQUMBvNKH1gwYF3ZygUVHBxcU2YVCnA44fl911rK6uRlxcnFf3oCK6t/v164fvvvvO7TZ6vR56vT5
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABMcklEQVR4nO2deXgUVdbG3+5AOiEbsiQhkIAIyiKyE8ElKJGoLDIzCDIiiIi4DOrwocCMEnWYySCKMIKggOCCsswgKjIghKgIQZYQFWSYwARIgAQQ6JBAFtL3++Om11R3V3VVdVV1zu956unu2vpUJ/XWvefce46JMcZAEAShImatDSAIIvQhoSEIQnVIaAiCUB0SGoIgVIeEhiAI1SGhIQhCdUhoCIJQHRIagiBUh4SGIAjVIaEhFOObb76ByWTCN998o7UphM4godEpK1euhMlkwr59+xzrNm3ahFdeeUU7o+p45513sHLlSq3NUJXVq1ejV69eiIiIQMuWLTFx4kScP3/ebZ+rV69i4sSJuPnmmxEXF4fo6Gh0794dCxYsQE1NjUaW65NGWhtAiGfTpk1YtGiR5mLzzjvvoEWLFnj00Ufd1t955524evUqwsPDtTFMIRYvXoynn34agwYNwrx581BcXIwFCxZg3759+OGHHxAREQGAC82hQ4dw//33o127djCbzdi1axf++Mc/4ocffsAnn3yi8ZXoBxKaBg5jDJWVlYiMjJR9LrPZ7LgJjUp1dTX+9Kc/4c4778TWrVthMpkAAAMGDMCwYcOwdOlSTJkyBQDQrFkz7N692+34J598EnFxcVi4cCHmzZuHxMTEoF+DHqGuk0F49NFHsWjRIgCAyWRyLHZsNhvmz5+Prl27IiIiAgkJCZg8eTIuXrzodp527dph6NCh2LJlC/r06YPIyEi8++67AIAVK1bg7rvvRnx8PCwWC7p06YLFixfXO/7QoUP49ttvHTYMHDgQgHcfzbp169C7d29ERkaiRYsWGDt2LE6dOlXv+qKjo3Hq1CmMGDEC0dHRaNmyJaZNm4ba2lolfkJRHDx4EJcuXcLo0aPdft+hQ4ciOjoaq1ev9nuOdu3aAQAuXbqkkpXGg1o0BmHy5Mk4ffo0tm7dio8++khw+8qVKzFhwgQ8++yzKCwsxMKFC3HgwAHs3LkTjRs3dux75MgRjBkzBpMnT8akSZNw0003AeBdhq5du2L48OFo1KgRvvzySzz99NOw2Wx45plnAADz58/HlClTEB0djT//+c8AgISEBK92223q27cvsrKyUFpaigULFmDnzp04cOAAmjZt6ti3trYWGRkZSE1NxRtvvIFt27bhzTffxA033ICnnnrK5+9TXl6OyspKv79j48aNERcX53V7VVUVAAi28CIjI3HgwAHYbDaYzc5ndHV1NcrKynD16lXs27cPb7zxBtq2bYsOHTr4tafBwAhdsmLFCgaA7d2717HumWeeYUJ/sh07djAAbNWqVW7rN2/eXG9927ZtGQC2efPmeue5cuVKvXUZGRmsffv2buu6du3K0tLS6u2bk5PDALCcnBzGGGPV1dUsPj6e3Xzzzezq1auO/TZu3MgAsFmzZjnWjR8/ngFgr732mts5e/bsyXr37l3vuzyxH+9vEbLblXPnzjGTycQmTpzotv4///mP4xznz5932/bpp5+6fUefPn3YTz/95NfmhgS1aEKAdevWIS4uDvfcc49bZKR3796Ijo5GTk4Ofv/73zvWX3/99cjIyKh3HtenuNVqRU1NDdLS0rBlyxZYrVafLQEh9u3bh7Nnz+KVV15x890MGTIEnTp1wldffYVXX33V7Zgnn3zS7fMdd9wh2ILz5MUXX8TYsWP97nfdddf53N6iRQuMGjUKH3zwATp37ozf/OY3OHXqFKZMmYLGjRujpqYGV69edTvmrrvuwtatW3Hp0iVkZ2fjxx9/REVFhV9bGhIkNCFAQUEBrFYr4uPjBbefPXvW7fP1118vuN/OnTuRmZmJ3NxcXLlyxW1bIEJz4sQJAHB0zVzp1KkTvv/+e7d19lCyK9ddd109P5MQXbp0QZcuXSTZ5413330XV69exbRp0zBt2jQAwNixY3HDDTdg/fr1iI6Odts/ISHB0X0cOXIk/va3v+Gee+5BQUEBOYPrIKEJAWw2G+Lj47Fq1SrB7Z43r5D/4dixYxg0aBA6deqEefPmITk5GeHh4di0aRPeeust2Gw2VWx3JSwsLOBjrVZrvZaGEOHh4WjWrJnPfeLi4vD555/j5MmTOH78ONq2bYu2bdtiwIABaNmypZtfSYiRI0fiz3/+Mz7//HNMnjxZymWELCQ0BsI1CuLKDTfcgG3btuG2224LOEz95ZdfoqqqCl988QVSUlIc63NyckTb4Unbtm0BcOfz3Xff7bbtyJEjju1K8Nxzz+GDDz7wu19aWprokcspKSmO3+LSpUvYv38/fve73/k9zi54VqtV1Pc0BEhoDERUVBQA/k/v+lQdNWoU3nnnHfzlL3/B3/72N7djrl27hvLycr9PYXtrgrnkqrdarVixYoWgHWJCt3369EF8fDyWLFmCxx57DBaLBQDw73//G4cPH8asWbP8nkMsSvlovDFz5kxcu3YNf/zjHx3rzp8/j+bNm9cT3mXLlgHg109wSGgMRO/evQEAzz77LDIyMhAWFoaHHnoIaWlpmDx5MrKyspCfn4/BgwejcePGKCgowLp167BgwQKMHDnS57kHDx6M8PBwDBs2DJMnT0Z5eTmWLl2K+Ph4nDlzpp4dixcvxuzZs9GhQwfEx8fXa7EAPJQ8Z84cTJgwAWlpaRgzZowjvN2uXTu3m1YuSvpo/v73v+PgwYNITU1Fo0aNsGHDBnz99deYPXs2+vbt69jv448/xpIlSzBixAi0b98ely9fxpYtW7B161YMGzZM8DdpsGgd9iKEEQpvX7t2jU2ZMoW1bNmSmUymeqHu9957j/Xu3ZtFRkaymJgY1q1bN/biiy+y06dPO/Zp27YtGzJkiOB3fvHFF+yWW25hERERrF27dmzOnDns/fffZwBYYWGhY7+SkhI2ZMgQFhMT4xYy9gxv21mzZg3r2bMns1gsrFmzZuzhhx9mxcXFbvuMHz+eRUVF1bMpMzNTMKSvJhs3bmT9+vVjMTExrEmTJuzWW29la9eurbff3r172YMPPshSUlKYxWJhUVFRrFevXmzevHmspqYmqDbrHRNjVNeJIAh1oSkIBEGoDgkNQRCqQ0JDEITqkNAQBKE6JDQEQagOCQ1BEKpj2AF7NpsNp0+fRkxMjOgh8QRBKAdjDJcvX0ZSUpJbfh4hDCs0p0+fRnJystZmEESDp6ioCG3atPG5j2GFJiYmBgC/yNjYWI2tIYiGR1lZGZKTkx33oi8MKzT27lJsbCwJDUFoiBjXBTmDCYJQHRIagiBUh4SGIAjVIaEhCEJ1SGgIglAdEhqCIFSHhIYgCNUhoSEIQnVIaAiCUB0SGoIgVIeEhiDEUlwM5OTwV0ISJDQEIYbly4G2bYG77+avy5drbZGhIKEhCH8UFwNPPAHY64/bbMDkydSykQAJDUH4o6DAKTJ2amuBo0e1sceAkNAQhD86dgQ8M8iFhQEdOmhjjwEhoSEIf7RpA7z3HhcXgL+++y5fT4jCsImvCCKoTJwIZGTw7lKHDiQyEpHdovnuu+8wbNgwJCUlwWQyYcOGDT73/+abb2AymeotJSUlck0hCHVp0wYYOJBEJgBkC01FRQW6d++ORYsWSTruyJEjOHPmjGOJj4+XawpBEDpFdtfpvvvuw3333Sf5uPj4eDRt2lTu1xMNjeJiHgXq2JFaFgZCM2dwjx490KpVK9xzzz3YuXOn3/2rqqpQVlbmthANjIY8aM7go5KDLjStWrXCkiVL8K9//Qv/+te/kJycjIEDByIvL8/ncVlZWYiLi3MsVNOpgdGQB82FgMCaGGNMsZOZTPjss88wYsQIScelpaUhJSUFH330kdd9qqqqUFVV5fhsryljtVqp3EpDICeH32hC6wcODLo5QaO4mIuL64DBsDDg+HHNu45lZWWIi4sTdQ/qIrz
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLD0lEQVR4nO2deXgUVdbG3+6QdCCrLEkISUAUZViDASKIE5BIVARxPmUZEQbZ3BcGWUaH4DJGBhQYQZBFcBQVVFBUBDEEQYiyhMyAYgYwkARIEJEOCWSh+35/VLrTS1V3VXdVV1Xn/J6nnu6uruVUJ/XWveece66BMcZAEAShIEa1DSAIIvghoSEIQnFIaAiCUBwSGoIgFIeEhiAIxSGhIQhCcUhoCIJQHBIagiAUh4SGIAjFIaEhfGLnzp0wGAzYuXOn2qYQOoCERgOsXbsWBoMBBw4csK/bsmUL5s6dq55RDbz55ptYu3at2mYoRlFREZ555hn0798f4eHhMBgMOHnypOD2mzdvxk033YTw8HCkpKQgOzsbV69eddomNzcXDz30EG644Qa0aNECHTt2xKRJk3D27FmFr0bDMEJ11qxZwwCw/fv329c99thjTAt/nq5du7KMjAy39RaLhV25coVZLJbAGyUja9asYUajkXXr1o2lpqYyAKy4uJh32y1btjCDwcAGDRrEVqxYwZ544glmNBrZww8/7LRdWloau/baa9mMGTPYypUr2ezZs1lUVBSLj49nZ8+eDcBVaY9mKuscEUAYY6ipqUHz5s39PpbRaER4eLgMVqnL8OHDcfHiRURFRWHBggUoLCwU3Hb69Ono0aMHvv76azRrxt060dHReOWVV/DUU0+hc+fOAIDXX38dAwYMgNHY2GG44447kJGRgSVLluDll19W9Jq0CHWdNMhf/vIXLF26FABgMBjsiw2r1YpFixaha9euCA8PR3x8PKZOnYrff//d6TgdOnTA3XffjW3btqF3795o3rw53nrrLQDAmjVrcNtttyEuLg4mkwldunTBsmXL3Pb/8ccf8e2339ptGDhwIABhH81HH32EtLQ0NG/eHK1bt8bYsWNx+vRpt+uLjIzE6dOnMWLECERGRqJNmzaYPn06LBaLHD+haFq2bImoqCiv2/3000/46aefMGXKFLvIAMCjjz4Kxhg+/vhj+7o//vGPTiJjW9eyZUscPXpUPuN1BLVoNMjUqVNx5swZbN++He+++y7v92vXrsWECRPw5JNPori4GEuWLMGhQ4ewZ88ehIaG2rctKirCmDFjMHXqVEyePBk33ngjAGDZsmXo2rUrhg8fjmbNmuHzzz/Ho48+CqvVisceewwAsGjRIjzxxBOIjIzEc889BwCIj48XtNtmU58+fZCTk4OKigosXrwYe/bswaFDhxAbG2vf1mKxICsrC+np6ViwYAG++eYbvPbaa7juuuvwyCOPePx9qqqqUFNT4/V3DA0NRUxMjNftxHDo0CEAQO/evZ3WJyYmIikpyf69EFVVVaiqqkLr1q1lsUd3qN13I6T5aHbv3s0AsHXr1jmt37p1q9v69u3bMwBs69atbse5fPmy27qsrCzWsWNHp3VCPpq8vDwGgOXl5THGGKurq2NxcXGsW7du7MqVK/btvvjiCwaAzZkzx75u/PjxDAB78cUXnY7Zq1cvlpaW5nYuV2z7e1v47PbE/PnzBX00tu9KSkrcvuvTpw+7+eabPR77pZdeYgBYbm6uJJuCBWrR6IyPPvoIMTExuP3223H+/Hn7+rS0NERGRiIvLw9//vOf7euvvfZaZGVluR3H0U9jNptRX1+PjIwMbNu2DWazWXJL4MCBAzh37hzmzp3r5LsZOnQoOnfujC+//BIvvPCC0z4PP/yw0+dbb72VtwXnyowZMzB27Fiv211zzTUirffOlStXAAAmk8ntu/DwcFRWVgruu2vXLrzwwgsYOXIkbrvtNtls0hMkNDrj2LFjMJvNiIuL4/3+3LlzTp+vvfZa3u327NmD7Oxs5Ofn4/Lly07f+SI0p06dAgB718yRzp0747vvvnNaFx4ejjZt2jitu+aaa9z8THx06dIFXbp0kWSfv9iEuba21u07Tw72n3/+Gffeey+6deuGVatWKWqjliGh0RlWqxVxcXFYt24d7/euNy/fDXDixAkMHjwYnTt3xuuvv47k5GSEhYVhy5YtWLhwIaxWqyK2OxISEuLzvmaz2d7C8ERYWBhatmzp83kcadu2LQDg7NmzSE5Odvru7Nmz6Nu3r9s+paWlGDJkCGJiYrBlyxZRTudghYRGozhGmRy57rrr8M033+CWW27xOUz9+eefo7a2Fps3b0ZKSop9fV5enmg7XGnfvj0Azvns2j0oKiqyfy8HTz31FN555x2v22VkZMiWuZyamgqA6yI6isqZM2dQVlaGKVOmOG3/22+/YciQIaitrUVubq5dqJoqJDQaJSIiAgBw8eJFp2jNyJEj8eabb+Kll17CK6+84rTP1atXUVVV5bQ9H7bWBHOoS282m7FmzRpeOy5evOjV3t69eyMuLg7Lly/HQw89ZPdlfPXVVzh69CjmzJnj9RhiUcNH07VrV3Tu3BkrVqzA1KlT7b/hsmXLYDAYcN9999m3ra6uxl133YXTp08jLy8PnTp1ks0OvUJCo1HS0tIAAE8++SSysrIQEhKC0aNHIyMjA1OnTkVOTg4KCwsxZMgQhIaG4tixY/joo4+wePFip396PoYMGYKwsDAMGzYMU6dORVVVFVauXIm4uDi3NPm0tDQsW7YML7/8Mq6//nrExcXxOjRDQ0Mxb948TJgwARkZGRgzZow9vN2hQwc888wzsv02cvpozGYz3njjDQCc3woAlixZgtjYWMTGxuLxxx+3bzt//nwMHz4cQ4YMwejRo3HkyBEsWbIEkyZNwh/+8Af7dg888AD27duHhx56CEePHnXKnYmMjMSIESNksV1XqB32IvjD21evXmVPPPEEa9OmDTMYDG6h7hUrVrC0tDTWvHlzFhUVxbp3785mzJjBzpw5Y9+mffv2bOjQobzn3Lx5M+vRowcLDw9nHTp0YPPmzWNvv/22W3i3vLycDR06lEVFRTmFjF3D2zbWr1/PevXqxUwmE2vZsiV74IEHWFlZmdM248ePZxEREW42ZWdnB3zYRXFxsWB4vH379m7bb9q0iaWmpjKTycSSkpLY888/z+rq6py2saUViD1mU8DAGM3rRBCEstAQBIIgFIeEhiAIxSGhIQhCcUhoCIJQHBIagiAUh4SGIAjF0W3CntVqxZkzZxAVFSU6TZ4gCPlgjOHSpUtITEx0K/Tlim6F5syZM26D2wiCCDylpaVISkryuI1uhcY2Era0tBTR0dEqW0MQTY/KykokJyeLGpWuW6GxdZeio6NJaAhCRcS4LsgZTBCE4pDQEAShOCQ0BEEoDgkNQRCKQ0JDEITikNAQBKE4JDQEQSgOCQ1BEIpDQkMQhOKQ0BAEoTgkNAQhlrIyIC+PeyUkQUJDEGJYvRpo3x647TbudfVqtS3SFSQ0BOGNsjJgyhTANie51QpMnUotGwmQ0BCEN44daxQZGxYLcPy4OvboEBIagvBGp06AawW5kBDg+uvVsUeHkNAQhDeSkoAVKzhxAbjXt97i1hOi0G3hK4IIKBMnAllZXHfp+utJZCTid4tm165dGDZsGBITE2EwGPDpp5963H7nzp0wGAxuS3l5ub+mEISyJCUBAweSyPiA30JTXV2Nnj17YunSpZL2KyoqwtmzZ+1LXFycv6YQBKFR/O463Xnnnbjzzjsl7xcXF4fY2Fh/T080NcrKuChQp07UstARqjmDU1NT0bZtW9x+++3Ys2eP1+1ra2tRWVnptBBNjKacNKfzrOSAC03btm2xfPlyfPLJJ/jkk0+QnJyMgQMHoqCgwON+OTk5iImJsS80p1MToyknzQWBwBoYY0y2gxkM2LRpE0aMGCFpv4yMDKSkpODdd98V3Ka2tha1tbX2z7Y5ZcxmM0230hTIy+NuNL71AwcG3JyAUVbGiYtjwmBICHDypOpdx8rKSsTExIi6BzUR3u7bty+
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLp0lEQVR4nO2de3wU5dXHv7uBJEBCkEsSQsJFRZGLgCghVAUViYpSfF8L0iqIiGjVqpSK9FXA1jaioqggqKBYCwpWvCOIEBUliBBSb5UiBkiABBFJSCAJZOf9Y7Kb3c3ed2dnZnO+n898dmd2Lmc2md8+zznnOY9FURQFQRAEDbHqbYAgCLGPCI0gCJojQiMIguaI0AiCoDkiNIIgaI4IjSAImiNCIwiC5ojQCIKgOSI0giBojgiNEBIff/wxFouFjz/+WG9TBBMgQmMAli1bhsViYdu2bY5ta9asYc6cOfoZ1cCzzz7LsmXL9DZDM3bu3Mm9997L0KFDSUxMxGKxsGfPHo/7rly5khtuuIGePXtisVgYPny4x/1uuukmLBaL12X//v3a3ZBBaaG3AYJn1qxZw8KFC3UXm2effZaOHTty0003uWy/+OKLOXHiBPHx8foYFiEKCgp4+umn6d27N+eccw5FRUVe9120aBHbt2/nggsu4Oeff/a639SpUxkxYoTLNkVRuO222+jevTtdunSJlPmmQYSmGaEoCjU1NbRq1Srsc1mtVhITEyNglb6MHj2ao0ePkpyczOOPP+5TaF555RW6dOmC1Wqlb9++XvfLyckhJyfHZdtnn33G8ePH+d3vfhcp002FdJ0MyE033cTChQsBXJrcdmw2G/Pnz6dPnz4kJiaSlpbG1KlT+eWXX1zO0717d66++mrWrVvH+eefT6tWrXjuuecAeOmll7j00ktJTU0lISGB3r17s2jRoibHf/vtt3zyyScOG+zdBW8+mtdff51BgwbRqlUrOnbsyA033NCkq3DTTTeRlJTE/v37GTNmDElJSXTq1Inp06dTX18fia8wYNq3b09ycnJA+2ZlZWG1hvbIrFixAovFwm9/+9uQjjc70qIxIFOnTuXAgQOsX7+eV155xePny5YtY9KkSfzhD3+guLiYBQsWsGPHDj7//HNatmzp2Hfnzp2MHz+eqVOnMmXKFM4++2xA7Qb06dOH0aNH06JFC959911+//vfY7PZuOOOOwCYP38+d911F0lJSfzf//0fAGlpaV7tttt0wQUXkJeXR3l5OU899RSff/45O3bsoF27do596+vryc3NJTs7m8cff5yPPvqIefPmccYZZ3D77bf7/H6qqqqoqanx+z22bNmSlJQUv/tpzcmTJ1m1ahVDhw6le/fuepujD4qgOy+99JICKF9++aVj2x133KF4+vNs2rRJAZTly5e7bF+7dm2T7d26dVMAZe3atU3Oc/z48SbbcnNzldNPP91lW58+fZRhw4Y12Tc/P18BlPz8fEVRFKWurk5JTU1V+vbtq5w4ccKx33vvvacAyqxZsxzbJk6cqADKX/7yF5dzDhw4UBk0aFCTa7ljP97f4sluXzz22GMKoBQXF/vd19v34ol3331XAZRnn302KHtiCWnRmIzXX3+dlJQULr/8cg4fPuzYPmjQIJKSksjPz3dpnvfo0YPc3Nwm53H201RUVHDy5EmGDRvGunXrqKioCLolsG3bNg4dOsScOXNcfDejRo2iV69evP/++zz00EMux9x2220u6xdddJHHFpw79913HzfccIPf/U477bQArdeWFStW0LJlS8aOHau3KbohQmMydu3aRUVFBampqR4/P3TokMt6jx49PO73+eefM3v2bAoKCjh+/LjLZ6EIzd69ewEcXTNnevXqxWeffeayLTExkU6dOrlsO+2005r4mTzRu3dvevfuHZR9elFVVcXbb79Nbm4uHTp00Nsc3RChMRk2m43U1FSWL1/u8XP3h9dThGn37t1cdtll9OrViyeeeIKsrCzi4+NZs2YNTz75JDabTRPbnYmLiwv52IqKCk6cOOF3v/j4eNq3bx/ydSLBW2+91ayjTXZEaAyKc5TJmTPOOIOPPvqIX/3qVyGHqd99911qa2t555136Nq1q2N7fn5+wHa4061bN0B1Pl966aUun+3cudPxeSS4++67efnll/3uN2zYMN0zl5cvX05SUhKjR4/W1Q69EaExKG3atAHg6NGjLtGasWPH8uyzz/LXv/6Vv//97y7HnDp1iqqqKpf9PWFvTShOdekrKip46aWXPNpx9OhRv/aef/75pKamsnjxYm6++WYSEhIA+OCDD/jPf/7DrFmz/J4jUMzio/npp5/46KOPGD9+PK1bt9bVFr0RoTEogwYNAuAPf/gDubm5xMXFcf311zNs2DCmTp1KXl4eRUVFjBw5kpYtW7Jr1y5ef/11nnrqKa677jqf5x45ciTx8fFcc801TJ06laqqKl544QVSU1M5ePBgEzsWLVrEww8/zJlnnklqamqTFguooeS5c+cyadIkhg0bxvjx4x3h7e7du3PvvfdG7LuJpI+moqKCZ555BlD9VgALFiygXbt2tGvXjjvvvNOx76effsqnn34KqCJSXV3Nww8/DKiZ0hdffLHLuVeuXMmpU6eafbcJkPC2EfAU3j516pRy1113KZ06dVIsFkuTUPfzzz+vDBo0SGnVqpWSnJys9OvXT7nvvvuUAwcOOPbp1q2bMmrUKI/XfOedd5Rzzz1XSUxMVLp3767MnTtXefHFF5uEd8vKypRRo0YpycnJLiFj9/C2nZUrVyoDBw5UEhISlPbt2yu/+93vlNLSUpd9Jk6cqLRp06aJTbNnz/YY0teS4uJir+Hxbt26ebTP0zJ79uwm5x4yZIiSmpqqnDp1Kjo3Y2AsiiLzOgmCoC0yBEEQBM0RoREEQXNEaARB0BwRGkEQNEeERhAEzRGhEQRBc0ybsGez2Thw4ADJyckBp8kLghA5FEXh2LFjZGRk+C0IZlqhOXDgAFlZWXqbIQjNnpKSEjIzM33uY1qhsZdfLCkpoW3btjpbIwjNj8rKSrKysgIqhWpaobF3l9q2bStCIwg6EojrQpzBgiBojgiNIAiaI0IjCILmiNAIgqA5IjSCIGiOCI0gCJojQiMIguaI0AiCoDkiNIIgaI4IjSAImiNCIwiBUloK+fnqqxAUIjSCEAhLl0K3bnDpperr0qV6W2QqRGgEwR+lpXDrrWCfk9xmg6lTpWUTBCI0guCPXbsaRcZOfT388IM+9pgQERpB8EfPnuBeQS4uDs48Ux97TIgIjSD4IzMTnn9eFRdQX597Tt0uBIRpC18JQlSZPBlyc9Xu0plnisgESdgtmk8//ZRrrrmGjIwMLBYLb731ls/9P/74YywWS5OlrKwsXFMEQVsyM2H4cBGZEAhbaKqrq+nfvz8LFy4M6ridO3dy8OBBx5KamhquKYIgGJSwu05XXnklV155ZdDHpaam0q5du3AvLzQ3SkvVKFDPntKyMBG6OYMHDBhA586dufzyy/n888/97l9bW0tlZaXLIjQzmnPSnMmzkqMuNJ07d2bx4sW88cYbvPHGG2RlZTF8+HAKCwt9HpeXl0dKSopjkTmdmhnNOWkuBgTWoiiKErGTWSy8+eabjBkzJqjjhg0bRteuXXnllVe87lNbW0ttba1j3T6nTEVFhUy30hzIz1cfNE/bhw+PujlRo7RUFRfnhMG4ONizR/euY2VlJSkpKQE9g4YIbw8ePJjPPvvM5z4JCQkkJCREySLBcNiT5twfuFhPmvOVlWwiH5UhEvaKioro3Lmz3mYIRqa5Js3FSFZy2C2aqqoqfnAa81FcXExRURHt27ena9euzJw5k/379/OPf/wDgPnz59OjRw/69OlDTU0NS5YsYePGjXz44YfhmiLEOs0xac4usFOnqi0Zkwps2EKzbds2LrnkEsf6tGnTAJg4cSLLli3j4MGD7Nu3z/F5XV0df/zjH9m/fz+tW7fm3HPP5aOPPnI5hyB4JTPTdA9Z2MSAwEbUGRxNgnFECYIQeYJ5Bg3hoxEEIbYRoREEQXNEaARB0BwRGkE
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABM+klEQVR4nO2deXxTZfb/30noAnRBlraUFlBBGZFtEEoZHRCQqigy81OWUWH4uqDjzjAiMyqgzlTEBUcRZBFcGAVH3BVkqYpQRYTOuDKoLC3QIiIpZWkhub8/bpMmafbcm9yk5/163Vdyb+5ybtr7yfOcc57zmBRFURAEQdARc6wNEAQh8RGhEQRBd0RoBEHQHREaQRB0R4RGEATdEaERBEF3RGgEQdAdERpBEHRHhEYQBN0RoRHC4sMPP8RkMvHhhx/G2hQhDhChMQBLly7FZDKxZcsW57b33nuPGTNmxM6oep555hmWLl0aazN0Y/v27dx1110MHDiQ1NRUTCYTu3btarTfzz//zOzZs/ntb39Lu3btaNWqFQMGDGD58uVez1tbW8vUqVPJzc2lefPmFBQUsGbNGp3vxsAoQsxZsmSJAiiff/65c9stt9yiGOHP0717d2XQoEGNtttsNuX48eOKzWaLvlEasmTJEsVsNivnnnuu0rt3bwVQdu7c2Wi/t99+W0lKSlKuuOIKZc6cOcrTTz+tXHjhhQqg3H///Y32Hzt2rNKsWTNlypQpyrPPPqsUFhYqzZo1UzZs2BCFuzIesf9PFqImNHa7XTl27FhIx/gSmkTh559/VqqrqxVFUZTZs2f7FJoff/xR2bVrl9s2u92uDBkyRElJSVFqamqc2z/77DMFUGbPnu3cdvz4ceXMM89UCgsL9bkRgyNdJwPyxz/+kblz5wJgMpmciwO73c6cOXPo3r07qampZGdnM2nSJH755Re383Tu3JnLLruM1atXc95559G8eXOeffZZAJYsWcKQIUPIysoiJSWFc845h3nz5jU6/uuvv+ajjz5y2jB48GDAt4/m1VdfpW/fvjRv3py2bdtyzTXXsHfv3kb3l5aWxt69exk1ahRpaWm0a9eOKVOmYLPZtPgKg6Z169akp6cH3O/000+nU6dObttMJhOjRo2itraWH3/80bn93//+NxaLhRtvvNG5LTU1leuuu47S0lLKy8u1u4E4oVmsDRAaM2nSJPbt28eaNWt48cUXvX6+dOlSJk6cyO23387OnTt5+umn2bZtGxs3biQpKcm57/bt2xk3bhyTJk3ihhtu4OyzzwZg3rx5dO/enZEjR9KsWTPefvtt/vSnP2G327nlllsAmDNnDrfddhtpaWn87W9/AyA7O9un3Q6b+vXrR3FxMVVVVTz55JNs3LiRbdu20apVK+e+NpuNoqIiCgoKePTRR1m7di2PPfYYZ555JjfffLPf76empoYTJ04E/B6TkpLIzMwMuF8kVFZWAtC2bVvntm3btnHWWWeRkZHhtm///v0BKCsrIz8/X1e7DEesm1RCaF2nDRs2KICybNkyt+2rVq1qtL1Tp04KoKxatarRebx1oYqKipQzzjjDbZuvrlNJSYkCKCUlJYqiKEpdXZ2SlZWlnHvuucrx48ed+73zzjuN/BgTJkxQAOWBBx5wO2efPn2Uvn37NrqWJ47jAy2hdvn8dZ288fPPPytZWVnKBRdc4La9e/fuypAhQxrt//XXXyuAMn/+/JDsSgSkRRNnvPrqq2RmZnLRRRdx8OBB5/a+ffuSlpZGSUkJf/jDH5zbTz/9dIqKihqdp3nz5s73VquVkydPMmjQIFavXo3Vag25JbBlyxYOHDjAjBkzSE1NdW4fMWIE3bp1491332XmzJlux9x0001u6xdccIHXFpwnd999N9dcc03A/U477bQgrQ8du93O1VdfzeHDh3nqqafcPjt+/DgpKSmNjnF8L8ePH9fNLqMiQhNn7NixA6vVSlZWltfPDxw44LZ++umne91v48aNTJ8+ndLSUo4dO+b2WThCs3v3bgBn18yVbt268cknn7htS01NpV27dm7bTjvttEZ+Jm+cc845nHPOOSHZpzW33XYbq1at4oUXXqBXr15unzVv3pza2tpGxzi6e64i31QQoYkz7HY7WVlZLFu2zOvnng+vt3/qH374gaFDh9KtWzcef/xx8vPzSU5O5r333uOJJ57AbrfrYrsrFosl7GOtVmtQrYLk5GRat24d9nV8MXPmTJ555hkefvhhrr322kaft2/fvpEDHGD//v0A5Obmam6T0RGhMSiuUSZXzjzzTNauXctvfvObsH8Z3377bWpra3nrrbfo2LGjc3tJSUnQdnjiiMhs376dIUOGuH22ffv2RhGbSLjjjjt4/vnnA+43aNAgzTOX586dy4wZM7jzzjuZOnWq13169+5NSUkJ1dXVbg7hzz77zPl5U0PC2walZcuWABw+fNht++jRo7HZbDz44IONjjl16lSj/b3haE0oLnXprVYrS5Ys8WpHMOc877zzyMrKYv78+W7dhvfff59vv/2WESNGBDxHsNx9992sWbMm4PLYY49pdk2A5cuXc/vtt3P11Vfz+OOP+9zvyiuvxGazsWDBAue22tpalixZQkFBQdOLOCEtGsPSt29fAG6//XaKioqwWCyMHTuWQYMGMWnSJIqLiykrK2P48OEkJSWxY8cOXn31VZ588kmuvPJKv+cePnw4ycnJXH755UyaNImamhoWLlxIVlaWs3nvase8efN46KGH6NKlC1lZWY1aLKCGkmfNmsXEiRMZNGgQ48aNc4a3O3fuzF133aXZd6Olj8ZqtTqduRs3bgTg6aefplWrVrRq1Ypbb70VgM2bNzN+/HjatGnD0KFDG3VdBw4cyBlnnAFAQUEBV111FdOmTePAgQN06dKF559/nl27drF48WJN7I47Yh32EryHt0+dOqXcdtttSrt27RSTydQo1L1gwQKlb9++SvPmzZX09HSlR48eyt13363s27fPuU+nTp2UESNGeL3mW2+9pfTs2VNJTU1VOnfurMyaNUt57rnnGoV3KysrlREjRijp6eluIWPP8LaD5cuXK3369FFSUlKU1q1bK1dffbVSUVHhts+ECROUli1bNrJp+vTpUR92sXPnTp/h8U6dOjn3c/yNfC1LlixxO+/x48eVKVOmKDk5OUpKSorSr18/r2kGTQWTosi8ToIg6Iv4aARB0B0RGkEQdEeERhAE3RGhEQRBd0RoBEHQHREaQRB0J24T9ux2O/v27SM9PT3oNHlBELRDURSOHDlCbm4uZrP/NkvcCs2+ffuaZCq3IBiN8vJy8vLy/O4Tt0LjKL9YXl7eqJKZIAj6U11dTX5+flClUONWaBzdpYyMDBEaQYghwbguxBksCILuiNAIgqA7IjSCIOiOCI0gCLojQiMIgu6I0AiCoDsiNIIg6I4IjSAIuiNCIwiC7ojQCIKgOyI0ghAsFRVQUqK+CiEhQiMIwbB4MXTqBEOGqK9NdX6mMBGhEYRAVFTAjTeCY05yux0mTZKWTQiI0AhCIHbsaBAZBzYbfP99bOyJQ0RoBCEQXbuCZwU5iwW6dImNPXGICI0gBCIvDxYsUMUF1Ndnn1W3C0ERt4WvBCGqXHcdFBWp3aUuXURkQiTiFs3HH3/M5ZdfTm5uLiaTiTfeeMPv/h9++CEmk6nRUllZGakpgqAveXkweLCITBhELDRHjx6lV69ezJ07N6Tjtm/fzv79+51LVlZWpKYIgmBQIu46XXLJJVxyySUhH5eVlUWrVq0ivbzQ1KioUKNAXbtKyyKOiJkzuHfv3rRv356LLrqIjRs3Bty/traW6upqt0VoYjTlpLk4z0qOutC0b9+e+fPn89prr/Haa6+Rn5/P4MGD2bp1q9/jiouLyczMdC4yp1MToyknzSWAwJoURVE0O5nJxOuvv86oUaNCOm7QoEF07NiRF1980ec+tbW11NbWOtcdc8pYrVaZbqUpUFKiPmjetg8eHHVzokZFhSourgmDFgvs2hXzrmN1dTWZmZlBPYOGCG/379+fTz75xO8+KSkppKSkRMkiwXA4kuY
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABMeklEQVR4nO2de3gU1fnHP7uBXCAhGC4JgXBRqAgqIEiEqqBEU0GRWuTSKhRR0Z93iiKtGrC2qSIKrVTkonhBBSoqKkIVQkWIIoSoiFK0ARIgQUQSEiAJ2fn9MWyyu9n7zuzObN7P88yzs7NnZt4JnO+c8573vMeiKIqCIAiCjlgjbYAgCNGPCI0gCLojQiMIgu6I0AiCoDsiNIIg6I4IjSAIuiNCIwiC7ojQCIKgOyI0giDojgiNEBQbN27EYrGwcePGSJsimAARGgOwdOlSLBYL27Ztqz+2Zs0aZs6cGTmjzvDPf/6TpUuXRtoM3di9ezcPPPAAgwcPJj4+HovFwt69e92WfeCBB7joootISUmhRYsWnHfeecycOZPKykqnct988w033ngjZ599Ni1atKBt27ZcfvnlvPfee2F4ImMiQmNQ1qxZw6xZsyJthkehufzyyzl58iSXX355+I3SkPz8fP7+979z/PhxzjvvPK9lv/jiCy677DJmzZrFvHnzuOKKK/jb3/7Gr371K2w2W325ffv2cfz4cSZOnMi8efN49NFHARg5ciQLFy7U9XmMSrNIGyCED0VROHXqFAkJCSFfy2q1Eh8fr4FVkWXkyJEcO3aMpKQknn76aQoLCz2W/fTTTxsdO+ecc5g2bRpbt27lkksuAWD48OEMHz7cqdzdd99N//79eeaZZ7j99ts1fQYzIC0aA/L73/+e+fPnA2CxWOo3Ozabjblz59K7d2/i4+NJTU1lypQp/Pzzz07X6dq1K9deey3r1q1jwIABJCQk8MILLwDw0ksvceWVV9K+fXvi4uLo1asXzz//fKPzv/nmG/7zn//U2zB06FDAs49m5cqV9O/fn4SEBNq2bctNN93EgQMHGj1fYmIiBw4cYNSoUSQmJtKuXTumTZtGXV2dFn9Cv0lJSSEpKSno87t27QrAsWPHvJaLiYkhIyPDZ7loRVo0BmTKlCkcPHiQjz76iFdffdXt70uXLmXSpEnce++9FBUV8dxzz7Fjxw42b95M8+bN68vu3r2b8ePHM2XKFG677TbOPfdcAJ5//nl69+7NyJEjadasGe+99x7/93//h81m46677gJg7ty53HPPPSQmJvKnP/0JgNTUVI922226+OKLyc3NpaysjHnz5rF582Z27NhB69at68vW1dWRnZ1NZmYmTz/9NB9//DFz5szhnHPO4c477/T696msrOTUqVM+/47NmzcnOTnZZ7lAOH36NMeOHaOmpoadO3fyyCOPkJSUxMCBAxuVraqq4uTJk5SXl7N69Wo+/PBDxo4dq6k9pkERIs5LL72kAMoXX3xRf+yuu+5S3P3zbNq0SQGUZcuWOR1fu3Zto+NdunRRAGXt2rWNrnPixIlGx7Kzs5Wzzz7b6Vjv3r2VIUOGNCqbl5enAEpeXp6iKIpSU1OjtG/fXjn//POVkydP1pd7//33FUB57LHH6o9NnDhRAZTHH3/c6Zr9+vVT+vfv3+hertjP97W5s9sbs2fPVgClqKjIY5n8/Hyne5x77rn1fwNXpkyZUl/OarUqo0ePVo4ePRqQTdGCtGhMxsqVK0lOTuaqq67iyJEj9cf79+9PYmIieXl5/Pa3v60/3q1bN7Kzsxtdx9FPU15eTm1tLUOGDGHdunWUl5cH3BLYtm0bhw8fZubMmU6+mxEjRtCzZ08++OCDRs7tO+64w+n7ZZdd5rYF58pDDz3ETTfd5LPcWWed5af1/tOrVy8++ugjqqqq2LJlCx9//HGjUSc7999/P6NHj+bgwYOsWLGCuro6ampqNLfJDIjQmIw9e/ZQXl5O+/bt3f5++PBhp+/dunVzW27z5s3k5OSQn5/PiRMnnH4LRmj27dsHUN81c6Rnz56NHKnx8fG0a9fO6dhZZ53VyM/kjl69etGrV6+A7NOKVq1akZWVBcD111/P66+/zvXXX09BQQF9+vRxKtuzZ0969uwJwIQJE7j66qu57rrr+Pzzz518bk0BERqTYbPZaN++PcuWLXP7u2vldTfC9MMPPzBs2DB69uzJM888Q0ZGBrGxsaxZs4Znn33WaahWL2JiYoI+t7y8nJMnT/osFxsbS0pKStD38YcbbriBm2++mTfffLOR0LgyevRopkyZwn//+1+3ghzNiNAYFE9vvHPOOYePP/6YX/7yl0EPU7/33ntUV1ezevVqOnfuXH88Ly/Pbztc6dKlC6A6n6+88kqn33bv3l3/uxbcd999vPzyyz7LDRkyRPfI5erqamw2G+Xl5T7L2sXRn7LRhgiNQWnZsiWgDps6jtaMGTOGf/7zn/z5z3/mr3/9q9M5p0+fprKy0qm8O+ytCcUhL315eTkvvfSSWzv8GZIdMGAA7du3Z8GCBdxyyy3ExcUB8OGHH/Ltt9/y2GOP+byGv0TCR3Ps2DFatmzpNKIHsHjxYkB9fjuHDx9u1LWtra3llVdeISEhIWLdvkgiQmNQ+vfvD8C9995LdnY2MTExjBs3jiFDhjBlyhRyc3MpLCzk6quvpnnz5uzZs4eVK1cyb948Ro8e7fXaV199NbGxsVx33XVMmTKFyspKFi1aRPv27Tl06FAjO55//nmeeOIJunfvTvv27Ru1WEAdSn7yySeZNGkSQ4YMYfz48fXD2127duWBBx7Q7G+jpY+mvLycf/zjH4DqtwJ47rnnaN26Na1bt+buu+8G1Lihe++9l9GjR9OjRw9qamrYtGkTq1atYsCAAU7CN2XKFCoqKrj88svp2LEjpaWlLFu2jO+++445c+aQmJioie2mItLDXoL74e3Tp08r99xzj9KuXTvFYrE0GupeuHCh0r9/fyUhIUFJSkpSLrjgAuWhhx5SDh48WF+mS5cuyogRI9zec/Xq1cqFF16oxMfHK127dlWefPJJ5cUXX2w0vFtaWqqMGDFCSUpKchoydh3etrN8+XKlX79+SlxcnJKSkqL87ne/U0pKSpzKTJw4UWnZsmUjm3JyctwO6etJUVGRx+HxLl261Jf7/vvvlQkTJihnn322kpCQoMTHxyu9e/dWcnJylMrKSqdrvvHGG0pWVpaSmpqqNGvWTDnrrLOUrKws5d133w3rsxkJi6LIuk6CIOiLTEEQBEF3RGgEQdAdERpBEHRHhEYQBN0RoREEQXdEaARB0B3TBuzZbDYOHjxIUlJSk5ugJghGQFEUjh8/Tnp6Olar9zaLaYXm4MGDZGRkRNoMQWjyFBcX06lTJ69lTCs09vSLxcXFtGrVKsLWCELTo6KigoyMDL9SoZpWaOzdpVatWonQCEIE8cd1Ic5gQRB0R4RGEATdEaERBEF3RGgEQdAdERpBEHRHhEYQBN0RoREEQXdEaARB0B0RGkEQdEeERhAE3RGhEQR/KSmBvDz1UwgIERpB8IclS6BLF7jySvVzyZJIW2QqRGgEwRclJXD77WBfk9xmgylTpGUTACI0guCLPXsaRMZOXR18/31k7DEhIjSC4IsePcA1g1xMDHTvHhl7TIgIjSD4olMnWLhQFRdQP194QT0u+IVpE18JQliZPBmys9XuUvfuIjIBEnKL5pNPPuG6664jPT0di8XCO++847X8xo0bsVgsjbbS0tJQTREEfenUCYYOFZEJgpCFpqqqij59+jB//vyAztu9ezeHDh2q39q3bx+qKYIgGJSQu07XXHMN11xzTcDntW/fntatW4d6e6GpUVKijgL16CEtCxMRMWdw37596dChA1dddRWbN2/2Wb66upqKigqnTWhiNOWgOZNHJYddaDp06MCCBQt46623eOutt8jIyGDo0KEUFBR4PS83N5fk5OT6TdZ0amI05aC5KBBYi6IoimYXs1h4++23GTVqVEDnDRkyhM6dO/Pqq696LFNdXU11dXX9d/uaMuXl5bLcSlMgL0+taO6ODx0adnP
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABLaUlEQVR4nO2dd3wUdfrHP7sJKSQhSElCSCgCiiASDCaEE4OCRESQ85ByKvkhIHrqiRxS7k5ju4uIBQuCFIkFpCg2QHIQgiJEKQmK5WLkgCRAAgikAUnIfn9/fLObLbNldmZ2Znaf9+s1r92d+swm8+z3+1QDY4yBIAhCQYxqC0AQhP9DioYgCMUhRUMQhOKQoiEIQnFI0RAEoTikaAiCUBxSNARBKA4pGoIgFIcUDUEQikOKhvCKnTt3wmAwYOfOnWqLQugAUjQaICcnBwaDAfv377es27JlC55++mn1hGrmrbfeQk5OjtpiKEZxcTEef/xxDB48GGFhYTAYDDh69Kjb4w4fPmzZ3/rvZub8+fN44IEH0LFjR0RERODmm29GYWGhAnegD0jRaJQtW7bgmWeeUVsMp4rmpptuwsWLF3HTTTf5XigZKSgowOuvv46amhpcc801Hh/3+OOPIzg4WHCbyWTCqFGjsGbNGjzyyCN48cUXcerUKQwdOhQlJSVyia4rSNEEEIwxXLx4UZZzGY1GhIWFwWjU97/QmDFjcP78eRw6dAj33HOPR8fk5uYiNzcXjz/+uOD2jz76CHv27EFOTg6ysrLw8MMPY+fOnQgKCkJWVpac4usGff+X+Cn/93//h8WLFwMADAaDZTFjMpmwaNEi9O3bF2FhYYiNjcWMGTNw7tw5m/N069YNd9xxB3JzczFw4ECEh4fj7bffBgCsWrUKt9xyC2JiYhAaGoo+ffpgyZIlDsf/9NNP+OqrrywyDB06FIBzG82GDRuQnJyM8PBwdOjQAffeey+OHz/ucH+RkZE4fvw4xo4di8jISHTs2BGzZ89GU1OTHF+hx7Rr1w5RUVEe79/Y2IjHHnsMjz32GHr06CG4z0cffYTY2FjcddddlnUdO3bE+PHj8dlnn6G+vl6y3HpDeOxHqMqMGTNw4sQJbNu2De+//77g9pycHEyZMgV//etfceTIEbz55psoKirC7t270apVK8u+xcXFmDRpEmbMmIHp06fj6quvBgAsWbIEffv2xZgxYxAcHIwvvvgCf/nLX2AymfDwww8DABYtWoRHH30UkZGR+Mc//gEAiI2NdSq3WaYbbrgB2dnZqKysxGuvvYbdu3ejqKgIbdu2tezb1NSEjIwMpKam4qWXXsL27dvx8ssvo0ePHnjooYdcfj+1tbW4dOmS2++xVatWiI6OdrufGBYtWoRz587hn//8JzZu3Ci4T1FREa6//nqH0V5KSgqWLVuGX3/9Ff369ZNVLs3DCNVZtWoVA8D27dtnWffwww8zoT/Prl27GAC2evVqm/Vbt251WN+1a1cGgG3dutXhPBcuXHBYl5GRwa688kqbdX379mXp6ekO++bn5zMALD8/nzHGWENDA4uJiWHXXnstu3jxomW/TZs2MQDsqaeesqzLzMxkANizzz5rc84BAwaw5ORkh2vZYz7e3SIktysWLlzIALAjR44Ibj958iSLiopib7/9NmNM+O/GGGMRERHs/vvvdzh+8+bNTv8e/g6NaHTGhg0bEB0djVtvvRVnzpyxrE9OTkZkZCTy8/Px5z//2bK+e/fuyMjIcDhPeHi45X1VVRUaGxuRnp6O3NxcVFVViR4J7N+/H6dOncLTTz+NsLAwy/pRo0ahd+/e2Lx5s4Nx+8EHH7T5PGTIEMERnD1z5szBvffe63a/K664wkPpPWPu3Lm48sorMW3aNJf7Xbx4EaGhoQ7rzd+LXHYyPUGKRmeUlJSgqqoKMTExgttPnTpl87l79+6C++3evRtZWVkoKCjAhQsXbLZ5o2iOHTsGAJapmTW9e/fGN998Y7MuLCwMHTt2tFl3xRVXONiZhOjTpw/69OkjSj6pfPvtt3j//feRl5fn1gAeHh4uaIcxT/eslXygQIpGZ5hMJsTExGD16tWC2+0fXqF/6sOHD2PYsGHo3bs3XnnlFSQmJiIkJARbtmzBq6++CpPJpIjs1gQFBXl9bFVVlUejgpCQELRr187r61gzZ84cDBkyBN27d7fE2ZhHlCdPnkRpaSm6dOkCAOjUqRNOnjzpcA7zuvj4eFlk0hOkaDSKtZfJmh49emD79u34wx/+4PUv4xdffIH6+np8/vnnlocDAPLz8z2Ww56uXbsC4MbnW265xWZbcXGxZbscPPbYY3j33Xfd7peeni5b5HJpaSmOHTsmOEIcM2YMoqOjcf78eQBAUlISdu3aBZPJZDP6+e6779C6dWtcddVVssikJ0jRaJSIiAgAPMLU2lszfvx4vPXWW3juuefw73//2+aYy5cvo7a21mZ/IcyjCWZVl76qqgqrVq0SlMP8ALli4MCBiImJwdKlS3H//fdbbBRffvklfvnlFzz11FNuz+Epatholi1b5jDF3LFjB9544w289NJL6N27t2X9uHHj8NFHH2Hjxo0YN24cAD762bBhA0aPHi1ov/F3SNFolOTkZADAX//6V2RkZCAoKAgTJ05Eeno6ZsyYgezsbBw8eBAjRoxAq1atUFJSgg0bNuC1116z/HM7Y8SIEQgJCcHo0aMxY8YM1NbWYvny5YiJiXEY8icnJ2PJkiV4/vnn0bNnT8TExDiMWADuSl6wYAGmTJmC9PR0TJo0yeLe7tatm9PgNm+Q00ZTVVWFN954AwC3WwHAm2++ibZt26Jt27Z45JFHAPDvzB6zAk5PT8fAgQMt68eNG4dBgwZhypQp+Pnnn9GhQwe89dZbaGpq0kS0tyqo7fYihN2kly9fZo8++ijr2LEjMxgMDq7uZcuWseTkZBYeHs6ioqJYv3792Jw5c9iJEycs+3Tt2pWNGjVK8Jqff/45u+6661hYWBjr1q0bW7BgAXvnnXcc3LsVFRVs1KhRLCoqysZlbO/eNrNu3To2YMAAFhoaytq1a8fuueceVl5ebrNPZmYmi4iIcJApKytL0KWvJEeOHHHqHu/atavLY525txlj7OzZs2zq1Kmsffv2rHXr1iw9PV1wv0DBwBj1dSIIQlkoBYEgCMUhRUMQhOKQoiEIQnFI0RAEoTikaAiCUBxSNARBKI5uA/ZMJhNOnDiBqKgoj8PkCYKQD8YYampqEB8f7zbRVLeK5sSJE0hMTFRbDIIIeMrKypCQkOByH90qGnP5xbKyMrRp00ZlaQgi8KiurkZiYqJHpVB1q2jM06U2bdqQoiEIFfHEdEHGYIIgFIcUDUEQikOKhiAIxSFFQxCE4pCiIQhCcUjREAShOKRoCIJQHFI0BEEoDikagiAUhxQNQRCKQ4qGIDylvBzIz+evhChI0RCEJ6xcCXTtCtxyC39duVJtiXQFKRqCcEd5OfDAA4C5J7nJBMyYQSMbEZCiIQh3lJS0KBkzTU3Ab7+pI48OIUVDEO7o1QuwryAXFAT07KmOPDqEFA1BuCMhAVi2jCsXgL++/TZfT3iEbgtfEYRPmToVyMjg06WePUnJiETyiObrr7/G6NGjER8fD4PBgE8//dTl/jt37oTBYHBYKioqpIpCEMqSkAAMHUpKxgskK5q6ujr0798fixcvFnVccXExTp48aVliYmKkikIQhEaRPHUaOXIkRo4cKfq4mJgYtG3bVurliUCjvJx7gXr1opGFjlDNGJyUlIROnTrh1ltvxe7du93uX19fj+rqapuFCDACOWhO51HJPlc0nTp1wtKlS/Hxxx/j448/RmJiIoYOHYrCwkKXx2VnZyM6OtqyUE+nACOQg+b8QMEaGGNMtpMZDPjkk08wduxYUcelp6ejS5cueP/9953uU19fj/r6estnc0+ZqqoqarcSCOTn8wdNaP3QoT4Xx2eUl3PlYh0wGBQEHD2q+tSxuroa0dHRHj2DmnBvp6Sk4JtvvnG5T2hoKEJDQ30kEaE5zEFz9g+cvwfNuYpK1pGNShMBewcPHkSnTp3
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABJbElEQVR4nO2de1xUdfrHPzMjDAiIIgIioLbe0gwNE7F2sUTZMi+15aVMa03NrbYyU+lXYpeNrDStzCtpFyt1M3XLNEVMTcqU2OzGkosCKqirDoKCOPP9/XGYYe4zZ845c86Zed6v13nNzLk+Bz2f8/0+3+d5vhrGGANBEISEaOU2gCCIwIeEhiAIySGhIQhCckhoCIKQHBIagiAkh4SGIAjJIaEhCEJySGgIgpAcEhqCICSHhIbwiT179kCj0WDPnj1ym0KoABIaBbB27VpoNBocOnTIsm7btm2YP3++fEY1884772Dt2rVymyEZpaWlePLJJzF48GCEhYVBo9Hg2LFjLve/ePEiZs+eja5du0Kv16NTp064++67cenSJYd9d+3ahVtvvRXR0dGIiopCWloa1q9fL+HdKJdWchtAOGfbtm1YunSp7GLzzjvvIDY2Fg888IDN+j/96U+4fPkyQkND5TFMJIqKivDmm2+id+/euPbaa1FSUuJyX4PBgMzMTFRVVWHatGno1q0bzpw5g3379qGxsRGtW7e27LtmzRpMmTIFw4YNw8svvwydTofS0lJUVlb64a6UBwlNEMEYQ0NDA8LDwwWfS6vVIiwsTASr5GXUqFG4cOECoqKi8Prrr7sVmpycHBw/fhzFxcXo2rWrZf2cOXNs9jt27BgeeeQRPPbYY1iyZIlUpqsK6jopkAceeABLly4FAGg0GstixmQyYfHixejTpw/CwsIQHx+P6dOn4/z58zbn6dKlC+644w7s2LEDAwYMQHh4OFasWAGAe+PeeuutiIuLg16vR+/evbFs2TKH43/++Wd8/fXXFhuGDBkCwLWPZuPGjUhLS0N4eDhiY2MxceJEnDhxwuH+IiMjceLECYwZMwaRkZHo0KEDZs2aBaPRKMaf0GtiYmIQFRXlcb8LFy5gzZo1mDZtGrp27YorV66gsbHR6b7Lly+H0WjECy+8AACoq6tDsBdJIKFRINOnT8ewYcMAAB988IFlsd7+9NNP46abbsKSJUvw4IMPYt26dcjOzkZTU5PNuUpLSzFhwgQMGzYMS5YsQb9+/QAAy5YtQ+fOnfHMM89g4cKFSE5Oxt/+9jeLwAHA4sWLkZSUhF69ells+L//+z+Xdq9duxZjx46FTqdDXl4epk6dik2bNuHmm2/GhQsXbPY1Go3Izs5G+/bt8frrryMzMxMLFy7EypUrPf596urqcPbsWY+LwWDweC5v2b9/PxoaGtCtWzfcfffdaN26NcLDw3HTTTc5tIJ27dqFXr16Ydu2bUhKSkJUVBTat2+P5557DiaTSTSbVAUjZGfNmjUMAPv+++8t6x555BHm7J9n3759DABbt26dzfrt27c7rO/cuTMDwLZv3+5wnkuXLjmsy87OZtdcc43Nuj59+rDMzEyHfQsLCxkAVlhYyBhj7MqVKywuLo5dd9117PLly5b9Pv/8cwaAzZs3z7Ju8uTJDAB74YUXbM7Zv39/lpaW5nAte8zHe1qc2e2O1157jQFg5eXlDtsWLVrEALD27duzgQMHsnXr1rF33nmHxcfHs3bt2rGTJ09a9m3Tpg1r164d0+v17LnnnmP//Oc/2b333ssAsLlz5/KyKVAgH43K2LhxI6KjozFs2DCcPXvWsj4tLQ2RkZEoLCzEvffea1nftWtXZGdnO5zH2k9jMBjQ1NSEzMxM7NixAwaDAdHR0bzsOnToEE6fPo358+fb+G5GjBiBXr164YsvvsDzzz9vc8zDDz9s8/uPf/yjTcvNFbNnz8bEiRM97teuXTsvrfdMXV0dAK4rW1BQgMjISABA//79kZGRgaVLl+Kll16y7GsymfDKK69Y/Dd/+ctfcO7cOSxZsgTPPPOMV921QIKERmWUlZXBYDAgLi7O6fbTp0/b/LZ2WlrzzTffIDc3F0VFRQ5Ds74IzfHjxwEAPXv2dNjWq1cv7N+/32ZdWFgYOnToYLOuXbt2Dn4mZ/Tu3Ru9e/fmZZ9QzMI8cuRIi8gAwKBBg9C1a1ccOHDAZt/6+npMmDDB5hwTJkzA9u3b8cMPP+BPf/qTfwxXCCQ0KsNkMiEuLg7r1q1zut3+4XU2wnT06FEMHToUvXr1wqJFi5CcnIzQ0FBs27YNb7zxhl/8CDqdzudjDQYDLl++7HG/0NBQxMTE+HwdaxITEwEA8fHxDtvi4uJsBDIxMRFlZWUO+5pfDt6IaaBBQqNQrEeZrPnDH/6AXbt24aabbvJ5mPpf//oXGhsbsXXrVqSkpFjWFxYWem2HPZ07dwbAOZ9vvfVWm22lpaWW7WLw+OOP47333vO4X2ZmpmiRy2lpaQDgMIIGACdPnkSvXr1s9i0rK8OJEydwzTXX2OwHOL4MggEadVIoERERAOAwWjN27FgYjUa8+OKLDsdcvXrVYX9nmFsTzGrI1WAwYM2aNU7t8OacAwYMQFxcHJYvX24z7Pvll1/i119/xYgRIzyew1tmz56NnTt3elwWLlwo2jV79uyJ1NRUbNmyxcY39tVXX6GystIySggA48aNAwDk5+db1plMJqxZswYxMTEW0QomqEWjUMz/Gf/+978jOzsbOp0O48ePR2ZmJqZPn468vDyUlJRg+PDhCAkJQVlZGTZu3IglS5bg7rvvdnvu4cOHIzQ0FCNHjsT06dNRV1eHVatWIS4uDqdOnXKwY9myZXjppZfQrVs3xMXFObRYACAkJAQLFizAgw8+iMzMTEyYMAE1NTVYsmQJunTpgieffFK0v42YPhqDwYC33noLAOe3AoC3334bbdu2Rdu2bfHoo49a9n3jjTcwbNgw3HzzzZg+fToMBgMWLVqEHj16YMaMGZb9Ro8ejaFDhyIvLw9nz55FamoqNm/ejP3792PFihXQ6/Wi2K4q5B72IpwPb1+9epU99thjrEOHDkyj0TgMda9cuZKlpaWx8PBwFhUVxfr27ctmz55tM8zauXNnNmLECKfX3Lp1K7v++utZWFgY69KlC1uwYAF79913HYZ3q6ur2YgRI1hUVJTNkLH98LaZ9evXs/79+zO9Xs9iYmLYfffdx6qqqmz2mTx5MouIiHCwKTc31+mQvpSUl5e7HB7v3Lmzw/47d+5kgwYNYmFhYSwmJobdf//97NSpUw77Xbx4kT3++OMsISGBhYaGsr59+7IPP/zQD3ekTDSMBXnIIkEQkkM+GoIgJIeEhiAIySGhIQhCckhoCIKQHBIagiAkh4SGIAjJUW3AnslkwsmTJxEVFeV1mDxBEOLBGMPFixeRmJgIrdZ9m0W1QnPy5EkkJyfLbQZBBD2VlZVISkpyu49qhcZcz6OyshJt2rSR2RqCCD5qa2uRnJzsVW0d1QqNubvUpk0bEhqCkBFvXBfkDCYIQnJIaAiCkBwSGoIgJIeEhiAIySGhIQhCckhoCIKQHBIagiAkh4SGIAjJIaEhCEJySGgIgpAcEhqC8JaqKqCwkPskeEFCQxDekJ8PdO4M3Hor92k1ORzhGRIagvBEVRUwbRpgnpPcZAKmT6eWDQ9IaAjCE2VlLSJjxmgEfv9dHntUCAkNQXiie3fAvoKcTgd06yaPPSqEhIYgPJGUBKxcyYkLwH2uWMGtJ7xCtYWvCMKvTJkCZGdz3aVu3UhkeCK4RbN3716MHDkSiYmJ0Gg02Lx5s9v99+zZA41G47BUV1cLNYUgpCUpCRgyhETGBwQLTX19PVJTU7F06VJex5WWluLUqVOWJS4uTqgpBEEoFMFdp9tuuw233XYb7+Pi4uLQtm1boZcngo2qKm4UqHt3almoCNmcwf369UPHjh0xbNgwfPPNNx73b2xsRG1trc1CBBnBHDSn8qhkvwtNx44dsXz5cnz66af49NNPkZycjCFDhqC4uNjtcXl5eYiOjrYsNKdTkBHMQXMBILAaxhgT7WQ
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABIO0lEQVR4nO2de1xUdfrHPzMjDAiIogIi4CVN00zNC+G2ixXFlmlmpbmV5Jpa2838uV62TXK337KulXYxLTVpy0z6pa6ZaYZYZpgpsms3Vw0FVDAzB0EBZb6/P77MMJczlzPnnDnnzDzv1+u8ZuZcn4Oez/l+n+/zPF8DY4yBIAhCQYxqG0AQROhDQkMQhOKQ0BAEoTgkNARBKA4JDUEQikNCQxCE4pDQEAShOCQ0BEEoDgkNQRCKQ0JDBMTOnTthMBiwc+dOtU0hdAAJjQYoKCiAwWDAvn377Ou2bNmCZ599Vj2jWnjttddQUFCgthmKcejQITz11FMYMWIEoqKiYDAYcOzYMbf9bMLqafnf//1fj9eYOnUqDAYDbr/9dgXvRNu0UdsAQpgtW7Zg6dKlqovNa6+9hk6dOuHBBx90Wv+b3/wGFy9eRGRkpDqGyURJSQlefvll9OvXD1dddRXKysoE97vqqqvw9ttvu61/++238cknn+CWW24RPG7fvn0oKChAVFSUnGbrDhKaMIIxhoaGBkRHR0s+l9FoDImHZ8yYMTh37hzi4uLw/PPPexSapKQk3H///W7rFyxYgN69e2PYsGFu2xhjeOKJJzBp0iQUFRXJbbquoK6TBnnwwQexdOlSAHBqntuwWq1YsmQJ+vfvj6ioKCQlJWH69On45ZdfnM7TvXt33H777di2bRuGDh2K6OhovP766wCA1atX48Ybb0RiYiLMZjP69euHZcuWuR3/7bff4rPPPrPbMHLkSACefTTvv/8+hgwZgujoaHTq1An3338/Tpw44XZ/sbGxOHHiBMaOHYvY2Fh07twZs2bNQnNzsxx/Qr9JSEhAXFxcQMfu3bsXR44cwX333Se4/e2338Y333zjtVsVLlCLRoNMnz4dJ0+exPbt2wWb69OnT0dBQQEmT56MJ554AuXl5Xj11Vdx4MAB7N69GxEREfZ9Dx06hIkTJ2L69OmYOnUq+vTpAwBYtmwZ+vfvjzFjxqBNmzb48MMP8Yc//AFWqxWPPvooAGDJkiV4/PHHERsbi6effhoAf7N7wmbTsGHDkJ+fj5qaGrz00kvYvXs3Dhw4gPbt29v3bW5uRk5ODjIyMvD888/j008/xQsvvIArrrgCjzzyiNe/T11dHRoaGnz+HSMiIhAfH+9zv0BZs2YNAAgKzfnz5zFnzhz86U9/QnJysmI26AZGqM7q1asZAPb111/b1z366KNM6J9n165dDABbs2aN0/qtW7e6re/WrRsDwLZu3ep2ngsXLrity8nJYT179nRa179/f5aVleW2b3FxMQPAiouLGWOMNTU1scTERHb11Vezixcv2vfbvHkzA8Dmz59vX5ebm8sAsL/85S9O5xw8eDAbMmSI27VcsR3vaxGy2xuLFi1iAFh5ebnPfS9fvsySkpLY8OHDBbfPmjWL9ejRgzU0NDDG+L/FqFGjRNkTSlCLRme8//77iI+Px80334wzZ87Y1w8ZMgSxsbEoLi7G7373O/v6Hj16ICcnx+08jn4ai8WCS5cuISsrC9u2bYPFYhHdEti3bx9Onz6NZ5991sl3M2rUKPTt2xcfffQRFixY4HTMww8/7PT717/+tWALzpXZs2cL+ktc6dChg5/Wi6eoqAg1NTX405/+5Lbtv//9L1566SWsXbsWZrNZMRv0BAmNzjh8+DAsFgsSExMFt58+fdrpd48ePQT32717N/Ly8lBSUoILFy44bQtEaI4fPw4A9q6ZI3379sUXX3zhtC4qKgqdO3d2WtehQwc3P5MQ/fr1Q79+/UTZJzdr1qyByWTChAkT3LY9+eSTGDFiBO666y4VLNMmJDQ6w2q1IjEx0e4fcMX14RUaYTp69Chuuukm9O3bFy+++CLS0tIQGRmJLVu2YPHixbBarYrY7ojJZAr4WIvFgosXL/rcLzIyEgkJCQFfxxMXL17Ehg0bkJ2d7eaz2rFjB7Zu3Yr169c7xeNcvnwZFy9exLFjx5CQkIB27drJbpeWIaHRKI6jTI5cccUV+PTTT/GrX/0q4GHqDz/8EI2Njdi0aRPS09Pt64uLi/22w5Vu3boB4M7nG2+80WnboUOH7Nvl4Mknn8Rbb73lc7+srCxFIpc3bdqE8+fPCzqBKyoqAADjxo1z23bixAn06NEDixcvxowZM2S3S8uQ0GiUmJgYAMC5c+ecRmvGjx+P1157DX/961/xt7/9zemYy5cvo66uzml/IWytCeZQl95isWD16tWCdpw7d86nvUOHDkViYiKWL1+O3//+93bfxMcff4zvv/8e8+fP93kOf1HbR/Puu++ibdu2uPPOO9223XjjjdiwYYPb+mnTpqFbt254+umnMWDAAEXs0jIkNBplyJAhAIAnnngCOTk5MJlMuPfee5GVlYXp06cjPz8fZWVluOWWWxAREYHDhw/j/fffx0svvYS7777b67lvueUWREZGYvTo0Zg+fTrq6uqwYsUKJCYm4tSpU252LFu2DM899xx69eqFxMREtxYLwIeSFy5ciMmTJyMrKwsTJ060D293794dTz31lGx/Gzl9NBaLBa+88goA7rcCgFdffRXt27dH+/bt8dhjjzntf/bsWXz88ce46667EBsb63a+9PR0p1aijRkzZiApKQljx46VxW7dofawFyE8vH358mX2+OOPs86dOzODweA21P3GG2+wIUOGsOjoaBYXF8cGDBjAZs+ezU6ePGnfx9uQ6qZNm9g111zDoqKiWPfu3dnChQvZm2++6Ta8W11dzUaNGsXi4uKchoxdh7dtrFu3jg0ePJiZzWaWkJDA7rvvPlZVVeW0T25uLouJiXGzKS8vT3BIX0nKy8s9Do9369bNbf/ly5czAGzTpk2irhPuw9sGxmheJ4IglIVSEAiCUBwSGoIgFIeEhiAIxSGhIQhCcUhoCIJQHBIagiAUR7cBe1arFSdPnkRcXJzfYfIEQcgHYwznz59HSkoKjEbvbRbdCs3JkyeRlpamthkEEfZUVlYiNTXV6z66FRpb+cXKysqwy4QlCC1QW1uLtLQ0v0qh6lZobN2ldu3akdAQhIr447ogZzBBEIpDQkMQhOKQ0BAEoTgkNARBKA4JDUEQikNCQxCE4pDQEAShOCQ0BEEoDgkNQRCKQ0JDEITikNAQhL9UVQHFxfyTEAUJDUH4w6pVQLduwI038s9Vq9S2SFeQ0BCEL6qqgGnTANuc5FYrMH06tWxEQEJDEL44fLhVZGw0NwNHjqhjjw4hoSEIX/TuDbhWkDOZgF691LFHh5DQEIQvUlOBN97g4gLwz9df5+sJv9Bt4SuCCCpTpgA5Oby71KsXiYxIJLdoPv/8c4wePRopKSkwGAzYuHGj1/137twJg8HgtlRXV0s1hSCUJTUVGDmSRCYAJAtNfX09Bg4ciKVLl4o67tChQzh16pR9SUxMlGoKQRAaRXLX6dZbb8Wtt94q+rjExES0b99e6uWJcKOqio8C9e5NLQsdoZozeNCgQejSpQtuvvlm7N692+f+jY2NqK2tdVqIMCOcg+Z0HpUcdKHp0qULli9fjg8++AAffPAB0tLSMHLkSJSWlno9Lj8/H/Hx8faF5nQKM8I5aC4EBNbAGGOyncxgwIYNGzB27FhRx2VlZSE9PR1vv/22x30aGxvR2Nho/22bU8ZisdB0K+FAcTF/0ITWjxwZdHOCRlUVFxfHgEGTCTh2TPWuY21tLeLj4/16BjUxvD18+HB88cUXXvcxm80wm81BsojQHLagOdcHLtSD5rxFJevIR6WJgL2ysjJ06dJFbTMILROuQXMhEpUsuUVTV1eHIw45H+Xl5SgrK0NCQgLS09Mxb948nDhxAv/85z8BAEuWLEGPHj3Qv39/NDQ0YOXKldixYwc++eQTqaYQoU44Bs3ZBHb6dN6S0an
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABJZklEQVR4nO2deXgUVdbG3+4m6YRsECAJIQmLIAiyGSCG0QlKNCoK6CiLCoiIqLjyqYAziMw4ZhhUUNkEIoyKAioiKoIsURGiYcsMbjFiIAkhQUQSEshC9/3+uHSnl+qluqu6qrrP73nq6e7qWk51Um/de8655+oYYwwEQRAyolfaAIIggh8SGoIgZIeEhiAI2SGhIQhCdkhoCIKQHRIagiBkh4SGIAjZIaEhCEJ2SGgIgpAdEhrCJ7744gvodDp88cUXSptCaAASGhWwZs0a6HQ67N+/37puy5YteO6555Qz6iJLly7FmjVrlDZDNoqLi/HEE09g6NChiIiIgE6nw9GjR522swirq+Wf//yn0z47duzAtddei7i4OMTExCA9PR3r168PwFWpj1ZKG0AIs2XLFixZskRxsVm6dCnat2+Pe+65x279n//8Z5w/fx7h4eHKGCYRBQUFePXVV9G7d29cdtllKCoqEtzusssuw1tvveW0/q233sLnn3+O66+/3m796tWrMWXKFFx33XV44YUXYDAYUFxcjPLycjkuQ/WQ0IQQjDE0NDQgMjLS72Pp9XpERERIYJWyjBw5EmfOnEFMTAxefPFFl0KTmJiIu+++22n9vHnz0KNHDwwePNi67ujRo5g+fToeeeQRvPLKK3KZrimo66RC7rnnHixZsgQA7JrnFsxmMxYtWoQ+ffogIiICiYmJmDZtGv744w+743Tp0gU333wztm3bhkGDBiEyMhKvv/46AP7Evfbaa5GQkACj0YjevXtj2bJlTvt///33+PLLL602DBs2DIBrH817772H9PR0REZGon379rj77rtx/Phxp+uLjo7G8ePHMXr0aERHR6NDhw548sknYTKZpPgJvSY+Ph4xMTE+7VtYWIhffvkFd911l9365cuXw2Qy4e9//zsAoK6uDqFeJIFaNCpk2rRpqKysxPbt2wWb69OmTcOaNWswefJkPProoygtLcXixYtx6NAh7NmzB2FhYdZti4uLMX78eEybNg1Tp05Fz549AQDLli1Dnz59MHLkSLRq1Qoff/wxHnroIZjNZkyfPh0AsGjRIjzyyCOIjo7GX//6VwD8ye4Ki02DBw9Gbm4uqqur8corr2DPnj04dOgQ2rRpY93WZDIhJycHGRkZePHFF7Fjxw689NJLuOSSS/Dggw+6/X3q6urQ0NDg8XcMCwtDXFycx+18Ze3atQDgJDQ7duxAr169sGXLFjz11FM4fvw42rZti+nTp2PevHnQ60Pw+c4IxVm9ejUDwPbt22ddN336dCb059m9ezcDwNauXWu3fuvWrU7rO3fuzACwrVu3Oh3n3LlzTutycnJYt27d7Nb16dOHZWVlOW2bn5/PALD8/HzGGGNNTU0sISGBXX755ez8+fPW7T755BMGgD377LPWdZMmTWIA2N///ne7Yw4cOJClp6c7ncsRy/6eFiG73bFgwQIGgJWWlnrc9sKFCywxMZENGTLE6bvY2FjWtm1bZjQa2Zw5c9j777/P7rzzTgaAzZo1S5RNwQK1aDTGe++9h7i4OFx33XU4deqUdX16ejqio6ORn5+PO++807q+a9euyMnJcTqOrZ+mpqYGzc3NyMrKwrZt21BTUyO6JbB//36cPHkSzz33nJ3vZsSIEejVqxc+/fRTzJs3z26fBx54wO7z1VdfLdiCc+Tpp58W9Jc40rZtWy+tF8/OnTtRXV2NZ555xum7uro6mM1m/Otf/8LMmTMBAH/5y19w+vRpvPLKK3jmmWd87q5pFRIajVFSUoKamhokJCQIfn/y5Em7z127dhXcbs+ePZg7dy4KCgpw7tw5u+98EZpjx44BgLVrZkuvXr3w9ddf262LiIhAhw4d7Na1bdvWyc8kRO/evdG7d29R9knN2rVrYTAYMHbsWKfvIiMjUV9fj/Hjx9utHz9+PLZu3YpDhw7hz3/+c6BMVQUkNBrDbDYjISHB6h9wxPHmFYowHTlyBMOHD0evXr3w8ssvIzU1FeHh4diyZQsWLlwIs9ksi+22GAwGn/etqanB+fPnPW4XHh6O+Ph4n8/jivPnz+PDDz9Edna2oM8qOTkZJSUlTt9ZHg7eiGmwQUKjUmyjTLZccskl2LFjB/70pz/5HKb++OOP0djYiM2bNyMtLc26Pj8/32s7HOncuTMA7ny+9tpr7b4rLi62fi8Fjz32GP7zn/943C4rK0uWzOXNmzfj7NmzTk5gC+np6SgpKcHx48fRrVs36/rKykoAzg+DUICERqVERUUBAM6cOWMXrRkzZgyWLl2Kf/zjH3jhhRfs9rlw4QLq6ursthfC0ppgNiHXmpoarF69WtCOM2fOeLR30KBBSEhIwPLly3HvvffCaDQCAD777DP8+OOPePbZZz0ew1uU9tG88847aN26NW699VbB78eOHYt169YhLy/PmjFsNpuxevVqxMfHIz09XRa71AwJjUqx/DM++uijyMnJgcFgwLhx45CVlYVp06YhNzcXRUVFuP766xEWFoaSkhK89957eOWVV3D77be7Pfb111+P8PBw3HLLLZg2bRrq6uqwcuVKJCQk4MSJE052LFu2DM8//zy6d++OhIQEpxYLwEPJ8+fPx+TJk5GVlYXx48dbw9tdunTBE088IdlvI6WPpqamBq+99hoA7rcCgMWLF6NNmzZo06YNHn74YbvtT58+jc8++wx/+ctfEB0dLXjMUaNGYfjw4cjNzcWpU6fQv39/bNq0CV9//TVef/11qwiHFEqHvQjh8PaFCxfYI488wjp06MB0Op1TqHvFihUsPT2dRUZGspiYGNa3b1/29NNPs8rKSus2nTt3ZiNGjBA85+bNm1m/fv1YREQE69KlC5s/fz574403nMK7VVVVbMSIESwmJsYuZOwY3rawfv16NnDgQGY0Gll8fDy76667WEVFhd02kyZNYlFRUU42zZ07VzCkLyelpaUuw+OdO3d22n758uUMANu8ebPb4549e5Y99thjLCkpiYWHh7O+ffuyt99+W6arUD86xkI8ZZEgCNkJwRRFgiACDQkNQRCyQ0JDEITskNAQBCE7JDQEQcgOCQ1BELKj2YQ9s9mMyspKxMTEeJ0mTxCEdDDGcPbsWSQnJ3ussaNZoamsrERqaqrSZhBEyFNeXo6UlBS322hWaCz1PMrLyxEbG6uwNQQRetTW1iI1NdWr2jqaFRpLdyk2NpaEhiAUxBvXBTmDCYKQHRIagiBkh4SGIAjZIaEhCEJ2SGgIgpAdEhqCIGSHhIYgCNkhoSEIQnZIaAiCkB0SGoIgZIeEhiC8paICyM/nr4QoSGgIwhvy8oDOnYFrr+WveXlKW6QpSGgIwhMVFcD99wOWOcnNZmDaNGrZiICEhiA8UVLSIjIWTCbgl1+UsUeDkNAQhCd69AAcK8gZDED37srYo0FIaAjCEykpwIoVXFwA/vr663w94RWaLXxFEAFlyhQgJ4d3l7p3J5ERid8tmq+++gq33HILkpOTodPpsGnTJrfbf/HFF9DpdE5LVVWVv6YQhLykpADDhpHI+IDfQlNfX4/+/ftjyZIlovYrLi7GiRMnrEtCQoK/phAEoVL87jrdeOONuPHGG0Xvl5CQgDZt2vh7eiLUqKjgUaAePahloSEUcwYPGDAAHTt2xHXXXYc9e/Z43L6xsRG1tbV2CxFihHLSnMazkgMuNB07dsTy5cvxwQcf4IMPPkBqaiqGDRuGgwcPut0vNzcXcXFx1oXmdAoxQjlpLggEVscYY5IdTKfDhx9+iNGjR4vaLysrC2lpaXjrrbdcbtPY2IjGxkbrZ8ucMjU1NTTdSiiQn89vNKH1w4YF3JyAUVHBxcU2YdBgAI4eVbzrWFtbi7i4OK/uQVWEt4cMGYKvv/7a7TZGoxFGozFAFhGqw5I053j
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAARoAAAGzCAYAAADwoNicAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABKM0lEQVR4nO2deXxU5dXHv5NAEiAhyJYQCIuyFWQrSMBWg4qmiiJaAXlVKEWkvO4URdpXQGubUlxwQRFBcKEKVrQuFMoSFSWKCKlLawTLkgAJIpCQAAEy9/3jMpOZyZ393rn3Ts7387mfmbnruZPc3zzPOec5j0NRFAVBEAQDSTDbAEEQ4h8RGkEQDEeERhAEwxGhEQTBcERoBEEwHBEaQRAMR4RGEATDEaERBMFwRGgEQTAcERohIj744AMcDgcffPCB2aYINkCExgIsW7YMh8PB1q1b3etWr17NnDlzzDPqLM8++yzLli0z2wzDKC4u5t577+XCCy8kJSUFh8PB7t27Nfc9efIk+fn59OrVi6ZNm9K+fXtGjx7NN998E/AakydPxuFwcPXVVxtwB/ZAhMairF69moceeshsM/wKzcUXX8yJEye4+OKLY2+UjhQWFvLUU09x7NgxfvKTnwTc96abbmLWrFkMGzaMp556iilTpvDRRx8xdOhQ9uzZo3nM1q1bWbZsGSkpKUaYbxtEaBoQiqJw4sQJXc6VkJBASkoKCQn2/hcaOXIkR48e5auvvuKmm27yu9++fftYtWoV99xzD88++yy33nors2bN4vXXX+fYsWOsWrWq3jGKonDXXXcxfvx4MjIyjLwNy2Pv/5I45Ve/+hULFiwAwOFwuBcXTqeT+fPn07t3b1JSUsjIyGDKlCkcOXLE6zydO3fm6quvZu3atQwaNIgmTZrw/PPPA7B06VIuvfRS2rZtS3JyMr169eK5556rd/w333zDhx9+6LZh2LBhgH8fzRtvvMHAgQNp0qQJrVu35uabb2bfvn317i81NZV9+/YxatQoUlNTadOmDdOnT6e2tlaPrzBkWrZsSVpaWtD9jh07BlBPMNq1awdAkyZN6h3zyiuv8PXXX/PHP/5RB0vtTSOzDRDqM2XKFPbv38+6det45ZVXNLcvW7aMiRMnctddd7Fr1y6eeeYZtm/fzieffELjxo3d+xYXFzNu3DimTJnC5MmT6dGjBwDPPfccvXv3ZuTIkTRq1Ih3332X//3f/8XpdHL77bcDMH/+fO68805SU1P5/e9/D9R/0Dxx2XTBBReQn59PeXk5Tz75JJ988gnbt2+nRYsW7n1ra2vJy8sjJyeHRx99lPXr1/PYY49x3nnnMXXq1IDfT1VVFSdPngz6PTZu3Jj09PSg+4XCeeedR4cOHXjsscfo0aMHAwYMYP/+/dx///106dKFG2+80Wv/Y8eOMWPGDH73u9+RmZmpiw22RhFMZ+nSpQqgfP755+51t99+u6L159m0aZMCKMuXL/dav2bNmnrrO3XqpADKmjVr6p3n+PHj9dbl5eUp5557rte63r17K7m5ufX2LSgoUACloKBAURRFOXXqlNK2bVvl/PPPV06cOOHe77333lMAZdasWe51EyZMUADl4Ycf9jrngAEDlIEDB9a7li+u44MtWnYHYt68eQqg7Nq1S3P7Z599ppx33nle1xg4cKBy4MCBevtOnz5d6dKli3Ly5ElFUdS/xYgRI8KyJ56QFo3NeOONN0hPT+fyyy/n0KFD7vUDBw4kNTWVgoIC/ud//se9vkuXLuTl5dU7j2dTv6KigtOnT5Obm8vatWupqKgIuyWwdetWDh48yJw5c7wcnyNGjKBnz568//779Zzbv/nNb7w+X3TRRZotOF/uv/9+br755qD7nXPOOSFaHxrnnHMO/fv3Z/To0QwZMoSdO3eSn5/P6NGjWbdunfu+v/vuO5588klee+01kpOTdbXBrojQ2IwdO3ZQUVFB27ZtNbcfPHjQ63OXLl009/vkk0+YPXs2hYWFHD9+3GtbJELjirq4umae9OzZk48//thrXUpKCm3atPFad84559TzM2nRq1cvevXqFZZ90VJRUcFFF13Efffdx29/+1v3+kGDBjFs2DCWLl3q7vLdfffdXHjhhfzyl7+MqY1WRoTGZjidTtq2bcvy5cs1t/s+vFpOyu+//57LLruMnj178vjjj5OdnU1SUhKrV6/miSeewOl0GmK7J4mJiREfW1FREVL0LCkpiZYtW0Z8HU/efPNNysvLGTlypNf63NxcmjdvzieffMLUqVPZuHEja9asYdWqVV75OGfOnOHEiRPs3r2bli1b0rx5c13ssgsiNBbFM8rkyXnnncf69ev52c9+pikiofDuu+9SU1PDO++8Q8eOHd3rCwoKQrbDl06dOgGq8/nSSy/12lZcXOzergd33303L730UtD9cnNzdctcLi8vB6gXFVMUhdraWs6cOQPA3r17Abj++uvrnWPfvn106dKFJ554gnvuuUcXu+yCCI1FadasGQBHjx71itaMGTOGZ599lj/84Q/86U9/8jrmzJkzVFVVee2vhas1oXjUpa+oqGDp0qWadhw9ejSovYMGDaJt27YsXLiQX//6127fxD/+8Q/+85//MGvWrKDnCBUzfDTdu3cH4PXXX/fK2H7nnXeorq5mwIABAFx66aW89dZb9Y6/7bbb6NSpE7///e/p06ePbnbZBREaizJw4EAA7rrrLvLy8khMTOTGG28kNzeXKVOmkJ+fT1FREVdccQWNGzdmx44dvPHGGzz55JPccMMNAc99xRVXkJSUxDXXXMOUKVOoqqrihRdeoG3bthw4cKCeHc899xyPPPIIXbt2pW3btvVaLKCGkufOncvEiRPJzc1l3Lhx7vB2586duffee3X7bvT00VRUVPD0008Dqt8K4JlnnqFFixa0aNGCO+64A4BrrrmG3r178/DDD7Nnzx63M/iZZ56hXbt2TJo0CYCOHTt6tRJd3HPPPWRkZDBq1Chd7LYdZoe9BO3w9pkzZ5Q777xTadOmjeJwOOqFuhctWqQMHDhQadKkiZKWlqb06dNHuf/++5X9+/e79wkUUn3nnXeUvn37KikpKUrnzp2VuXPnKi+++GK98G5ZWZkyYsQIJS0tzStk7BvedrFixQplwIABSnJystKyZUvlpptuUkpLS732mTBhgtKsWbN6Ns2ePVszpG8ku3bt8hse79Spk9e+hw8fVu69916le/fuSnJystK6dWvlxhtvVP773/8GvU5DD287FEXmdRIEwVhkCIIgCIYjQiMIguGI0AiCYDgiNIIgGI4IjSAIhiNCIwiC4dg2Yc/pdLJ//37S0tJCTpMXBEE/FEXh2LFjZGVlBa20aFuh2b9/P9nZ2WabIQgNnpKSEjp06BBwH9sKjav8YklJSYMbCSsIVqCyspLs7OyQSqHaVmhc3aXmzZuL0AiCiYTiuhBnsCAIhiNCIwiC4YjQCIJgOCI0giAYjgiNIAiGI0IjCILhiNAIgmA4IjSCIBiOCI0gCIYjQiMIguGI0AhCqJSWQkGB+iqEhQiNIITCkiXQqRNceqn6umSJ2RbZChEaQQhGaSncdhu45iR3OmHKFGnZhIEIjSAEY8eOOpFxUVsLO3eaY48NEaERhGB06wa+FeQSE6FrV3PssSEiNIIQjA4dYNEiVVxAfX3+eXW9EBK2LXwlCDFl0iTIy1O7S127isiESdQtmo8++ohrrrmGrKwsHA4Hb7/9dsD9P/jgAxwOR72lrKwsWlMEwVg6dIBhw0RkIiBqoamurqZfv34sWLAgrOOKi4s5cOCAe2nbtm20pgiCYFGi7jpdeeWVXHnllWEf17ZtW1q0aBHt5YWGRmmpGgXq1k1aFjbCNGdw//79adeuHZdffjmffPJJ0P1ramqorKz0WoQGRkNOmrN5VnLMhaZdu3YsXLiQN998kzfffJPs7GyGDRvGtm3bAh6Xn59Penq6e5E5nRoYDTlpLg4E1qEoiqLbyRwO3nrrLUaNGhXWcbm5uXTs2JFXXnnF7z41NTXU1NS4P7vmlKmoqJDpVhoCBQXqg6a1ftiwmJs
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from '/config/.local/lib/python3.10/site-packages/matplotlib/pyplot.py'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import logging\n",
    "import time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "import matplotlib as mpl\n",
    "\n",
    "# 마이너스 기호 표시 설정\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 한글 폰트 설정 - Windows\n",
    "# font_location = fm.findfont(fm.FontProperties(family='Malgun Gothic'))\n",
    "# fm.FontProperties(fname=font_location)\n",
    "# plt.rcParams['font.family'] = 'Malgun Gothic'\n",
    "\n",
    "# 로거 수준을 ERROR로 설정하여 경고 메시지를 제거\n",
    "matplotlib_logger = logging.getLogger(\"matplotlib\")\n",
    "matplotlib_logger.setLevel(logging.ERROR)\n",
    "# 한글 폰트 설정 - Linux\n",
    "font_dir = \"/usr/share/fonts/truetype/nanum\"\n",
    "nanum_gothic_ttf = os.path.join(font_dir, \"NanumGothic.ttf\")\n",
    "nanum_gothic = fm.FontProperties(fname=nanum_gothic_ttf)\n",
    "# plt.rcParams[\"font.family\"] = nanum_gothic.get_name()\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "def onces(rows, cols):\n",
    "    return np.ones((rows, cols))\n",
    "\n",
    "# Parameters\n",
    "N = 100  # 각 클러스터의 표본의 개수\n",
    "N2 = N + N\n",
    "eta = 0.2\n",
    "means = np.array([[0.7, -0.8],\n",
    "                  [0.7, -0.8]])\n",
    "var = np.array([0.2, 0.2])\n",
    "\n",
    "x = datagen([N, N], np.vstack((means, var)))  # x: N2 by 2\n",
    "x = randomize(x)  # 행의 값을 랜덤하게 섞기\n",
    "ncenter = 11  # 사용할 클러스터 뉴런의 개수\n",
    "w = np.random.rand(ncenter, 2) - 0.5 * onces(ncenter, 2)  # 초기 뉴런은 특징 공간상에 임의로 위치시킴\n",
    "\n",
    "plt.figure()\n",
    "plt.subplot(121)\n",
    "plt.plot(x[:, 0], x[:, 1], 'r.', w[:, 0], w[:, 1], '*-')\n",
    "plt.axis([-2, 2, -2, 2])\n",
    "plt.title('초기화', fontproperties=nanum_gothic)\n",
    "\n",
    "i = 1\n",
    "iter = 1\n",
    "converge = 0\n",
    "\n",
    "while converge == 0:\n",
    "    dn = np.ones((ncenter, 1)) * x[i, :] - w\n",
    "    ddn = np.sum((dn * dn), axis=1)  # ddn: ncenter by 1\n",
    "    istar = np.argmin(ddn)\n",
    "\n",
    "    if istar == 0:\n",
    "        w[[istar, istar + 1], :] = w[[istar, istar + 1], :] + eta * (np.ones((2, 1)) * x[i, :] - w[[istar, istar + 1], :])\n",
    "    elif istar == ncenter - 1:\n",
    "        w[[istar - 1, istar], :] = w[[istar - 1, istar], :] + eta * (np.ones((2, 1)) * x[i, :] - w[[istar - 1, istar], :])\n",
    "    else:\n",
    "        w[[istar - 1, istar, istar + 1], :] = w[[istar - 1, istar, istar + 1], :] + eta * (np.ones((3, 1)) * x[i, :] - w[[istar - 1, istar, istar + 1], :])\n",
    "\n",
    "    plt.subplot(122)\n",
    "    plt.plot(x[:, 0], x[:, 1], 'r.', x[i, 0], x[i, 1], 'o', w[:, 0], w[:, 1], '*-')\n",
    "    plt.title(f'Iteration = {iter}')\n",
    "    plt.pause(0.01)\n",
    "\n",
    "    i = (i + 1) % N2\n",
    "    iter += 1\n",
    "\n",
    "    if i == 0:\n",
    "        x = randomize(x)  # 클러스터의 순서를 랜덤하게 섞는다.\n",
    "        i = 1  # 재배치된 입력으로 시작\n",
    "\n",
    "    if iter % 50 == 0:\n",
    "        eta *= 0.9\n",
    "        if iter >= 200:\n",
    "            converge = 1\n",
    "\n",
    "plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import logging\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "import matplotlib as mpl\n",
    "\n",
    "# 마이너스 기호 표시 설정\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 한글 폰트 설정 - Windows\n",
    "# font_location = fm.findfont(fm.FontProperties(family='Malgun Gothic'))\n",
    "# fm.FontProperties(fname=font_location)\n",
    "# plt.rcParams['font.family'] = 'Malgun Gothic'\n",
    "\n",
    "# 로거 수준을 ERROR로 설정하여 경고 메시지를 제거\n",
    "matplotlib_logger = logging.getLogger(\"matplotlib\")\n",
    "matplotlib_logger.setLevel(logging.ERROR)\n",
    "# 한글 폰트 설정 - Linux\n",
    "font_dir = \"/usr/share/fonts/truetype/nanum\"\n",
    "nanum_gothic_ttf = os.path.join(font_dir, \"NanumGothic.ttf\")\n",
    "nanum_gothic = fm.FontProperties(fname=nanum_gothic_ttf)\n",
    "# plt.rcParams[\"font.family\"] = nanum_gothic.get_name()\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "# 초기 연결 가중치 개수\n",
    "num_rows = 15\n",
    "num_cols = 15\n",
    "a = 0.20  # 이웃 크기(G)와 학습률(eta)의 감소를 위한 인자\n",
    "\n",
    "# 초기 가중치 값 설정\n",
    "dx = 0.1\n",
    "m = dx * (1 - 2 * np.random.rand(num_rows, num_cols)) + dx * (1j - 2j * np.random.rand(num_rows, num_cols))\n",
    "\n",
    "for cycle in range(1, 5001):\n",
    "    eta = cycle ** (-a)\n",
    "    G = 0.5 + 10 * cycle ** (-a)  # 가우시안 폭 관련 파라미터\n",
    "    x = 1 - 2 * np.random.rand()\n",
    "    y = 1 - 2 * np.random.rand()\n",
    "\n",
    "    inp = x + y * 1j  # 입력 데이터(복소수로 2차원 표현)\n",
    "\n",
    "    dist_mat = (np.real(m) - np.real(inp)) ** 2 + (np.imag(m) - np.imag(inp)) ** 2\n",
    "    win_rows, win_cols = np.unravel_index(np.argmin(dist_mat, axis=None), dist_mat.shape)\n",
    "\n",
    "    col_idx, row_idx = np.meshgrid(range(1, num_cols + 1), range(1, num_rows + 1))\n",
    "    grid_dist = np.abs(row_idx - win_rows) + np.abs(col_idx - win_cols)\n",
    "    f = eta * np.exp(-(grid_dist / G) ** 2)\n",
    "\n",
    "    if cycle in [1, 10, 30, 50, 100, 200, 400, 600, 800, 1000, 3000, 5000]:\n",
    "        plt.clf()\n",
    "        plt.plot(np.real(m), np.imag(m), 'w-', np.real(m.T), np.imag(m.T), 'w-')\n",
    "        plt.gca().set_facecolor('k')\n",
    "        plt.title('훈련 횟수: {}, 이웃의 크기: {:.2f}, 학습률: {:.2f}'.format(cycle, G, eta), fontproperties=nanum_gothic)\n",
    "        plt.draw()\n",
    "        plt.pause(0.001)\n",
    "\n",
    "    m = m + f * (inp - m)\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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