diff --git a/Lab7/lab7.ipynb b/Lab7/lab7.ipynb index 5d346e7..4bb7bcc 100644 --- a/Lab7/lab7.ipynb +++ b/Lab7/lab7.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -228,7 +228,7 @@ "[768 rows x 9 columns]" ] }, - "execution_count": 13, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -237,6 +237,7 @@ "import pandas as pd\n", "import numpy as np\n", "import skfuzzy as fuzz\n", + "import matplotlib as plt\n", "from skfuzzy import control as ctrl\n", "\n", "df = pd.read_csv(\".//scv//diabetes.csv\")\n", @@ -255,18 +256,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Входные: аge(возраст) и bmi(ИМТ)\n", + "Входные: age(возраст) и bmi(ИМТ)\n", "\n", "Выходные: glucose(давление)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "аge = ctrl.Antecedent(np.arange(df[\"Age\"].min(), df[\"Age\"].max() + 1, 1), \"age\")\n", + "age = ctrl.Antecedent(np.arange(df[\"Age\"].min(), df[\"Age\"].max() + 1, 1), \"age\")\n", "bmi = ctrl.Antecedent(np.arange(df[\"BMI\"].min(), df[\"BMI\"].max() + 0.1, 0.1), \"bmi\")\n", "glucose = ctrl.Consequent(np.arange(df[\"Glucose\"].min(), df[\"Glucose\"].max() + 0.1, 0.1), \"glucose\")" ] @@ -280,53 +281,29 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\skfuzzy\\control\\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", - " fig.show()\n" + "ename": "AttributeError", + "evalue": "module 'matplotlib' has no attribute 'axvline'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[4], line 5\u001b[0m\n\u001b[0;32m 2\u001b[0m age[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmiddle-aged\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m fuzz\u001b[38;5;241m.\u001b[39mtrapmf(age\u001b[38;5;241m.\u001b[39muniverse, [\u001b[38;5;241m18\u001b[39m, \u001b[38;5;241m30\u001b[39m, \u001b[38;5;241m45\u001b[39m, \u001b[38;5;241m60\u001b[39m])\n\u001b[0;32m 3\u001b[0m age[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mold\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m fuzz\u001b[38;5;241m.\u001b[39msmf(age\u001b[38;5;241m.\u001b[39muniverse, \u001b[38;5;241m45\u001b[39m, \u001b[38;5;241m85\u001b[39m)\n\u001b[1;32m----> 5\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxvline\u001b[49m(x\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mblack\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m 8\u001b[0m bmi[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlow\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m fuzz\u001b[38;5;241m.\u001b[39mzmf(bmi\u001b[38;5;241m.\u001b[39muniverse, \u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m18\u001b[39m)\n", + "File \u001b[1;32md:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\matplotlib\\_api\\__init__.py:217\u001b[0m, in \u001b[0;36mcaching_module_getattr..__getattr__\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m 215\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m props:\n\u001b[0;32m 216\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m props[name]\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__get__\u001b[39m(instance)\n\u001b[1;32m--> 217\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[0;32m 218\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodule \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__module__\u001b[39m\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m has no attribute \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[1;31mAttributeError\u001b[0m: module 'matplotlib' has no attribute 'axvline'" ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGyCAYAAAAYveVYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABSqklEQVR4nO3de3xT9f0/8NfJvWmb9AZtLYWKoohCURBWmNLNbjiV4b4/leEFhg6/KiiscyJTQUWBuYk4ZaIoU7/zwuYUdSgOq+2GIsjNeWEICBaRttza9Jb7+f2RJhCbliRNc04+5/V8PPoYPTlJPj3D9MX78z6fjyTLsgwiIiIiQeiUHgARERFRIjHcEBERkVAYboiIiEgoDDdEREQkFIYbIiIiEgrDDREREQmF4YaIiIiEwnBDREREQmG4ISIiIqFoLtzIsgyHwwEuzExERCQmRcPNv/71L0yYMAGnnHIKJEnC6tWrT/qc6upqnHfeeTCbzTj99NPx7LPPxvSezc3NsNvtaG5ujm/QREREpGqKhpvW1laUlpZi2bJlUZ2/d+9eXHrppfjBD36A7du3Y/bs2fjlL3+Jd955p5dHSkRERKlCUsvGmZIk4bXXXsPll1/e5Tlz5szBmjVr8Nlnn4WO/fznP0djYyPWrl0b1fs4HA7Y7XY0NTXBZrP1dNhERESkMgalBxCLDRs2oKKiIuzY+PHjMXv27C6f43K54HK5Qt87HA4AwIW/ew96S3qvjJOAouw0VP7oDJSf2VfpofTcny8BDu1UehTh9Ebgij8DA8oS+rKV1ZXYUr8loa9JRJQoNZNqojovpcJNXV0d8vPzw47l5+fD4XCgvb0daWlpnZ6zaNEi3HfffZ2OX1s2AGnpmb02Vi2TZRkf7jmC65/9GH+5YTTGnJ6n9JDi5/MAX38ADJkIFAxTejTHVS8G6v6T0HCz8+hOrPt6Ha4840oUphcm7HWJiJItpcJNPObOnYvKysrQ9w6HA8XFxbjxwtM4LdWLbi4/HVNWbsSv//YJ3r+9HBajXukhxccZqPRh6JXAWROUHcuJNi4/PrYEWfPVGuSl5WHu6Lkw6owJfW0iomRKqXBTUFCA+vr6sGP19fWw2WwRqzYAYDabYTabkzE8OoFeJ+GBy4eiYkkN/vLR1/jlBQOVHlJ8nI2B/7XYFR1GJxb78bElyJ6mPTg792wGG9I0WZbh9XqVHoZmGQwGSJLU89dJwFiSpqysDG+99VbYsXXr1qGsLLF9B5QYp+alY2LpKXhuwz5cP/ZU6HQ9/wubdK6O6ohZZVU+s+342BLkm+ZvUHYK/1si7fJ6vTh06BDXQVOQJEno06cPDIaexRNFw01LSwt2794d+n7v3r3Yvn07cnJy0L9/f8ydOxcHDhzA888/DwC46aab8Pjjj+OOO+7A9ddfj/feew9//etfsWbNGqV+BDqJa743AK9uO4D1uw/jwjP6KD2c2DmbAv+ryspNU8Jezi/78U3zN+iX0S9hr0mUSmRZRmNjI3Q6HbKzsxNSPaDYyLKMY8eOobGxEbm5uT36/0DRcLN582b84Ac/CH0f7I2ZOnUqnn32WRw8eBC1tbWhx0899VSsWbMGv/rVr/Doo4+iX79+ePrppzF+/Pikj52ic17/LAzMS8ebn3ybouGmozqiunBjS2jPzaG2Q3D73SjOLE7YaxKlEr/fD7fbjezsbJhMJqWHo1k2mw3Hjh2D3++HXh9/r6ai4aa8vLzb8l+k1YfLy8uxbdu2XhwVJZIkSbhkaCH+76OvsdDnh1GfYjt+BKsjapuWstiBxv0Je7n9zYHX6pfJyg1pk9/vB4Ae/UKlngte/56GmxT7TUOp6Mdn56Op3YPt+xuVHkrsXA7AmA7oVdaeluCem/q2QKN+QXpBwl6TKBVxOkpZibr+DDfU684+xQ6bxYAPdh9Weiixczapb0oKACxZCe25aXQ1wqw3w2qwJuw1iYiUwnBDvU6vk1B2Wi4+3HNE6aHEzukI9LeoTYJ7bo46jyLLnMV/tRKlmPLy8m5X6dcqhhtKijGn5WFb7TG0uVNs/QjVVm7sgM8FeJwJebljzmPIseQk5LWIiJTGcENJMfb0XHh8MjbvO6b0UGLjcqivmRg4PqYE9d0ccx5DtiU7Ia9FRKQ0hhtKitP6ZKBvpjn1pqbUXLkBEtZ3c8x1DFnmrIS8FhEp49ixY5gyZQqys7NhtVrxk5/8BLt27QIQWEOmT58+eOWVV0LnDx8+HIWFx/eRW79+PcxmM9ra2pI+9kRjuKGkkCQJIwZk45NUu2PK2aTenhsgYX03nJYiSn2/+MUvsHnzZrzxxhvYsGEDZFnGJZdcAo/HA0mScOGFF6K6uhpAIAjt2LED7e3t+O9//wsAqKmpwfnnnw+rNfVvLFDZ/a0ksqH97Hji/T3w++XU2YpB9ZWbxoS8HKeliDprd/uw51BL0t/3tD4ZSDPFtsbLrl278MYbb+CDDz7AmDFjAAAvvPACiouLsXr1alx55ZUoLy/Hk08+CQD417/+hXPPPRcFBQWorq7G4MGDUV1djXHjxiX851ECww0lzdAiO5pdXuw70oqBfTKUHk50NNBz4/P70ORuYrgh+o49h1pw2WPrk/6+/7j1+zinKLZ/VO3YsQMGgwGjR48OHcvNzcWZZ56JHTt2AADGjRuHWbNm4dChQ6ipqUF5eXko3Nxwww348MMPcccddyT0Z1EKww0lzdCO/1g/PdCUGuFGljtuBVdh5cZsAyAlpOemxdMCv+yH3aTCn5NIQaf1ycA/bv2+Iu/bG4YOHYqcnBzU1NSgpqYGDz74IAoKCvC73/0OH3/8MTweT6jqk+oYbihpsqwm9M+x4tNvmjBxeJHSwzk5dysg+9QZbnQ6wJyZkJ6bZnczACDTlNnj1yISSZpJH3MFRSlnnXUWvF4vNm7cGAooR44cwc6dOzFkyBAAgd7HCy64AK+//jo+//xzfP/734fVaoXL5cKTTz6JkSNHIj09XckfI2HYUExJNbTIjv8cSNzKur1KrTuCByVoZ/AWT6CngOGGKHUNGjQIEydOxPTp07F+/Xp88sknuPbaa1FUVISJEyeGzisvL8dLL72E4cOHIyMjAzqdDhdeeCFeeOEFYfptAIYbSrKh/ez4/EATfP6uN0xVjWA/ixp7boCE7S8VrNykG8X4FxuRVv35z3/GiBEjcNlll6GsrAyyLOOtt96C0WgMnTNu3Dj4fD6Ul5eHjpWXl3c6luo4LUVJdfYpNrS6fdh/tA0leSr/ZaqRyk2rpxUAKzdEqSh4azcAZGdn4/nnn+/2/OHDh0OWw/9xOXv2bOG2cGDlhpLqjPzAL9BdDcm/vTJmwX4WNa5zAyRsf6lg5SbDmAJN3kREUWC4oaTqm2lGpsWAXQ3NSg/l5DRSuWnxtMCgM8CsNydgUEREymO4oaSSJAmD+mZgV30KVG5cTYCkB4wqXa0zQT03Le4WZBgzuCM4EQmD4YaSblDfzNSp3FjsgFp/6SewcsMpKSISCcMNJd2g/AzsbmiBX+13TDkd6u23ARLWc9PibmEzMREJheGGkm5QfiacHj++Odau9FC6p9Z9pYIs9sC0lN/fo5dp9jQjw8TKDRGJg+GGkm5Q38AvUtVPTal1X6kgsw2ADLh7dh1bPa2cliIioTDcUNIV2i3IMBvwpdqbilOhcgP0uO8m2FBMRCQKhhtKOkmScFqfdOw9rPZw4wAsWUqPomvBsfWw76bV0wqrWu8IIyKKA8MNKaJ/bjr2HWlTehjdczapv6EY6HHlps3bxnBDRElRUlKCpUuX9vr7MNyQIkpyrfj6SKvSw+iey5Ea01I9XOum3dsOq4HhhojEwXBDihiQm456hwvtbp/SQ+masykFGorR88qNpw1phrQEDIiIUp3b7VZ6CAnBcEOKKMkNVApqj6p0asrnATxt6q7cGC2A3tyjcCPLcqByw2kpopRUXl6O2267DXfccQdycnJQUFCAe++9N/R4bW0tJk6ciIyMDNhsNlx11VWor68PPX7vvfdi+PDhePrpp3HqqafCYrEACPRGPvnkk7jssstgtVpx1llnYcOGDdi9ezfKy8uRnp6OMWPGYM+ePaHX2rNnDyZOnIj8/HxkZGTg/PPPx7vvvpu0a3EihhtSxIDcwI7g+9Q6NaX2TTODeriQn9PnhAyZlRuiFPbcc88hPT0dGzduxEMPPYT7778f69atg9/vx8SJE3H06FHU1NRg3bp1+OqrrzBp0qSw5+/evRt///vf8eqrr2L79u2h4wsWLMCUKVOwfft2DB48GFdffTX+93//F3PnzsXmzZshyzJmzpwZOr+lpQWXXHIJqqqqsG3bNlx88cWYMGECamtrk3UpQgxJf0ciAHkZJlhNevX23TgbA/+r5soN0LEFQ2PcT2/3BhZSZM8NUQTuNuDwl8l/37wzAFP0/00OGzYM8+fPBwAMGjQIjz/+OKqqqgAAn376Kfbu3Yvi4mIAwPPPP4+zzz4bH3/8Mc4//3wAgamo559/Hn369Al73WnTpuGqq64CAMyZMwdlZWW45557MH78eADArFmzMG3atND5paWlKC0tDX2/YMECvPbaa3jjjTfCQlAyMNyQIiRJwgA13zEVbNJVc88N0OPNM9s8gevPyg1RBIe/BJ4al/z3vbEGOGV41KcPGzYs7PvCwkI0NDRgx44dKC4uDgUbABgyZAiysrKwY8eOULgZMGBAp2Dz3dfNz88HAAwdOjTsmNPphMPhgM1mQ0tLC+69916sWbMGBw8ehNfrRXt7Oys3pC2qvmMq2MeSEpWb+Htu2ryBcMOeG6II8s4IBA0l3jcGRqMx7HtJkuCPYVuW9PT0k76u1LGBcKRjwfe6/fbbsW7dOvzhD3/A6aefjrS0NFxxxRWKNCkz3JBiBuSm4x//+VbpYUQW6rlRe7jpWc9NcFqKlRuiCEzWmCooanPWWWdh//792L9/f6h688UXX6CxsRFDhgxJ+Pt98MEH+MUvfoGf/exnAAI9OPv27Uv4+0SDDcWkmAG5Vnzb2A63t2cbP/aKYDVE7dNSPa3cdExLseeGSDwVFRUYOnQorrnmGmzduhWbNm3ClClTMG7cOIwcOTLh7zdo0KBQU/Inn3yCq6++OqYKUiIx3JBi+mWnwS8DB5tUuDu4ywEY0wG9youbPey5YeWGSFySJOH1119HdnY2LrzwQlRUVGDgwIFYtWpVr7zfkiVLkJ2djTFjxmDChAkYP348zjvvvF55r5NR+Sc3iawoK/AL9cCx9tCt4aqh9k0zgyxZ7Lkh0rDq6upOx1avXh36c//+/fH66693+fx77703bF2cIFmWw74vKSnpdKy8vDzsWElJCd57772wc2bMmBH2fbKmqVi5IcWc0hFuvmlUYeXG6VD/GjdAQnpuJEiw6C0JHBQRkbIYbkgxFqMeeRlmHDimxnCTKpUbO+BzAR5nXE8Pbr0QvOuBiEgEDDekqKLsNBxQY+XG5VB/MzFwfIxx9t20e9vZb0NEwmG4IUX1y0pj5aYngmOMs++mzctNM4lIPAw3pCjVVm6cTanTcwPE3Xfj8rpgMbDfhojEwnBDiirKSsPBpnb4/fLJT06mlKvcNMb1dKfPycoNEQmH4YYUVZSVBo9PRkOzS+mhhNNIz43T64RZb07ggIiIlMdwQ4oqyu5Y66ZRRRtoynLHreApULkx2wBIcffcuHwumA0MN0QkFoYbUlQw3HyjpqZidysg+1Ij3Oh0gDkz7p4bp9eJND2npYhILAw3pCibxYhMi0FdTcWpsiN4UA/2l3L6nKzcEKWw8vJyzJ49u8vHJUkKW7H4ZKqrqyFJEhobG3s8NiVx+wVSXFFWGuqa4luErlcE+1dSoecG6NH+Uk6vk6sTEwns4MGDyM7OVnoYScdwQ4rLt1lwUE3hRkOVG5ePt4ITiaygoEDpISiC01KkuAKbBfUONYWbjipIKqxzA/RofyneLUWU+vx+P+644w7k5OSgoKAgbCPM705Lffjhhxg+fDgsFgtGjhyJ1atXQ5IkbN++Pew1t2zZgpEjR8JqtWLMmDHYuXNncn6YBGG4IcUV2C3qmpbSUOXG6XOyckOU4p577jmkp6dj48aNeOihh3D//fdj3bp1nc5zOByYMGEChg4diq1bt2LBggWYM2dOxNe866678PDDD2Pz5s0wGAy4/vrre/vHSChOS5HiCuwWHGpxwePzw6hXQd52NQGSHjBalR5JdHrQc+PyuthzQ9SFdm879jbtTfr7nmo/NabFNYcNG4b58+cDAAYNGoTHH38cVVVV+NGPfhR23osvvghJkrBixQpYLBYMGTIEBw4cwPTp0zu95oMPPohx48YBAO68805ceumlcDqdsFhS4/OC4YYUV2C3QJaBQ80unJKlgtuSg6sTp8pO2T29W4rTUkQR7W3ai0n/mJT091112SoMyR0S9fnDhg0L+76wsBANDQ2dztu5cyeGDRsWFlBGjRp10tcsLCwEADQ0NKB///5Rj0tJDDekuAJb4D+0OodTJeHGkTr9NkDcPTc+vw8ev4fbLxB14VT7qVh12SpF3jcWRqMx7HtJkuD3+3s0hhNfU+r4h15PXzOZGG5IcYX2jnCjlr6bVNlXKshiD0xL+f2BRf2i5PIFtrxg5YYosjRDWkwVFLU788wz8Ze//AUulwtmc+C/+48//ljhUfUOFTQ4kNbZ04wwG3TqCTepsq9UkNkGQAbczTE9rd0bWDiRDcVE2nD11VfD7/fjxhtvxI4dO/DOO+/gD3/4A4Dj1RlRMNyQ4iRJQoFdRbeDp2LlBoi57yZYuWFDMZE22Gw2vPnmm9i+fTuGDx+Ou+66C/PmzQOAlGkUjhanpUgVCtS0kJ/TAeTlKz2K6IXCTWx9N05f4Hpz+wWi1FVdXd3p2Inr2siyHPbYmDFj8Mknn4S+f+GFF2A0GkONwuXl5Z2eM3z48E7H1I7hhlShwK6mcKONyo3TG7jenJYi0o7nn38eAwcORFFRET755BPMmTMHV111FdLSxLqxgOGGVKHAbsH2/Y1KDyMgJXtuEPNaN5yWItKeuro6zJs3D3V1dSgsLMSVV16JBx98UOlhJRzDDalCcFpKlmXlG9s0Vrnh3VJE2nHHHXfgjjvuUHoYvY4NxaQKfTMtcHv9cDi9yg7E5wE8bakVbowWQG+OuefG7XMDYLghIvEw3JAq9LUFfsEeala47ybVNs0MstjivlvKpDf1xoiIUlKqNc6KJlHXn+GGVKFPRiDcNDS7lB2IK8U2zQyy2I+PPUpuf6Byw3BDBOg6FsD0+XwKj0TbgtdfF8OCpJEo3nOzbNky/P73v0ddXR1KS0vx2GOPdbnXBQAsXboUTzzxBGpra5GXl4crrrgCixYtEu4efa3pkxms3CgcboLVj1RqKAYC442xcuPxeQAAJh3DDZFOp4PJZILD4YBer1e+90+DZFmGw+GAyWRK7XCzatUqVFZWYvny5Rg9ejSWLl2K8ePHY+fOnejbt2+n81988UXceeedWLlyJcaMGYMvv/wSv/jFLyBJEpYsWaLAT0CJkm42IN2kV0+4ScXKTRzTUgbJAL1O30uDIkodkiQhKysLhw4dwuHDh5UejmZJkoTc3Nweh0tFw82SJUswffp0TJs2DQCwfPlyrFmzBitXrsSdd97Z6fwPP/wQY8eOxdVXXw0AKCkpweTJk7Fx48akjpt6R1+bRflpqVDPTaqFm9g3z3T73DDqjSc/kUgjDAYDCgoK4PUqfGODhhkMhoRUzRQLN263G1u2bMHcuXNDx3Q6HSoqKrBhw4aIzxkzZgz+8pe/YNOmTRg1ahS++uorvPXWW7juuuu6fB+XywWX6/gvTIcj9t2TKTn6ZJjVU7lJtWkpix1o3B/TU9x+N++UIvoOSZI67bJNqUexcHP48GH4fD7k54cvc5+fn4///ve/EZ9z9dVX4/Dhw/j+978PWZbh9Xpx00034be//W2X77No0SLcd999CR079Y4+NjMalL5byuUAjOmAXvF2tNiYbTEv4uf2udlvQ0RCSqm7paqrq7Fw4UL86U9/wtatW/Hqq69izZo1WLBgQZfPmTt3LpqamkJf+/fH9q9bSh7VVG5SbUoKACxZMffcuH1u3ilFREJS7J+neXl50Ov1qK+vDzteX1+PgoKCiM+55557cN111+GXv/wlAGDo0KFobW3FjTfeiLvuuitid7XZbIbZzNJ7KuhrM6uj5ybV1rgB4uq5cflcDDdEJCTFKjcmkwkjRoxAVVVV6Jjf70dVVRXKysoiPqetra1TgNHrA3d6cOGl1Ncnw4zGNg9cXgXXmUjZyo0d8LkAT/TTeh6/h+GGiISkaGNBZWUlpk6dipEjR2LUqFFYunQpWltbQ3dPTZkyBUVFRVi0aBEAYMKECViyZAnOPfdcjB49Grt378Y999yDCRMmhEIOpa6+tsBaRYdb3CjKUmiH2lTbNDPoxM0zjdGt+cRpKSISlaLhZtKkSTh06FBoh9Lhw4dj7dq1oSbj2trasErN3XffDUmScPfdd+PAgQPo06cPJkyYIOSOploUWqXY4VQu3DibgIz8k5+nNidunpnReY2oSFw+FxuKiUhIit8SMnPmTMycOTPiY9XV1WHfGwwGzJ8/H/Pnz0/CyCjZju8vpWDfjbMJyBuk3PvHK9gnFEPfjcfv4a3gRCSklLpbisSWbTVBr5OUbSpO5Z4bAHA2Rv0Ul8/FRfyISEgMN6Qaep2E3HQTDrcoGG5E6LmJEte5ISJRMdyQquSkm3C01a3Mm8tyx63gKVi5MdsASDGtdeP2cYViIhITww2pSl6GGUdaFAo37lZA9qVmuNHpAHNmTD03vFuKiETFcEOqkqPktFSq7ggeFOPO4G6/G0Yde26ISDwMN6QquRkKTksF+1VSsecGiHl/KU5LEZGoGG5IVfIyzDiiVLjRWuWG01JEJCiGG1KVnHQTjrW54fMrsJ1GsF8lFfeWAmLeX8rtZ7ghIjEx3JCq5KabIMvAsTYFqjcaq9xw40wiEhXDDalKbscWDIrcMeVqAiQ9YLQm/70TIcaeG4/Pw3VuiEhIDDekKrnpgV+2R5S4Yyq4OrEkJf+9EyGGyo0sy5yWIiJhMdyQquRmdIQbJZqKnY7U7bcBYuq58cpe+GU/ww0RCYnhhlQlw2yASa9TtnKTqiz2wLSU33/SUz0+DwDwVnAiEhLDDamKJEnKrXWTqvtKBZltAGTA3XzSU92+wPVlzw0RiYjhhlQnN8OEw4pMSwlQuQGi6rtx+QKVMe4KTkQiYrgh1clJNys0LZWim2YGhcLNyftu3P5AeOS0FBGJiOGGVCdPqZ3BNVS5CU1LsaGYiATEcEOqk5thUmidGxF6bhDVWjcMN0QkMoYbUp2cdLMyO4NrqXLjZ0MxEYmL4YZUJzfDBIfTC7f35Lc0J4zPA3jaUnudG6MF0Jui67lh5YaIBMZwQ6oTXKU4qftLhTbNTOHKDRD1KsXBcMOGYiISEcMNqU5wf6mkTk25UnzTzCCL/fjP0o1guDHqeCs4EYmH4YZUJ1i5SeodU8FqRyo3FAOB8Uezzo0/EBxZuSEiETHckOqE9pdK5h1TQk1LnbznJrj9AntuiEhEDDekOlaTAWlGfXKnpZyiTEtFWbkJrlDMaSkiEhDDDalS0veXEmVaKoaGYpPOBEmSkjAoIqLkYrghVcpNT/JCfi4HYEwH9IbkvWdvMNuiWsTP4/dwSoqIhMVwQ6qUk27CkWRXblJ9SgoALFlRT0sx3BCRqBhuSJWyrSY0Jnudm1RewC/IYot6ET+GGyISFcMNqVKW1ZTkRfxEqdzYAZ8L8Di7Pc3td3PrBSISFsMNqVK21YjGNk/y3jDVN80MinLzTFZuiEhkDDekSlnpJjS2eyDLcnLeUKTKDXDSvhuGGyISGcMNqVK21QifX4bD6U3OGzqbxOm5AU7ad+Pyubg6MREJi+GGVCnbGqgqJK2pWLjKTWO3p3l8HvbcEJGwGG5IlbKsgZVzjyWr70ZrPTd+N4x6rk5MRGJiuCFVClZuknLHlCx33AouQOXGbAMgnbTnhtNSRCQyhhtSpaROS7lbAdknRrjR6QBz5kl7bjgtRUQiY7ghVUoz6WE26HCsNQnTUqJsmhkUxf5SHr+H01JEJCyGG1KtpK1SHOxPEaHnBohqfymP38MdwYlIWAw3pFpZVmNyGoo1Wrkx6FJ8k1Aioi4w3JBqZSdrC4Zgf4oI69wAUe0v5fV7WbkhImEx3JBqZacnaQsGjVZuGG6ISFQMN6RaSds809UESHrAaO3990qGKHpuvH4vp6WISFgMN6RaSds8M7g6sST1/nslQzSVGx/vliIicTHckGoltedGlH4bIKqeG05LEZHIGG5ItbKsJrS5fXB5fb37RqLsKxVksQempfz+Lk9hQzERiYzhhlQru2N/qV6fmhJlX6kgsw2ADLibuzyFt4ITkcgYbki1spK1v5SIlRug274bTksRkcgYbki1gpWbXt+CQZRNM4NC4SZy341f9sMn+xhuiEhYDDekWknbPFNjlRuv3wsAnJYiImEx3JBq2dKMkCT0/hYMQvbcoMu1bjz+wPVk5YaIRMVwQ6ql10mwpxnZcxOrKCs3DDdEJCqGG1K1Xt8Z3OcBPG1irXNjtAB6U5c9N8HKDaeliEhUDDekar2+M3ho00yBKjdAt6sUe3ycliIisTHckKrl9HblxtURAETquQE69pc6ybQUt18gIkEx3JCqBTbP7M3KjWA7ggd1V7nhtBQRCY7hhlQt29rLDcWhaSnBKjfd7C/Fu6WISHQMN6RqWb29M3iocpPVe++hhG4qN7xbiohEx3BDqmZPM6Kp3QNZlnvnDYJrwYjWcxPcPDMCTksRkegYbkjVbGlG+Pwy2ty9tDO4swkwpgN6wX7Rm20n7blh5YaIRMVwQ6pmTwv8Am5q76WpKdH2lQqyZLHnhog0i+GGVK33w02TeM3EQEdDMfeWIiJtUjzcLFu2DCUlJbBYLBg9ejQ2bdrU7fmNjY2YMWMGCgsLYTabccYZZ+Ctt95K0mgp2ZITbkSs3NgBnwvwODs9xMoNEYku7nBTVVWFyy67DKeddhpOO+00XHbZZXj33Xdjeo1Vq1ahsrIS8+fPx9atW1FaWorx48ejoaEh4vlutxs/+tGPsG/fPrzyyivYuXMnVqxYgaKionh/DFK5Xg83om2aGdTN5plsKCYi0cUVbv70pz/h4osvRmZmJmbNmoVZs2bBZrPhkksuwbJly6J+nSVLlmD69OmYNm0ahgwZguXLl8NqtWLlypURz1+5ciWOHj2K1atXY+zYsSgpKcG4ceNQWloaz49BKcDGyk18utk8M7T9AlcoJiJBxRVuFi5ciEceeQQvvfQSbrvtNtx222148cUX8cgjj2DhwoVRvYbb7caWLVtQUVFxfDA6HSoqKrBhw4aIz3njjTdQVlaGGTNmID8/H+eccw4WLlwIn6/rO2lcLhccDkfYF6UOo16HdJMeDvbcxCb4M0VoKg713Eis3BCRmOIKN42Njbj44os7Hf/xj3+MpqbITYzfdfjwYfh8PuTn54cdz8/PR11dXcTnfPXVV3jllVfg8/nw1ltv4Z577sHDDz+MBx54oMv3WbRoEex2e+iruLg4qvGRetg61rrpFcJXbho7PeTxe6CTdNDr9MkdExFRksQVbn7605/itdde63T89ddfx2WXXdbjQXXF7/ejb9++eOqppzBixAhMmjQJd911F5YvX97lc+bOnYumpqbQ1/79+3ttfNQ77L0ZbjTac8NmYiISWVx16SFDhuDBBx9EdXU1ysrKAAAfffQRPvjgA/z617/GH//4x9C5t912W8TXyMvLg16vR319fdjx+vp6FBQURHxOYWEhjEYj9Prj/+I866yzUFdXB7fbDZPJ1Ok5ZrMZZrM55p+R1KPXKjeyLO46N2YbACliz43X72W4ISKhxRVunnnmGWRnZ+OLL77AF198ETqelZWFZ555JvS9JEldhhuTyYQRI0agqqoKl19+OYBAZaaqqgozZ86M+JyxY8fixRdfhN/vh04XKDp9+eWXKCwsjBhsSAz2NGPv9Ny4WwHZJ2a40ekAc2bEnhuP38M7pYhIaHF9wu3duzchb15ZWYmpU6di5MiRGDVqFJYuXYrW1lZMmzYNADBlyhQUFRVh0aJFAICbb74Zjz/+OGbNmoVbb70Vu3btwsKFC7sMUCQGe5oRXx1qSfwLhzbNFDDcAF1unslpKSISnaL/fJs0aRIOHTqEefPmoa6uDsOHD8fatWtDTca1tbWhCg0AFBcX45133sGvfvUrDBs2DEVFRZg1axbmzJmj1I9ASdBrPTeibpoZZLZF7LnhtBQRiS7qcFNZWYkFCxYgPT0dlZWV3Z67ZMmSqAcwc+bMLqehqqurOx0rKyvDRx99FPXrU+oLhBtv4l9Yw5UbTksRkcii/oTbtm0bPB5P6M9dkSSp56MiOkGw50aW5cT+/Qr2o4i4zg3Qsb8UKzdEpD1Rh5v3338/4p+Jeps9zQi3zw+nx480UwLXZtFC5aax89IHHp+HqxMTkdAU3ziT6GR6bX8pVxMg6QGjNbGvqxZd9Nx4/B6uTkxEQovrE661tRWLFy9GVVUVGhoa4Pf7wx7/6quvEjI4IiB8f6kCuyVxLxxcnVjUqdQuem68fi8rN0QktLjCzS9/+UvU1NTguuuuQ2FhIftsqFf1WuXG6RC33wbosueGDcVEJLq4PuHefvttrFmzBmPHjk30eIg66b1wI+i+UkEWe2Bayu8PLOrXgevcEJHo4uq5yc7ORk5OTqLHQhRRMNwkfJViUfeVCjLbAMiAuznsMO+WIiLRxRVuFixYgHnz5qGtrS3R4yHqxGTQIc2oZ+UmVqGdwcP7bjgtRUSii/oT7txzzw3rrdm9ezfy8/NRUlICozH8X4Fbt25N3AiJ0EurFDsdQF5+Yl9TTULhJrzvxuP3IMOYocCAiIiSI+pwE9zckkgJtjQDKzex6qJyw2kpIhJd1OFm/vz5vTkOom71ys7gmui5Qae1bjgtRUSii6vnZv/+/fjmm29C32/atAmzZ8/GU089lbCBEZ2od6altFm58fh4txQRiS2ucHP11VeHtmCoq6tDRUUFNm3ahLvuugv3339/QgdIBAQW8ktouPF5AE+b2OvcGC2A3tSp58YrcxE/IhJbXOHms88+w6hRowAAf/3rXzF06FB8+OGHeOGFF/Dss88mcnxEAHqhchPaNFPgyg0QcZVij4/bLxCR2OIKNx6PB2azGQDw7rvv4qc//SkAYPDgwTh48GDiRkfUIeHhxtXxC1/knhugY3+pCA3FrNwQkcDiCjdnn302li9fjn//+99Yt24dLr74YgDAt99+i9zc3IQOkAjojcqN4DuCB0Wq3HCFYiISXFzh5ne/+x2efPJJlJeXY/LkySgtLQUAvPHGG6HpKqJEsqcZ4fL64fT4EvOCoWkpwSs3EfaX4t1SRCS6mD/hZFnGwIEDUVtbC6/Xi+zs7NBjN954I6xWa0IHSAScsAWD0wOLUd/zFwxVbrJ6/lpqFqFyw3VuiEh0MVduZFnG6aefjrq6urBgAwAlJSXo27dvwgZHFHR8fylvYl4wuPaLOTMxr6dWZlvEdW4YbohIZDGHG51Oh0GDBuHIkSO9MR6iiGyJ3hnc2QQY0wHRG2u76LnhtBQRiSyunpvFixfjN7/5DT777LNEj4coIpvl+LRUQjgd4vfbAB3h5njlRpZlTksRkfDi+ufblClT0NbWhtLSUphMJqSlpYU9fvTo0YQMjijIlhb4q5qwLRhEX5046DuVG68cmNZj5YaIRBbXJ9zSpUsTPAyi7qUZ9TDoJDicCey50Uq48bkAjxMwWuDxBcIhKzdEJLK4ws3UqVMTPQ6ibkmSlNjNM51N4i/gB4Rvnmm0hCo3XMSPiEQWV88NAOzZswd33303Jk+ejIaGBgDA22+/jc8//zxhgyM6kS3R4UYrlRsg1HcTrNxw+wUiEllc4aampgZDhw7Fxo0b8eqrr6KlpQUA8Mknn2D+/PkJHSBRkM1iSGBDcZNGGoo7fsaOvhuPv2NaipUbIhJYXOHmzjvvxAMPPIB169bBZDKFjv/whz/ERx99lLDBEZ0oULlJUM+N5io3jQACC/gB7LkhIrHFFW4+/fRT/OxnP+t0vG/fvjh8+HCPB0UUic1iTFzlxuXQXs8NjldueLcUEYksrnCTlZUVcffvbdu2oaioqMeDIookYT03styxzo0GKjdmGwApNC3Fyg0RaUFc4ebnP/855syZg7q6OkiSBL/fjw8++AC33347pkyZkugxEgEIrHWTkFvB3a2A7NNGuNHpAltMOMMrNww3RCSyuMLNwoULMXjwYBQXF6OlpQVDhgzBhRdeiDFjxuDuu+9O9BiJAASmpRKy/UJo00wNhBsgbCE/TksRkRbE9QlnMpmwYsUK3HPPPfjss8/Q0tKCc889F4MGDUr0+IhCgtNSsixDkqT4Xyi0aaYGem6AsM0zOS1FRFrQo3++9e/fH8XFxQDQs182RFGwWQzw+mW0e3ywmnrwV5eVG94KTkRCi3sRv2eeeQbnnHMOLBYLLBYLzjnnHDz99NOJHBtRGHvHzuA9vh08uJGkFta5AQI/JxfxIyINiesTbt68eViyZAluvfVWlJWVAQA2bNiAX/3qV6itrcX999+f0EESAYFpKSCwM3iB3RL/C2mxctO4H8AJ01Ks3BCRwOIKN0888QRWrFiByZMnh4799Kc/xbBhw3Drrbcy3FCvsFkCv5B73FTsagIkPWC0JmBUKeCEnhs2FBORFsQ1LeXxeDBy5MhOx0eMGAGvN0EryBJ9hy0t8Au5x2vdBFcn1kqfWKSeGzYUE5HA4go31113HZ544olOx5966ilcc801PR4UUSTByk2PVyl2OrTTbwOE9dzwbiki0oKoa9OVlZWhP0uShKeffhr//Oc/8b3vfQ8AsHHjRtTW1nIRP+o1FqMeJoMuAQ3FGtlXKshiD0xL+f2hyo1e0is8KCKi3hN1uNm2bVvY9yNGjAAA7NmzBwCQl5eHvLw8fP755wkcHlE4eyK2YNDKvlJBZhsAGXA3w+P3wKgzcukGIhJa1OHm/fff781xEEXFZjH0vKFYi5UbAHA2wev3ckqKiIQX9zo3REqwpSVgZ3CtbJoZFAo3Dnj8Ht4pRUTCi+tTzul04rHHHsP777+PhoYG+P3+sMe3bt2akMERfZfNYmTPTaxOqNx4fB5WbohIeHGFmxtuuAH//Oc/ccUVV2DUqFGcv6eksaUZcaTF1bMX0WTPDQCXA17ZywX8iEh4cYWbf/zjH3jrrbcwduzYRI+HqFv2NAP2Hm7p2YtovHLDrReISHRx9dwUFRUhMzMz0WMhOqkeT0v5PICnTVvr3BgtgN4EOB2BhmJWbohIcHGFm4cffhhz5szB119/nejxEHXLlmbs2d1SoU0zNVS5AUKrFAdvBSciEllc9emRI0fC6XRi4MCBsFqtMBrDPyyPHj2akMERfZfNYkSz0wO/X4ZOF0evl6tj00wt9dwAHftLNcFjMvFuKSISXlyfcpMnT8aBAwewcOFC5Ofns6GYksaWZoBfBlrdXmRa4qhAaG1H8KCOyo03PZuVGyISXlzh5sMPP8SGDRtQWlqa6PEQdcueFtxfKt5wE5yW0ljlpmN/KY8/g5UbIhJeXD03gwcPRnt7e6LHQnRSoc0z4+27CVVushIzoFTBnhsi0pC4ws3ixYvx61//GtXV1Thy5AgcDkfYF1FvsXVUbuJuKnZ1/P00a+xuP7MtsM4Nt18gIg2Iqz598cUXAwAuuuiisOOyLEOSJPh8vp6PjCgCmyXwV7ZHlRtjOqC126FPqNxwWoqIRBfXpxw30SSl2E7ouYmL06G9fhugI9w44PF5YDFZlB4NEVGviivcjBs3LtHjIIqKUa+D1aTvWeVGa3dKAcfvluL2C0SkAXHvCv7vf/8b1157LcaMGYMDBw4AAP7v//4P69evT9jgiCKxWXqwM7jW9pUKMtsAnwser4vbLxCR8OIKN3//+98xfvx4pKWlYevWrXC5AhsZNjU1YeHChQkdINF32dIM8TcUa7lyA8Djc7FyQ0TCiyvcPPDAA1i+fDlWrFgRtjrx2LFjsXXr1oQNjiiSHu0vpfFw4/W5eLcUEQkvrnCzc+dOXHjhhZ2O2+12NDY29nRMRN2ypfVgWsrZpNGG4sDP7PG6ebcUEQkvrnBTUFCA3bt3dzq+fv16DBw4sMeDIuqOzWKIv6HY5dB25cbvZuWGiIQXV7iZPn06Zs2ahY0bN0KSJHz77bd44YUXcPvtt+Pmm29O9BiJwtjTjD24FbxJuw3FAFcoJiJNiKs+feedd8Lv9+Oiiy5CW1sbLrzwQpjNZtx+++249dZbEz1GojC2NGN8lRtZ7ljnRoOVG7MNgASP38tpKSISXlyfcpIk4a677sJvfvMb7N69Gy0tLRgyZAgyMjISPT6iTgINxXGEG3crIPu0GW50OsCcye0XiEgTYgo3119/fVTnrVy5MqZBLFu2DL///e9RV1eH0tJSPPbYYxg1atRJn/fyyy9j8uTJmDhxIlavXh3Te1LqsqUZ0OzywueXoddJ0T8xtGmmBsMNAFjs8Mg+hhsiEl5M4ebZZ5/FgAEDcO6550KW5YQMYNWqVaisrMTy5csxevRoLF26FOPHj8fOnTvRt2/fLp+3b98+3H777bjgggsSMg5KHcGdwZudHmRZTdE/MbRppgZ7bgDAbINHbuW0FBEJL6ZPuZtvvhkvvfQS9u7di2nTpuHaa69FTk5OjwawZMkSTJ8+HdOmTQMALF++HGvWrMHKlStx5513RnyOz+fDNddcg/vuuw///ve/u7393OVyhRYZBMBdywVgtx7fGTymcKPxyo1sscGDZpj0MVwzIqIUFNPdUsuWLcPBgwdxxx134M0330RxcTGuuuoqvPPOO3FVctxuN7Zs2YKKiorjA9LpUFFRgQ0bNnT5vPvvvx99+/bFDTfccNL3WLRoEex2e+iruLg45nGSumR3BJpjbTH23Tg7gq0W17kB4DXbIAOcliIi4cV8K7jZbMbkyZOxbt06fPHFFzj77LNxyy23oKSkBC0tLTG91uHDh+Hz+ZCfnx92PD8/H3V1dRGfs379ejzzzDNYsWJFVO8xd+5cNDU1hb72798f0xhJfbI6KjeNbe7Ynqjxyo3HkgmA4YaIxNejyXedTgdJkiDLMnw+X6LG1KXm5mZcd911WLFiBfLy8qJ6jtlshtls7uWRUTJlpQUqNzHvL+VqAiQ9YLT2wqjUz2NKBwBOSxGR8GIONy6XC6+++ipWrlyJ9evX47LLLsPjjz+Oiy++GDpdbIWgvLw86PV61NfXhx2vr69HQUFBp/P37NmDffv2YcKECaFjfr8/8IMYDNi5cydOO+20WH8kSjEWow4mgw7HWuOo3FjsgBTDHVYC8ZgDSzWwckNEoosp3Nxyyy14+eWXUVxcjOuvvx4vvfRS1BWUSEwmE0aMGIGqqipcfvnlAAJhpaqqCjNnzux0/uDBg/Hpp5+GHbv77rvR3NyMRx99lP00GiFJErKtRjTGWrlxOjTbbwMcr9xwV3AiEl1M4Wb58uXo378/Bg4ciJqaGtTU1EQ879VXX436NSsrKzF16lSMHDkSo0aNwtKlS9Ha2hq6e2rKlCkoKirCokWLYLFYcM4554Q9PysrCwA6HSexZaWZ0BhzQ7FGdwTv4DYFpuOMEm8FJyKxxfQpN2XKFEgJLulPmjQJhw4dwrx581BXV4fhw4dj7dq1oSbj2tramKe7SHx2qzGOnhuHdte4AeAxpgEATL44Nx0lIkoRMS/i1xtmzpwZcRoKAKqrq7t9bm+NidQtK82IY/HcLaXlyo3RAgAwel0nOZOIKLWxJEIpKctqjGNaSqObZnYIVW4YbohIcAw3lJKyrabYp6W0XrkxBJZEMLrbFR4JEVHvYrihlGS3GmNfxE/rPTcd69uYvE6FR0JE1LsYbiglZaUFKjd+fwzbfmi8cuMxBG4BN7rbFB4JEVHvYrihlJRlNcIvA81Ob3RP8HkAT5u217npuNOR4YaIRMdwQykptL9Ue5RTU6FNM7VbuXH7AtfK6IptDzgiolTDcEMpKbi/VNR3TLk6Ns3Ucs+NP3CtjG6GGyISG8MNpaRg5SbqtW40viM4EAg3kgwYglUsIiJBMdxQSgqGm6hvBw9NS2m3cuP2uWGUJEiuZqWHQkTUqxhuKCWlGfUwGXTRT0uFKjdZvTYmtfP4PTBBOn4tiIgExXBDKUmSJGSlxbBKsaujcmPO7L1BqZzH74FR0h+/FkREgmK4oZSVZY1hfylnE2BMB/TG3h2Uinl8HeGGlRsiEhzDDaWs4EJ+UXE6NN1vAwBuvxtGneF4/xERkaAYbihlxbQFg8ZXJwYClRuTzsjKDREJj+GGUla21YhjsfTcaHiNGyBYuTECPhfg4f5SRCQuhhtKWVmx7AzOyk2gobhj80w2FRORyBhuKGXZ02KdltJ45cbnhklvDnzDvhsiEhjDDaWsLKsx+p3BWbkJVG4MwXDDvhsiEhfDDaWsbKsp+p3B2XMTuBXckBb4xsVwQ0TiYrihlJWVFsPO4KzcdFRuOsINKzdEJDCGG0pZ9o79pU66SrEsd6xzw3BjMloBSOy5ISKhMdxQysqyBu78Oekqxe5WQPZpPty4fW4Y9cbAFhSs3BCRwBhuKGXlRBtugrc9azzcePwemHSmwHXgreBEJDCGG0pZaSY90ox6HGk5SbgJVik03lDs9nUs4me2sXJDREJjuKGUlpNuOnnlJviLnJUbmPQdlRuGGyISGMMNpbScdBOOtp4s3ASnpbRdufH4PYHKjcXGhmIiEhrDDaW0nHRT9NNSWq/c+Dww6Ays3BCR8BhuKKXlRjMt5WoCJD1gtCZnUCrl9rsD01JmGxuKiUhoDDeU0rLTTThy0mmpjgX8JCk5g1Kp49NSrNwQkdgYbiilRd1zo/F+GyC4caaJPTdEJDyGG0ppuekmNLV74PX5uz6JWy8A+E7lxuUA/N1cMyKiFMZwQyktO90EWQYa27vZgoGbZkKWZXj93uM9N5ABd7PSwyIi6hUMN5TSctMDqxR3OzXFyg08/kD4C1VuAPbdEJGwGG4opeVEFW64aWYo3OhPDDfsuyEiMTHcUEqLLtywcuP2Ba4PKzdEpAUMN5TSbBYj9Dqp+9vB2XMTqtyYdKbj14Jr3RCRoBhuKKXpdBKyrSYcY+WmW6HKjZ6VGyISH8MNpbzc7ta68XkAT5vm17kJayg2WgC9iT03RCQshhtKednpxq6npUKbZrJyA3RMSwFcpZiIhMZwQykvN93c9bSUq+MXuMZ7brx+L4COaSmgY38phhsiEhPDDaW8nO72l+KO4AACm2YCrNwQkTYw3FDKy0434WirK/KDoWkpbVduPL4Tem4A7i9FREJjuKGUl5tuwrFWD2RZ7vxgqHKTldQxqU3YIn4AKzdEJDSGG0p5OekmuH1+tLi8nR8MruVizkzuoFQmbBE/oKPnhpUbIhITww2lvG5XKXY2AcZ0IFix0KjQIn569twQkfgYbijldR9uHJrvtwGONxQf77mxs+eGiITFcEMpr9udwbk6MYBIDcWs3BCRuBhuKOVlWQPhJuLt4NxXCkBgWkov6aHX6QMHzDbA5wI8TmUHRkTUCxhuKOWZDDpkWgyRF/Jj5QZAINyEqjbA8WvCpmIiEhDDDQkhL8OMwy0R1rpxNrHnBoG7pYwnNlUHrwn7bohIQAw3JIQ+GWYcbmHlpisunwsWveX4Ae4MTkQCY7ghIfTJNONQc4TKDXtuAAQqN6HbwIHj14T7SxGRgBhuSAhdhhtWbgAEKjdmvfn4AVZuiEhgDDckhD6ZZhz6bs+NLHOdmw6dwk1wxWb23BCRgBhuSAh9Msw42uqGx+c/ftDdCsg+ze8rBURoKNbpA1NTrNwQkYAYbkgIfTIDVYkjJzYVh/aVYuWmU+UG4P5SRCQshhsSQl5G4Bd3WN9NaEdw9tx0aigGuEoxEQmL4YaEEKzchK11E+wnYbgJVG5036nccH8pIhIUww0JITcjUJWIXLnhtJTb5+48LWVhzw0RiYnhhoRg1OuQk24Kv2PKxcpNkMvnijwtxZ4bIhIQww0Jo0/Gd9a6cTYCkh4wWhUbk1p02VDMyg0RCYjhhoTRaSG/4AJ+kqTcoFSCDcVEpCWqCDfLli1DSUkJLBYLRo8ejU2bNnV57ooVK3DBBRcgOzsb2dnZqKio6PZ80o7O4YYL+AVFrNxYbGwoJiIhKR5uVq1ahcrKSsyfPx9bt25FaWkpxo8fj4aGhojnV1dXY/LkyXj//fexYcMGFBcX48c//jEOHDiQ5JGT2nRapZhbL4REbiju6Lnx+yM/iYgoRSkebpYsWYLp06dj2rRpGDJkCJYvXw6r1YqVK1dGPP+FF17ALbfcguHDh2Pw4MF4+umn4ff7UVVVleSRk9rkZZjCKzfcNDPE5Y/QUGy2AZABd7MiYyIi6i2Khhu3240tW7agoqIidEyn06GiogIbNmyI6jXa2trg8XiQk5MT8XGXywWHwxH2RWLqk2lGi8uLdrcvcICVm5AuKzcA+26ISDiKhpvDhw/D5/MhPz8/7Hh+fj7q6uqieo05c+bglFNOCQtIJ1q0aBHsdnvoq7i4uMfjJnXqk2EBcMJCfk4Hww0AWZa7vhUcYN8NEQlH8Wmpnli8eDFefvllvPbaa7BYLBHPmTt3LpqamkJf+/fvT/IoKVmCqxQ3BKemWLkBAHhlL/yyn5UbItIMg5JvnpeXB71ej/r6+rDj9fX1KCgo6Pa5f/jDH7B48WK8++67GDZsWJfnmc1mmM3mLh8ncQTDTajvhj03AAJTUgAir3MDcCE/IhKOopUbk8mEESNGhDUDB5uDy8rKunzeQw89hAULFmDt2rUYOXJkMoZKKSArzQiDTjp+xxQrNwACt4ED6GZaipUbIhKLopUbAKisrMTUqVMxcuRIjBo1CkuXLkVrayumTZsGAJgyZQqKioqwaNEiAMDvfvc7zJs3Dy+++CJKSkpCvTkZGRnIyMhQ7Ocg5el0EvKCqxT7PICnjevcoJvKjdEC6E3suSEi4SgebiZNmoRDhw5h3rx5qKurw/Dhw7F27dpQk3FtbS10uuMFpieeeAJutxtXXHFF2OvMnz8f9957bzKHTiqUl9lxOzh3BA/psnIDcJViIhKS4uEGAGbOnImZM2dGfKy6ujrs+3379vX+gChlBfaXcgKujl/Y7LnpPtyYbcevFRGRIFL6bimi78q3WQJ3SwWrEazcwOUNhBuLPsIdhazcEJGAGG5IKPk2Cw42OU+YlmLlxulzAgAshkjhhvtLEZF4VDEtRZQohXYLDre44G1rDfzltmQpPCLlOb2BcNOpoRhg5YaIhMTKDQkl326BLAPNTUcCB8yZyg5IBYI9NxGnpcw2rnNDRMJhuCGhFNoDv8Bbmo4AxnRAb1R4RMpr97YD6GpaipUbIhIPww0JpcAW+AXubD7GfpsOwcpN19NSrNwQkVgYbkgo9jQjzAYdXC3HeKdUB5fPBYveAkmSOj/Iyg0RCYjhhoQiSRIK7Rb42pu4xk2Hdm87zIYu9lcz2wCfC/A4kzsoIqJexHBDwsm3Wbiv1AmClZuIgteITcVEJBCGGxJOod0CvbuZPTcdnF5n5GZi4Pg1Yt8NEQmE4YaEk2+3wORpZuWmg9PrjNxMDHBncCISEsMNCafAZoHF3wKZPTcAOqaluqrcBK8R95ciIoEw3JBwCu0WZKIN7foMpYeiCk6v8+Q9N6zcEJFAGG5IOPmZZmSiDY3+NKWHogpOXzc9N8EVnNlzQ0QCYbgh4fRLl2GQ/DjiZbgBTtJzo9MHpqZYuSEigTDckHByDYE1W+qc3HoBCPTcpBm6CXrcX4qIBMNwQ8LRuQO/qA84TQqPRB2cvm4qNwBXKSYi4TDckHg6+kf2txkUHog6dLvODRBY64Y9N0QkEIYbEk9HFeKrZoYb4CQrFAOs3BCRcBhuSDwd/SO7HHqFB6IO7d72k09LseeGiATCcEPicTbCL+nxTasEp8en9GgUd9JpKd4tRUSCYbgh8Tgd8JlsACQcaGxXejSKkmUZ7d52WI3Wrk+y2NlzQ0RCYbgh8TibIHVsK3DgmLbDjdPnhAwZVkN34YaVGyISC8MNicflgN6aBZ0EzVdu2r2Bn7/bdW6CPTd+f5JGRUTUuxhuSDzOJkgWGwpsFs1Xbto8bQDQ/bSU2QZABtzNyRkUEVEvY7gh8TibAIsdRdlprNxEW7kBODVFRMJguCHxOB2AxY7iHCtqj7YpPRpFtXk7Kjfd9twEww2biolIDAw3JJ6Oys2AnHR8faRV6dEoipUbItIihhsSj8sBmG0oybPicIsbzU6P0iNSTPQ9N+BCfkQkDIYbEk+wcpObDgD4+oh2p6ZYuSEiLWK4IbH4PICnDbDYUJIbqFZoue+mzdsGCVL3e0sZLYDexJ4bIhIGww2JJfgL2mJHltUEe5oR+zTcd9PuaUeaIQ2SJHV/IjfPJCKBMNyQWFwdv6A7+kgG5Frx9WFtV2667bcJMtuOXzsiohTHcENiCVYfOvpIBuSma7ty423vvt8miJUbIhIIww2JJTQtFajclORaNd1Q3OZpizLc2NhzQ0TCYLghsYQqN1kAApWbOocTTo9PuTEpqN3b3v0CfkGs3BCRQBhuSCzBtVrMmQAQumNKq1NTbd4oKzdmG9e5ISJhMNyQWJxNgDEd0BsBAKf3zQAA7KpvUXJUimlxtyDDlHHyE1m5ISKBMNyQWJyOUL8NAGRZTeiTacauBo2GG08LMk2ZJz/RYmfPDREJg+GGxNKxOvGJBvXNwO6GZoUGpKxmdzMyjKzcEJG2MNyQWDr2lTrRoL4Z+FKj01Ktntbowo3ZBvhcgMfZ+4MiIuplDDcklkiVm/xM7DvcCrfXr9CglNPiiaHnBmBTMREJgeGGxOJsCuu5AQKVG69f1twdUx6/B+3e9iinpTquGftuiEgADDckli4qN4D27phqdQfCXNQNxQD7bohICAw3JJYIPTc56SbkppuwS2NNxS2eQJhLN6af/OTgNeP+UkQkAIYbEkuEyg0AnJGfiZ112gw3rNwQkdYw3JA4ZLnTOjdB5xTZ8OkBbf3ibnYHwlx0d0t1BCD23BCRABhuSBzuVkD2hfaVOtHQfln45lg7jra6kz8uhbS4A5WbqO6W0ukDU1Os3BCRABhuSByhfaU6V26GFQWmXbRUvQlOS0VVuQG4vxQRCYPhhsQR2hG8c8/NgFwrMi0GfPpNY3LHpCCH2wGjzgiz3hzdE7hKMREJguGGxBHsF4nQcyNJEoYW2TVVuTnmPIZsSzYkSYruCRYbe26ISAgMNySObio3ADC0nx2ffqOdcNPoakSOJSf6J7ByQ0SCYLghcXTTcwMAw4qy8G2TEw3N2tg/6ajzKLLMWdE/gT03RCQIhhsSh7MRkPSAKfKidSNLsgEAG786msRBKSc4LRU1Vm6ISBAMNySO4Bo3XfSY5NssOL1vBj7cczjJA1PGMeexGKel2HNDRGJguCFxdLE68YnGnJaLD/ccSdKAlHXMdSy2aSlWbohIEAw3JA6XI4pwk4evj7Thm2NtSRqUMvyyH02uptgbil0OwO/vvYERESUBww2Jw9nUZTNx0PcG5kCSIHz1xuFywCf7Yuu5MdsAyIBbW3twEZF4GG5IHM6TV26yrCYMLbKjZuehJA1KGYfbA31FMVduAPbdEFHKY7ghcUTRcwMA488uwPs7G9Du9iVhUMo40HIAANAvo1/0T+LO4EQkCIYbEkeU4eaSoYVoc/tQ9d/6JAxKGd+0fAOTzoQ+1j7RP4nhhogEwXBD4nA5TtpzAwCn5qVjxIBsvLxpfxIGpYz9zfvRL7MfdFIM/4kHrx0X8iOiFKeKcLNs2TKUlJTAYrFg9OjR2LRpU7fn/+1vf8PgwYNhsVgwdOhQvPXWW0kaKalalJUbALj2e/2xfvdh7Dgo5i/yb5q/Qb/MGKakAFZuiEgYioebVatWobKyEvPnz8fWrVtRWlqK8ePHo6GhIeL5H374ISZPnowbbrgB27Ztw+WXX47LL78cn332WZJHTqri8wCetoibZkZy2bBTUJJrxeK3/wtZlnt5cMn3tePr2PptAMBoAfQmNhQTUcpTPNwsWbIE06dPx7Rp0zBkyBAsX74cVqsVK1eujHj+o48+iosvvhi/+c1vcNZZZ2HBggU477zz8Pjjjyd55KQqoR3Bo6vcGPU63HPZENR8eQiPVu2C1yfO2i47j+7EPsc+jCoYFfuTuZAfEQlAkhX8Z6vb7YbVasUrr7yCyy+/PHR86tSpaGxsxOuvv97pOf3790dlZSVmz54dOjZ//nysXr0an3zySafzXS4XXC5X6Pumpib0798fZz88CPo0fUJ/HlIBnbHL7Rci8fll+PyCVW4kGfBZ4d53O4DY/o7/3TAXA1APX4zPIyJKBtNv9yEzMxPSST7nDUkaT0SHDx+Gz+dDfn5+2PH8/Hz897//jficurq6iOfX1dVFPH/RokW47777Oh3//Ne74hw1UaqYFPMzzu2FURARJczv7GhqaoLN1n0LgqLhJhnmzp2LysrK0PeNjY0YMGAAamtrYbdHN4WhRQ6HA8XFxdi/f/9J/xJpGa9TdHidosPrFB1ep+iIep0yMzNPeo6i4SYvLw96vR719eHrjdTX16OgoCDicwoKCmI632w2w2w2dzput9uF+j+7t9hsNl6nKPA6RYfXKTq8TtHhdYqOFq+Tog3FJpMJI0aMQFVVVeiY3+9HVVUVysrKIj6nrKws7HwAWLduXZfnExERkbYoPi1VWVmJqVOnYuTIkRg1ahSWLl2K1tZWTJs2DQAwZcoUFBUVYdGiRQCAWbNmYdy4cXj44Ydx6aWX4uWXX8bmzZvx1FNPKfljEBERkUooHm4mTZqEQ4cOYd68eairq8Pw4cOxdu3aUNNwbW0tdLrjBaYxY8bgxRdfxN13343f/va3GDRoEFavXo1zzjknqvczm82YP39+xKkqOo7XKTq8TtHhdYoOr1N0eJ2io+XrpOit4ERERESJpvgifkRERESJxHBDREREQmG4ISIiIqEw3BAREZFQNBduli1bhpKSElgsFowePRqbNm1SekiK+te//oUJEybglFNOgSRJWL16ddjjsixj3rx5KCwsRFpaGioqKrBrl7a2rli0aBHOP/98ZGZmom/fvrj88suxc+fOsHOcTidmzJiB3NxcZGRk4P/9v//XabFJ0T3xxBMYNmxYaMGwsrIyvP3226HHeY0iW7x4MSRJCtsvj9cKuPfeeyFJUtjX4MGDQ4/zGh134MABXHvttcjNzUVaWhqGDh2KzZs3hx7X4ue4psLNqlWrUFlZifnz52Pr1q0oLS3F+PHj0dDQoPTQFNPa2orS0lIsW7Ys4uMPPfQQ/vjHP2L58uXYuHEj0tPTMX78eDidziSPVDk1NTWYMWMGPvroI6xbtw4ejwc//vGP0draGjrnV7/6Fd5880387W9/Q01NDb799lv8z//8j4KjTr5+/fph8eLF2LJlCzZv3owf/vCHmDhxIj7//HMAvEaRfPzxx3jyyScxbNiwsOO8VgFnn302Dh48GPpav3596DFeo4Bjx45h7NixMBqNePvtt/HFF1/g4YcfRnZ2dugcTX6OyxoyatQoecaMGaHvfT6ffMopp8iLFi1ScFTqAUB+7bXXQt/7/X65oKBA/v3vfx861tjYKJvNZvmll15SYITq0NDQIAOQa2pqZFkOXBOj0Sj/7W9/C52zY8cOGYC8YcMGpYapCtnZ2fLTTz/NaxRBc3OzPGjQIHndunXyuHHj5FmzZsmyzL9PQfPnz5dLS0sjPsZrdNycOXPk73//+10+rtXPcc1UbtxuN7Zs2YKKiorQMZ1Oh4qKCmzYsEHBkanX3r17UVdXF3bN7HY7Ro8erelr1tTUBADIyckBAGzZsgUejyfsOg0ePBj9+/fX7HXy+Xx4+eWX0drairKyMl6jCGbMmIFLL7007JoA/Pt0ol27duGUU07BwIEDcc0116C2thYAr9GJ3njjDYwcORJXXnkl+vbti3PPPRcrVqwIPa7Vz3HNhJvDhw/D5/OFVj4Oys/PR11dnUKjUrfgdeE1O87v92P27NkYO3ZsaFXsuro6mEwmZGVlhZ2rxev06aefIiMjA2azGTfddBNee+01DBkyhNfoO15++WVs3bo1tK3MiXitAkaPHo1nn30Wa9euxRNPPIG9e/figgsuQHNzM6/RCb766is88cQTGDRoEN555x3cfPPNuO222/Dcc88B0O7nuOLbLxClkhkzZuCzzz4Lm/un484880xs374dTU1NeOWVVzB16lTU1NQoPSxV2b9/P2bNmoV169bBYrEoPRzV+slPfhL687BhwzB69GgMGDAAf/3rX5GWlqbgyNTF7/dj5MiRWLhwIQDg3HPPxWeffYbly5dj6tSpCo9OOZqp3OTl5UGv13fqpq+vr0dBQYFCo1K34HXhNQuYOXMm/vGPf+D9999Hv379QscLCgrgdrvR2NgYdr4Wr5PJZMLpp5+OESNGYNGiRSgtLcWjjz7Ka3SCLVu2oKGhAeeddx4MBgMMBgNqamrwxz/+EQaDAfn5+bxWEWRlZeGMM87A7t27+ffpBIWFhRgyZEjYsbPOOis0hafVz3HNhBuTyYQRI0agqqoqdMzv96OqqgplZWUKjky9Tj31VBQUFIRdM4fDgY0bN2rqmsmyjJkzZ+K1117De++9h1NPPTXs8REjRsBoNIZdp507d6K2tlZT1ykSv98Pl8vFa3SCiy66CJ9++im2b98e+ho5ciSuueaa0J95rTpraWnBnj17UFhYyL9PJxg7dmynpSm+/PJLDBgwAICGP8eV7mhOppdfflk2m83ys88+K3/xxRfyjTfeKGdlZcl1dXVKD00xzc3N8rZt2+Rt27bJAOQlS5bI27Ztk7/++mtZlmV58eLFclZWlvz666/L//nPf+SJEyfKp556qtze3q7wyJPn5ptvlu12u1xdXS0fPHgw9NXW1hY656abbpL79+8vv/fee/LmzZvlsrIyuaysTMFRJ9+dd94p19TUyHv37pX/85//yHfeeacsSZL8z3/+U5ZlXqPunHi3lCzzWsmyLP/617+Wq6ur5b1798offPCBXFFRIefl5ckNDQ2yLPMaBW3atEk2GAzygw8+KO/atUt+4YUXZKvVKv/lL38JnaPFz3FNhRtZluXHHntM7t+/v2wymeRRo0bJH330kdJDUtT7778vA+j0NXXqVFmWA7cR3nPPPXJ+fr5sNpvliy66SN65c6eyg06ySNcHgPznP/85dE57e7t8yy23yNnZ2bLVapV/9rOfyQcPHlRu0Aq4/vrr5QEDBsgmk0nu06ePfNFFF4WCjSzzGnXnu+GG10qWJ02aJBcWFsomk0kuKiqSJ02aJO/evTv0OK/RcW+++aZ8zjnnyGazWR48eLD81FNPhT2uxc9xSZZlWZmaEREREVHiaabnhoiIiLSB4YaIiIiEwnBDREREQmG4ISIiIqEw3BAREZFQGG6IiIhIKAw3REREJBSGGyIiIhIKww0RqVp5eTlmz56d0Nd89tlnkZWVldDXJCL1YLghIs2ZNGkSvvzyS6WHQUS9xKD0AIiIki0tLQ1paWlKD4OIegkrN0Skel6vFzNnzoTdbkdeXh7uueceBLfFKykpwQMPPIApU6YgIyMDAwYMwBtvvIFDhw5h4sSJyMjIwLBhw7B58+bQ63FaikhsDDdEpHrPPfccDAYDNm3ahEcffRRLlizB008/HXr8kUcewdixY7Ft2zZceumluO666zBlyhRce+212Lp1K0477TRMmTIF3CeYSBsYbohI9YqLi/HII4/gzDPPxDXXXINbb70VjzzySOjxSy65BP/7v/+LQYMGYd68eXA4HDj//PNx5ZVX4owzzsCcOXOwY8cO1NfXK/hTEFGyMNwQkep973vfgyRJoe/Lysqwa9cu+Hw+AMCwYcNCj+Xn5wMAhg4d2ulYQ0NDMoZLRApjuCGilGc0GkN/DoagSMf8fn9yB0ZEimC4ISLV27hxY9j3H330EQYNGgS9Xq/QiIhIzRhuiEj1amtrUVlZiZ07d+Kll17CY489hlmzZik9LCJSKa5zQ0SqN2XKFLS3t2PUqFHQ6/WYNWsWbrzxRqWHRUQqJcm8N5KIiIgEwmkpIiIiEgrDDREREQmF4YaIiIiEwnBDREREQmG4ISIiIqEw3BAREZFQGG6IiIhIKAw3REREJBSGGyIiIhIKww0REREJheGGiIiIhPL/AV+4oAL79agaAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "аge[\"young\"] = fuzz.zmf(аge.universe, 7, 30)\n", - "аge[\"middle-aged\"] = fuzz.trapmf(аge.universe, [18, 30, 45, 60])\n", - "аge[\"old\"] = fuzz.smf(аge.universe, 45, 85)\n", - "аge.view()\n", + "age[\"young\"] = fuzz.zmf(age.universe, 7, 30)\n", + "age[\"middle-aged\"] = fuzz.trapmf(age.universe, [18, 30, 45, 60])\n", + "age[\"old\"] = fuzz.smf(age.universe, 45, 85)\n", + "age.view()\n", + "plt.axvline(x=0)\n", + "plt.show()\n", "\n", "bmi[\"low\"] = fuzz.zmf(bmi.universe, 12, 18)\n", "bmi[\"normal\"] = fuzz.trapmf(bmi.universe, [16, 19, 24, 27])\n", @@ -348,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -377,17 +354,17 @@ "import skfuzzy as fuzz\n", "from skfuzzy import control as ctrl\n", "\n", - "rule1 = ctrl.Rule(аge[\"young\"] & bmi[\"low\"], glucose[\"low\"])\n", - "rule2 = ctrl.Rule(аge[\"young\"] & bmi[\"normal\"], glucose[\"normal\"])\n", - "rule3 = ctrl.Rule(аge[\"young\"] & bmi[\"high\"], glucose[\"normal\"])\n", + "rule1 = ctrl.Rule(age[\"young\"] & bmi[\"low\"], glucose[\"low\"])\n", + "rule2 = ctrl.Rule(age[\"young\"] & bmi[\"normal\"], glucose[\"normal\"])\n", + "rule3 = ctrl.Rule(age[\"young\"] & bmi[\"high\"], glucose[\"normal\"])\n", "\n", - "rule4 = ctrl.Rule(аge[\"middle-aged\"] & bmi[\"low\"], glucose[\"normal\"])\n", - "rule5 = ctrl.Rule(аge[\"middle-aged\"] & bmi[\"normal\"], glucose[\"normal\"])\n", - "rule6 = ctrl.Rule(аge[\"middle-aged\"] & bmi[\"high\"], glucose[\"high\"])\n", + "rule4 = ctrl.Rule(age[\"middle-aged\"] & bmi[\"low\"], glucose[\"normal\"])\n", + "rule5 = ctrl.Rule(age[\"middle-aged\"] & bmi[\"normal\"], glucose[\"normal\"])\n", + "rule6 = ctrl.Rule(age[\"middle-aged\"] & bmi[\"high\"], glucose[\"high\"])\n", "\n", - "rule7 = ctrl.Rule(аge[\"old\"] & bmi[\"low\"], glucose[\"low\"])\n", - "rule8 = ctrl.Rule(аge[\"old\"] & bmi[\"normal\"], glucose[\"normal\"])\n", - "rule9 = ctrl.Rule(аge[\"old\"] & bmi[\"high\"], glucose[\"high\"])\n", + "rule7 = ctrl.Rule(age[\"old\"] & bmi[\"low\"], glucose[\"low\"])\n", + "rule8 = ctrl.Rule(age[\"old\"] & bmi[\"normal\"], glucose[\"normal\"])\n", + "rule9 = ctrl.Rule(age[\"old\"] & bmi[\"high\"], glucose[\"high\"])\n", "\n", "rule1.view()" ]