diff --git a/lab_7/lab_7.ipynb b/lab_7/lab_7.ipynb index 97837c0..a982a2a 100644 --- a/lab_7/lab_7.ipynb +++ b/lab_7/lab_7.ipynb @@ -19,7 +19,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -73,41 +73,103 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "metadata": {}, "outputs": [ { - "ename": "ImportError", - "evalue": "`FuzzyVariableVisualizer` can only be used with `matplotlib` present in the system.", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[19], line 8\u001b[0m\n\u001b[0;32m 6\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 fuzzy\u001b[38;5;241m.\u001b[39mtrimf(age\u001b[38;5;241m.\u001b[39muniverse, [\u001b[38;5;241m45\u001b[39m, \u001b[38;5;241m60\u001b[39m, \u001b[38;5;241m75\u001b[39m])\n\u001b[0;32m 7\u001b[0m age[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maged\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m fuzzy\u001b[38;5;241m.\u001b[39mtrimf(age\u001b[38;5;241m.\u001b[39muniverse, [\u001b[38;5;241m70\u001b[39m, \u001b[38;5;241m90\u001b[39m, \u001b[38;5;241m100\u001b[39m])\n\u001b[1;32m----> 8\u001b[0m \u001b[43mage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mview\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m 11\u001b[0m \u001b[38;5;66;03m# сахар\u001b[39;00m\n\u001b[0;32m 12\u001b[0m \u001b[38;5;66;03m# ИМТ\u001b[39;00m\n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m# гипертония\u001b[39;00m\n\u001b[0;32m 14\u001b[0m \u001b[38;5;66;03m# пердечный сриступ\u001b[39;00m\n", - "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_7\\.venv\\Lib\\site-packages\\skfuzzy\\control\\fuzzyvariable.py:124\u001b[0m, in \u001b[0;36mFuzzyVariable.view\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 122\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mview\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 123\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\"\"\"\u001b[39;00m \u001b[38;5;241m+\u001b[39m FuzzyVariableVisualizer\u001b[38;5;241m.\u001b[39mview\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__doc__\u001b[39m\n\u001b[1;32m--> 124\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m \u001b[43mFuzzyVariableVisualizer\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mview(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 125\u001b[0m fig\u001b[38;5;241m.\u001b[39mshow()\n", - "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_7\\.venv\\Lib\\site-packages\\skfuzzy\\control\\visualization.py:40\u001b[0m, in \u001b[0;36mFuzzyVariableVisualizer.__init__\u001b[1;34m(self, fuzzy_var)\u001b[0m\n\u001b[0;32m 32\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 33\u001b[0m \u001b[38;5;124;03mInitialize the fuzzy variable plot.\u001b[39;00m\n\u001b[0;32m 34\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 37\u001b[0m \u001b[38;5;124;03mfuzzy_var : FuzzyVariable or Term to plot\u001b[39;00m\n\u001b[0;32m 38\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 39\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m matplotlib_present:\n\u001b[1;32m---> 40\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mImportError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`FuzzyVariableVisualizer` can only be used \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 41\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mwith `matplotlib` present in the system.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 42\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfuzzyvariable\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m FuzzyVariable, Term\n\u001b[0;32m 44\u001b[0m \u001b[38;5;66;03m# self.term allows us to know if this is a Term quickly, later\u001b[39;00m\n", - "\u001b[1;31mImportError\u001b[0m: `FuzzyVariableVisualizer` can only be used with `matplotlib` present in the system." - ] + "data": { + 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# возраст\n", - "age['young'] = fuzzy.trimf(age.universe, [0, 20, 30])\n", - "age['middle'] = fuzzy.trimf(age.universe, [25, 40, 50])\n", - "age['old'] = fuzzy.trimf(age.universe, [45, 60, 75])\n", - "age['aged'] = fuzzy.trimf(age.universe, [70, 90, 100])\n", + "age['young'] = fuzzy.zmf(age.universe, 0, 30)\n", + "age['middle'] = fuzzy.trapmf(age.universe, [18, 20, 30, 40])\n", + "age['old'] = fuzzy.trapmf(age.universe, [40, 50, 60, 70])\n", + "age['aged'] = fuzzy.smf(age.universe, 60, 100) \n", "age.view()\n", - "plt.show()\n", + "# plt.show()\n", "\n", "# сахар\n", + "glucose['low'] = fuzzy.zmf(glucose.universe, 50, 80)\n", + "glucose['normal'] = fuzzy.trapmf(glucose.universe, [70, 80, 90, 100])\n", + "glucose['hight'] = fuzzy.smf(glucose.universe, 100, 300)\n", + "glucose.view()\n", + "\n", "# ИМТ\n", + "bmi['low'] = fuzzy.zmf(bmi.universe, 0, 19)\n", + "bmi['normal'] = fuzzy.trimf(bmi.universe, [18, 20, 25])\n", + "bmi['hight'] = fuzzy.smf(bmi.universe, 25, 50)\n", + "bmi.view()\n", + "\n", "# гипертония\n", "# пердечный сриступ\n", "\n", "\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {