{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Лабораторная работа 7\n", "Дата сет - продажа домов в округе Кинг" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living',\n", " 'sqft_lot', 'floors', 'waterfront', 'view', 'condition', 'grade',\n", " 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode',\n", " 'lat', 'long', 'sqft_living15', 'sqft_lot15'],\n", " dtype='object')" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import skfuzzy as fuzz\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "df_house = pd.read_csv(\".//static//csv//kc_house_data.csv\")\n", "df_house.columns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from skfuzzy import control as ctrl\n", "\n", "# Определим входные и выходные переменные\n", "sqft_living = ctrl.Antecedent(df_house['sqft_living'].sort_values(), \"sqft_living\")\n", "bathrooms = ctrl.Antecedent(df_house['bathrooms'].sort_values(), \"bathrooms\")\n", "price = ctrl.Consequent(df_house['price'].sort_values(), \"price\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\user\\Desktop\\MII\\lab1para\\aim\\aimenv\\Lib\\site-packages\\skfuzzy\\control\\fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", " fig.show()\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sqft_living['low'] = fuzz.zmf(sqft_living.universe, 0, 5000)\n", "sqft_living['medium'] = fuzz.trapmf(sqft_living.universe, [3400, 5700, 7800, 9900])\n", "sqft_living['high'] = fuzz.trimf(sqft_living.universe, [8000, 13580, 13580])\n", "sqft_living.view()\n", "\n", "bathrooms['low'] = fuzz.zmf(bathrooms.universe, 0, 3)\n", "bathrooms['medium'] = fuzz.trapmf(bathrooms.universe, [1, 3, 4, 6])\n", "bathrooms['high'] = fuzz.trimf(bathrooms.universe, [5, 8, 8])\n", "bathrooms.view()\n", "\n", "#price['low'] = fuzz.zmf(price.universe, 0, 2500000)\n", "#price['medium'] = fuzz.trapmf(price.universe, [1500000, 3000000, 4000000, 5500000])\n", "#price['high'] = fuzz.trimf(price.universe, [4000000, 9000000, 11000000])\n", "\n", "# Для более точного определения цены \n", "price.automf(5, variable_type=\"quant\")\n", "price.view()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ручное определение функций принадлежности для price\n", "price['low'] = fuzz.trimf(price.universe, [0, 0, 500000])\n", "price['medium'] = fuzz.trimf(price.universe, [250000, 750000, 1250000])\n", "price['high'] = fuzz.trimf(price.universe, [1000000, 1500000, 2000000])\n", "\n", "# Визуализация функций принадлежности для price\n", "price.view()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ручное определение функций принадлежности для price\n", "price['low'] = fuzz.trimf(price.universe, [0, 0, 500000])\n", "price['medium'] = fuzz.trimf(price.universe, [250000, 750000, 1250000])\n", "price['high'] = fuzz.trimf(price.universe, [1000000, 1500000, 2000000])\n", "\n", "# Визуализация функций принадлежности для price\n", "price.view()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Результаты оценки:\n", "Sqft Living | Bathrooms | Actual Price | Inferred Price\n", " 2000 | 2 | 300000 | 261114.59\n", " 4000 | 3 | 500000 | 750000.00\n", " 6000 | 4 | 700000 | 750000.00\n", " 8000 | 5 | 900000 | 750000.00\n", "\n", "Средняя абсолютная ошибка (MAE): 122221.35\n", "Среднеквадратичная ошибка (RMSE): 149174.46\n" ] } ], "source": [ "\n", "# Определение правил нечеткого вывода\n", "rule1 = ctrl.Rule(sqft_living['low'] & bathrooms['low'], price['low'])\n", "rule2 = ctrl.Rule(sqft_living['medium'] & bathrooms['medium'], price['medium'])\n", "rule3 = ctrl.Rule(sqft_living['high'] & bathrooms['high'], price['high'])\n", "rule4 = ctrl.Rule(sqft_living['low'] & bathrooms['high'], price['medium'])\n", "rule5 = ctrl.Rule(sqft_living['high'] & bathrooms['low'], price['medium'])\n", "\n", "# Создание системы управления\n", "price_ctrl = ctrl.ControlSystem([rule1, rule2, rule3, rule4, rule5])\n", "price_sim = ctrl.ControlSystemSimulation(price_ctrl)\n", "\n", "# Функция для нечеткого вывода\n", "def fuzzy_inference(sqft, bath):\n", " price_sim.input['sqft_living'] = sqft\n", " price_sim.input['bathrooms'] = bath\n", " price_sim.compute()\n", " return price_sim.output['price']\n", "\n", "# Тестовые данные\n", "test_data = [\n", " (2000, 2, 300000),\n", " (4000, 3, 500000),\n", " (6000, 4, 700000),\n", " (8000, 5, 900000)\n", "]\n", "\n", "# Оценка системы\n", "results = []\n", "for sqft, bath, actual_price in test_data:\n", " try:\n", " inferred_price = fuzzy_inference(sqft, bath)\n", " results.append((sqft, bath, actual_price, inferred_price))\n", " except ValueError as e:\n", " print(f\"Ошибка для sqft_living={sqft}, bathrooms={bath}: {e}\")\n", "\n", "# Вывод результатов\n", "print(\"\\nРезультаты оценки:\")\n", "print(\"Sqft Living | Bathrooms | Actual Price | Inferred Price\")\n", "for sqft, bath, actual_price, inferred_price in results:\n", " print(f\"{sqft:11} | {bath:9} | {actual_price:12} | {inferred_price:.2f}\")\n", "\n", "# Вычисление метрик качества\n", "if results:\n", " actual_prices = [actual for _, _, actual, _ in results]\n", " inferred_prices = [inferred for _, _, _, inferred in results]\n", "\n", " mae = np.mean(np.abs(np.array(actual_prices) - np.array(inferred_prices)))\n", " rmse = np.sqrt(np.mean((np.array(actual_prices) - np.array(inferred_prices)) ** 2))\n", "\n", " print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n", " print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")\n", "else:\n", " print(\"Нет результатов для оценки.\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Результаты оценки:\n", "Sqft Living | Bathrooms | Actual Price | Inferred Price\n", " 2000 | 2 | 300000 | 261114.59\n", " 4000 | 3 | 500000 | 750000.00\n", " 6000 | 4 | 700000 | 750000.00\n", " 8000 | 5 | 900000 | 750000.00\n", "\n", "Средняя абсолютная ошибка (MAE): 122221.35\n", "Среднеквадратичная ошибка (RMSE): 149174.46\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Вывод результатов\n", "print(\"\\nРезультаты оценки:\")\n", "print(\"Sqft Living | Bathrooms | Actual Price | Inferred Price\")\n", "for sqft, bath, actual_price, inferred_price in results:\n", " print(f\"{sqft:11} | {bath:9} | {actual_price:12} | {inferred_price:.2f}\")\n", "\n", "# Вычисление метрик качества\n", "if results:\n", " actual_prices = [actual for _, _, actual, _ in results]\n", " inferred_prices = [inferred for _, _, _, inferred in results]\n", "\n", " mae = np.mean(np.abs(np.array(actual_prices) - np.array(inferred_prices)))\n", " rmse = np.sqrt(np.mean((np.array(actual_prices) - np.array(inferred_prices)) ** 2))\n", "\n", " print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n", " print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")\n", "\n", " # Построение графика\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(actual_prices, label=\"Фактические значения\", marker='o', linestyle='-', color='blue')\n", " plt.plot(inferred_prices, label=\"Предсказанные значения\", marker='x', linestyle='--', color='red')\n", " plt.title(\"Сравнение фактических и предсказанных значений цены\")\n", " plt.xlabel(\"Тестовые примеры\")\n", " plt.ylabel(\"Цена\")\n", " plt.legend()\n", " plt.grid(True)\n", " plt.show()\n", "else:\n", " print(\"Нет результатов для оценки.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "aimenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 2 }