diff --git a/lab_7/lab7.ipynb b/lab_7/lab7.ipynb new file mode 100644 index 0000000..1bb8c4c --- /dev/null +++ b/lab_7/lab7.ipynb @@ -0,0 +1,295 @@ +{ + "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": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "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", + "\n", + "\n", + "# Для более точного определения цены \n", + "price.automf(5, variable_type=\"quant\")\n", + "price.view()\n", + "\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", + "#price['medium'] = fuzz.trimf(price.universe, [2000000, 4000000, 6000000])\n", + "\n", + "#price['high'] = fuzz.trimf(price.universe, [4000000, 7000000, 11000000])\n", + "\n", + "#price.view()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Результаты оценки:\n", + "Sqft Living | Bathrooms | Actual Price | Inferred Price\n", + " 2000 | 2 | 300000 | 1984083.54\n", + " 4000 | 3 | 500000 | 4038863.20\n", + " 6000 | 4 | 700000 | 3958911.48\n", + " 8000 | 5 | 900000 | 3981625.93\n", + "\n", + "Средняя абсолютная ошибка (MAE): 2890871.04\n", + "Среднеквадратичная ошибка (RMSE): 2978112.34\n" + ] + } + ], + "source": [ + "# 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['average'])\n", + "rule3 = ctrl.Rule(sqft_living['high'] & bathrooms['high'], price['high'])\n", + "rule4 = ctrl.Rule(sqft_living['low'] & bathrooms['high'], price['average'])\n", + "rule5 = ctrl.Rule(sqft_living['high'] & bathrooms['low'], price['average'])\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": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Результаты оценки:\n", + "Sqft Living | Bathrooms | Actual Price | Inferred Price\n", + " 2000 | 2 | 300000 | 1984083.54\n", + " 4000 | 3 | 500000 | 4038863.20\n", + " 6000 | 4 | 700000 | 3958911.48\n", + " 8000 | 5 | 900000 | 3981625.93\n", + "\n", + "Средняя абсолютная ошибка (MAE): 2890871.04\n", + "Среднеквадратичная ошибка (RMSE): 2978112.34\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "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 +} diff --git a/lab_7/requirements.txt b/lab_7/requirements.txt new file mode 100644 index 0000000..dd56241 Binary files /dev/null and b/lab_7/requirements.txt differ