2025-02-22 13:13:44 +04:00

306 lines
282 KiB
Plaintext
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"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": null,
"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"
}
],
"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": 51,
"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 | 4204191.69\n",
" 6000 | 4 | 700000 | 4097704.42\n",
" 8000 | 5 | 900000 | 4128330.12\n",
"\n",
"Средняя абсолютная ошибка (MAE): 3003577.44\n",
"Среднеквадратичная ошибка (RMSE): 3103372.52\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['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": 52,
"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 | 4204191.69\n",
" 6000 | 4 | 700000 | 4097704.42\n",
" 8000 | 5 | 900000 | 4128330.12\n",
"\n",
"Средняя абсолютная ошибка (MAE): 3003577.44\n",
"Среднеквадратичная ошибка (RMSE): 3103372.52\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"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
}