diff --git a/lab_5/lab5.ipynb b/lab_5/lab5.ipynb index edcd019..bdc171a 100644 --- a/lab_5/lab5.ipynb +++ b/lab_5/lab5.ipynb @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -88,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -110,6 +110,74 @@ "print(df_cleaned.head()) # Вывод очищенного DataFrame\n" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Date 0\n", + "Open 0\n", + "High 0\n", + "Low 0\n", + "Close 0\n", + "Adj Close 0\n", + "Volume 0\n", + "dtype: int64\n", + "Date False\n", + "Open False\n", + "High False\n", + "Low False\n", + "Close False\n", + "Adj Close False\n", + "Volume False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "# Процент пропущенных значений признаков\n", + "for i in df.columns:\n", + " null_rate = df[i].isnull().sum() / len(df) * 100\n", + " if null_rate > 0:\n", + " print(f'{i} Процент пустых значений: %{null_rate:.2f}')\n", + "\n", + "print(df.isnull().sum())\n", + "\n", + "print(df.isnull().any())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date object\n", + "Open float64\n", + "High float64\n", + "Low float64\n", + "Close float64\n", + "Adj Close float64\n", + "Volume int64\n", + "dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Проверка типов столбцов\n", + "df.dtypes" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -119,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -164,12 +232,14 @@ "source": [ "\n", "**Стандартизация данных для кластеризации**\n", + "\n", + "Стандартизация данных — процесс приведения всех признаков (столбцов) к одному масштабу.\n", "\n" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -177,17 +247,52 @@ "data_scaled = scaler.fit_transform(df_cleaned)" ] }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Преобразование в DataFrame для удобства\n", + "df_scaled = pd.DataFrame(data_scaled, columns=df_cleaned.columns)\n", + "\n", + "# Понижение размерности до 2 компонент\n", + "pca = PCA(n_components=2)\n", + "kc_pca = pca.fit_transform(df_scaled)\n", + "\n", + "# Визуализация\n", + "plt.figure(figsize=(8, 6))\n", + "plt.scatter(kc_pca[:, 0], kc_pca[:, 1], alpha=0.6)\n", + "plt.title(\"PCA Visualization of Housing Data\")\n", + "plt.xlabel(\"Principal Component 1\")\n", + "plt.ylabel(\"Principal Component 2\")\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", - "**Агломеративная (иерархическая) кластеризация**\n" + "**Агломеративная (иерархическая) кластеризация**\n", + "\n", + "Иерархическая кластеризация — метод машинного обучения, предназначенный для группировки объектов (точек данных) на основе их схожести или расстояния друг от друга. Основная идея заключается в создании структуры кластеров в виде дерева (дендрограммы), которое показывает, как объекты группируются на разных уровнях.\n" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -232,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -268,6 +373,20 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Неиерархическая кластеризация — метод группировки данных, при котором объекты распределяются по заданному числу кластеров(в нашем случае - 𝑘 в методе K-Means), основываясь на определенных метриках расстояния или схожести. В отличие от иерархической кластеризации, которая создает древовидную структуру кластеров, неиерархическая работает с фиксированным количеством кластеров и напрямую распределяет объекты в группы.\n", + "\n", + "K-Means:\n", + "\n", + "Один из самых популярных методов.\n", + "Делит данные на 𝑘 кластеров, минимизируя сумму квадратов расстояний от каждой точки до её центроида.\n", + "Центроиды обновляются итеративно, пока результат не стабилизируется." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -278,9 +397,21 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\a3012\\AIM-PIbd-31-Zhirnova-A-E\\aimenv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n", + "found 0 physical cores < 1\n", + "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n", + " warnings.warn(\n", + " File \"c:\\Users\\a3012\\AIM-PIbd-31-Zhirnova-A-E\\aimenv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 282, in _count_physical_cores\n", + " raise ValueError(f\"found {cpu_count_physical} physical cores < 1\")\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -345,6 +476,15 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA (Principal Component Analysis) — метод сокращения размерности, используемый для преобразования высокоразмерных данных в пространство с меньшим количеством измерений, сохраняя при этом как можно больше информации (дисперсии) из исходных данных.\n", + "\n", + "В контексте графиков для визуализации результатов кластеризации, PCA используется для проекции многомерных данных в двумерное пространство, чтобы можно было легко визуализировать кластеры." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -355,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -395,9 +535,24 @@ "**Анализ инерции для метода локтя (метод оценки суммы квадратов расстояний)**\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Анализ инерции для метода локтя — это техника, используемая для определения оптимального числа кластеров в задаче кластеризации (например, для алгоритма K-Means). Метод основывается на оценке суммы квадратичных отклонений (или инерции) объектов от центров их кластеров.\n", + "\n", + "Инерция (в контексте кластеризации) — это метрика, которая измеряет \"плотность\" кластеров, то есть, насколько близко точки внутри каждого кластера расположены к его центроиду. Формально инерция определяется как сумма квадратов расстояний всех точек до ближайшего центра кластера.\n", + "\n", + "Метод локтя:\n", + "\n", + "Для различных значений 𝑘 (количества кластеров) вычисляется инерция.\n", + "Значения инерции отображаются на графике в зависимости от 𝑘.\n", + "Смотрится точка, после которой уменьшение инерции значительно замедляется. Эта точка называется локтем, и соответствующее значение 𝑘 считается оптимальным числом кластеров." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -429,6 +584,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Можно заметить, что после 9-го кластера функция начинает принимать линейный вид, что говорит о следующем: создание более 9-го кластера - не самое оптимальное решение, дальнейшее разбиение данных становится избыточным." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -439,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -471,9 +633,26 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Средний коэффициент силуэта (silhouette score) используется для оценки качества кластеризации. Его значение лежит в диапазоне от -1 до 1. Что означают различные значения:\n", + "\n", + "Близко к 1.0 (0.7–1.0): Кластеры хорошо разделены и компактны. Это отличный результат кластеризации.\n", + "\n", + "От 0.5 до 0.7: Кластеры четко различимы, но есть некоторое пересечение между ними. Это хороший результат.\n", + "\n", + "От 0.25 до 0.5: Кластеры перекрываются, что указывает на менее четкую границу между группами. Качество кластеризации удовлетворительное, но может потребоваться уточнение числа кластеров или доработка данных.\n", + "\n", + "Близко к 0.0: Кластеры сильно перекрываются или распределение данных не позволяет выделить четкие группы. В этом случае нужно пересмотреть выбор числа кластеров, алгоритм или исходные данные.\n", + "\n", + "Меньше 0.0: Плохая кластеризация: точки ближе к центрам чужих кластеров, чем к своим. Это сигнал о том, что данные плохо структурированы для текущей кластеризации." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -537,7 +716,73 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Средний коэффициент силуэта, равный 0.547, указывает на умеренно хорошую кластеризацию." + "Средний коэффициент силуэта, равный 0.547, указывает на умеренно хорошую кластеризацию.\n", + "Кластеры четко различимы, но есть некоторое пересечение между ними. Это хороший результат." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Средний коэффициент силуэта (агломеративная кластеризация): 0.578\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "\n", + "# ========================\n", + "# Агломеративная кластеризация\n", + "# ========================\n", + "agg_cluster = AgglomerativeClustering(n_clusters=3) \n", + "labels_agg = agg_cluster.fit_predict(df_scaled)\n", + "\n", + "# ========================\n", + "# Оценка качества кластеризации\n", + "# ========================\n", + "silhouette_avg_agg = silhouette_score(df_scaled, labels_agg)\n", + "print(f'Средний коэффициент силуэта (агломеративная кластеризация): {silhouette_avg_agg:.3f}')\n", + "\n", + "# ========================\n", + "# Визуализация кластеров\n", + "# ========================\n", + "pca = PCA(n_components=2)\n", + "df_pca = pca.fit_transform(df_scaled)\n", + "\n", + "plt.figure(figsize=(10, 7))\n", + "sns.scatterplot(x=df_pca[:, 0], y=df_pca[:, 1], hue=labels_agg, palette='viridis', alpha=0.7)\n", + "plt.title('Визуализация кластеров с помощью агломеративной кластеризации')\n", + "plt.xlabel('Первая компонентa PCA')\n", + "plt.ylabel('Вторая компонентa PCA')\n", + "plt.legend(title='Кластер', loc='upper right')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Значение коэффициента силуэта лежит в диапазоне от -1 до 1. Ближе к 1: Хорошо сформированные, плотные кластеры, четко отделенные друг от друга.\n", + "\n", + "Ближе к 0: Кластеры пересекаются или слабо разделены, не имеют четких границ. Точки расположены одинаково близко как к своему кластеру, так и к соседним. Ближе к -1 (Отрицательные значения): Некоторые точки скорее относятся к другим кластерам, чем к текущему (ближе к центрам других кластеров). Очень плохая кластеризация.\n", + "Ближе к 1: Все точки внутри каждого кластера плотно сгруппированы и значительно удалены от точек других кластеров. Свидетельствует о четкой и хорошо разделенной структуре данных. Единица говорит об идеальной кластеризации.\n", + "\n", + "Значение 0.578 указывает на то, что кластеры хорошо сформированные, плотные кластеры, четко отделенные друг от друга." ] } ], diff --git a/lab_7/lab7.ipynb b/lab_7/lab7.ipynb new file mode 100644 index 0000000..98724f5 --- /dev/null +++ b/lab_7/lab7.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Начало лабораторной\n", + "\n", + "Цены на кофе - https://www.kaggle.com/datasets/mayankanand2701/starbucks-stock-price-dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выгрузка данных" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateOpenHighLowCloseAdj CloseVolume
01992-06-260.3281250.3476560.3203130.3359380.260703224358400
11992-06-290.3398440.3671880.3320310.3593750.27889158732800
21992-06-300.3671880.3710940.3437500.3476560.26979734777600
31992-07-010.3515630.3593750.3398440.3554690.27586018316800
41992-07-020.3593750.3593750.3476560.3554690.27586013996800
........................
80312024-05-1775.26999778.00000074.91999877.84999877.84999814436500
80322024-05-2077.68000078.32000076.70999977.54000177.54000111183800
80332024-05-2177.55999878.22000177.50000077.72000177.7200018916600
80342024-05-2277.69999781.01999777.44000280.72000180.72000122063400
80352024-05-2380.09999880.69999779.16999879.26000279.2600024651418
\n", + "

8036 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " Date Open High Low Close Adj Close \\\n", + "0 1992-06-26 0.328125 0.347656 0.320313 0.335938 0.260703 \n", + "1 1992-06-29 0.339844 0.367188 0.332031 0.359375 0.278891 \n", + "2 1992-06-30 0.367188 0.371094 0.343750 0.347656 0.269797 \n", + "3 1992-07-01 0.351563 0.359375 0.339844 0.355469 0.275860 \n", + "4 1992-07-02 0.359375 0.359375 0.347656 0.355469 0.275860 \n", + "... ... ... ... ... ... ... \n", + "8031 2024-05-17 75.269997 78.000000 74.919998 77.849998 77.849998 \n", + "8032 2024-05-20 77.680000 78.320000 76.709999 77.540001 77.540001 \n", + "8033 2024-05-21 77.559998 78.220001 77.500000 77.720001 77.720001 \n", + "8034 2024-05-22 77.699997 81.019997 77.440002 80.720001 80.720001 \n", + "8035 2024-05-23 80.099998 80.699997 79.169998 79.260002 79.260002 \n", + "\n", + " Volume \n", + "0 224358400 \n", + "1 58732800 \n", + "2 34777600 \n", + "3 18316800 \n", + "4 13996800 \n", + "... ... \n", + "8031 14436500 \n", + "8032 11183800 \n", + "8033 8916600 \n", + "8034 22063400 \n", + "8035 4651418 \n", + "\n", + "[8036 rows x 7 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"./static/csv/Starbucks Dataset.csv\")\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Атрибуты\n", + "\n", + "Date — Дата\n", + "\n", + "Open — Цена открытия\n", + "\n", + "High — Макс. цена\n", + "\n", + "Low — Мин. цена\n", + "\n", + "Close — Цена закрытия\n", + "\n", + "Adj Close — Скорректированная цена закрытия\n", + "\n", + "Volume — Объем торгов" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Выбор входных и выходных переменных" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Входные переменные будут Open (цена открытия) и Volume (объем торгов)\n", + "\n", + "Выходная переменная - Close (цена закрытия)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Настройка параметров лингвистических переменных" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Термы: Низкий (Low) Средний (Medium) Высокий (High)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import skfuzzy as fuzz\n", + "\n", + "# Определяем диапазон значений для объема торгов\n", + "volume_range = np.arange(0, 585508801, 10000) \n", + "\n", + "# Определение функций принадлежности для термов\n", + "# Определение функций принадлежности для термов\n", + "low = fuzz.trapmf(volume_range, [0, 0, 30000000, 30000000]) \n", + "medium = fuzz.trimf(volume_range, [50000000, 150000000, 200000000]) \n", + "high = fuzz.trapmf(volume_range, [150000000, 200000000, 585508800, 585508800]) \n", + "\n", + "# Визуализация функций принадлежности\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(volume_range, low, label='Низкий (Low)', color='blue')\n", + "plt.plot(volume_range, medium, label='Средний (Medium)', color='orange')\n", + "plt.plot(volume_range, high, label='Высокий (High)', color='green')\n", + "plt.title('Функции принадлежности для объема торгов')\n", + "plt.xlabel('Объем торгов')\n", + "plt.ylabel('Принадлежность')\n", + "plt.ylim(-0.1, 1.1)\n", + "plt.axhline(0, color='black', lw=0.5)\n", + "plt.axvline(0, color='black', lw=0.5)\n", + "plt.legend()\n", + "plt.grid()\n", + "\n", + "# Отображаем график\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Формирование базы нечетких правил" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Нечеткие правила:\n", + "Если Цена открытия Низкая И Объем Низкий, Тогда Цена закрытия Низкая.\n", + "Если Цена открытия Низкая И Объем Средний, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Низкая И Объем Высокий, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Средняя И Объем Низкий, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Средняя И Объем Средний, Тогда Цена закрытия Высокая.\n", + "Если Цена открытия Средняя И Объем Высокий, Тогда Цена закрытия Высокая.\n", + "Если Цена открытия Высокая И Объем Низкий, Тогда Цена закрытия Средняя.\n", + "Если Цена открытия Высокая И Объем Средний, Тогда Цена закрытия Высокая.\n", + "Если Цена открытия Высокая И Объем Высокий, Тогда Цена закрытия Высокая.\n" + ] + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import skfuzzy as fuzz\n", + "import matplotlib.pyplot as plt\n", + "\n", + "x_open = np.linspace(0, 126, 100) \n", + "x_volume = np.linspace(0, 585508800, 100) \n", + "x_close = np.linspace(0, 130, 100) \n", + "\n", + "# Определение функций принадлежности для цены открытия\n", + "low_open = fuzz.trapmf(x_open, [0, 0, 10, 40])\n", + "medium_open = fuzz.trimf(x_open, [35, 63, 90])\n", + "high_open = fuzz.trapmf(x_open, [85, 90, 126, 126])\n", + "\n", + "# Определение функций принадлежности для объема торгов\n", + "low_volume = fuzz.trapmf(x_volume, [0, 0, 30000000, 30000000])\n", + "medium_volume = fuzz.trimf(x_volume, [50000000, 150000000, 200000000])\n", + "high_volume = fuzz.trapmf(x_volume, [150000000, 200000000, 585508800, 585508800])\n", + "\n", + "# Определение функций принадлежности для цены закрытия\n", + "low_close = fuzz.trapmf(x_close, [0, 0, 10, 40])\n", + "medium_close = fuzz.trimf(x_close, [35, 80, 115])\n", + "high_close = fuzz.trapmf(x_close, [110, 120, 130, 130])\n", + "\n", + "# Определение нечетких правил\n", + "fuzzy_rules = [\n", + " (\"Низкая\", \"Низкий\", \"Низкая\"),\n", + " (\"Низкая\", \"Средний\", \"Средняя\"),\n", + " (\"Низкая\", \"Высокий\", \"Средняя\"),\n", + " (\"Средняя\", \"Низкий\", \"Средняя\"),\n", + " (\"Средняя\", \"Средний\", \"Высокая\"),\n", + " (\"Средняя\", \"Высокий\", \"Высокая\"),\n", + " (\"Высокая\", \"Низкий\", \"Средняя\"),\n", + " (\"Высокая\", \"Средний\", \"Высокая\"),\n", + " (\"Высокая\", \"Высокий\", \"Высокая\"),\n", + "]\n", + "\n", + "# Вывод правил\n", + "print(\"Нечеткие правила:\")\n", + "for rule in fuzzy_rules:\n", + " print(f\"Если Цена открытия {rule[0]} И Объем {rule[1]}, Тогда Цена закрытия {rule[2]}.\")\n", + "\n", + "# Визуализация функций принадлежности\n", + "fig, axs = plt.subplots(3, 1, figsize=(10, 12))\n", + "\n", + "# Цена открытия\n", + "axs[0].plot(x_open, low_open, label='Низкий (Low)', color='blue')\n", + "axs[0].plot(x_open, medium_open, label='Средний (Medium)', color='green')\n", + "axs[0].plot(x_open, high_open, label='Высокий (High)', color='red')\n", + "axs[0].set_title('Функции принадлежности для цены открытия')\n", + "axs[0].set_xlabel('Цена открытия')\n", + "axs[0].set_ylabel('Степень принадлежности')\n", + "axs[0].legend()\n", + "axs[0].grid()\n", + "\n", + "# Объем торгов\n", + "axs[1].plot(x_volume, low_volume, label='Низкий (Low)', color='blue')\n", + "axs[1].plot(x_volume, medium_volume, label='Средний (Medium)', color='orange')\n", + "axs[1].plot(x_volume, high_volume, label='Высокий (High)', color='green')\n", + "axs[1].set_title('Функции принадлежности для объема торгов')\n", + "axs[1].set_xlabel('Объем торгов')\n", + "axs[1].set_ylabel('Степень принадлежности')\n", + "axs[1].legend()\n", + "axs[1].grid()\n", + "\n", + "# Цена закрытия\n", + "axs[2].plot(x_close, low_close, label='Низкая', color='blue')\n", + "axs[2].plot(x_close, medium_close, label='Средняя', color='green')\n", + "axs[2].plot(x_close, high_close, label='Высокая', color='red')\n", + "axs[2].set_title('Функции принадлежности для цены закрытия')\n", + "axs[2].set_xlabel('Цена закрытия')\n", + "axs[2].set_ylabel('Степень принадлежности')\n", + "axs[2].legend()\n", + "axs[2].grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Визуализация нечетких правил (пример)\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "x_rule = np.linspace(0, 126, 100)\n", + "\n", + "# Пример нечеткого вывода для визуализации (примерные значения)\n", + "for rule in fuzzy_rules:\n", + " # Определение степени уверенности для каждого правила\n", + " if rule[0] == \"Низкая\" and rule[1] == \"Низкий\":\n", + " ax.fill_between(x_open, low_open, low_close, color='lightblue', alpha=0.5, label='Низкий #1')\n", + " elif rule[0] == \"Низкая\" and rule[1] == \"Средний\":\n", + " ax.fill_between(x_open, medium_open, medium_close, color='lightgreen', alpha=0.5, label='Средний #2')\n", + " elif rule[0] == \"Низкая\" and rule[1] == \"Высокий\":\n", + " ax.fill_between(x_open, low_open, medium_close, color='lightcoral', alpha=0.5, label='Высокий #3')\n", + " elif rule[0] == \"Средняя\" and rule[1] == \"Низкий\":\n", + " ax.fill_between(x_open, medium_open, medium_close, color='orange', alpha=0.5, label='Низкий #4')\n", + " elif rule[0] == \"Высокая\" and rule[1] == \"Высокий\":\n", + " ax.fill_between(x_open, high_open, high_close, color='salmon', alpha=0.5, label='Высокий #5')\n", + "\n", + "ax.set_title('Визуализация нечетких правил')\n", + "ax.set_xlabel('Цена открытия')\n", + "ax.set_ylabel('Цена закрытия')\n", + "ax.legend()\n", + "ax.grid()\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Оценка качества полученной нечеткой системы, используя метрики регрессии" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Цена открытия | Объем торгов | Фактическая цена закрытия | Полученная цена закрытия \n", + "============================================================================================\n", + "50 | 150000000 | 60 | 41.07 \n", + "100 | 300000000 | 120 | 61.11 \n", + "85 | 450000000 | 110 | 5.24 \n", + "40 | 100000000 | 30 | 13.69 \n", + "\n", + "Средняя абсолютная ошибка (MAE): 49.72\n", + "Среднеквадратичная ошибка (RMSE): 61.38\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import skfuzzy as fuzz\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Определяем диапазоны значений для входных переменных\n", + "x_open = np.linspace(0, 126, 100) # Цена открытия\n", + "x_volume = np.linspace(0, 585508800, 100) # Объем торгов\n", + "x_close = np.linspace(0, 130, 100) # Цена закрытия\n", + "\n", + "# Определение функций принадлежности для цены открытия\n", + "low_open = fuzz.trapmf(x_open, [0, 0, 10, 40])\n", + "medium_open = fuzz.trimf(x_open, [35, 63, 90])\n", + "high_open = fuzz.trapmf(x_open, [85, 90, 126, 126])\n", + "\n", + "# Определение функций принадлежности для объема торгов\n", + "low_volume = fuzz.trapmf(x_volume, [0, 0, 30000000, 30000000])\n", + "medium_volume = fuzz.trimf(x_volume, [30000000, 150000000, 250000000])\n", + "high_volume = fuzz.trapmf(x_volume, [200000000, 400000000, 585508800, 585508800])\n", + "\n", + "# Определение функций принадлежности для цены закрытия\n", + "low_close = fuzz.trapmf(x_close, [0, 0, 10, 40])\n", + "medium_close = fuzz.trimf(x_close, [35, 80, 115])\n", + "high_close = fuzz.trapmf(x_close, [110, 120, 130, 130])\n", + "\n", + "# Создаем тестовые данные (цена открытия, объем, эталонная цена закрытия)\n", + "test_data = [\n", + " (50, 150000000, 60), # Низкая цена открытия, средний объем и цена закрытия\n", + " (100, 300000000, 120), # Высокая цена открытия, средний объем и высокая цена закрытия\n", + " (85, 450000000, 110), # Высокая цена открытия и высокая цена закрытия\n", + " (40, 100000000, 30) # Средняя цена открытия и низкий объем\n", + "]\n", + "\n", + "# Функция для вычисления нечеткой оценки\n", + "def fuzzy_inference(open_price, volume):\n", + " open_low = fuzz.interp_membership(x_open, low_open, open_price)\n", + " open_medium = fuzz.interp_membership(x_open, medium_open, open_price)\n", + " open_high = fuzz.interp_membership(x_open, high_open, open_price)\n", + "\n", + " volume_low = fuzz.interp_membership(x_volume, low_volume, volume)\n", + " volume_medium = fuzz.interp_membership(x_volume, medium_volume, volume)\n", + " volume_high = fuzz.interp_membership(x_volume, high_volume, volume)\n", + "\n", + " close_low = np.fmin(open_low, volume_low)\n", + " close_medium = np.fmin(open_medium, volume_medium)\n", + " close_high = np.fmin(open_high, volume_high)\n", + "\n", + " close0 = fuzz.defuzz(x_close, low_close, 'centroid') * close_low if close_low > 0 else 0\n", + " close1 = fuzz.defuzz(x_close, medium_close, 'centroid') * close_medium if close_medium > 0 else 0\n", + " close2 = fuzz.defuzz(x_close, high_close, 'centroid') * close_high if close_high > 0 else 0\n", + "\n", + " return max(close0, close1, close2)\n", + "\n", + "# Список для хранения результатов\n", + "results = []\n", + "\n", + "# Оценка системы на тестовом наборе данных\n", + "for open_price, volume, actual_close in test_data:\n", + " inferred_close = fuzzy_inference(open_price, volume)\n", + " results.append((open_price, volume, actual_close, inferred_close))\n", + "\n", + "# Вывод результатов\n", + "print(f\"{'Цена открытия':<18} | {'Объем торгов':<10} | {'Фактическая цена закрытия':<30} | {'Полученная цена закрытия':<30}\")\n", + "print(\"=\" * 92)\n", + "\n", + "for open_price, volume, actual_close, inferred_close in results:\n", + " print(f\"{open_price:<18} | {volume:<10} | {actual_close:<30} | {inferred_close:<30.2f}\")\n", + "\n", + "# Вычисление метрик качества\n", + "actual_closes = [actual for _, _, actual, _ in results]\n", + "inferred_closes = [inferred for _, _, _, inferred in results]\n", + "\n", + "mae = np.mean(np.abs(np.array(actual_closes) - np.array(inferred_closes)))\n", + "rmse = np.sqrt(np.mean((np.array(actual_closes) - np.array(inferred_closes)) ** 2))\n", + "\n", + "# Вывод метрик\n", + "print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n", + "print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")" + ] + } + ], + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_7/requirements.txt b/lab_7/requirements.txt new file mode 100644 index 0000000..8599dd8 --- /dev/null +++ b/lab_7/requirements.txt @@ -0,0 +1,138 @@ +aiohappyeyeballs==2.4.3 +aiohttp==3.11.2 +aiosignal==1.3.1 +anyio==4.6.2.post1 +argon2-cffi==23.1.0 +argon2-cffi-bindings==21.2.0 +arrow==1.3.0 +asttokens==2.4.1 +async-lru==2.0.4 +attrs==24.2.0 +autobahn==24.4.2 +babel==2.16.0 +beautifulsoup4==4.12.3 +bleach==6.2.0 +certifi==2024.8.30 +cffi==1.17.1 +charset-normalizer==3.4.0 +cloudpickle==3.1.0 +colorama==0.4.6 +comm==0.2.2 +contourpy==1.3.0 +cryptography==43.0.3 +cycler==0.12.1 +debugpy==1.8.5 +decorator==5.1.1 +defusedxml==0.7.1 +executing==2.1.0 +fastjsonschema==2.20.0 +featuretools==1.31.0 +fonttools==4.53.1 +fqdn==1.5.1 +frozenlist==1.5.0 +h11==0.14.0 +holidays==0.58 +httpcore==1.0.6 +httpx==0.27.2 +hyperlink==21.0.0 +idna==3.10 +imbalanced-learn==0.12.4 +importlib_resources==6.4.5 +ipykernel==6.29.5 +ipython==8.27.0 +ipywidgets==8.1.5 +isoduration==20.11.0 +jedi==0.19.1 +Jinja2==3.1.4 +joblib==1.4.2 +json5==0.9.28 +jsonpointer==3.0.0 +jsonschema==4.23.0 +jsonschema-specifications==2023.12.1 +jupyter==1.1.1 +jupyter-console==6.6.3 +jupyter-events==0.10.0 +jupyter-lsp==2.2.5 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +jupyter_server==2.14.2 +jupyter_server_proxy==4.4.0 +jupyter_server_terminals==0.5.3 +jupyterlab==4.2.5 +jupyterlab_pygments==0.3.0 +jupyterlab_server==2.27.3 +jupyterlab_vpython==3.1.8 +jupyterlab_widgets==3.0.13 +kiwisolver==1.4.7 +MarkupSafe==3.0.2 +matplotlib==3.9.2 +matplotlib-inline==0.1.7 +mistune==3.0.2 +multidict==6.1.0 +nbclient==0.10.0 +nbconvert==7.16.4 +nbformat==5.10.4 +nest-asyncio==1.6.0 +notebook==7.2.2 +notebook_shim==0.2.4 +numpy==2.1.1 +overrides==7.7.0 +packaging==24.1 +pandas==2.2.2 +pandocfilters==1.5.1 +parso==0.8.4 +pillow==10.4.0 +platformdirs==4.3.6 +plotly==5.24.1 +prometheus_client==0.21.0 +prompt_toolkit==3.0.47 +propcache==0.2.0 +psutil==6.0.0 +pure_eval==0.2.3 +pycparser==2.22 +Pygments==2.18.0 +pyparsing==3.1.4 +python-dateutil==2.9.0.post0 +python-json-logger==2.0.7 +pytz==2024.2 +pywin32==306 +pywinpty==2.0.14 +PyYAML==6.0.2 +pyzmq==26.2.0 +referencing==0.35.1 +requests==2.32.3 +rfc3339-validator==0.1.4 +rfc3986-validator==0.1.1 +rpds-py==0.20.0 +scikit-learn==1.5.2 +scipy==1.14.1 +seaborn==0.13.2 +Send2Trash==1.8.3 +setuptools==75.2.0 +simpervisor==1.0.0 +six==1.16.0 +sniffio==1.3.1 +some-package==0.1 +soupsieve==2.6 +stack-data==0.6.3 +tenacity==9.0.0 +terminado==0.18.1 +threadpoolctl==3.5.0 +tinycss2==1.4.0 +tornado==6.4.1 +tqdm==4.66.5 +traitlets==5.14.3 +txaio==23.1.1 +types-python-dateutil==2.9.0.20241003 +tzdata==2024.1 +uri-template==1.3.0 +urllib3==2.2.3 +utils==1.0.2 +vpython==7.6.5 +wcwidth==0.2.13 +webcolors==24.11.1 +webencodings==0.5.1 +websocket-client==1.8.0 +widgetsnbextension==4.0.13 +woodwork==0.31.0 +yarl==1.17.1