From 9f11ef75152db4af7851903c30541e64bfefc4e3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=98=D0=B2=D0=B0=D0=BD=20=D0=90=D0=BB=D0=B5=D0=BA=D1=81?= =?UTF-8?q?=D0=B5=D0=B5=D0=B2?= Date: Sat, 26 Oct 2024 09:27:39 +0400 Subject: [PATCH] =?UTF-8?q?=D0=B8=D0=B7=D0=BC=D0=B5=D0=BD=D0=B8=D0=BB=20?= =?UTF-8?q?=D1=86=D0=B5=D0=BB=D0=B5=D0=B2=D1=83=D1=8E=20=D0=BF=D0=B5=D1=80?= =?UTF-8?q?=D0=B5=D0=BC=D0=B5=D0=BD=D0=BD=D1=83=D1=8E?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Lab_3/Lab3.ipynb | 90 ++++++++++++++++++++++++------------------------ 1 file changed, 45 insertions(+), 45 deletions(-) diff --git a/Lab_3/Lab3.ipynb b/Lab_3/Lab3.ipynb index e283aad..bc211e5 100644 --- a/Lab_3/Lab3.ipynb +++ b/Lab_3/Lab3.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -181,7 +181,7 @@ "4 20.09 True " ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -240,7 +240,7 @@ "dtype: bool" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -291,9 +291,9 @@ "df = df.drop_duplicates()\n", "\n", "# Разделение данных на признаки (X) и целевую переменную (y)\n", - "# В данном случае, предположим, что мы хотим предсказать 'hazardous'\n", - "X = df.drop(columns=['hazardous'])\n", - "y = df['hazardous']\n", + "# В данном случае, предположим, что мы хотим предсказать 'absolute_magnitude'\n", + "X = df.drop(columns=['absolute_magnitude'])\n", + "y = df['absolute_magnitude']\n", "\n", "# Разбиение данных на обучающую и тестовую выборки\n", "# Сначала разделим на обучающую и тестовую\n", @@ -317,12 +317,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", 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", "text/plain": [ "
" ] @@ -352,24 +352,24 @@ } ], "source": [ - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "import matplotlib.ticker as ticker\n", + "# Создание DataFrame для обучающей, контрольной и тестовой выборок\n", + "train_data = pd.DataFrame({'absolute_magnitude': y_train})\n", + "val_data = pd.DataFrame({'absolute_magnitude': y_val})\n", + "test_data = pd.DataFrame({'absolute_magnitude': y_test})\n", "\n", - "# Визуализация распределения для обучающей выборки\n", - "sns.countplot(x=y_train)\n", - "plt.title('Распределение hazardous в обучающей выборке')\n", + "# Гистограмма распределения absolute_magnitude в обучающей выборке\n", + "sns.histplot(train_data['absolute_magnitude'], kde=True)\n", + "plt.title('Распределение absolute_magnitude в обучающей выборке')\n", "plt.show()\n", "\n", - "# Визуализация распределения для контрольной выборки\n", - "sns.countplot(x=y_val)\n", - "plt.title('Распределение hazardous в контрольной выборке')\n", + "# Гистограмма распределения absolute_magnitude в контрольной выборке\n", + "sns.histplot(val_data['absolute_magnitude'], kde=True)\n", + "plt.title('Распределение absolute_magnitude в контрольной выборке')\n", "plt.show()\n", "\n", - "# Визуализация распределения для тестовой выборки\n", - "sns.countplot(x=y_test)\n", - "plt.title('Распределение hazardous в тестовой выборке')\n", + "# Гистограмма распределения absolute_magnitude в тестовой выборке\n", + "sns.histplot(test_data['absolute_magnitude'], kde=True)\n", + "plt.title('Распределение absolute_magnitude в тестовой выборке')\n", "plt.show()" ] }, @@ -847,7 +847,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -989,15 +989,15 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Время обучения модели: 0.02 секунд\n", - "Среднеквадратичная ошибка: 0.07\n" + "Время обучения модели: 0.04 секунд\n", + "Среднеквадратичная ошибка: 5.08\n" ] } ], @@ -1008,8 +1008,8 @@ "from sklearn.metrics import mean_squared_error\n", "\n", "# Разделение данных на обучающую и валидационную выборки. Удаляем целевую переменную\n", - "X = feature_matrix.drop('hazardous', axis=1)\n", - "y = feature_matrix['hazardous']\n", + "X = feature_matrix.drop('absolute_magnitude', axis=1)\n", + "y = feature_matrix['absolute_magnitude']\n", "\n", "# One-hot encoding для категориальных переменных (преобразование категориальных объектов в числовые)\n", "X = pd.get_dummies(X, drop_first=True)\n", @@ -1039,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1055,15 +1055,15 @@ "output_type": "stream", "text": [ "\n", - "RMSE: 0.2413462854539548\n", - "R²: 0.3235665248509211\n", - "MAE: 0.1107915015411713 \n", + "RMSE: 0.007747870644321186\n", + "R²: 0.9999928256622078\n", + "MAE: 0.00013519980189125583 \n", "\n", - "Кросс-валидация RMSE: 0.24639371360520584 \n", + "Кросс-валидация RMSE: 0.010153168491376482 \n", "\n", - "Train RMSE: 0.09113402717915829\n", - "Train R²: 0.9059198959348872\n", - "Train MAE: 0.04106869598722959\n", + "Train RMSE: 0.004358914935336195\n", + "Train R²: 0.999997732046293\n", + "Train MAE: 4.508435629289199e-05\n", "\n" ] }, @@ -1088,12 +1088,12 @@ "test_feature_matrix = test_feature_matrix.dropna()\n", "\n", "# Разделение данных на обучающую и тестовую выборки\n", - "X_train = feature_matrix.drop('hazardous', axis=1)\n", - "y_train = feature_matrix['hazardous']\n", - "X_val = val_feature_matrix.drop('hazardous', axis=1)\n", - "y_val = val_feature_matrix['hazardous']\n", - "X_test = test_feature_matrix.drop('hazardous', axis=1)\n", - "y_test = test_feature_matrix['hazardous']\n", + "X_train = feature_matrix.drop('absolute_magnitude', axis=1)\n", + "y_train = feature_matrix['absolute_magnitude']\n", + "X_val = val_feature_matrix.drop('absolute_magnitude', axis=1)\n", + "y_val = val_feature_matrix['absolute_magnitude']\n", + "X_test = test_feature_matrix.drop('absolute_magnitude', axis=1)\n", + "y_test = test_feature_matrix['absolute_magnitude']\n", "\n", "X_test = X_test.reindex(columns=X_train.columns, fill_value=0) \n", "\n", @@ -1151,7 +1151,7 @@ "\n", "Выбранная модель, а именно Модель случайного леса, показала неплохие результаты прогнозирования потенциальной опасности различных объектов. Метрики качества и кросс-валидация позволяют предположить, что модель не сильно переобучена и может быть использована для практических целей.\n", "\n", - "* Точность предсказаний: Модель демонстрирует довольно неплохой(хотя мог бы быть и получше) R² (0.3236) на обучающей выборке и R² (0.9060), что указывает на приемлемую точность предсказания модели. Значения RMSE и MAE не высоки (0.09113 и 0.04106), что свидетельствует о том, что модель достаточно точно предсказывает значения.\n", + "* Точность предсказаний: Модель демонстрирует довольно неплохой(хотя мог бы быть и получше) R² (0.9999) на обучающей выборке и R² (0.9999), что указывает на приемлемую точность предсказания модели. Значения RMSE и MAE не высоки (0.00435 и 4.5084), что свидетельствует о том, что модель достаточно точно предсказывает значения, но есть и небольшой процент ошибок на тестовой.\n", "\n", "* Переобучение: Разница между RMSE на обучающей и тестовой выборках незначительна, что указывает на то, что модель не склонна к переобучению. Однако в будущем стоит следить за этой метрикой при добавлении новых признаков или усложнении модели, чтобы избежать излишней подгонки под тренировочные данные. Также стоит быть осторожным и продолжать мониторинг этого показателя. R² на обучающей выборке ниже, чем на тестовой - еще один признак того, что модель не склонна к прееобучению\n", "\n",