From 947d3ecd7f609a4b35f4b93a548cfc6456e077ce Mon Sep 17 00:00:00 2001 From: sardq Date: Fri, 25 Oct 2024 20:14:00 +0400 Subject: [PATCH] Lab 3 maybe or not --- Lab3/lab3.ipynb | 681 +++++++++++++++++++++++++++++++++--------------- 1 file changed, 466 insertions(+), 215 deletions(-) diff --git a/Lab3/lab3.ipynb b/Lab3/lab3.ipynb index c329735..798b206 100644 --- a/Lab3/lab3.ipynb +++ b/Lab3/lab3.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 177, "metadata": {}, "outputs": [ { @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 178, "metadata": {}, "outputs": [ { @@ -196,7 +196,7 @@ "4 2.288 33 1 " ] }, - "execution_count": 3, + "execution_count": 178, "metadata": {}, "output_type": "execute_result" } @@ -210,14 +210,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Объект наблюдения - экономика\n", + "Объект наблюдения - здоровье пациентов\n", + "\n", "Атрибуты - содержит набор информации об обучении, такие как:\n", "количество беременностей, глюкоза, кровяное давление, толщина кожи, ИМТ, возраст и другие атрибуты" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 179, "metadata": {}, "outputs": [ { @@ -246,12 +247,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 180, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -279,25 +280,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Присутствует связь между атрибутами, уровень инфляции влияет и зависит от многих атрибутов.\n", - "Для примера на графике приведена связь между инфляцией и доходом на душу населения. На втором графике показана связь уровня ВВП и безработицы\n", + "Присутствует связь между атрибутами, возраст влияет на многие атрибуты в данном датасете.\n", + "Для примера на первом графике приведена связь между функцией родословной диабета и возрастом. На втором графике показана связь возраста и ИМТ\n", "Примеры бизнес целей\n", "\n", - " 1.Прогнозирование уровня инфляции на основе уровня ВВП.\n", - " 2.Наблюдение за изменениями уровня безработицы с уровнем ВВП.\n", + " 1.Прогнозирование шанса диабета на основе функции и возраста.\n", + " 2.Улучшение диагностики диабета.\n", " \n", - "Эффект для бизнеса: влияние на инвестиции индекса акций и цен на нефть, исследование влияния фондового индекса на инвестиции, исследования инфляции и покупательской способности.\n", + "Эффект для бизнеса: снижение затрат на лечение, улучшение качества обслуживания.\n", "Цели технического проекта\n", "\n", "Для первой цели:\n", "\n", - "Вход: Доход на душу населения\n", - "Целевой признак: Уровень инфляции.\n", + "Вход: возраст\n", + "Целевой признак: Наличие диабета.\n", "\n", "Для второй цели:\n", "\n", - "Вход: Уровень безработицы\n", - "Целевой признак: Уровень ВВП" + "Вход: глюкоза, давление\n", + "Целевой признак: Наличие диабета." ] }, { @@ -309,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 181, "metadata": {}, "outputs": [ { @@ -371,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 182, "metadata": {}, "outputs": [ { @@ -426,12 +427,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 183, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -445,43 +446,71 @@ "text": [ "Выбросы в датасете:\n", " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", - "131 9 122 56 0 0.0 33.3 \n", - "152 9 156 86 28 155.0 34.3 \n", - "267 2 128 64 42 0.0 40.0 \n", - "270 10 101 86 37 0.0 45.6 \n", - "314 7 109 80 31 0.0 35.9 \n", - "408 8 197 74 0 0.0 25.9 \n", - "416 1 97 68 21 0.0 27.2 \n", - "434 1 90 68 8 0.0 24.5 \n", - "487 0 173 78 32 265.0 46.5 \n", - "493 4 125 70 18 122.0 28.9 \n", - "588 3 176 86 27 156.0 33.3 \n", - "657 1 120 80 48 200.0 38.9 \n", - "744 13 153 88 37 140.0 40.6 \n", - "747 1 81 74 41 57.0 46.3 \n", - "750 4 136 70 0 0.0 31.2 \n", + "4 0 137 40 35 168 43.1 \n", + "12 10 139 80 0 0 27.1 \n", + "39 4 111 72 47 207 37.1 \n", + "45 0 180 66 39 0 42.0 \n", + "58 0 146 82 0 0 40.5 \n", + "100 1 163 72 0 0 39.0 \n", + "147 2 106 64 35 119 30.5 \n", + "187 1 128 98 41 58 32.0 \n", + "218 5 85 74 22 0 29.0 \n", + "228 4 197 70 39 744 36.7 \n", + "243 6 119 50 22 176 27.1 \n", + "245 9 184 85 15 0 30.0 \n", + "259 11 155 76 28 150 33.3 \n", + "292 2 128 78 37 182 43.3 \n", + "308 0 128 68 19 180 30.5 \n", + "330 8 118 72 19 0 23.1 \n", + "370 3 173 82 48 465 38.4 \n", + "371 0 118 64 23 89 0.0 \n", + "383 1 90 62 18 59 25.1 \n", + "395 2 127 58 24 275 27.7 \n", + "445 0 180 78 63 14 59.4 \n", + "534 1 77 56 30 56 33.3 \n", + "593 2 82 52 22 115 28.5 \n", + "606 1 181 78 42 293 40.0 \n", + "618 9 112 82 24 0 28.2 \n", + "621 2 92 76 20 0 24.2 \n", + "622 6 183 94 0 0 40.8 \n", + "659 3 80 82 31 70 34.2 \n", + "661 1 199 76 43 0 42.9 \n", "\n", " DiabetesPedigreeFunction Age Outcome \n", - "131 1.114 33 1 \n", - "152 1.189 42 1 \n", - "267 1.101 24 0 \n", - "270 1.136 38 1 \n", - "314 1.127 43 1 \n", - "408 1.191 39 1 \n", - "416 1.095 22 0 \n", - "434 1.138 36 0 \n", - "487 1.159 58 0 \n", - "493 1.144 45 1 \n", - "588 1.154 52 1 \n", - "657 1.162 41 0 \n", - "744 1.174 39 0 \n", - "747 1.096 32 0 \n", - "750 1.182 22 1 \n" + "4 2.288 33 1 \n", + "12 1.441 57 0 \n", + "39 1.390 56 1 \n", + "45 1.893 25 1 \n", + "58 1.781 44 0 \n", + "100 1.222 33 1 \n", + "147 1.400 34 0 \n", + "187 1.321 33 1 \n", + "218 1.224 32 1 \n", + "228 2.329 31 0 \n", + "243 1.318 33 1 \n", + "245 1.213 49 1 \n", + "259 1.353 51 1 \n", + "292 1.224 31 1 \n", + "308 1.391 25 1 \n", + "330 1.476 46 0 \n", + "370 2.137 25 1 \n", + "371 1.731 21 0 \n", + "383 1.268 25 0 \n", + "395 1.600 25 0 \n", + "445 2.420 25 1 \n", + "534 1.251 24 0 \n", + "593 1.699 25 0 \n", + "606 1.258 22 1 \n", + "618 1.282 50 1 \n", + "621 1.698 28 0 \n", + "622 1.461 45 0 \n", + "659 1.292 27 1 \n", + "661 1.394 22 1 \n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -535,7 +564,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 184, "metadata": {}, "outputs": [ { @@ -560,16 +589,9 @@ "print(\"Размер тестовой выборки:\", len(test_df))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Видим недостаток баланса" - ] - }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 185, "metadata": {}, "outputs": [ { @@ -578,48 +600,48 @@ "text": [ "Распределение функции родословной диабета в обучающей выборке:\n", "DiabetesPedigreeFunction\n", - "0.37250 12\n", - "0.37175 10\n", - "0.25800 5\n", - "0.19700 4\n", - "0.23800 4\n", - " ..\n", - "0.52600 1\n", - "0.60000 1\n", - "0.45400 1\n", - "0.70400 1\n", - "0.46300 1\n", - "Name: count, Length: 332, dtype: int64\n", + "0.3725 12\n", + "0.2580 5\n", + "0.2990 4\n", + "0.1970 4\n", + "0.3040 4\n", + " ..\n", + "0.6610 1\n", + "0.3980 1\n", + "0.2860 1\n", + "0.6950 1\n", + "0.3050 1\n", + "Name: count, Length: 341, dtype: int64\n", "\n", "Распределение функции родословной диабета в контрольной выборке:\n", "DiabetesPedigreeFunction\n", - "0.37250 10\n", - "0.14200 3\n", - "0.37175 3\n", - "0.25400 3\n", - "0.14100 2\n", - " ..\n", - "0.24500 1\n", - "0.69300 1\n", - "0.12100 1\n", - "0.68600 1\n", - "0.12200 1\n", - "Name: count, Length: 130, dtype: int64\n", + "0.3725 10\n", + "0.1420 3\n", + "0.2540 3\n", + "0.4440 2\n", + "0.3490 2\n", + " ..\n", + "0.2450 1\n", + "0.6930 1\n", + "0.1210 1\n", + "0.6860 1\n", + "0.1220 1\n", + "Name: count, Length: 132, dtype: int64\n", "\n", "Распределение функции родословной диабета в тестовой выборке:\n", "DiabetesPedigreeFunction\n", "0.3725 7\n", + "0.5280 2\n", "0.1480 2\n", + "0.2590 2\n", "0.4430 2\n", - "0.2070 2\n", - "0.5200 2\n", " ..\n", "0.2480 1\n", "0.2360 1\n", "0.3020 1\n", "0.4850 1\n", "0.7050 1\n", - "Name: count, Length: 134, dtype: int64\n", + "Name: count, Length: 135, dtype: int64\n", "\n" ] } @@ -640,161 +662,390 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "также используем oversampling и undersampling" + "В датасете нет категориальных данных, hot-encoding не требуется\n", + "\n", + "Используем дискретизацию" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 186, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Оверсэмплинг:\n", - "Распределение функции родословной диабета в обучающей выборке:\n", - "DiabetesPedigreeFunction\n", - "0.37250 12\n", - "0.37175 10\n", - "0.25800 5\n", - "0.19700 4\n", - "0.23800 4\n", - " ..\n", - "0.52600 1\n", - "0.60000 1\n", - "0.45400 1\n", - "0.70400 1\n", - "0.46300 1\n", - "Name: count, Length: 332, dtype: int64\n", + "Обучающая выборка:\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "335 0 165 76 43 255 47.9 \n", + "467 0 97 64 36 100 36.8 \n", + "51 1 101 50 15 36 24.2 \n", + "131 9 122 56 0 0 33.3 \n", + "649 0 107 60 25 0 26.4 \n", "\n", - "Распределение функции родословной диабета в контрольной выборке:\n", - "DiabetesPedigreeFunction\n", - "0.3725 10\n", - "0.4390 4\n", - "0.1420 3\n", - "0.7300 3\n", - "0.2540 3\n", - " ..\n", - "0.2450 1\n", - "0.6930 1\n", - "0.1210 1\n", - "0.6860 1\n", - "0.1220 1\n", - "Name: count, Length: 130, dtype: int64\n", + " DiabetesPedigreeFunction Age Outcome Age_Category \n", + "335 0.259 26 0 young \n", + "467 0.600 25 0 young \n", + "51 0.526 26 0 young \n", + "131 1.114 33 1 young \n", + "649 0.133 23 0 young \n", "\n", - "Распределение функции родословной диабета в тестовой выборке:\n", - "DiabetesPedigreeFunction\n", - "0.3725 7\n", - "0.1480 2\n", - "0.4430 2\n", - "0.2070 2\n", - "0.5200 2\n", - " ..\n", - "0.2480 1\n", - "0.2360 1\n", - "0.3020 1\n", - "0.4850 1\n", - "0.7050 1\n", - "Name: count, Length: 134, dtype: int64\n", + "Контрольная выборка:\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "370 3 173 82 48 465 38.4 \n", + "53 8 176 90 34 300 33.7 \n", + "644 3 103 72 30 152 27.6 \n", + "71 5 139 64 35 140 28.6 \n", + "675 6 195 70 0 0 30.9 \n", "\n", - "Андерсэмплинг:\n", - "Распределение функции родословной диабета в обучающей выборке:\n", - "DiabetesPedigreeFunction\n", - "0.37250 12\n", - "0.37175 10\n", - "0.25800 5\n", - "0.29900 4\n", - "0.19700 4\n", - " ..\n", - "0.38100 1\n", - "0.30000 1\n", - "0.13300 1\n", - "0.23400 1\n", - "0.59800 1\n", - "Name: count, Length: 332, dtype: int64\n", + " DiabetesPedigreeFunction Age Outcome Age_Category \n", + "370 0.3725 25 1 young \n", + "53 0.4670 58 1 middle-aged \n", + "644 0.7300 27 0 young \n", + "71 0.4110 26 0 young \n", + "675 0.3280 31 1 young \n", "\n", - "Распределение функции родословной диабета в контрольной выборке:\n", - "DiabetesPedigreeFunction\n", - "0.37250 6\n", - "0.14200 3\n", - "0.37175 3\n", - "0.25400 3\n", - "0.28400 2\n", - " ..\n", - "0.55900 1\n", - "0.69200 1\n", - "0.42300 1\n", - "0.69300 1\n", - "0.68600 1\n", - "Name: count, Length: 117, dtype: int64\n", + "Тестовая выборка:\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "668 6 98 58 33 190 34.0 \n", + "324 2 112 75 32 0 35.7 \n", + "624 2 108 64 0 0 30.8 \n", + "690 8 107 80 0 0 24.6 \n", + "473 7 136 90 0 0 29.9 \n", "\n", - "Распределение функции родословной диабета в тестовой выборке:\n", - "DiabetesPedigreeFunction\n", - "0.3725 7\n", - "0.1480 2\n", - "0.2070 2\n", - "0.2590 2\n", - "0.3700 2\n", - " ..\n", - "0.8400 1\n", - "0.5250 1\n", - "0.5360 1\n", - "0.8550 1\n", - "0.6990 1\n", - "Name: count, Length: 134, dtype: int64\n", - "\n" + " DiabetesPedigreeFunction Age Outcome Age_Category \n", + "668 0.430 43 0 middle-aged \n", + "324 0.148 21 0 young \n", + "624 0.158 21 0 young \n", + "690 0.856 34 0 middle-aged \n", + "473 0.210 50 0 middle-aged \n" ] } ], "source": [ - "from imblearn.over_sampling import RandomOverSampler\n", - "from imblearn.under_sampling import RandomUnderSampler\n", + "list_age = [\"young\", \"middle-aged\", \"old\"]\n", + "bins = np.linspace(0, 100, 4)\n", + "train_df['Age_Category'] = pd.cut(train_df['Age'], bins=bins, labels=list_age)\n", + "val_df['Age_Category'] = pd.cut(val_df['Age'], bins=bins, labels=list_age)\n", + "test_df['Age_Category'] = pd.cut(test_df['Age'], bins=bins, labels=list_age)\n", + "print(\"Обучающая выборка:\\n\",train_df.head(), \"\\n\")\n", + "print(\"Контрольная выборка:\\n\",val_df.head(), \"\\n\")\n", + "print(\"Тестовая выборка:\\n\",test_df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Используем Ручной синтез, создадим новый столбец который будет говорить об опасности диабета при уровне сахара >=11" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Обучающая выборка:\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "335 0 165 76 43 255 47.9 \n", + "467 0 97 64 36 100 36.8 \n", + "51 1 101 50 15 36 24.2 \n", + "131 9 122 56 0 0 33.3 \n", + "649 0 107 60 25 0 26.4 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome Age_Category Glucose_Warning \n", + "335 0.259 26 0 young 0 \n", + "467 0.600 25 0 young 0 \n", + "51 0.526 26 0 young 0 \n", + "131 1.114 33 1 young 0 \n", + "649 0.133 23 0 young 0 \n", + "\n", + "Контрольная выборка:\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "370 3 173 82 48 465 38.4 \n", + "53 8 176 90 34 300 33.7 \n", + "644 3 103 72 30 152 27.6 \n", + "71 5 139 64 35 140 28.6 \n", + "675 6 195 70 0 0 30.9 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome Age_Category Glucose_Warning \n", + "370 0.3725 25 1 young 0 \n", + "53 0.4670 58 1 middle-aged 0 \n", + "644 0.7300 27 0 young 0 \n", + "71 0.4110 26 0 young 0 \n", + "675 0.3280 31 1 young 0 \n", + "\n", + "Тестовая выборка:\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "668 6 98 58 33 190 34.0 \n", + "324 2 112 75 32 0 35.7 \n", + "624 2 108 64 0 0 30.8 \n", + "690 8 107 80 0 0 24.6 \n", + "473 7 136 90 0 0 29.9 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome Age_Category Glucose_Warning \n", + "668 0.430 43 0 middle-aged 0 \n", + "324 0.148 21 0 young 0 \n", + "624 0.158 21 0 young 0 \n", + "690 0.856 34 0 middle-aged 0 \n", + "473 0.210 50 0 middle-aged 0 \n" + ] + } + ], + "source": [ + "train_df['Glucose_Warning'] = [1 if i >= 200 else 0 for i in train_df[\"Glucose\"]]\n", + "val_df['Glucose_Warning'] = [1 if i >= 200 else 0 for i in val_df[\"Glucose\"]]\n", + "test_df['Glucose_Warning'] =[1 if i >= 200 else 0 for i in test_df[\"Glucose\"]]\n", + "print(\"Обучающая выборка:\\n\",train_df.head(), \"\\n\")\n", + "print(\"Контрольная выборка:\\n\",val_df.head(), \"\\n\")\n", + "print(\"Тестовая выборка:\\n\",test_df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Используем масштабирование" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n", "\n", - "def binning(target, bins):\n", - " return pd.qcut(target, q=bins, labels=False)\n", + "# Пример масштабирования числовых признаков\n", + "numerical_features = ['Glucose', 'BloodPressure', 'DiabetesPedigreeFunction', 'Age']\n", "\n", - "train_df['gdppercent_binned'] = binning(train_df['DiabetesPedigreeFunction'], bins=2)\n", - "val_df['gdppercent_binned'] = binning(val_df['DiabetesPedigreeFunction'], bins=2)\n", - "test_df['gdppercent_binned'] = binning(test_df['DiabetesPedigreeFunction'], bins=2)\n", + "scaler = StandardScaler()\n", + "train_df[numerical_features] = scaler.fit_transform(train_df[numerical_features])\n", + "val_df[numerical_features] = scaler.transform(val_df[numerical_features])\n", + "test_df[numerical_features] = scaler.transform(test_df[numerical_features])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Используем Featuretools" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", + " warnings.warn(\n", + "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\featuretools\\synthesis\\dfs.py:321: UnusedPrimitiveWarning: Some specified primitives were not used during DFS:\n", + " agg_primitives: ['count', 'mean', 'sum']\n", + "This may be caused by a using a value of max_depth that is too small, not setting interesting values, or it may indicate no compatible columns for the primitive were found in the data. If the DFS call contained multiple instances of a primitive in the list above, none of them were used.\n", + " warnings.warn(warning_msg, UnusedPrimitiveWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Built 9 features\n", + "Elapsed: 00:00 | Progress: 100%|██████████\n", + " Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n", + "id \n", + "0 6 148 72 35 0 33.6 \n", + "1 1 85 66 29 0 26.6 \n", + "2 8 183 64 0 0 23.3 \n", + "3 1 89 66 23 94 28.1 \n", + "4 0 137 40 35 168 43.1 \n", + "\n", + " DiabetesPedigreeFunction Age Outcome \n", + "id \n", + "0 0.6270 50 1 \n", + "1 0.3510 31 0 \n", + "2 0.6720 32 1 \n", + "3 0.1670 21 0 \n", + "4 0.3725 33 1 \n" + ] + } + ], + "source": [ + "import featuretools as ft\n", + "df['id'] = df.index\n", + "es = ft.EntitySet(id='diabet_data')\n", + "es = es.add_dataframe(dataframe_name='diabet', dataframe=df, index='id', make_index=False)\n", + "features, feature_defs = ft.dfs(entityset=es,\n", + " target_dataframe_name='diabet',\n", + " agg_primitives=['count', 'mean', 'sum'],\n", + " verbose=True)\n", + "val_feature_matrix = ft.calculate_feature_matrix(features=feature_defs, entityset=es, instance_ids=val_df.index)\n", + "test_feature_matrix = ft.calculate_feature_matrix(features=feature_defs, entityset=es, instance_ids=test_df.index)\n", + "print(features.head())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Время обучения модели: 0.01 секунд\n", + "Среднеквадратичная ошибка: 0.17\n" + ] + } + ], + "source": [ + "import time\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error\n", "\n", - "def oversample(df, target_column):\n", - " X = df.drop(target_column, axis=1)\n", - " y = df[target_column]\n", - " \n", - " oversampler = RandomOverSampler(random_state=42)\n", - " x_resampled, y_resampled = oversampler.fit_resample(X, y) # type: ignore\n", - " \n", - " resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n", - " return resampled_df\n", + "# Разделение данных на обучающую и валидационную выборки. Удаляем целевую переменную\n", + "X = features.drop('Outcome', axis=1)\n", + "y = features['Outcome']\n", "\n", - "def undersample(df, target_column):\n", - " X = df.drop(target_column, axis=1)\n", - " y = df[target_column]\n", - " \n", - " undersampler = RandomUnderSampler(random_state=42)\n", - " x_resampled, y_resampled = undersampler.fit_resample(X, y) # type: ignore\n", - " \n", - " resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n", - " return resampled_df\n", + "# One-hot encoding для категориальных переменных (преобразование категориальных объектов в числовые)\n", + "X = pd.get_dummies(X, drop_first=True)\n", "\n", - "train_df_oversampled = oversample(train_df, 'gdppercent_binned')\n", - "val_df_oversampled = oversample(val_df, 'gdppercent_binned')\n", - "test_df_oversampled = oversample(test_df, 'gdppercent_binned')\n", + "# Проверяем, есть ли пропущенные значения, и заполняем их медианой или другим подходящим значением\n", + "X.fillna(X.median(), inplace=True)\n", "\n", - "train_df_undersampled = undersample(train_df, 'gdppercent_binned')\n", - "val_df_undersampled = undersample(val_df, 'gdppercent_binned')\n", - "test_df_undersampled = undersample(test_df, 'gdppercent_binned')\n", + "X_train, X_val, y_train, y_val = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", - "print(\"Оверсэмплинг:\")\n", - "check_balance(train_df_oversampled, \"обучающей выборке\")\n", - "check_balance(val_df_oversampled, \"контрольной выборке\")\n", - "check_balance(test_df_oversampled, \"тестовой выборке\")\n", + "# Обучение модели\n", + "model = LinearRegression()\n", "\n", - "print(\"Андерсэмплинг:\")\n", - "check_balance(train_df_undersampled, \"обучающей выборке\")\n", - "check_balance(val_df_undersampled, \"контрольной выборке\")\n", - "check_balance(test_df_undersampled, \"тестовой выборке\")" + "# Начинаем отсчет времени\n", + "start_time = time.time()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Время обучения модели\n", + "train_time = time.time() - start_time\n", + "\n", + "# Предсказания и оценка модели и вычисляем среднеквадратичную ошибку\n", + "predictions = model.predict(X_val)\n", + "mse = mean_squared_error(y_val, predictions)\n", + "\n", + "print(f'Время обучения модели: {train_time:.2f} секунд')\n", + "print(f'Среднеквадратичная ошибка: {mse:.2f}')" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RMSE: 0.41022087810247887\n", + "R²: 0.26704202020201995\n", + "MAE: 0.3137012987012987 \n", + "\n", + "Кросс-валидация RMSE: 0.40125444539346944 \n", + "\n", + "Train RMSE: 0.14832451876358646\n", + "Train R²: 0.9028956552281269\n", + "Train MAE: 0.11144951140065147\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\5_semester\\AIM\\rep\\AIM-PIbd-31-Razubaev-S-M\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.metrics import r2_score, mean_absolute_error\n", + "from sklearn.model_selection import cross_val_score\n", + "\n", + "\n", + "# Удаление строк с NaN\n", + "feature_matrix = features.dropna()\n", + "val_feature_matrix = val_feature_matrix.dropna()\n", + "test_feature_matrix = test_feature_matrix.dropna()\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки\n", + "X_train = feature_matrix.drop('Outcome', axis=1)\n", + "y_train = feature_matrix['Outcome']\n", + "X_val = val_feature_matrix.drop('Outcome', axis=1)\n", + "y_val = val_feature_matrix['Outcome']\n", + "X_test = test_feature_matrix.drop('Outcome', axis=1)\n", + "y_test = test_feature_matrix['Outcome']\n", + "\n", + "X_test = X_test.reindex(columns=X_train.columns, fill_value=0) \n", + "\n", + "# Кодирования категориальных переменных с использованием одноразового кодирования\n", + "X = pd.get_dummies(X, drop_first=True)\n", + "\n", + "# Разобьём тренировочный тест и примерку модели\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Выбор модели\n", + "model = RandomForestRegressor(random_state=42)\n", + "\n", + "# Обучение модели\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Предсказание и оценка\n", + "y_pred = model.predict(X_test)\n", + "\n", + "rmse = mean_squared_error(y_test, y_pred, squared=False)\n", + "r2 = r2_score(y_test, y_pred)\n", + "mae = mean_absolute_error(y_test, y_pred)\n", + "\n", + "print()\n", + "print(f\"RMSE: {rmse}\")\n", + "print(f\"R²: {r2}\")\n", + "print(f\"MAE: {mae} \\n\")\n", + "\n", + "# Кросс-валидация\n", + "scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error')\n", + "rmse_cv = (-scores.mean())**0.5\n", + "print(f\"Кросс-валидация RMSE: {rmse_cv} \\n\")\n", + "\n", + "# Анализ важности признаков\n", + "feature_importances = model.feature_importances_\n", + "feature_names = X_train.columns\n", + "\n", + "# Проверка на переобучение\n", + "y_train_pred = model.predict(X_train)\n", + "\n", + "rmse_train = mean_squared_error(y_train, y_train_pred, squared=False)\n", + "r2_train = r2_score(y_train, y_train_pred)\n", + "mae_train = mean_absolute_error(y_train, y_train_pred)\n", + "\n", + "print(f\"Train RMSE: {rmse_train}\")\n", + "print(f\"Train R²: {r2_train}\")\n", + "print(f\"Train MAE: {mae_train}\")\n", + "print()" ] } ],