diff --git a/lab_4/lab_4.ipynb b/lab_4/lab_4.ipynb new file mode 100644 index 0000000..a6f7a98 --- /dev/null +++ b/lab_4/lab_4.ipynb @@ -0,0 +1,566 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Вариант: Список людей. " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 10000 entries, 0 to 9999\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 10000 non-null object \n", + " 1 Name 10000 non-null object \n", + " 2 Short description 9996 non-null object \n", + " 3 Gender 9927 non-null object \n", + " 4 Country 9721 non-null object \n", + " 5 Occupation 9836 non-null object \n", + " 6 Birth year 10000 non-null int64 \n", + " 7 Death year 9999 non-null float64\n", + " 8 Manner of death 1893 non-null object \n", + " 9 Age of death 9999 non-null float64\n", + "dtypes: float64(2), int64(1), object(7)\n", + "memory usage: 781.4+ KB\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn import metrics\n", + "from imblearn.over_sampling import RandomOverSampler\n", + "from imblearn.under_sampling import RandomUnderSampler\n", + "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n", + "from sklearn.metrics import ConfusionMatrixDisplay\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.linear_model import LinearRegression, LogisticRegression\n", + "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor, RandomForestClassifier, GradientBoostingClassifier\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.metrics import (\n", + " precision_score, recall_score, accuracy_score, roc_auc_score, f1_score,\n", + " matthews_corrcoef, cohen_kappa_score, confusion_matrix\n", + ")\n", + "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n", + "import numpy as np\n", + "import featuretools as ft\n", + "from sklearn.metrics import accuracy_score, classification_report\n", + "\n", + "# Функция для применения oversampling\n", + "def apply_oversampling(X, y):\n", + " oversampler = RandomOverSampler(random_state=42)\n", + " X_resampled, y_resampled = oversampler.fit_resample(X, y)\n", + " return X_resampled, y_resampled\n", + "\n", + "# Функция для применения undersampling\n", + "def apply_undersampling(X, y):\n", + " undersampler = RandomUnderSampler(random_state=42)\n", + " X_resampled, y_resampled = undersampler.fit_resample(X, y)\n", + " return X_resampled, y_resampled\n", + "\n", + "def split_stratified_into_train_val_test(\n", + " df_input,\n", + " stratify_colname=\"y\",\n", + " frac_train=0.6,\n", + " frac_val=0.15,\n", + " frac_test=0.25,\n", + " random_state=None,\n", + "):\n", + " \"\"\"\n", + " Splits a Pandas dataframe into three subsets (train, val, and test)\n", + " following fractional ratios provided by the user, where each subset is\n", + " stratified by the values in a specific column (that is, each subset has\n", + " the same relative frequency of the values in the column). It performs this\n", + " splitting by running train_test_split() twice.\n", + "\n", + " Parameters\n", + " ----------\n", + " df_input : Pandas dataframe\n", + " Input dataframe to be split.\n", + " stratify_colname : str\n", + " The name of the column that will be used for stratification. Usually\n", + " this column would be for the label.\n", + " frac_train : float\n", + " frac_val : float\n", + " frac_test : float\n", + " The ratios with which the dataframe will be split into train, val, and\n", + " test data. The values should be expressed as float fractions and should\n", + " sum to 1.0.\n", + " random_state : int, None, or RandomStateInstance\n", + " Value to be passed to train_test_split().\n", + "\n", + " Returns\n", + " -------\n", + " df_train, df_val, df_test :\n", + " Dataframes containing the three splits.\n", + " \"\"\"\n", + "\n", + " if frac_train + frac_val + frac_test != 1.0:\n", + " raise ValueError(\n", + " \"fractions %f, %f, %f do not add up to 1.0\"\n", + " % (frac_train, frac_val, frac_test)\n", + " )\n", + "\n", + " if stratify_colname not in df_input.columns:\n", + " raise ValueError(\"%s is not a column in the dataframe\" % (stratify_colname))\n", + "\n", + " X = df_input # Contains all columns.\n", + " y = df_input[\n", + " [stratify_colname]\n", + " ] # Dataframe of just the column on which to stratify.\n", + "\n", + " # Split original dataframe into train and temp dataframes.\n", + " df_train, df_temp, y_train, y_temp = train_test_split(\n", + " X, y, stratify=y, test_size=(1.0 - frac_train), random_state=random_state\n", + " )\n", + "\n", + " # Split the temp dataframe into val and test dataframes.\n", + " relative_frac_test = frac_test / (frac_val + frac_test)\n", + " df_val, df_test, y_val, y_test = train_test_split(\n", + " df_temp,\n", + " y_temp,\n", + " stratify=y_temp,\n", + " test_size=relative_frac_test,\n", + " random_state=random_state,\n", + " )\n", + "\n", + " assert len(df_input) == len(df_train) + len(df_val) + len(df_test)\n", + "\n", + " return df_train, df_val, df_test\n", + "\n", + "\n", + "df = pd.read_csv(\"../data/age.csv\", nrows=10000)\n", + "df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Как бизнес-цели выделим следующие 2 варианта:\n", + " 1) GameDev. Создание игры про конкретного персонажа, живущего в конкретном временном промежутке в конкретной стране. \n", + " 2) Исследование зависимости длительности жизни от страны проживания.\n", + " \n", + "Поскольку именно эти бизнес-цели были выбраны в предыдущей лабораторной работе, будем их использовать.\n", + "Но возникает проблема с 1 целью: её невозможно использовать для задачи классификации. Заменим ее на классификацию людей по возрастным группам, что может быть полезно для рекламных целей." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выполним подготовку данных" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "df.fillna({\"Gender\": \"NaN\", \"Country\": \"NaN\", \"Occupation\" : \"NaN\", \"Manner of death\" : \"NaN\"}, inplace=True)\n", + "df = df.dropna()\n", + "df['Country'] = df['Country'].str.split('; ')\n", + "df = df.explode('Country')\n", + "data = df.copy()\n", + "\n", + "value_counts = data[\"Country\"].value_counts()\n", + "rare = value_counts[value_counts < 100].index\n", + "data = data[~data[\"Country\"].isin(rare)]\n", + "\n", + "data.drop(data[~data['Gender'].isin(['Male', 'Female'])].index, inplace=True)\n", + "\n", + "data1 = pd.get_dummies(data, columns=['Gender', 'Country', 'Occupation'], drop_first=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Определить достижимый уровень качества модели для каждой задачи. На основе имеющихся данных уровень качества моделей не будет высоким, поскольку все таки длительность жизни лишь примерная и точно ее угадать невозможно." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выберем ориентиры для наших 2х задач:\n", + " 1)Регрессии - средний возраст человека\n", + " 2)Классификации - аиболее часто встречающаяся возрастная группа" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Построим конвейер." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Id', 'Name', 'Short description', 'Birth year', 'Death year',\n", + " 'Age of death', 'Gender_Male', 'Country_France',\n", + " 'Country_German Confederation', 'Country_German Democratic Republic',\n", + " ...\n", + " 'Manner of death_euthanasia', 'Manner of death_homicide',\n", + " 'Manner of death_homicide; natural causes',\n", + " 'Manner of death_internal bleeding', 'Manner of death_natural causes',\n", + " 'Manner of death_suicide',\n", + " 'Manner of death_suicide; homicide; accident',\n", + " 'Manner of death_suicide; unfortunate accident',\n", + " 'Manner of death_summary execution', 'Manner of death_unnatural death'],\n", + " dtype='object', length=400)\n" + ] + } + ], + "source": [ + "print(data.columns)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best parameters for Linear Regression: {}\n", + "Best parameters for Random Forest Regressor: {'model__max_depth': None, 'model__n_estimators': 100}\n", + "Best parameters for Gradient Boosting Regressor: {'model__learning_rate': 0.2, 'model__max_depth': 7, 'model__n_estimators': 300}\n", + "Linear Regression: MSE = 0.002807184047660083, R2 = 0.9999899555289343\n", + "Random Forest Regressor: MSE = 11.46917740409879, R2 = 0.9589617856804076\n", + "Gradient Boosting Regressor: MSE = 8.202651735797296, R2 = 0.9706498410424512\n" + ] + } + ], + "source": [ + "X_reg = data1.drop(['Id', 'Name', 'Age of death', 'Short description', 'Manner of death'], axis=1)\n", + "y_reg = data1['Age of death']\n", + "\n", + "# Разделение данных\n", + "X_train_reg, X_test_reg, y_train_reg, y_test_reg = train_test_split(X_reg, y_reg, test_size=0.2, random_state=42)\n", + "\n", + "# Выбор моделей для регрессии\n", + "models_reg = {\n", + " 'Linear Regression': LinearRegression(),\n", + " 'Random Forest Regressor': RandomForestRegressor(random_state=42),\n", + " 'Gradient Boosting Regressor': GradientBoostingRegressor(random_state=42)\n", + "}\n", + "\n", + "# Создание конвейера для регрессии\n", + "pipelines_reg = {}\n", + "for name, model in models_reg.items():\n", + " pipelines_reg[name] = Pipeline([\n", + " ('scaler', StandardScaler()),\n", + " ('model', model)\n", + " ])\n", + "\n", + "# Определение сетки гиперпараметров для регрессии\n", + "param_grids_reg = {\n", + " 'Linear Regression': {},\n", + " 'Random Forest Regressor': {\n", + " 'model__n_estimators': [100, 200, 300],\n", + " 'model__max_depth': [None, 10, 20, 30]\n", + " },\n", + " 'Gradient Boosting Regressor': {\n", + " 'model__n_estimators': [100, 200, 300],\n", + " 'model__learning_rate': [0.01, 0.1, 0.2],\n", + " 'model__max_depth': [3, 5, 7]\n", + " }\n", + "}\n", + "\n", + "# Настройка гиперпараметров для регрессии\n", + "best_models_reg = {}\n", + "for name, pipeline in pipelines_reg.items():\n", + " grid_search = GridSearchCV(pipeline, param_grids_reg[name], cv=5, scoring='neg_mean_squared_error')\n", + " grid_search.fit(X_train_reg, y_train_reg)\n", + " best_models_reg[name] = grid_search.best_estimator_\n", + " print(f'Best parameters for {name}: {grid_search.best_params_}')\n", + "\n", + "# Обучение моделей и оценка качества\n", + "for model_name in best_models_reg.keys():\n", + " print(f\"Model: {model_name}\")\n", + " model = best_models_reg[model_name][\"model\"]\n", + "\n", + " model_pipeline = Pipeline([(\"scaler\", StandardScaler()), (\"model\", model)])\n", + " model_pipeline = model_pipeline.fit(X_train_reg, y_train_reg)\n", + "\n", + " y_train_predict = model_pipeline.predict(X_train_reg)\n", + " y_test_predict = model_pipeline.predict(X_test_reg)\n", + "\n", + " best_models_reg[model_name][\"pipeline\"] = model_pipeline\n", + " best_models_reg[model_name][\"preds_train\"] = y_train_predict\n", + " best_models_reg[model_name][\"preds_test\"] = y_test_predict\n", + "\n", + " best_models_reg[model_name][\"MSE_train\"] = mean_squared_error(y_train_reg, y_train_predict)\n", + " best_models_reg[model_name][\"MSE_test\"] = mean_squared_error(y_test_reg, y_test_predict)\n", + " best_models_reg[model_name][\"R2_train\"] = r2_score(y_train_reg, y_train_predict)\n", + " best_models_reg[model_name][\"R2_test\"] = r2_score(y_test_reg, y_test_predict)\n", + " best_models_reg[model_name][\"MAE_train\"] = mean_absolute_error(y_train_reg, y_train_predict)\n", + " best_models_reg[model_name][\"MAE_test\"] = mean_absolute_error(y_test_reg, y_test_predict)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "data2 = data.drop(['Short description', 'Manner of death', 'Gender', 'Country', 'Occupation'], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Birth year', 'Death year'], dtype='object')\n", + "Best parameters for Logistic Regression: {'model__C': 10, 'model__solver': 'lbfgs'}\n", + "Best parameters for Random Forest Classifier: {'model__max_depth': 30, 'model__n_estimators': 200}\n", + "Best parameters for Gradient Boosting Classifier: {'model__learning_rate': 0.1, 'model__max_depth': 7, 'model__n_estimators': 200}\n", + "Model: Logistic Regression\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\89176\\sourse\\MII\\Labas\\AIM-PIbd-31-Kozyrev-S-S\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\89176\\sourse\\MII\\Labas\\AIM-PIbd-31-Kozyrev-S-S\\aimvenv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: Random Forest Classifier\n", + "Model: Gradient Boosting Classifier\n" + ] + } + ], + "source": [ + "# Создание возрастных групп\n", + "bins = [0, 18, 30, 50, 70, 100]\n", + "labels = ['0-18', '19-30', '31-50', '51-70', '71+']\n", + "data['Age Group'] = pd.cut(data['Age of death'], bins=bins, labels=labels)\n", + "\n", + "# Выбор признаков и целевой переменной для классификации\n", + "X_class = data2.drop(['Id', 'Name', 'Age of death', 'Age Group'], axis=1)\n", + "y_class = data['Age Group'] \n", + "print(X_class.columns)\n", + "# Разделение данных\n", + "X_train_class, X_test_class, y_train_class, y_test_class = train_test_split(X_class, y_class, test_size=0.2, random_state=42)\n", + "\n", + "# Выбор моделей для классификации\n", + "models_class = {\n", + " 'Logistic Regression': LogisticRegression(random_state=42, max_iter=5000, solver='liblinear'),\n", + " 'Random Forest Classifier': RandomForestClassifier(random_state=42),\n", + " 'Gradient Boosting Classifier': GradientBoostingClassifier(random_state=42)\n", + "}\n", + "\n", + "# Создание конвейера для классификации\n", + "pipelines_class = {}\n", + "for name, model in models_class.items():\n", + " pipelines_class[name] = Pipeline([\n", + " ('scaler', StandardScaler()),\n", + " ('model', model)\n", + " ])\n", + "\n", + "# Определение сетки гиперпараметров для классификации\n", + "'''\n", + "param_grids_class = {\n", + " 'Logistic Regression': {\n", + " 'model__C': [0.1, 1, 10],\n", + " 'model__solver': ['lbfgs', 'liblinear']\n", + " },\n", + " 'Random Forest Classifier': {\n", + " 'model__n_estimators': [100, 200, 300],\n", + " 'model__max_depth': [None, 10, 20, 30]\n", + " },\n", + " 'Gradient Boosting Classifier': {\n", + " 'model__n_estimators': [100, 200, 300],\n", + " 'model__learning_rate': [0.01, 0.1, 0.2],\n", + " 'model__max_depth': [3, 5, 7]\n", + " }\n", + "}'''\n", + "# Убрал определение параметров поскольку уже был предподсчет данных, но вылетела ошибка. Сохранил лучшие параметры\n", + "\n", + "param_grids_class = {\n", + " 'Logistic Regression': {\n", + " 'model__C': [10],\n", + " 'model__solver': ['lbfgs']\n", + " },\n", + " 'Random Forest Classifier': {\n", + " 'model__n_estimators': [200],\n", + " 'model__max_depth': [ 30]\n", + " },\n", + " 'Gradient Boosting Classifier': {\n", + " 'model__n_estimators': [200],\n", + " 'model__learning_rate': [0.1],\n", + " 'model__max_depth': [7]\n", + " }\n", + "}\n", + "\n", + "# Настройка гиперпараметров для классификации\n", + "best_models_class = {}\n", + "for name, pipeline in pipelines_class.items():\n", + " grid_search = GridSearchCV(pipeline, param_grids_class[name], cv=5, scoring='accuracy', n_jobs=-1)\n", + " grid_search.fit(X_train_class, y_train_class)\n", + " best_models_class[name] = {\"model\": grid_search.best_estimator_}\n", + " print(f'Best parameters for {name}: {grid_search.best_params_}')\n", + "\n", + "# Обучение моделей и оценка качества\n", + "for model_name in best_models_class.keys():\n", + " print(f\"Model: {model_name}\")\n", + " model = best_models_class[model_name][\"model\"]\n", + "\n", + " model_pipeline = Pipeline([(\"scaler\", StandardScaler()), (\"model\", model)])\n", + " model_pipeline = model_pipeline.fit(X_train_class, y_train_class)\n", + "\n", + " y_train_predict = model_pipeline.predict(X_train_class)\n", + " y_test_probs = model_pipeline.predict_proba(X_test_class)\n", + " y_test_predict = model_pipeline.predict(X_test_class)\n", + "\n", + " best_models_class[model_name][\"pipeline\"] = model_pipeline\n", + " best_models_class[model_name][\"probs\"] = y_test_probs\n", + " best_models_class[model_name][\"preds\"] = y_test_predict\n", + "\n", + " best_models_class[model_name][\"Precision_train\"] = precision_score(y_train_class, y_train_predict, average='weighted')\n", + " best_models_class[model_name][\"Precision_test\"] = precision_score(y_test_class, y_test_predict, average='weighted')\n", + " best_models_class[model_name][\"Recall_train\"] = recall_score(y_train_class, y_train_predict, average='weighted')\n", + " best_models_class[model_name][\"Recall_test\"] = recall_score(y_test_class, y_test_predict, average='weighted')\n", + " best_models_class[model_name][\"Accuracy_train\"] = accuracy_score(y_train_class, y_train_predict)\n", + " best_models_class[model_name][\"Accuracy_test\"] = accuracy_score(y_test_class, y_test_predict)\n", + " best_models_class[model_name][\"ROC_AUC_test\"] = roc_auc_score(y_test_class, y_test_probs, multi_class='ovr')\n", + " best_models_class[model_name][\"F1_train\"] = f1_score(y_train_class, y_train_predict, average='weighted')\n", + " best_models_class[model_name][\"F1_test\"] = f1_score(y_test_class, y_test_predict, average='weighted')\n", + " best_models_class[model_name][\"MCC_test\"] = matthews_corrcoef(y_test_class, y_test_predict)\n", + " best_models_class[model_name][\"Cohen_kappa_test\"] = cohen_kappa_score(y_test_class, y_test_predict)\n", + " best_models_class[model_name][\"Confusion_matrix\"] = confusion_matrix(y_test_class, y_test_predict)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_models = len(best_models_class)\n", + "fig, ax = plt.subplots(num_models, 1, figsize=(12, 10), sharex=False, sharey=False)\n", + "for index, key in enumerate(best_models_class.keys()):\n", + " c_matrix = best_models_class[key][\"Confusion_matrix\"]\n", + " disp = ConfusionMatrixDisplay(\n", + " confusion_matrix=c_matrix, display_labels=[\"0-18\", \"19-30\", \"31-50\", \"51-70\", \"71+\"]\n", + " ).plot(ax=ax.flat[index])\n", + " disp.ax_.set_title(key)\n", + "\n", + "plt.subplots_adjust(top=1, bottom=0, hspace=0.4, wspace=0.1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax = plt.subplots(3, 2, figsize=(12, 10), sharex=False, sharey=False)\n", + "ax = ax.flatten()\n", + "\n", + "for index, (name, model) in enumerate(best_models_reg.items()):\n", + " y_pred_reg = model.predict(X_test_reg)\n", + "\n", + " # График фактических значений против предсказанных значений\n", + " ax[index * 2].scatter(y_test_reg, y_pred_reg, alpha=0.5)\n", + " ax[index * 2].plot([min(y_test_reg), max(y_test_reg)], [min(y_test_reg), max(y_test_reg)], color='red', linestyle='--')\n", + " ax[index * 2].set_xlabel('Actual Values')\n", + " ax[index * 2].set_ylabel('Predicted Values')\n", + " ax[index * 2].set_title(f'{name}: Actual vs Predicted')\n", + "\n", + " # График остатков\n", + " residuals = y_test_reg - y_pred_reg\n", + " ax[index * 2 + 1].scatter(y_pred_reg, residuals, alpha=0.5)\n", + " ax[index * 2 + 1].axhline(y=0, color='red', linestyle='--')\n", + " ax[index * 2 + 1].set_xlabel('Predicted Values')\n", + " ax[index * 2 + 1].set_ylabel('Residuals')\n", + " ax[index * 2 + 1].set_title(f'{name}: Residuals vs Predicted')\n", + "\n", + "\n", + "plt.subplots_adjust(top=1, bottom=0, hspace=0.4, wspace=0.1)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimvenv", + "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": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}