{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Лабораторная работа 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Определить две бизнес-цели

\n", "Во-первых, у нас есть в датасете есть столбец NumWebPurchases — количество покупок через интернет.
Ставим первую бизнес цель: Увеличение продаж через интернет-магазин. А еще у нас имеется столбец Response — отклик на текущую кампанию. Ставим вторую бизнес цель: Анализ отклика на предыдущие кампании для повышения их эффективности." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Определить цели технического проекта

\n", "\n", "Для увеличения интернет-продаж:\n", "\n", "Разработать модели сегментации клиентов на основе их характеристик (доход, покупки).\n", "Создать прогнозные модели для определения вероятности веб-покупок.\n", "\n", "Для оптимизации кампаний:\n", "\n", "Провести анализ данных об откликах клиентов на прошлые кампании.\n", "Сформировать рекомендации по улучшению таргетирования на основе анализа успешных кампаний." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. Выполнить разбиение каждого набора данных \n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1329, 16), (443, 16), (444, 16))" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import train_test_split\n", "import pandas as pd\n", "dataset = pd.read_csv(\".//datasetlab1//marketing_campaign.csv\", sep=\"\\t\")\n", "\n", "# Удаление неинформативных столбцов и выбор целевых данных для бизнес-целей\n", "columns_to_use = [\n", " \"Income\", \"Kidhome\", \"Teenhome\", \"NumWebPurchases\", \"MntWines\", \n", " \"MntFruits\", \"MntMeatProducts\", \"MntFishProducts\", \"MntSweetProducts\",\n", " \"MntGoldProds\", \"AcceptedCmp1\", \"AcceptedCmp2\", \"AcceptedCmp3\", \n", " \"AcceptedCmp4\", \"AcceptedCmp5\", \"Response\", \"Recency\"\n", "]\n", "\n", "# Очистка данных от пропусков и выбор только необходимых столбцов\n", "filtered_data = dataset[columns_to_use].dropna()\n", "\n", "# Разделение данных на признаки (X) и целевую переменную (y) для оптимизации кампаний\n", "X = filtered_data.drop(columns=[\"Response\"])\n", "y = filtered_data[\"Response\"]\n", "\n", "# Разбиение на обучающую (60%), контрольную (20%) и тестовую (20%) выборки\n", "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42, stratify=y)\n", "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n", "\n", "# Проверка размера выборок\n", "X_train.shape, X_val.shape, X_test.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5. Оценить сбалансированность выборок

\n", "\n", "За 0 берем не отклик, за 1 - отклик клиента на рекламу." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Распределение классов в обучающей выборке (в процентах):\n", "Response\n", "0 84.951091\n", "1 15.048909\n", "Name: proportion, dtype: float64\n" ] } ], "source": [ "# Импорт необходимых библиотек\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Функция для визуализации распределения классов\n", "def plot_class_distribution(y, title):\n", " sns.countplot(x=y_train, color='orange')\n", " plt.title(title)\n", " plt.xlabel(\"Response (Целевой признак)\")\n", " plt.ylabel(\"Количество записей\")\n", " plt.show()\n", "\n", "# Оценка сбалансированности классов в выборках\n", "plot_class_distribution(y_train, \"Распределение классов в обучающей выборке\")\n", "plot_class_distribution(y_val, \"Распределение классов в контрольной выборке\")\n", "plot_class_distribution(y_test, \"Распределение классов в тестовой выборке\")\n", "\n", "# Проверка пропорций классов в обучающей выборке\n", "class_distribution_train = y_train.value_counts(normalize=True) * 100\n", "print(\"Распределение классов в обучающей выборке (в процентах):\")\n", "print(class_distribution_train)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для второй бизнес цели\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размеры выборок для второй цели:\n", "Обучающая: (1329, 15), Контрольная: (443, 15), Тестовая: (444, 15)\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Целевой признак для второй бизнес-цели\n", "target_col_2 = 'NumWebPurchases'\n", "\n", "# Разделение данных на обучающую, контрольную и тестовую выборки\n", "X_train_2, X_temp_2, y_train_2, y_temp_2 = train_test_split(\n", " X.drop(columns=[target_col_2]), # Все признаки, кроме целевого\n", " X[target_col_2], # Целевой признак\n", " test_size=0.4, # 40% на контрольную и тестовую выборки\n", " random_state=42\n", ")\n", "\n", "X_val_2, X_test_2, y_val_2, y_test_2 = train_test_split(\n", " X_temp_2,\n", " y_temp_2,\n", " test_size=0.5, # 50% от оставшихся данных для тестовой выборки\n", " random_state=42\n", ")\n", "\n", "# Проверим размеры выборок\n", "print(\"Размеры выборок для второй цели:\")\n", "print(f\"Обучающая: {X_train_2.shape}, Контрольная: {X_val_2.shape}, Тестовая: {X_test_2.shape}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оценка:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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EJFsMMkRERCRbDDJEREQkWwwyREREJFsMMkRERCRbDDJEREQkWwwyREREJFsMMkRERCRbDDJEREQkWwwyREREJFsMMkRERCRbDDJEREQkWwwyREREJFsMMkRERCRbDDJEREQkWwwyREREJFsMMkRERCRbDDJEREQkWwwyREREJFsMMkRERCRbDDJEREQkWwa6LoCoot1c56rrEuAyMknXJRARvZY4IkNERESyxSBDREREssUgQ0RERLLFIENERESyxSBDREREssUgQ0RERLLFIENERESyxSBDREREssUgQ0RERLLFIENERESypfVPFNjY2BQ7/fHjx2UuhoiIiEgbpQoy/fv3x8SJE9GmTRsIIaBUKjFlyhS4uur+N2yIiIjov6tUQWbo0KHo1asXUlNTcePGDcyePRtLlizBuHHjMHPmTFhaWlZ0nURERERqSnWMTI8ePZCdnY3Hjx/DxsYGERERiImJwfXr11GvXj2sWLEC+fn5FV0rERERkUSpgszYsWPRpEkT2Nvbq9rq16+PnTt3YseOHdi0aRMaNGiAXbt2VVSdRERERGpKtWupd+/eiIiIAAD069dPbXqNGjVw9epVvP322xyZISIion9NqYLMm2++qfq7qONh3nnnnfKpiIiIiKiUtD79OioqqiLqICIiItJamS6I9+LFCxw8eBBfffUVMjMzAQB3795FVlZWuRZHREREVBytR2Ru3bqFbt264fbt28jNzUWXLl1gbm6OhQsXIjc3F2vWrKmIOomIiIjUaD0iM2nSJDRv3hxPnjyBiYmJqv2tt95CdHR0uRZHREREVBytR2SOHTuGP/74A4aGhpJ2FxcX3Llzp9wKIyIiIiqJ1iMySqVS4ynWf//9N8zNzculKCIiIqLS0DrIdO3aFcuWLVPdVygUyMrKQmhoKHr06KF1AXfu3MH7778PW1tbmJiYwNvbG+fOnVNNF0Jg1qxZcHR0hImJCfz9/ZGYmKj1eoiIiOj1o3WQWbJkCU6cOIEGDRogJycHgwYNUu1WWrhwoVZ9PXnyBH5+fqhSpQr27NmDy5cvY8mSJbC2tlbNs2jRIkRERGDNmjU4ffo0TE1NERAQgJycHG1LJyIioteM1sfI1KxZE3Fxcfj+++8RFxeHrKwsjBw5EoGBgZKDf0tj4cKFqFWrluTaNIV/UVsIgWXLlmHmzJno06cPAGDTpk2wt7fHrl27MGDAAG3LJyIioteI1kEGAAwMDBAYGIjAwMB/tPKffvoJAQEBePfdd3HkyBHUqFEDH3zwAUaPHg0ASEpKwv379+Hv769axtLSEq1atcLJkyc1Bpnc3Fzk5uaq7mdkZPyjGomIiKjy0nrXUlhYGNavX6/Wvn79eq13Lf31119YvXo13NzcsG/fPowfPx4TJ07Exo0bAQD3798HAMmPVRbcL5imqT5LS0vVrVatWlrVRERERPKhdZD56quv4OHhodbu5eWl9cXwlEolmjVrhgULFqBp06YYM2YMRo8e/Y8uqhccHIz09HTVLTk5ucx9ERERUeWmdZC5f/8+HB0d1dqrV6+Oe/fuadWXo6MjGjRoIGnz9PTE7du3AQAODg4AgJSUFMk8KSkpqmmvMjIygoWFheRGREREryetg0ytWrVw4sQJtfYTJ07AyclJq778/PyQkJAgabt27RqcnZ0BvDzw18HBQXLF4IyMDJw+fRq+vr7alk5ERESvGa0P9h09ejQmT56M58+fo1OnTgCA6OhozJgxA9OmTdOqrylTpqB169ZYsGAB+vfvjzNnzmDt2rVYu3YtgJfXqJk8eTI+//xzuLm5wdXVFSEhIXByckLfvn21LZ2IiIheM1oHmenTp+PRo0f44IMPkJeXBwAwNjbGxx9/jODgYK36atGiBXbu3Ing4GDMnTsXrq6uWLZsmeRsqBkzZiA7OxtjxoxBWloa2rRpg71798LY2Fjb0omIiOg1oxBCiLIsmJWVhStXrsDExARubm4wMjIq79rKRUZGBiwtLZGeni6r42VurnMteaYK5jIyqcR55FCnHGokIiKp0v7/LtN1ZADAzMwMLVq0KOviRERERP+Y1kGmX79+xU7/8ccfy1wMERERkTa0DjK7du2Cubk5+vTpA319/YqoiYiIiKhUtA4yBw4cwLRp0xATE4NFixahZ8+eFVEXERERUYm0vo5M586dceHCBXz00UcYO3Ys/P39cfHixYqojYiIiKhYWgcZ4OX1XYYPH47ExES0a9cO7dq1w4gRI3D37t3yro+IiIioSFrvWoqIiJDct7Kywrhx4xAZGYnt27cjMzOz3IojIiIiKo7WQWbp0qUa26tVq/aPiyEiIiLShtZBJimJF/YiIiKiyqFMx8gQERERVQZaj8hMnTq12Onh4eFlLoaIiIhIG1oHmWXLlsHX1xeGhoZq0xQKRbkURURERFQaZfqtpZ07d8LOzq68ayEiIiLSCo+RISIiItlikCEiIiLZKtOupX379sHS0lLjtN69e/+jgoiIiIhKq0xBZujQoRrbFQoF8vPz/1FBRERERKWldZBRKpUVUQcRERGR1niMDBEREclWmXYtZWdn48iRI7h9+zby8vIk0yZOnFguhRERERGVROsgc+HCBfTo0QNPnz5FdnY2bGxs8PDhQ1StWhV2dnYMMkRERPSv0XrX0pQpU9CrVy88efIEJiYmOHXqFG7dugUfHx98+eWXFVEjERERkUZaB5nY2FhMmzYNenp60NfXR25uLmrVqoVFixbh008/rYgaiYiIiDTSOshUqVIFenovF7Ozs8Pt27cBAJaWlkhOTi7f6oiIiIiKofUxMk2bNsXZs2fh5uaG9u3bY9asWXj48CE2b96Mhg0bVkSNRERERBppPSKzYMECODo6AgDmz58Pa2trjB8/Hg8ePMDatWvLvUAiIiKiomg9ItO8eXPV33Z2dti7d2+5FkRERERUWmW6IN7z58/x9OlT1d/nz59HZmZmuRZGREREVBKtg8zevXthZWUFe3t77N+/H82bN0fz5s1Rs2ZNnDhxoiJqJCIiItJI6yAzc+ZMTJw4EeHh4Rg0aBD8/PyQlpaG/v37Y+bMmRVRIxEREZFGWgeZy5cvY+zYsRg9ejQyMzMxbtw4WFhYYPLkyYiLi6uIGomIiIg00jrIGBoaIj8/HwDg5uYGa2trAEDVqlXx/Pnz8q2OiIiIqBhaBxl3d3f8+eefAID4+HjUqlULwMuRGjc3t/KtjoiIiKgYWp9+vX//fhgaGqq116hRA5GRkeVSFBEREVFpaB1kLC0tNbY3adLkn9ZCREREpJUyXUeGiIiIqDJgkCEiIiLZYpAhIiIi2WKQISIiItnS+mBfAMjPz8euXbtw5coVAICXlxd69+4NfX39ci2OiIiIqDhaB5nr16+jZ8+e+Pvvv+Hu7g4ACAsLQ61atfDrr7+ibt265V4kERERkSZa71qaOHEi6tSpg+TkZJw/fx7nz5/H7du34erqiokTJ1ZEjUREREQaaT0ic+TIEZw6dQo2NjaqNltbW3zxxRfw8/Mr1+KIiIiIiqP1iIyRkREyMzPV2rOysjRe8ZeIiIioomgdZN58802MGTMGp0+fhhACQgicOnUK48aNQ+/evSuiRiIiIiKNtA4yERERqFu3Lnx9fWFsbAxjY2P4+fmhXr16WL58eUXUSERERKSR1sfIWFlZYffu3UhMTMTVq1cBAJ6enqhXr165F0dERERUnDJdRwYA3Nzc4ObmBuDldWWIiIiI/m1a71pKSkrCwIEDMX78eDx58gS9e/eGkZER3N3dcfHixYqokYiIiEgjrYPM2LFjceXKFcTHx6NTp07Iy8vD7t270aBBA0yePLkCSiQiIiLSTOtdS6dPn8axY8fg7OwMGxsbnD17Fs2aNUO9evXQqlWriqiRiIiISCOtR2QyMzPh6OgIS0tLVK1aFVZWVgBeHgSs6foyRERERBWlTAf77t27F5aWllAqlYiOjkZ8fDzS0tLKuTQiIiKi4pUpyAwdOlT199ixY1V/KxSKf14RERERUSlpHWSUSmVF1EFERESkNa2Pkdm0aRNyc3MrohYiIiIirWgdZIYPH4709PSKqIWIiIhIK1oHGSFERdRBREREpLUyHey7bds2WFhYaJw2ZMiQf1QQERERUWmVKcgsWrQI+vr6au0KhYJBhoiIiP41ZQoy586dg52dXXnXQkRERKSVMv/6NRGVn5vrXHVdAlxGJum6BCIirWl9sK+zs7PG3UpERERE/zatR2SSkvitjYiIiCoHrUdkJk6ciIiICLX2lStXYvLkyeVRExEREVGpaB1kduzYAT8/P7X21q1b44cffiiXooiIiIhKQ+sg8+jRI1haWqq1W1hY4OHDh+VSFBEREVFpaB1k6tWrh71796q179mzB3Xq1CmXooiIiIhKQ+uDfadOnYoJEybgwYMH6NSpEwAgOjoaS5YswbJly8q7PiIiIqIiaT0iM2LECCxZsgTr1q1Dx44d0bFjR3zzzTdYvXo1Ro8eXeZCvvjiCygUCskBwzk5OQgKCoKtrS3MzMzw9ttvIyUlpczrICIioteL1kEGAMaPH4+///4bKSkpyMjIwF9//fWPfprg7Nmz+Oqrr9CoUSNJ+5QpU/Dzzz9j+/btOHLkCO7evYt+/fqVeT1ERET0eilTkHnx4gUOHjyIH3/8UfVr2Hfv3kVWVpbWfWVlZSEwMBBff/01rK2tVe3p6elYt24dwsPD0alTJ/j4+CAqKgp//PEHTp06VZayiYiI6DWjdZC5desWvL290adPHwQFBeHBgwcAgIULF+Kjjz7SuoCgoCD07NkT/v7+kvaYmBg8f/5c0u7h4YHatWvj5MmTRfaXm5uLjIwMyY2IiIheT1of7Dtp0iQ0b94ccXFxsLW1VbW/9dZbWh8js3XrVpw/fx5nz55Vm3b//n0YGhrCyspK0m5vb4/79+8X2WdYWBjmzJmjVR1EVDpy+E0oOdRIROVH6yBz7Ngx/PHHHzA0NJS0u7i44M6dO6XuJzk5GZMmTcKBAwdgbGysbRlFCg4OxtSpU1X3MzIyUKtWrXLrn4iIiCoPrXctKZVK5Ofnq7X//fffMDc3L3U/MTExSE1NRbNmzWBgYAADAwMcOXIEERERMDAwgL29PfLy8pCWliZZLiUlBQ4ODkX2a2RkBAsLC8mNiIiIXk9aB5muXbtKrhejUCiQlZWF0NBQ9OjRo9T9dO7cGZcuXUJsbKzq1rx5cwQGBqr+rlKlCqKjo1XLJCQk4Pbt2/D19dW2bCIiInoNab1racmSJQgICECDBg2Qk5ODQYMGITExEdWqVcOWLVtK3Y+5uTkaNmwoaTM1NYWtra2qfeTIkZg6dSpsbGxgYWGBDz/8EL6+vnjjjTe0LZuIiIheQ1oHmZo1ayIuLg5bt27FxYsXkZWVhZEjRyIwMBAmJiblWtzSpUuhp6eHt99+G7m5uQgICMCqVavKdR1EREQkX1oHGQAwMDDA+++/X9614PDhw5L7xsbGiIyMRGRkZLmvi4iIiORP6yDz008/FTu9d+/eZS6GiIiISBtaB5m+fftK7isUCtXVfRUKhcYzmoiIiIgqQplOvy58q1q1Kq5fv17kadlEREREFaVMv7VUmEKhKI86iIiIiLT2j4LMzZs3kZ2drdWF8IiIiIjKi9bHyPTr1w8A8OzZM5w6dQqdO3dG9erVy70wIiIiopJoHWQsLS0BAA4ODujVqxdGjBhR7kURERERlYbWQSYqKqoi6iAiIiLSmtZBJiMjo9jp/JFGIiIi+rdoHWSsrKw0nqkkhOB1ZIiIiOhfpXWQqVOnDlJTU/HJJ5/Az8+vImoiIiIiKhWtg8yVK1ewYsUKzJ8/HxcuXMCiRYvg6upaEbURERERFUvr68hUqVIFU6dORWJiImrUqIFGjRph2rRpSEtLq4DyiIiIiIpWpl+/BgAbGxssW7YMEyZMwMcff4x69eph5syZmDx5cjmWR0T0+rm5Tvej2C4jk3RdAlG50DrING3aVO1gXyEEcnNzMW3aNAYZIiIi+tf841+/JiIiItIVrYNMaGhoRdRBREREpDVeEI+IiIhkixfEIyIiItkq01lLP/zwA2xsbMq7FiIiIiKtlCnI+Pn5wc7OrrxrISIiItJKmYLM5cuX8ejRI5iamsLBwQGGhoblXRcRERFRibS+si8AdO7cGV5eXnB1dYWpqSm8vb2xdOnS8q6NiIiIqFhaj8gkJSVBCIHnz58jIyMDd+/exZkzZxASEoIXL15g+vTpFVEnERERkRqtg4yzs7Pkvo+PD3r16oX69etj7ty5DDJERET0rynzby29asCAAfDy8iqv7oiIiIhKVOYgExMTgytXrgAAGjRogGbNmqFZs2blVhgRERFRSbQOMqmpqRgwYAAOHz4MKysrAEBaWho6duyIrVu3onr16uVdIxEREZFGWp+19OGHHyIzMxN//vknHj9+jMePHyM+Ph4ZGRmYOHFiRdRIREREpJHWIzJ79+7FwYMH4enpqWpr0KABIiMj0bVr13ItjoiIiKg4Wo/IKJVKVKlSRa29SpUqUCqV5VIUERERUWloHWQ6deqESZMm4e7du6q2O3fuYMqUKejcuXO5FkdERERUHK2DzMqVK5GRkQEXFxfUrVsXdevWhaurKzIyMrBixYqKqJGIiIhII62PkalVqxbOnz+PgwcP4urVqwAAT09P+Pv7l3txRERERMUpdZDJzMyEubk5AEChUKBLly7o0qWLZJ6zZ8+iRYsW5VshERERURFKvWupa9euyMrK0jjtxYsXmDlzJvz8/MqtMCIiIqKSlDrIZGZmwt/fHxkZGZL2+Ph4tGjRAhs2bMCuXbvKuz4iIiKiIpU6yBw6dAjZ2dno0qULMjIyIITAwoUL0bx5c3h6euLSpUvo0aNHRdZKREREJFHqY2SqV6+O33//Hf7+/ujUqROMjIyQmJiIb775Bu+8805F1khERESkkVZnLVWvXh3R0dHw9/dHfHw8YmNj4eHhUVG1ERERERVL6+vIVKtWDb///jsaNGiAQYMG4cmTJxVRFxEREVGJSj0i069fP8l9CwsLHD16FC1btoS3t7eq/ccffyy/6oiIiIiKUeogY2lpqXbf1dW13AsiIiIiKq1SB5moqKiKrIOIiIhIa1ofI0NERERUWTDIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbDHIEBERkWwxyBAREZFsMcgQERGRbOk0yISFhaFFixYwNzeHnZ0d+vbti4SEBMk8OTk5CAoKgq2tLczMzPD2228jJSVFRxUTERFRZaLTIHPkyBEEBQXh1KlTOHDgAJ4/f46uXbsiOztbNc+UKVPw888/Y/v27Thy5Aju3r2Lfv366bBqIiIiqiwMdLnyvXv3Su5v2LABdnZ2iImJQbt27ZCeno5169bhu+++Q6dOnQAAUVFR8PT0xKlTp/DGG2/oomwiIiKqJCrVMTLp6ekAABsbGwBATEwMnj9/Dn9/f9U8Hh4eqF27Nk6ePKmxj9zcXGRkZEhuRERE9HqqNEFGqVRi8uTJ8PPzQ8OGDQEA9+/fh6GhIaysrCTz2tvb4/79+xr7CQsLg6WlpepWq1atii6diIiIdKTSBJmgoCDEx8dj69at/6if4OBgpKenq27JycnlVCERERFVNjo9RqbAhAkT8Msvv+Do0aOoWbOmqt3BwQF5eXlIS0uTjMqkpKTAwcFBY19GRkYwMjKq6JKJiIioEtDpiIwQAhMmTMDOnTvx+++/w9XVVTLdx8cHVapUQXR0tKotISEBt2/fhq+v779dLhEREVUyOh2RCQoKwnfffYfdu3fD3NxcddyLpaUlTExMYGlpiZEjR2Lq1KmwsbGBhYUFPvzwQ/j6+vKMJSIiItJtkFm9ejUAoEOHDpL2qKgoDBs2DACwdOlS6Onp4e2330Zubi4CAgKwatWqf7lSIiIiqox0GmSEECXOY2xsjMjISERGRv4LFREREZGcVJqzloiIiIi0xSBDREREssUgQ0RERLLFIENERESyxSBDREREssUgQ0RERLLFIENERESyxSBDREREssUgQ0RERLJVKX79moiIKp+b61xLnqmCuYxM0nUJVMlxRIaIiIhki0GGiIiIZItBhoiIiGSLQYaIiIhki0GGiIiIZItBhoiIiGSLQYaIiIhki0GGiIiIZItBhoiIiGSLQYaIiIhki0GGiIiIZItBhoiIiGSLQYaIiIhki0GGiIiIZItBhoiIiGTLQNcFEBERldXNda66LgEuI5OKnS6HGuWMIzJEREQkWwwyREREJFsMMkRERCRb/8ljZLi/koiI6PXAERkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0DXRdAREREundznauuS4DLyCStl+GIDBEREckWgwwRERHJFoMMERERyRaDDBEREckWgwwRERHJFoMMERERyRaDDBEREckWgwwRERHJFoMMERERyRaDDBEREckWgwwRERHJFoMMERERyRaDDBEREckWgwwRERHJFoMMERERyZYsgkxkZCRcXFxgbGyMVq1a4cyZM7ouiYiIiCqBSh9kvv/+e0ydOhWhoaE4f/48GjdujICAAKSmpuq6NCIiItKxSh9kwsPDMXr0aAwfPhwNGjTAmjVrULVqVaxfv17XpREREZGOGei6gOLk5eUhJiYGwcHBqjY9PT34+/vj5MmTGpfJzc1Fbm6u6n56ejoAICMjQ9WW+UxZQRWXXuF6NJFDjYA86mSNpcPnu/y8DjUC8qiTNZaOHJ/vgr+FEMUvJCqxO3fuCADijz/+kLRPnz5dtGzZUuMyoaGhAgBvvPHGG2+88fYa3JKTk4vNCpV6RKYsgoODMXXqVNV9pVKJx48fw9bWFgqFolzWkZGRgVq1aiE5ORkWFhbl0md5Y43lRw51ssbyI4c6WWP5kUOd/9UahRDIzMyEk5NTsfNV6iBTrVo16OvrIyUlRdKekpICBwcHjcsYGRnByMhI0mZlZVUh9VlYWFTaF1UB1lh+5FAnayw/cqiTNZYfOdT5X6zR0tKyxHkq9cG+hoaG8PHxQXR0tKpNqVQiOjoavr6+OqyMiIiIKoNKPSIDAFOnTsXQoUPRvHlztGzZEsuWLUN2djaGDx+u69KIiIhIxyp9kHnvvffw4MEDzJo1C/fv30eTJk2wd+9e2Nvb66wmIyMjhIaGqu3CqkxYY/mRQ52ssfzIoU7WWH7kUCdrLJ5CiJLOayIiIiKqnCr1MTJERERExWGQISIiItlikCEiIiLZYpAhIiIi2WKQ0VJkZCRcXFxgbGyMVq1a4cyZM7ouSeLo0aPo1asXnJycoFAosGvXLl2XpCYsLAwtWrSAubk57Ozs0LdvXyQkJOi6LInVq1ejUaNGqos7+fr6Ys+ePbouq1hffPEFFAoFJk+erOtSJGbPng2FQiG5eXh46LosNXfu3MH7778PW1tbmJiYwNvbG+fOndN1WRIuLi5q21KhUCAoKEjXpank5+cjJCQErq6uMDExQd26dTFv3rySfy/nX5aZmYnJkyfD2dkZJiYmaN26Nc6ePavTmkr6/BZCYNasWXB0dISJiQn8/f2RmJhYqWr88ccf0bVrV9XV9GNjYyu8JgYZLXz//feYOnUqQkNDcf78eTRu3BgBAQFITU3VdWkq2dnZaNy4MSIjI3VdSpGOHDmCoKAgnDp1CgcOHMDz58/RtWtXZGdn67o0lZo1a+KLL75ATEwMzp07h06dOqFPnz74888/dV2aRmfPnsVXX32FRo0a6boUjby8vHDv3j3V7fjx47ouSeLJkyfw8/NDlSpVsGfPHly+fBlLliyBtbW1rkuTOHv2rGQ7HjhwAADw7rvv6riy/7Nw4UKsXr0aK1euxJUrV7Bw4UIsWrQIK1as0HVpEqNGjcKBAwewefNmXLp0CV27doW/vz/u3Lmjs5pK+vxetGgRIiIisGbNGpw+fRqmpqYICAhATk5OpakxOzsbbdq0wcKFC/+1mir1j0ZWNi1bthRBQUGq+/n5+cLJyUmEhYXpsKqiARA7d+7UdRklSk1NFQDEkSNHdF1KsaytrcX//vc/XZehJjMzU7i5uYkDBw6I9u3bi0mTJum6JInQ0FDRuHFjXZdRrI8//li0adNG12VobdKkSaJu3bpCqVTquhSVnj17ihEjRkja+vXrJwIDA3VUkbqnT58KfX198csvv0jamzVrJj777DMdVSX16ue3UqkUDg4OYvHixaq2tLQ0YWRkJLZs2aKDCov/H5OUlCQAiAsXLlR4HRyRKaW8vDzExMTA399f1aanpwd/f3+cPHlSh5XJX3p6OgDAxsZGx5Volp+fj61btyI7O7tS/jRGUFAQevbsKXltVjaJiYlwcnJCnTp1EBgYiNu3b+u6JImffvoJzZs3x7vvvgs7Ozs0bdoUX3/9ta7LKlZeXh6++eYbjBgxotx+ELc8tG7dGtHR0bh27RoAIC4uDsePH0f37t11XNn/efHiBfLz82FsbCxpNzExqXSjhQWSkpJw//59yfvc0tISrVq1+s//D6r0V/atLB4+fIj8/Hy1Kwrb29vj6tWrOqpK/pRKJSZPngw/Pz80bNhQ1+VIXLp0Cb6+vsjJyYGZmRl27tyJBg0a6Losia1bt+L8+fM637dfnFatWmHDhg1wd3fHvXv3MGfOHLRt2xbx8fEwNzfXdXkAgL/++gurV6/G1KlT8emnn+Ls2bOYOHEiDA0NMXToUF2Xp9GuXbuQlpaGYcOG6boUiU8++QQZGRnw8PCAvr4+8vPzMX/+fAQGBuq6NBVzc3P4+vpi3rx58PT0hL29PbZs2YKTJ0+iXr16ui5Po/v37wOAxv9BBdP+qxhkSKeCgoIQHx9fKb8Fubu7IzY2Funp6fjhhx8wdOhQHDlypNKEmeTkZEyaNAkHDhxQ+2ZZmRT+Jt6oUSO0atUKzs7O2LZtG0aOHKnDyv6PUqlE8+bNsWDBAgBA06ZNER8fjzVr1lTaILNu3Tp0794dTk5Oui5FYtu2bfj222/x3XffwcvLC7GxsZg8eTKcnJwq1bbcvHkzRowYgRo1akBfXx/NmjXDwIEDERMTo+vSSEvctVRK1apVg76+PlJSUiTtKSkpcHBw0FFV8jZhwgT88ssvOHToEGrWrKnrctQYGhqiXr168PHxQVhYGBo3bozly5fruiyVmJgYpKamolmzZjAwMICBgQGOHDmCiIgIGBgYID8/X9clamRlZYX69evj+vXrui5FxdHRUS2genp6VrpdYAVu3bqFgwcPYtSoUbouRc306dPxySefYMCAAfD29sbgwYMxZcoUhIWF6bo0ibp16+LIkSPIyspCcnIyzpw5g+fPn6NOnTq6Lk2jgv8z/B+kjkGmlAwNDeHj44Po6GhVm1KpRHR0dKU8bqIyE0JgwoQJ2LlzJ37//Xe4urrquqRSUSqVyM3N1XUZKp07d8alS5cQGxurujVv3hyBgYGIjY2Fvr6+rkvUKCsrCzdu3ICjo6OuS1Hx8/NTuwTAtWvX4OzsrKOKihcVFQU7Ozv07NlT16Woefr0KfT0pP9a9PX1oVQqdVRR8UxNTeHo6IgnT55g37596NOnj65L0sjV1RUODg6S/0EZGRk4ffr0f/5/EHctaWHq1KkYOnQomjdvjpYtW2LZsmXIzs7G8OHDdV2aSlZWluSbblJSEmJjY2FjY4PatWvrsLL/ExQUhO+++w67d++Gubm5av+upaUlTExMdFzdS8HBwejevTtq166NzMxMfPfddzh8+DD27dun69JUzM3N1Y4rMjU1ha2tbaU63uijjz5Cr1694OzsjLt37yI0NBT6+voYOHCgrktTmTJlClq3bo0FCxagf//+OHPmDNauXYu1a9fqujQ1SqUSUVFRGDp0KAwMKt9HeK9evTB//nzUrl0bXl5euHDhAsLDwzFixAhdlyaxb98+CCHg7u6O69evY/r06fDw8NDp53lJn9+TJ0/G559/Djc3N7i6uiIkJAROTk7o27dvpanx8ePHuH37Nu7evQsAqi8IDg4OFTdyVOHnRb1mVqxYIWrXri0MDQ1Fy5YtxalTp3RdksShQ4cEALXb0KFDdV2aiqb6AIioqChdl6YyYsQI4ezsLAwNDUX16tVF586dxf79+3VdVokq4+nX7733nnB0dBSGhoaiRo0a4r333hPXr1/XdVlqfv75Z9GwYUNhZGQkPDw8xNq1a3Vdkkb79u0TAERCQoKuS9EoIyNDTJo0SdSuXVsYGxuLOnXqiM8++0zk5ubqujSJ77//XtSpU0cYGhoKBwcHERQUJNLS0nRaU0mf30qlUoSEhAh7e3thZGQkOnfu/K+/DkqqMSoqSuP00NDQCqtJIUQlu9wiERERUSnxGBkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIiIiki0GGSIiIpItBhkiIiKSLQYZIh0YNmzYv3o1Tm106NABkydP1nUZWgsJCcGYMWN0XUaFy8jIQJMmTZCVlYW///670v5asy49fPgQdnZ2+Pvvv3VdCv0LGGSoUhs2bBgUCgW++OILSfuuXbugUCgqfP1vvPEGxo0bJ2lbs2YNFAoFNmzYIGkfNmwY2rZtW27rLnjsCoVC9QOWc+fOxYsXL8ptHa+L+/fvY/ny5fjss89UbUWFxcOHD0OhUCAtLe3fK7AcWVhYoE2bNrCysoKLiwvGjx+v65IqnWrVqmHIkCEIDQ3VdSn0L2CQoUrP2NgYCxcuxJMnT/71dXfs2BGHDx+WtB06dAi1atVSaz98+DA6depUruvv1q0b7t27h8TEREybNg2zZ8/G4sWLy9xfXl5eOVZXefzvf/9D69atK+2PPJa3lStXIjU1FY8fP8a0adN0XU6lNHz4cHz77bd4/PixrkuhCsYgQ5Wev78/HBwcEBYWVuQ8s2fPRpMmTSRty5Ytg4uLi+p+wTf0BQsWwN7eHlZWVqoRjunTp8PGxgY1a9ZEVFSUapmOHTsiISFB9cOWAHDkyBF88sknkiCTlJSEW7duoWPHjgCA5ORk9O/fH1ZWVrCxsUGfPn1w8+ZNtbrnzJmD6tWrw8LCAuPGjVMLGkZGRnBwcICzszPGjx8Pf39//PTTTwA07wLq27cvhg0bprrv4uKCefPmYciQIbCwsFDtejlx4gQ6dOiAqlWrwtraGgEBAZKgqFQqMWPGDNjY2MDBwQGzZ8+WrCc8PBze3t4wNTVFrVq18MEHHyArK0s1/datW+jVqxesra1hamoKLy8v/Pbbb6rp8fHx6N69O8zMzGBvb4/Bgwfj4cOHquk//PADvL29YWJiAltbW/j7+yM7O1tt+xXYunUrevXqVeT0kqSlpWHUqFGq56JTp06Ii4uTzHPz5k3VCFnhW+GRnd27d6NZs2YwNjZGnTp1MGfOHMkIWuHlLCws0KVLF9y4cUM1/cmTJxgyZAisra1RtWpVdO/eHYmJiarpGzZsgJWVFQDAxsYGFhYWaNeuHRQKBWJjY4t8fC4uLhprLzxi1aFDB0yYMAETJkyApaUlqlWrhpCQEBT+FRsXFxcsW7ZMdT86Olqtn8GDB8POzg5GRkaoU6cOvvzyS431v7pdC+rPz8/HyJEj4erqChMTE7i7u2P58uWSZV4dbduzZw/MzMywZ88eVZuXlxecnJywc+fOIrcLvR4YZKjS09fXx4IFC7BixYp/vM/7999/x927d3H06FGEh4cjNDQUb775JqytrXH69GmMGzcOY8eOVa3Hz88PVapUwaFDhwAAly9fxrNnzzBy5Eg8evQISUlJAF6O0hgbG8PX1xfPnz9HQEAAzM3NcezYMZw4cQJmZmbo1q2bJKhER0fjypUrOHz4MLZs2YIff/wRc+bMKbZ+ExMTrUdVvvzySzRu3BgXLlxASEgIYmNj0blzZzRo0AAnT57E8ePH0atXL+Tn56uW2bhxI0xNTXH69GksWrQIc+fOxYEDB1TT9fT0EBERgT///BMbN27E77//jhkzZqimBwUFITc3F0ePHsWlS5ewcOFCmJmZAXgZGjp16oSmTZvi3Llz2Lt3L1JSUtC/f38AwL179zBw4ECMGDFCtX369euHon4W7vHjx7h8+TKaN2+u1XYp7N1330Vqair27NmDmJgYNGvWDJ07d5Z8my9Y/8GDB3Hv3j3s2LFD0sexY8cwZMgQTJo0CZcvX8ZXX32FDRs2YP78+ZL5oqKicO/ePRw9ehSpqan49NNPVdOGDRuGc+fO4aeffsLJkychhECPHj3w/PlzjXX/+OOPuHDhQqke49y5c3Hv3j3VrWB7F7Zx40YYGBjgzJkzWL58OcLDw/G///1PY39KpRLTpk1TPa8FBgwYgIMHDyIxMRHz589HcHAwjh49WqoaC/qtWbMmtm/fjsuXL2PWrFn49NNPsW3bNo3zHzt2DP3798e6devQvXt3ybSWLVvi2LFjpV43yVSF/RwlUTkYOnSo6NOnjxBCiDfeeEOMGDFCCCHEzp07ReGXb2hoqGjcuLFk2aVLlwpnZ2dJX87OziI/P1/V5u7uLtq2bau6/+LFC2Fqaiq2bNmiavPz8xNjxowRQggRGRkpevToIYQQomvXrmL9+vVCCCEGDx4sOnbsKIQQYvPmzcLd3V0olUpVH7m5ucLExETs27dPVYuNjY3Izs5WzbN69WphZmamqq/wY1cqleLAgQPCyMhIfPTRR0IIzb903adPH8kvnTs7O4u+fftK5hk4cKDw8/MTRWnfvr1o06aNpK1Fixbi448/LnKZ7du3C1tbW9V9b29vMXv2bI3zzps3T3Tt2lXSlpycrPpF55iYGAFA3Lx5s8j1FXbhwgUBQNy+fVvSXnj7FVbw671PnjwRQghx7NgxYWFhIXJyciTz1a1bV3z11Veq+wkJCQKAiI+P19hP586dxYIFCyR9bN68WTg6OqruAxA7d+4UQgiRlpYm/Pz8xOjRo4UQQly7dk0AECdOnFDN//DhQ2FiYiK2bdsmhHj5y8KWlpZCCCHy8vJEvXr1xLx58wQAceHChSK3kbOzs1i6dGmx26d9+/bC09NT8rr9+OOPhaenp8Z+1q9fLzw8PERgYKDG7SzEy+fG2NhY/P7772r1F0hKSiqx/qCgIPH222+r1R4TEyMsLS0lz1NhU6ZMER06dCiyX3o9cESGZGPhwoXYuHEjrly5UuY+vLy8oKf3fy97e3t7eHt7q+7r6+vD1tYWqampqrYOHTqodiMdPnwYHTp0AAC0b99e0l6wWykuLg7Xr1+Hubk5zMzMYGZmBhsbG+Tk5Eh2IzRu3BhVq1ZV3ff19UVWVhaSk5NVbb/88gvMzMxgbGyM7t2747333lPbzVOSV0cqCkZkitOoUSPJfUdHR8k2OXjwIDp37owaNWrA3NwcgwcPxqNHj/D06VMAwMSJE/H555/Dz88PoaGhuHjxomrZuLg4HDp0SLVtzMzM4OHhAQC4ceMGGjdujM6dO8Pb2xvvvvsuvv7662KPj3r27BmAl8dSlUVcXByysrJga2srqSkpKUnyfGVkZAAATE1Ni+xn7ty5kj5Gjx6Ne/fuqbYLAAwcOBBmZmawtrZGZmamapfplStXYGBggFatWqnmtbW1hbu7u8bXfGRkJCwtLREYGFimx63JG2+8ITmI3tfXF4mJiZLROgB4+vQpZs6ciUWLFsHAwECtn3HjxsHExATNmzdHSEiI6r0BAOnp6ZJt5OXlpfGx+fj4oHr16jAzM8PatWtx+/ZtyTxJSUkICAhATk6O6j35KhMTE8m2p9cTgwzJRrt27RAQEIDg4GC1aXp6emq7HjQNx1epUkVyX6FQaGxTKpWq+x07dsS1a9dw584dHD58GO3btwfwf0Hmxo0bSE5OVh3om5WVBR8fH8TGxkpu165dw6BBg7R6zB07dkRsbCwSExPx7Nkz1S4fbR7zq/94TUxMSlxvcdvk5s2bePPNN9GoUSPs2LEDMTExiIyMBPB/BxOPGjUKf/31FwYPHoxLly6hefPmWLFiBYCX26dXr15q2ycxMRHt2rWDvr4+Dhw4gD179qBBgwZYsWIF3N3dVbvxXlWtWjUAKPPB4FlZWXB0dFSrJyEhAdOnT1fNd/fuXejp6cHBwaHIfubMmSPp49KlS0hMTJSErKVLlyI2NhZnzpyBg4OD5Jim0nry5AnmzZuH8PDwf+XsvVctXrwY7u7uRR6XNHfuXMTExGDZsmUIDw+XBDFzc3PJNip87BTw8ninjz76CCNHjsT+/fsRGxuL4cOHq+1SvXjxIkaNGoXAwECMGDFC8p4t8PjxY1SvXr0cHjFVZupRmqgS++KLL9CkSRO4u7tL2qtXr4779+9DCKH6YC/u4EdttG7dGoaGhli1ahVycnLg4+MDAGjRogUePHiA9evXw9TUFC1btgQANGvWDN9//z3s7OxgYWFRZL9xcXF49uyZKlicOnUKZmZmqFWrlmoeU1PTIq8TUr16ddy7d091Pz8/H/Hx8ZJvv5o0atQI0dHRJR6PU5SYmBgolUosWbJENbql6fiFWrVqYdy4cRg3bhyCg4Px9ddf48MPP0SzZs2wY8cOuLi4aPw2D7wMTn5+fvDz88OsWbPg7OyMnTt3YurUqWrz1q1bFxYWFrh8+TLq16+v9eNp1qwZ7t+/DwMDA8nB4a86e/YsPDw8ihz5adasGRISEkq8rouDg4Nqng8//BC9e/fG8+fP4enpiRcvXuD06dNo3bo1AODRo0dISEhAgwYNJH3MmzcPbdu2Rbt27TQeRF5Wp0+fltw/deoU3NzcoK+vr2q7d+8eVq9ejSNHjhTZj52dHezs7NCgQQOsW7cOv/76Kzw9PQG8DOCFt9Grr4ETJ06gdevW+OCDD1RthUfGCrRr1w5hYWFIT09Hw4YNsXz5ckyZMkUyT3x8fJGjNfT64IgMyYq3tzcCAwMREREhae/QoQMePHiARYsW4caNG4iMjJScwfBPmJiY4I033sCKFSvg5+en+lA3NDSUtBeMYgQGBqJatWro06cPjh07hqSkJBw+fBgTJ06UHKycl5eHkSNH4vLly/jtt98QGhqKCRMmSHZ9FadTp0749ddf8euvv+Lq1asYP358qa6NEhwcjLNnz+KDDz7AxYsXcfXqVaxevVpy1lBx6tWrh+fPn2PFihX466+/sHnzZqxZs0Yyz+TJk7Fv3z4kJSXh/PnzOHTokOofWVBQEB4/foyBAwfi7NmzuHHjBvbt24fhw4cjPz8fp0+fxoIFC3Du3Dncvn0bP/74Ix48eKBa/lV6enrw9/fH8ePH1aalp6erjbRcv34dAHDp0iVkZWXB398fvr6+6Nu3L/bv34+bN2/ijz/+wGeffYZz584hLy8PmzdvRnh4OIYPH17kdpk1axY2bdqEOXPm4M8//8SVK1ewdetWzJw5UzJfWloa7t+/j4SEBKxbtw516tRBlSpV4Obmhj59+mD06NE4fvw44uLi8P7776NGjRro06ePavmnT59i7dq1WLRoUameL23cvn0bU6dORUJCArZs2YIVK1Zg0qRJknkiIyPx1ltvoWnTpmrLp6WlYcOGDbh69Sr++usvRERE4NKlSxrnLYqbmxvOnTuHffv24dq1awgJCcHZs2fV5rO2tgYAWFpaYu3atZg5c6bkDK+nT58iJiYGXbt2LfW6SZ4YZEh25s6dqzaM7OnpiVWrViEyMhKNGzfGmTNn8NFHH5XbOjt27IjMzEy1b3ft27dHZmamZBSkatWqOHr0KGrXro1+/frB09MTI0eORE5OjmSEpnPnznBzc0O7du3w3nvvoXfv3lod/zJixAgMHToUQ4YMQfv27VGnTp0SR2MAoH79+ti/fz/i4uLQsmVL+Pr6Yvfu3UWOjryqcePGCA8Px8KFC9GwYUN8++23aqfG5+fnIygoCJ6enujWrRvq16+PVatWAQCcnJxw4sQJ5Ofno2vXrvD29sbkyZNhZWUFPT09WFhY4OjRo+jRowfq16+PmTNnYsmSJWpnpBQ2atQobN26Ve11cfjwYTRt2lRyGz16NICX3+jPnTsHhUKB3377De3atcPw4cNRv359DBgwALdu3YK9vT0uXbqE2bNnIyQkROOIUIGAgAD88ssv2L9/P1q0aIE33ngDS5cuVbu2zfDhw+Ho6IgWLVrgyZMn+OGHH1TToqKi4OPjgzfffBO+vr4QQuC3336T7Op7/vy5qs7yNmTIEDx79gwtW7ZEUFAQJk2apHa1ZKVSqXYmVgEhBDZs2ABfX180bNgQa9euxerVq0s8JquwsWPHol+/fnjvvffQqlUrPHr0SDI6o0n37t0xYMAAyS6m3bt3o3bt2uV6kUqqnBTi1Z3sREQyI4RAq1atMGXKFAwcOLBUy7i4uGDDhg3c9fD/dejQAU2aNJFcJ0bO3njjDUycOFHr49JIfjgiQ0Syp1AosHbtWq1+vqFBgwZq10Ch18PDhw/Rr1+/UodakjeOyBAR0Ws3IkP/HQwyREREJFvctURERESyxSBDREREssUgQ0RERLLFIENERESyxSBDREREssUgQ0RERLLFIENERESyxSBDREREssUgQ0RERLL1/wA/TF13d7G7mAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Распределение классов в обучающей выборке (в процентах):\n", "NumWebPurchases\n", "1 15.876599\n", "2 15.575621\n", "3 14.672686\n", "4 13.167795\n", "5 10.233258\n", "6 8.577878\n", "7 6.471031\n", "8 4.966140\n", "9 3.837472\n", "11 2.558315\n", "0 2.257336\n", "10 1.655380\n", "23 0.075245\n", "27 0.075245\n", "Name: proportion, dtype: float64\n" ] } ], "source": [ "# Функция для визуализации распределения классов\n", "def plot_class_distribution(y, title):\n", " sns.countplot(x=y, color='orange')\n", " plt.title(title)\n", " plt.xlabel(\"NumWebPurchases (Целевой признак)\")\n", " plt.ylabel(\"Количество записей\")\n", " plt.show()\n", "\n", "# Оценка сбалансированности классов в выборках\n", "plot_class_distribution(y_train_2, \"Распределение классов в обучающей выборке\")\n", "plot_class_distribution(y_val_2, \"Распределение классов в контрольной выборке\")\n", "plot_class_distribution(y_test_2, \"Распределение классов в тестовой выборке\")\n", "\n", "# Проверка пропорций классов в обучающей выборке\n", "class_distribution_train_2 = y_train_2.value_counts(normalize=True) * 100\n", "print(\"Распределение классов в обучающей выборке (в процентах):\")\n", "print(class_distribution_train_2)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6.

\n", "\n", "Наблюдаем несбалансированность, для Второй бизнес цели выполним Upsampling (увеличение выборки для редких классов). Делаем покупки больше." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Распределение классов после SMOTE (в процентах):\n", "Response\n", "0 50.0\n", "1 50.0\n", "Name: proportion, dtype: float64\n" ] } ], "source": [ "from imblearn.over_sampling import SMOTE\n", "\n", "# Применение SMOTE к обучающей выборке\n", "smote = SMOTE(random_state=42)\n", "X_train_balanced, y_train_balanced = smote.fit_resample(X_train, y_train)\n", "\n", "# Проверим распределение после аугментации\n", "plot_class_distribution(y_train_balanced, \"Распределение классов после SMOTE (обучающая выборка)\")\n", "\n", "# Проверим процентное распределение\n", "balanced_distribution = y_train_balanced.value_counts(normalize=True) * 100\n", "print(\"Распределение классов после SMOTE (в процентах):\")\n", "print(balanced_distribution)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для первой бизнес цели:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размерность выборки после RandomOverSampler:\n", "X_train_res: (2954, 15)\n", "y_train_res: (2954,)\n", "\n", "Распределение классов после балансировки (в процентах):\n", "NumWebPurchases\n", "2 7.142857\n", "5 7.142857\n", "1 7.142857\n", "8 7.142857\n", "9 7.142857\n", "3 7.142857\n", "11 7.142857\n", "7 7.142857\n", "6 7.142857\n", "4 7.142857\n", "0 7.142857\n", "10 7.142857\n", "23 7.142857\n", "27 7.142857\n", "Name: proportion, dtype: float64\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from imblearn.over_sampling import RandomOverSampler\n", "import pandas as pd\n", "\n", "# Применение RandomOverSampler для балансировки классов\n", "ros = RandomOverSampler(random_state=42)\n", "X_train_res, y_train_res = ros.fit_resample(X_train_2, y_train_2)\n", "\n", "# Выводим новые размеры выборки\n", "print(f\"Размерность выборки после RandomOverSampler:\")\n", "print(f\"X_train_res: {X_train_res.shape}\")\n", "print(f\"y_train_res: {y_train_res.shape}\")\n", "\n", "# Распределение классов в обучающей выборке после балансировки\n", "class_distribution_res = pd.Series(y_train_res).value_counts(normalize=True) * 100\n", "print(\"\\nРаспределение классов после балансировки (в процентах):\")\n", "print(class_distribution_res)\n", "\n", "# Для визуализации можно использовать график\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Функция для визуализации распределения классов\n", "def plot_class_distribution(y, title):\n", " sns.countplot(x=y, color=\"orange\")\n", " plt.title(title)\n", " plt.xlabel(\"Response (Целевой признак)\")\n", " plt.ylabel(\"Количество записей\")\n", " plt.show()\n", "\n", "# Построение графика распределения классов\n", "plot_class_distribution(y_train_res, \"Распределение классов после балансировки\")\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "7-8. Делаем конструирование признаков" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Income Kidhome Teenhome MntWines MntFruits \\\n", "customer_id \n", "0 -0.263557 1 1 68 0 \n", "1 -1.102440 1 0 18 3 \n", "2 0.633408 0 1 225 162 \n", "3 1.135917 1 0 739 107 \n", "4 1.299116 0 0 395 183 \n", "\n", " MntMeatProducts MntFishProducts MntSweetProducts MntGoldProds \\\n", "customer_id \n", "0 16 0 0 8 \n", "1 19 3 3 6 \n", "2 387 106 36 29 \n", "3 309 140 80 35 \n", "4 565 166 141 28 \n", "\n", " AcceptedCmp1 AcceptedCmp2 AcceptedCmp3 AcceptedCmp4 \\\n", "customer_id \n", "0 0 0 0 0 \n", "1 0 0 0 0 \n", "2 0 0 0 0 \n", "3 0 0 0 0 \n", "4 0 0 0 0 \n", "\n", " AcceptedCmp5 Recency Income_binned \n", "customer_id \n", "0 0 6 1.0 \n", "1 0 67 0.0 \n", "2 0 77 1.0 \n", "3 0 2 2.0 \n", "4 0 19 2.0 \n", "Размерность выборки после RandomOverSampler:\n", "X_train_res: (2954, 17)\n", "y_train_res: (2954,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "d:\\study\\3_course\\aim\\aimenv\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index customer_id not found in dataframe, creating new integer column\n", " warnings.warn(\n", "d:\\study\\3_course\\aim\\aimenv\\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" ] } ], "source": [ "import pandas as pd\n", "from sklearn.preprocessing import KBinsDiscretizer, MinMaxScaler, StandardScaler\n", "import featuretools as ft\n", "from imblearn.over_sampling import RandomOverSampler\n", "\n", "\n", "# 1. One-hot encoding для категориальных признаков\n", "X_train_2 = pd.get_dummies(X_train_2, drop_first=True)\n", "X_test_2 = pd.get_dummies(X_test_2, drop_first=True)\n", "\n", "# 2. Дискретизация числовых признаков\n", "discretizer = KBinsDiscretizer(n_bins=5, encode='ordinal', strategy='uniform')\n", "X_train_2['Income_binned'] = discretizer.fit_transform(X_train_2[['Income']])\n", "X_test_2['Income_binned'] = discretizer.transform(X_test_2[['Income']])\n", "\n", "# 3. Масштабирование признаков\n", "scaler_minmax = MinMaxScaler()\n", "X_train_2[['Income']] = scaler_minmax.fit_transform(X_train_2[['Income']])\n", "X_test_2[['Income']] = scaler_minmax.transform(X_test_2[['Income']])\n", "\n", "# Стандартизация признаков\n", "scaler_standard = StandardScaler()\n", "X_train_2[['Income']] = scaler_standard.fit_transform(X_train_2[['Income']])\n", "X_test_2[['Income']] = scaler_standard.transform(X_test_2[['Income']])\n", "\n", "# 4. Применение Featuretools для создания признаков\n", "es = ft.EntitySet(id=\"data\")\n", "\n", "# Мы добавляем данные в EntitySet с помощью метода add_dataframe\n", "es = es.add_dataframe(\n", " dataframe_name=\"customer_data\",\n", " dataframe=X_train_2,\n", " index=\"customer_id\" \n", ")\n", "\n", "# Применяем Featuretools для создания признаков\n", "# Изменения: теперь указываем `target_dataframe_name` вместо `target_entity`\n", "features, feature_names = ft.dfs(entityset=es, target_dataframe_name=\"customer_data\")\n", "\n", "print(features.head())\n", "\n", "# 5. Балансировка выборки с помощью RandomOverSampler\n", "ros = RandomOverSampler(random_state=42)\n", "X_train_res, y_train_res = ros.fit_resample(X_train_2, y_train_2)\n", "\n", "print(f\"Размерность выборки после RandomOverSampler:\")\n", "print(f\"X_train_res: {X_train_res.shape}\")\n", "print(f\"y_train_res: {y_train_res.shape}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Прилетает ошибка - UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n", " warnings.warn. Она значит, что EntitySet состоит из одного DataFrame. Т.е. только одна сущность.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Следующая бизнес-цель" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Income Kidhome Teenhome NumWebPurchases MntWines \\\n", "customer_id \n", "0 0.739837 0 1 6 522 \n", "1 -0.203068 1 1 1 22 \n", "2 0.160233 0 1 7 479 \n", "3 1.049812 0 0 4 594 \n", "4 0.119182 1 2 6 416 \n", "\n", " MntFruits MntMeatProducts MntFishProducts MntSweetProducts \\\n", "customer_id \n", "0 0 522 227 120 \n", "1 2 10 6 4 \n", "2 5 82 7 17 \n", "3 51 631 72 55 \n", "4 0 26 0 0 \n", "\n", " MntGoldProds AcceptedCmp1 AcceptedCmp2 AcceptedCmp3 \\\n", "customer_id \n", "0 134 0 0 0 \n", "1 34 0 0 0 \n", "2 171 0 0 1 \n", "3 32 0 0 0 \n", "4 4 0 0 0 \n", "\n", " AcceptedCmp4 AcceptedCmp5 Recency Income_binned \n", "customer_id \n", "0 0 0 28 0.0 \n", "1 0 0 84 0.0 \n", "2 0 0 30 0.0 \n", "3 0 0 42 0.0 \n", "4 1 0 11 0.0 \n", "Размерность выборки после RandomOverSampler для первой бизнес-цели:\n", "X_train_res_1: (2258, 18)\n", "y_train_res_1: (2258,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "d:\\study\\3_course\\aim\\aimenv\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index customer_id not found in dataframe, creating new integer column\n", " warnings.warn(\n", "d:\\study\\3_course\\aim\\aimenv\\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" ] } ], "source": [ "# 1. One-hot encoding для категориальных признаков\n", "X_train = pd.get_dummies(X_train, drop_first=True)\n", "X_test = pd.get_dummies(X_test, drop_first=True)\n", "\n", "# 2. Дискретизация числовых признаков\n", "discretizer = KBinsDiscretizer(n_bins=5, encode='ordinal', strategy='uniform')\n", "X_train['Income_binned'] = discretizer.fit_transform(X_train[['Income']])\n", "X_test['Income_binned'] = discretizer.transform(X_test[['Income']])\n", "\n", "# 3. Масштабирование признаков\n", "scaler_minmax = MinMaxScaler()\n", "X_train[['Income']] = scaler_minmax.fit_transform(X_train[['Income']])\n", "X_test[['Income']] = scaler_minmax.transform(X_test[['Income']])\n", "\n", "# Стандартизация признаков\n", "scaler_standard = StandardScaler()\n", "X_train[['Income']] = scaler_standard.fit_transform(X_train[['Income']])\n", "X_test[['Income']] = scaler_standard.transform(X_test[['Income']])\n", "\n", "# 4. Применение Featuretools для создания признаков\n", "es = ft.EntitySet(id=\"data\")\n", "es = es.add_dataframe(dataframe_name=\"customer_data\", dataframe=X_train, index=\"customer_id\")\n", "\n", "# Применяем deep feature synthesis для создания новых признаков\n", "features, feature_names = ft.dfs(entityset=es, target_dataframe_name=\"customer_data\", max_depth=2)\n", "\n", "\n", "print(features.head())\n", "\n", "# 5. Балансировка выборки с помощью RandomOverSampler\n", "ros = RandomOverSampler(random_state=42)\n", "X_train_res_1, y_train_res_1 = ros.fit_resample(X_train, y_train)\n", "\n", "print(f\"Размерность выборки после RandomOverSampler для первой бизнес-цели:\")\n", "print(f\"X_train_res_1: {X_train_res_1.shape}\")\n", "print(f\"y_train_res_1: {y_train_res_1.shape}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "9. Оценить качество каждого набора признаков

Настраиваем модель" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train columns: Index(['Income', 'Kidhome', 'Teenhome', 'NumWebPurchases', 'MntWines',\n", " 'MntFruits', 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts',\n", " 'MntGoldProds', 'AcceptedCmp1', 'AcceptedCmp2', 'AcceptedCmp3',\n", " 'AcceptedCmp4', 'AcceptedCmp5', 'Recency', 'Income_binned'],\n", " dtype='object')\n", "X_test columns: Index(['Income', 'Kidhome', 'Teenhome', 'NumWebPurchases', 'MntWines',\n", " 'MntFruits', 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts',\n", " 'MntGoldProds', 'AcceptedCmp1', 'AcceptedCmp2', 'AcceptedCmp3',\n", " 'AcceptedCmp4', 'AcceptedCmp5', 'Recency', 'Income_binned'],\n", " dtype='object')\n" ] } ], "source": [ "X_train = X_train.drop(columns=['customer_id'], errors='ignore')\n", "print(\"X_train columns:\", X_train.columns)\n", "print(\"X_test columns:\", X_test.columns)\n", "\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.8761261261261262\n", "ROC-AUC: 0.8519339641315966\n", "Время обучения модели: 0.2374 секунд\n", "Время предсказания: 0.0086 секунд\n", "Средняя точность по кросс-валидации: 0.8736\n", "Корреляция признаков с целевой переменной:\n", "Response 1.000000\n", "AcceptedCmp5 0.323374\n", "AcceptedCmp1 0.297345\n", "AcceptedCmp3 0.254005\n", "MntWines 0.246299\n", "MntMeatProducts 0.237746\n", "AcceptedCmp4 0.180205\n", "AcceptedCmp2 0.169294\n", "NumWebPurchases 0.151431\n", "MntGoldProds 0.140332\n", "Income 0.133047\n", "MntFruits 0.122443\n", "MntSweetProducts 0.116170\n", "MntFishProducts 0.108145\n", "Kidhome -0.077909\n", "Teenhome -0.153901\n", "Recency -0.199766\n", "Name: Response, dtype: float64\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.89 0.98 0.93 377\n", " 1 0.70 0.31 0.43 67\n", "\n", " accuracy 0.88 444\n", " macro avg 0.79 0.64 0.68 444\n", "weighted avg 0.86 0.88 0.86 444\n", "\n" ] } ], "source": [ "import time\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.model_selection import train_test_split, cross_val_score\n", "from sklearn.metrics import accuracy_score, roc_auc_score, classification_report\n", "from sklearn.ensemble import RandomForestClassifier\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# 1. Оценка предсказательной способности (Accuracy и ROC-AUC для бинарной классификации)\n", "model = RandomForestClassifier(random_state=42)\n", "\n", "start_time = time.perf_counter()\n", "model.fit(X_train, y_train)\n", "end_time = time.perf_counter()\n", "\n", "train_time = end_time - start_time\n", "\n", "y_pred = model.predict(X_test)\n", "accuracy = accuracy_score(y_test, y_pred)\n", "roc_auc = roc_auc_score(y_test, model.predict_proba(X_test)[:, 1])\n", "\n", "print(f\"Accuracy: {accuracy}\")\n", "print(f\"ROC-AUC: {roc_auc}\")\n", "print(f\"Время обучения модели: {train_time:.4f} секунд\")\n", "\n", "# 2. Оценка скорости вычисления (время предсказания)\n", "start_time = time.perf_counter()\n", "y_pred = model.predict(X_test)\n", "end_time = time.perf_counter()\n", "predict_time = end_time - start_time\n", "\n", "print(f\"Время предсказания: {predict_time:.4f} секунд\")\n", "\n", "# 3. Оценка надежности модели с помощью перекрестной проверки\n", "cv_scores = cross_val_score(model, X, y, cv=5, scoring='accuracy')\n", "mean_cv_score = np.mean(cv_scores)\n", "print(f\"Средняя точность по кросс-валидации: {mean_cv_score:.4f}\")\n", "\n", "# 4. Оценка корреляции признаков с целевой переменной\n", "correlation_matrix = pd.concat([X, y], axis=1).corr()\n", "correlation_with_target = correlation_matrix['Response'].sort_values(ascending=False)\n", "print(\"Корреляция признаков с целевой переменной:\")\n", "print(correlation_with_target)\n", "\n", "# Визуализация корреляции\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f')\n", "plt.title('Корреляционная матрица признаков')\n", "plt.show()\n", "\n", "# Дополнительная информация о модели\n", "print(classification_report(y_test, y_pred))\n" ] } ], "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 2 }