{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Лаб. 5"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Overall | \n",
" Potential | \n",
" ShortPassing | \n",
" Jersey Number | \n",
" Age | \n",
" Dribbling | \n",
" SprintSpeed | \n",
" International Reputation | \n",
" Skill Moves | \n",
" Weak Foot | \n",
" Club | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 94.0 | \n",
" 94 | \n",
" 90.0 | \n",
" 10.0 | \n",
" 31.0 | \n",
" 97.0 | \n",
" 86.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" FC Barcelona | \n",
"
\n",
" \n",
" 1 | \n",
" 94.0 | \n",
" 94 | \n",
" 81.0 | \n",
" 7.0 | \n",
" 33.0 | \n",
" 88.0 | \n",
" 91.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" Juventus | \n",
"
\n",
" \n",
" 2 | \n",
" 92.0 | \n",
" 93 | \n",
" 84.0 | \n",
" 10.0 | \n",
" 26.0 | \n",
" 96.0 | \n",
" 90.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" Paris Saint-Germain | \n",
"
\n",
" \n",
" 3 | \n",
" 91.0 | \n",
" 93 | \n",
" 50.0 | \n",
" 1.0 | \n",
" 27.0 | \n",
" 18.0 | \n",
" 58.0 | \n",
" 4.0 | \n",
" 1.0 | \n",
" 3.0 | \n",
" Manchester United | \n",
"
\n",
" \n",
" 4 | \n",
" 91.0 | \n",
" 92 | \n",
" 92.0 | \n",
" 7.0 | \n",
" 27.0 | \n",
" 86.0 | \n",
" 76.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 5.0 | \n",
" Manchester City | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Overall Potential ShortPassing Jersey Number Age Dribbling \\\n",
"0 94.0 94 90.0 10.0 31.0 97.0 \n",
"1 94.0 94 81.0 7.0 33.0 88.0 \n",
"2 92.0 93 84.0 10.0 26.0 96.0 \n",
"3 91.0 93 50.0 1.0 27.0 18.0 \n",
"4 91.0 92 92.0 7.0 27.0 86.0 \n",
"\n",
" SprintSpeed International Reputation Skill Moves Weak Foot \\\n",
"0 86.0 5.0 4.0 4.0 \n",
"1 91.0 5.0 5.0 4.0 \n",
"2 90.0 5.0 5.0 5.0 \n",
"3 58.0 4.0 1.0 3.0 \n",
"4 76.0 4.0 4.0 5.0 \n",
"\n",
" Club \n",
"0 FC Barcelona \n",
"1 Juventus \n",
"2 Paris Saint-Germain \n",
"3 Manchester United \n",
"4 Manchester City "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Overall | \n",
" Potential | \n",
" ShortPassing | \n",
" Jersey Number | \n",
" Age | \n",
" Dribbling | \n",
" SprintSpeed | \n",
" International Reputation | \n",
" Skill Moves | \n",
" Weak Foot | \n",
" Club | \n",
"
\n",
" \n",
" \n",
" \n",
" 18202 | \n",
" 47.0 | \n",
" 65 | \n",
" 49.0 | \n",
" 22.0 | \n",
" 19.0 | \n",
" 42.0 | \n",
" 57.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 2.0 | \n",
" Crewe Alexandra | \n",
"
\n",
" \n",
" 18203 | \n",
" 47.0 | \n",
" 63 | \n",
" 43.0 | \n",
" 21.0 | \n",
" 19.0 | \n",
" 39.0 | \n",
" 39.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 2.0 | \n",
" Trelleborgs FF | \n",
"
\n",
" \n",
" 18204 | \n",
" 47.0 | \n",
" 67 | \n",
" 38.0 | \n",
" 33.0 | \n",
" 16.0 | \n",
" 45.0 | \n",
" 69.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 3.0 | \n",
" Cambridge United | \n",
"
\n",
" \n",
" 18205 | \n",
" 47.0 | \n",
" 66 | \n",
" 42.0 | \n",
" 34.0 | \n",
" 17.0 | \n",
" 51.0 | \n",
" 60.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 3.0 | \n",
" Tranmere Rovers | \n",
"
\n",
" \n",
" 18206 | \n",
" 46.0 | \n",
" 66 | \n",
" 48.0 | \n",
" 33.0 | \n",
" 16.0 | \n",
" 43.0 | \n",
" 55.0 | \n",
" 1.0 | \n",
" 2.0 | \n",
" 3.0 | \n",
" Tranmere Rovers | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Overall Potential ShortPassing Jersey Number Age Dribbling \\\n",
"18202 47.0 65 49.0 22.0 19.0 42.0 \n",
"18203 47.0 63 43.0 21.0 19.0 39.0 \n",
"18204 47.0 67 38.0 33.0 16.0 45.0 \n",
"18205 47.0 66 42.0 34.0 17.0 51.0 \n",
"18206 46.0 66 48.0 33.0 16.0 43.0 \n",
"\n",
" SprintSpeed International Reputation Skill Moves Weak Foot \\\n",
"18202 57.0 1.0 2.0 2.0 \n",
"18203 39.0 1.0 2.0 2.0 \n",
"18204 69.0 1.0 2.0 3.0 \n",
"18205 60.0 1.0 2.0 3.0 \n",
"18206 55.0 1.0 2.0 3.0 \n",
"\n",
" Club \n",
"18202 Crewe Alexandra \n",
"18203 Trelleborgs FF \n",
"18204 Cambridge United \n",
"18205 Tranmere Rovers \n",
"18206 Tranmere Rovers "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Количество уникальных клубов: 652\n",
"Фильтрованная таблица:\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Overall | \n",
" Potential | \n",
" ShortPassing | \n",
" Jersey Number | \n",
" Age | \n",
" Dribbling | \n",
" SprintSpeed | \n",
" International Reputation | \n",
" Skill Moves | \n",
" Weak Foot | \n",
" Club | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 94.0 | \n",
" 94 | \n",
" 90.0 | \n",
" 10.0 | \n",
" 31.0 | \n",
" 97.0 | \n",
" 86.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" FC Barcelona | \n",
"
\n",
" \n",
" 1 | \n",
" 94.0 | \n",
" 94 | \n",
" 81.0 | \n",
" 7.0 | \n",
" 33.0 | \n",
" 88.0 | \n",
" 91.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" Juventus | \n",
"
\n",
" \n",
" 5 | \n",
" 91.0 | \n",
" 91 | \n",
" 89.0 | \n",
" 10.0 | \n",
" 27.0 | \n",
" 95.0 | \n",
" 88.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" Chelsea | \n",
"
\n",
" \n",
" 6 | \n",
" 91.0 | \n",
" 91 | \n",
" 93.0 | \n",
" 10.0 | \n",
" 32.0 | \n",
" 90.0 | \n",
" 72.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" Real Madrid | \n",
"
\n",
" \n",
" 7 | \n",
" 91.0 | \n",
" 91 | \n",
" 82.0 | \n",
" 9.0 | \n",
" 31.0 | \n",
" 87.0 | \n",
" 75.0 | \n",
" 5.0 | \n",
" 3.0 | \n",
" 4.0 | \n",
" FC Barcelona | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Overall Potential ShortPassing Jersey Number Age Dribbling \\\n",
"0 94.0 94 90.0 10.0 31.0 97.0 \n",
"1 94.0 94 81.0 7.0 33.0 88.0 \n",
"5 91.0 91 89.0 10.0 27.0 95.0 \n",
"6 91.0 91 93.0 10.0 32.0 90.0 \n",
"7 91.0 91 82.0 9.0 31.0 87.0 \n",
"\n",
" SprintSpeed International Reputation Skill Moves Weak Foot Club \n",
"0 86.0 5.0 4.0 4.0 FC Barcelona \n",
"1 91.0 5.0 5.0 4.0 Juventus \n",
"5 88.0 4.0 4.0 4.0 Chelsea \n",
"6 72.0 4.0 4.0 4.0 Real Madrid \n",
"7 75.0 5.0 3.0 4.0 FC Barcelona "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Фильтрованные клубы: ['FC Barcelona', 'Juventus', 'Chelsea', 'Real Madrid', 'Napoli']\n",
"Количество уникальных клубов: 5\n"
]
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Загрузка датасета\n",
"df = pd.read_csv(\"data/kl.csv\")\n",
"\n",
"# Выбираем числовые столбцы и категориальный столбец \"Club\"\n",
"numerical_columns = [\n",
" \"Overall\",\n",
" \"Potential\",\n",
" \"ShortPassing\",\n",
" \"Jersey Number\",\n",
" \"Age\",\n",
" \"Dribbling\",\n",
" \"SprintSpeed\",\n",
" \"International Reputation\",\n",
" \"Skill Moves\",\n",
" \"Weak Foot\",\n",
"]\n",
"categorical_column = \"Club\"\n",
"\n",
"# Создаем новый DataFrame с выбранными столбцами\n",
"selected_columns = numerical_columns + [categorical_column]\n",
"df_selected = df[selected_columns]\n",
"\n",
"# Отображаем первые и последние строки\n",
"display(df_selected.head())\n",
"display(df_selected.tail())\n",
"\n",
"# Уникальные значения в категориальном столбце \"Club\"\n",
"unique_clubs = df_selected[categorical_column].unique()\n",
"print(f\"Количество уникальных клубов: {len(unique_clubs)}\")\n",
"\n",
"# Фильтруем для оставления только 5 клубов\n",
"clubs_to_keep = [\n",
" \"FC Barcelona\",\n",
" \"Juventus\",\n",
" \"Chelsea\",\n",
" \"Real Madrid\",\n",
" \"Napoli\",\n",
"]\n",
"df_filtered = df_selected[df_selected[\"Club\"].isin(clubs_to_keep)].copy()\n",
"\n",
"print(\"Фильтрованная таблица:\")\n",
"display(df_filtered.head())\n",
"\n",
"print(f\"Фильтрованные клубы: {clubs_to_keep}\")\n",
"unique_clubs = df_filtered[categorical_column].unique()\n",
"print(f\"Количество уникальных клубов: {len(unique_clubs)}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Визуализация данных (с учетом особенностей)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Overall | \n",
" Potential | \n",
" ShortPassing | \n",
" Jersey Number | \n",
" Age | \n",
" Dribbling | \n",
" SprintSpeed | \n",
" International Reputation | \n",
" Skill Moves | \n",
" Weak Foot | \n",
" Club | \n",
" ClubIndex | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 94.0 | \n",
" 94 | \n",
" 90.0 | \n",
" 10.0 | \n",
" 31.0 | \n",
" 97.0 | \n",
" 86.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" FC Barcelona | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 94.0 | \n",
" 94 | \n",
" 81.0 | \n",
" 7.0 | \n",
" 33.0 | \n",
" 88.0 | \n",
" 91.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" Juventus | \n",
" 1 | \n",
"
\n",
" \n",
" 5 | \n",
" 91.0 | \n",
" 91 | \n",
" 89.0 | \n",
" 10.0 | \n",
" 27.0 | \n",
" 95.0 | \n",
" 88.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" Chelsea | \n",
" 2 | \n",
"
\n",
" \n",
" 6 | \n",
" 91.0 | \n",
" 91 | \n",
" 93.0 | \n",
" 10.0 | \n",
" 32.0 | \n",
" 90.0 | \n",
" 72.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" Real Madrid | \n",
" 3 | \n",
"
\n",
" \n",
" 7 | \n",
" 91.0 | \n",
" 91 | \n",
" 82.0 | \n",
" 9.0 | \n",
" 31.0 | \n",
" 87.0 | \n",
" 75.0 | \n",
" 5.0 | \n",
" 3.0 | \n",
" 4.0 | \n",
" FC Barcelona | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Overall Potential ShortPassing Jersey Number Age Dribbling \\\n",
"0 94.0 94 90.0 10.0 31.0 97.0 \n",
"1 94.0 94 81.0 7.0 33.0 88.0 \n",
"5 91.0 91 89.0 10.0 27.0 95.0 \n",
"6 91.0 91 93.0 10.0 32.0 90.0 \n",
"7 91.0 91 82.0 9.0 31.0 87.0 \n",
"\n",
" SprintSpeed International Reputation Skill Moves Weak Foot \\\n",
"0 86.0 5.0 4.0 4.0 \n",
"1 91.0 5.0 5.0 4.0 \n",
"5 88.0 4.0 4.0 4.0 \n",
"6 72.0 4.0 4.0 4.0 \n",
"7 75.0 5.0 3.0 4.0 \n",
"\n",
" Club ClubIndex \n",
"0 FC Barcelona 0 \n",
"1 Juventus 1 \n",
"5 Chelsea 2 \n",
"6 Real Madrid 3 \n",
"7 FC Barcelona 0 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"def draw_data_2d(data, x_col, y_col, labels, label_names, subplot, color=None):\n",
" # Если задан параметр color, используем его для всех точек\n",
" if color is not None:\n",
" subplot.scatter(data[x_col], data[y_col], color=color, alpha=0.7)\n",
" else:\n",
" # Если color не задан, рисуем для каждой категории свой цвет\n",
" for idx, label_name in enumerate(label_names):\n",
" filtered = data[data[\"ClubIndex\"] == idx] # Фильтрация данных по метке\n",
" subplot.scatter(\n",
" filtered[x_col], filtered[y_col], label=label_name, alpha=0.7\n",
" )\n",
"\n",
" # Оформление графика\n",
" subplot.set_xlabel(x_col)\n",
" subplot.set_ylabel(y_col)\n",
" subplot.legend()\n",
"\n",
"\n",
"# Получаем список уникальных клубов и их индексы\n",
"clubs = df_filtered[\"Club\"].unique()\n",
"club_to_index = {club: idx for idx, club in enumerate(clubs)}\n",
"\n",
"# Добавляем столбец ClubIndex\n",
"df_filtered[\"ClubIndex\"] = df_filtered[\"Club\"].map(club_to_index)\n",
"\n",
"# Проверяем результат\n",
"display(df_filtered.head())\n",
"\n",
"# Подготовка данных для визуализации\n",
"y = df_filtered[\"ClubIndex\"]\n",
"y_names = clubs\n",
"\n",
"# Визуализация\n",
"plt.figure(figsize=(16, 12))\n",
"draw_data_2d(df_filtered, \"Overall\", \"Age\", y.tolist(), y_names, plt.subplot(3, 2, 1))\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Potential\",\n",
" \"ShortPassing\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 2),\n",
")\n",
"draw_data_2d(\n",
" df_filtered, \"Overall\", \"Potential\", y.tolist(), y_names, plt.subplot(3, 2, 3)\n",
")\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Age\",\n",
" \"ShortPassing\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 4),\n",
")\n",
"draw_data_2d(df_filtered, \"Age\", \"Potential\", y.tolist(), y_names, plt.subplot(3, 2, 5))\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Overall\",\n",
" \"ShortPassing\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 6),\n",
")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Визуализация данных (без учета особенностей)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\Ruslan\\AppData\\Local\\Temp\\ipykernel_14468\\2566301338.py:19: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
" subplot.legend()\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Создаём фигуру\n",
"plt.figure(figsize=(16, 12))\n",
"\n",
"# Указываем цвет для точек\n",
"color = \"blue\"\n",
"\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Overall\",\n",
" \"Age\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 1),\n",
" color=color,\n",
")\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Potential\",\n",
" \"ShortPassing\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 2),\n",
" color=color,\n",
")\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Overall\",\n",
" \"Potential\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 3),\n",
" color=color,\n",
")\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Age\",\n",
" \"ShortPassing\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 4),\n",
" color=color,\n",
")\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Age\",\n",
" \"Potential\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 5),\n",
" color=color,\n",
")\n",
"draw_data_2d(\n",
" df_filtered,\n",
" \"Overall\",\n",
" \"ShortPassing\",\n",
" y.tolist(),\n",
" y_names,\n",
" plt.subplot(3, 2, 6),\n",
" color=color,\n",
")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Иерархическая агломеративная кластеризация (+дендрограмма)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils_clusters import get_linkage_matrix, run_agglomerative\n",
"from visual import draw_dendrogram\n",
"from scipy.cluster import hierarchy\n",
"\n",
"df_filtered_noclub = df_filtered.drop(columns=[\"Club\"])\n",
"df_filtered_noclub_nona = df_filtered_noclub.dropna()\n",
"tree = run_agglomerative(df_filtered_noclub_nona)\n",
"linkage_matrix = get_linkage_matrix(tree)\n",
"draw_dendrogram(linkage_matrix)\n",
"\n",
"linkage_matrix = get_linkage_matrix(tree)\n",
"draw_dendrogram(linkage_matrix)\n",
"\n",
"result = hierarchy.fcluster(linkage_matrix, 10, criterion=\"distance\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Получение результатов иерархической кластеризации (+сравнение со случайным разбиением)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ARI между иерархической кластеризацией и реальными метками: 0.16557998538946547\n",
"ARI между случайным разбиением и реальными метками: -0.0059212373344222965\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import AgglomerativeClustering\n",
"from sklearn.metrics import adjusted_rand_score\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import make_classification\n",
"\n",
"# Генерация данных\n",
"X, y = make_classification(n_samples=144, n_features=10, n_informative=6, n_classes=4)\n",
"\n",
"# 1. Иерархическая кластеризация\n",
"agglomerative = AgglomerativeClustering(n_clusters=4)\n",
"cluster_labels_agg = agglomerative.fit_predict(X)\n",
"\n",
"# 2. Случайное разбиение на 5 кластера\n",
"random_labels = np.random.randint(0, 5, size=len(X))\n",
"\n",
"# 3. Сравнение результатов кластеризации\n",
"ari_score = adjusted_rand_score(y, cluster_labels_agg)\n",
"ari_random = adjusted_rand_score(y, random_labels)\n",
"\n",
"# Близко к 1 - супер, близко к 0 - плохо\n",
"print(f\"ARI между иерархической кластеризацией и реальными метками: {ari_score}\")\n",
"print(f\"ARI между случайным разбиением и реальными метками: {ari_random}\")\n",
"\n",
"# Визуализация кластеров\n",
"plt.figure(figsize=(16, 8))\n",
"\n",
"# Кластеры на основе иерархической кластеризации\n",
"plt.subplot(1, 2, 1)\n",
"plt.scatter(X[:, 0], X[:, 1], c=cluster_labels_agg, cmap=\"rainbow\", alpha=0.7)\n",
"plt.title(\"Иерархическая кластеризация\")\n",
"\n",
"# Случайное разбиение\n",
"plt.subplot(1, 2, 2)\n",
"plt.scatter(X[:, 0], X[:, 1], c=random_labels, cmap=\"rainbow\", alpha=0.7)\n",
"plt.title(\"Случайное разбиение\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Неирархическая кластеризация"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 1 (127):\n",
"0, 1, 5, 6, 7, 8, 14, 15, 20, 24, 27, 29, 30, 32, 35, 36, 42, 44, 49, 50, 52, 53, 54, 62, 64, 65, 69, 70, 72, 73, 79, 96, 99, 103, 105, 121, 123, 129, 137, 139, 140, 150, 152, 155, 172, 176, 188, 190, 192, 200, 209, 219, 228, 236, 239, 243, 245, 247, 257, 263, 265, 283, 304, 324, 326, 328, 336, 339, 340, 350, 358, 367, 417, 430, 448, 534, 573, 590, 613, 615, 641, 646, 681, 754, 781, 815, 817, 858, 1007, 1037, 1049, 1085, 1143, 1149, 1156, 1254, 1616, 1664, 1859, 2513, 2769, 3118, 3311, 3418, 3684, 5121, 5179, 6000, 6102, 6724, 8284, 8289, 8857, 9141, 10178, 10269, 10526, 10801, 11163, 11300, 11327, 11877, 12504, 13896, 14603, 14646, 15322\n",
"\n",
"--------\n",
"Cluster 2 (20):\n",
"19, 46, 92, 128, 177, 266, 690, 697, 702, 1287, 1763, 3700, 3937, 8732, 10777, 12502, 13687, 14286, 15846, 16806\n",
"\n",
"--------\n"
]
},
{
"data": {
"text/plain": [
"array([[79.48818898, 84.80314961, 76.63779528, 17.51968504, 24.99212598,\n",
" 74.77165354, 73.73228346, 2.26771654, 3.12598425, 3.33858268,\n",
" 1.94488189],\n",
" [73.7 , 80.35 , 34.35 , 20.65 , 25.55 ,\n",
" 16.15 , 44.7 , 1.75 , 1.15 , 2.75 ,\n",
" 2. ]])"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Overall | \n",
" Potential | \n",
" ShortPassing | \n",
" Jersey Number | \n",
" Age | \n",
" Dribbling | \n",
" SprintSpeed | \n",
" International Reputation | \n",
" Skill Moves | \n",
" Weak Foot | \n",
" ClubIndex | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 94.0 | \n",
" 94 | \n",
" 90.0 | \n",
" 10.0 | \n",
" 31.0 | \n",
" 97.0 | \n",
" 86.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 0 | \n",
"
\n",
" \n",
" 1 | \n",
" 94.0 | \n",
" 94 | \n",
" 81.0 | \n",
" 7.0 | \n",
" 33.0 | \n",
" 88.0 | \n",
" 91.0 | \n",
" 5.0 | \n",
" 5.0 | \n",
" 4.0 | \n",
" 1 | \n",
"
\n",
" \n",
" 5 | \n",
" 91.0 | \n",
" 91 | \n",
" 89.0 | \n",
" 10.0 | \n",
" 27.0 | \n",
" 95.0 | \n",
" 88.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 2 | \n",
"
\n",
" \n",
" 6 | \n",
" 91.0 | \n",
" 91 | \n",
" 93.0 | \n",
" 10.0 | \n",
" 32.0 | \n",
" 90.0 | \n",
" 72.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 4.0 | \n",
" 3 | \n",
"
\n",
" \n",
" 7 | \n",
" 91.0 | \n",
" 91 | \n",
" 82.0 | \n",
" 9.0 | \n",
" 31.0 | \n",
" 87.0 | \n",
" 75.0 | \n",
" 5.0 | \n",
" 3.0 | \n",
" 4.0 | \n",
" 0 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Overall Potential ShortPassing Jersey Number Age Dribbling \\\n",
"0 94.0 94 90.0 10.0 31.0 97.0 \n",
"1 94.0 94 81.0 7.0 33.0 88.0 \n",
"5 91.0 91 89.0 10.0 27.0 95.0 \n",
"6 91.0 91 93.0 10.0 32.0 90.0 \n",
"7 91.0 91 82.0 9.0 31.0 87.0 \n",
"\n",
" SprintSpeed International Reputation Skill Moves Weak Foot ClubIndex \n",
"0 86.0 5.0 4.0 4.0 0 \n",
"1 91.0 5.0 5.0 4.0 1 \n",
"5 88.0 4.0 4.0 4.0 2 \n",
"6 72.0 4.0 4.0 4.0 3 \n",
"7 75.0 5.0 3.0 4.0 0 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils_clusters import print_cluster_result, run_kmeans\n",
"\n",
"# Предположим, что у вас есть DataFrame df с нужными данными\n",
"random_state = 9\n",
"\n",
"# Выполняем кластеризацию KMeans\n",
"labels, centers = run_kmeans(df_filtered_noclub_nona, 2, random_state)\n",
"\n",
"# Выводим результаты кластеризации\n",
"print_cluster_result(df_filtered_noclub_nona, 2, labels)\n",
"display(centers)\n",
"display(df_filtered_noclub_nona.head()) # Выводим несколько строк для проверки"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Визуализация результатов кластеризации"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from visual import draw_cluster_results\n",
"\n",
"plt.figure(figsize=(16, 12))\n",
"draw_cluster_results(df_filtered_noclub_nona, 0, 1, labels, centers, plt.subplot(2, 2, 1))\n",
"draw_cluster_results(df_filtered_noclub_nona, 2, 3, labels, centers, plt.subplot(2, 2, 2))\n",
"draw_cluster_results(df_filtered_noclub_nona, 0, 2, labels, centers, plt.subplot(2, 2, 3))\n",
"draw_cluster_results(df_filtered_noclub_nona, 1, 3, labels, centers, plt.subplot(2, 2, 4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Разбиение на 5 кластеров и сравнение с реальным разбиением"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from visual import draw_data_2d\n",
"\n",
"labels, centers = run_kmeans(df_filtered_noclub_nona, 5, random_state)\n",
"\n",
"yy = df_filtered_noclub_nona[\"ClubIndex\"]\n",
"\n",
"plt.figure(figsize=(16, 24))\n",
"draw_data_2d(\n",
" df_filtered_noclub_nona, 0, 1, labels.tolist(), y_names, plt.subplot(4, 2, 1)\n",
")\n",
"draw_data_2d(df_filtered_noclub_nona, 0, 1, yy.tolist(), y_names, plt.subplot(4, 2, 2))\n",
"draw_data_2d(\n",
" df_filtered_noclub_nona, 2, 3, labels.tolist(), y_names, plt.subplot(4, 2, 3)\n",
")\n",
"draw_data_2d(df_filtered_noclub_nona, 2, 3, yy.tolist(), y_names, plt.subplot(4, 2, 4))\n",
"draw_data_2d(\n",
" df_filtered_noclub_nona, 0, 2, labels.tolist(), y_names, plt.subplot(4, 2, 5)\n",
")\n",
"draw_data_2d(df_filtered_noclub_nona, 0, 2, yy.tolist(), y_names, plt.subplot(4, 2, 6))\n",
"draw_data_2d(\n",
" df_filtered_noclub_nona, 1, 3, labels.tolist(), y_names, plt.subplot(4, 2, 7)\n",
")\n",
"draw_data_2d(df_filtered_noclub_nona, 1, 3, yy.tolist(), y_names, plt.subplot(4, 2, 8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Понижение размерности до n=2"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 4.24262881e+01, -8.58747627e+00],\n",
" [ 3.35801830e+01, -1.29830105e+01],\n",
" [ 4.04959418e+01, -6.22355075e+00],\n",
" [ 3.27480265e+01, -9.53127256e+00],\n",
" [ 2.60581781e+01, -1.05746609e+01],\n",
" [ 5.84844198e+00, -1.07567293e+01],\n",
" [ 2.25820806e+01, -6.77394030e+00],\n",
" [ 3.38320096e+01, 3.06672924e+00],\n",
" [-6.19442143e+01, -3.21578541e+01],\n",
" [ 1.55854797e+01, -1.54742530e+01],\n",
" [-6.76123495e+00, -2.08022645e+01],\n",
" [ 9.40078003e+00, -8.34388336e+00],\n",
" [ 3.32929954e+01, -5.62124449e+00],\n",
" [ 3.03217103e+01, 3.72556770e+00],\n",
" [ 3.17224922e+01, -8.66653896e+00],\n",
" [ 3.10410788e+01, -4.91871630e+00],\n",
" [ 3.45926138e+01, -5.00978414e+00],\n",
" [ 9.33967159e+00, 3.25311479e-01],\n",
" [-4.34610458e-01, 2.06307453e+00],\n",
" [-6.14013872e+01, -3.11698049e+01],\n",
" [ 2.71110656e+01, -4.02019191e-01],\n",
" [ 3.14040335e+01, -2.41699895e+00],\n",
" [ 2.38236835e+01, -2.04499950e+00],\n",
" [ 1.98906152e+01, -1.40010106e+01],\n",
" [-8.42217331e-01, -2.02065634e+01],\n",
" [ 4.37543202e+00, -1.67445994e+01],\n",
" [ 2.32411925e+01, -4.89906066e+00],\n",
" [ 3.64478991e+01, -2.68727510e+00],\n",
" [ 1.10743894e+01, -6.49993470e+00],\n",
" [ 4.05220056e+00, -3.76972661e+00],\n",
" [ 2.47760462e+01, -1.11960118e+01],\n",
" [-9.14991872e-02, -1.65331150e+01],\n",
" [ 2.75837241e+01, -4.96173669e+00],\n",
" [-6.66637926e+01, -3.11674272e+01],\n",
" [ 9.50701137e+00, -1.16846598e+01],\n",
" [ 1.63584635e+01, -1.19107635e+01],\n",
" [ 1.88564614e+01, -4.60648536e+00],\n",
" [ 2.27580901e+01, -7.60276147e+00],\n",
" [ 2.24451180e+01, -8.11964288e+00],\n",
" [ 2.05703224e+01, -1.32785047e+01],\n",
" [-5.94188538e+01, -1.05057636e+01],\n",
" [ 3.25029982e+01, -2.57371172e+00],\n",
" [ 2.55861783e+01, -8.10980847e+00],\n",
" [ 1.10730417e+01, -2.41491894e+00],\n",
" [ 2.68967287e+01, 5.85795246e+00],\n",
" [-1.16576256e+01, 5.87658929e+00],\n",
" [-9.90439003e-01, -7.34141737e+00],\n",
" [ 3.13960982e+01, -1.46471292e+00],\n",
" [ 2.17171266e+01, 9.51540465e-01],\n",
" [ 2.66366109e+01, 1.55472376e+00],\n",
" [-7.44614752e+01, -2.09749499e+01],\n",
" [ 1.35156911e+00, -9.39365922e+00],\n",
" [ 2.22606929e+01, -9.41956154e+00],\n",
" [ 2.02724913e+01, 2.33500455e+00],\n",
" [ 2.06571002e+01, -1.17252630e+01],\n",
" [-1.27935082e+00, 6.25456273e+00],\n",
" [ 1.50120567e+01, -1.33263141e+01],\n",
" [ 2.06253300e+01, -6.48353798e+00],\n",
" [ 2.51611268e+01, 1.43698217e-01],\n",
" [ 1.17692126e+00, -5.18028128e+00],\n",
" [ 2.54493446e+01, 5.09413109e+00],\n",
" [-5.32044954e+00, -4.47670815e+00],\n",
" [ 2.73256925e+01, -9.87579049e+00],\n",
" [ 4.38061402e-01, -4.05655914e+00],\n",
" [ 2.41242812e+01, -2.56720547e+00],\n",
" [ 2.37764182e+01, -6.11958503e+00],\n",
" [-5.74855786e+01, -2.92778331e+01],\n",
" [ 2.01965061e+01, -4.09207535e+00],\n",
" [ 2.71362937e-01, -1.06799788e+01],\n",
" [ 2.18912022e+01, -9.90075132e+00],\n",
" [ 1.58786997e+01, -6.52276323e+00],\n",
" [ 1.86475028e+01, 5.49588963e+00],\n",
" [ 6.19923198e+00, -1.06047071e+01],\n",
" [ 1.38132063e+01, 5.79442859e+00],\n",
" [ 2.43393293e+01, 4.98623676e+00],\n",
" [ 4.71363078e+00, -8.59959861e+00],\n",
" [ 1.65125859e+01, 1.32282639e+01],\n",
" [ 2.59200254e+01, -3.19342048e+00],\n",
" [ 9.94311263e+00, 1.81087048e+00],\n",
" [ 1.25251817e+01, -6.67214318e+00],\n",
" [ 1.28783917e+01, 5.89280308e+00],\n",
" [-1.97969022e+01, -2.81020062e-01],\n",
" [ 3.73473460e+00, -5.90753041e-01],\n",
" [ 1.13660469e+01, 5.28778432e+00],\n",
" [ 2.20751668e+01, -6.22453710e+00],\n",
" [ 1.63519934e+01, 4.47359554e+00],\n",
" [ 1.07297454e+01, 8.82590113e+00],\n",
" [ 1.93634786e+01, 1.76788004e+00],\n",
" [ 9.20630216e+00, -8.76540997e+00],\n",
" [-7.88211322e+01, -6.62640586e+00],\n",
" [-6.91399470e+01, -1.76351642e+01],\n",
" [-7.04591559e+01, -2.83392791e+01],\n",
" [-1.66642877e+00, -1.34777186e+01],\n",
" [-2.03430852e+01, -2.36754227e+00],\n",
" [ 1.21198241e+01, -1.03265906e+01],\n",
" [-9.21566741e+00, 1.29481427e+00],\n",
" [ 1.63777126e+01, 2.05427511e+00],\n",
" [ 1.70403919e+01, 6.17222493e+00],\n",
" [-4.88248436e+00, -1.51377647e+01],\n",
" [ 1.42271848e+01, 2.11843424e+01],\n",
" [ 1.95716612e+01, -1.64756939e-01],\n",
" [ 1.84499963e+01, 1.45496352e+01],\n",
" [ 2.02229140e+01, -5.60605453e+00],\n",
" [ 9.54234513e+00, 2.33748355e+01],\n",
" [ 1.86232330e+01, -7.66013923e+00],\n",
" [-6.93087128e+01, -1.72047084e+01],\n",
" [ 1.51576098e+01, 1.58913596e+01],\n",
" [ 9.04854678e+00, 1.80129057e+01],\n",
" [-6.56299933e+01, -2.44032909e+01],\n",
" [ 1.74696136e+01, 2.12318082e+01],\n",
" [ 6.16434897e+00, -6.86253117e+00],\n",
" [ 1.20692057e+01, 1.00923199e+00],\n",
" [-1.34296507e+01, -1.60019074e+00],\n",
" [ 2.10566052e+00, 1.86176789e+01],\n",
" [ 1.01272293e+00, 6.12922167e+00],\n",
" [ 8.35702927e+00, 8.84570847e+00],\n",
" [-7.37229787e+01, -5.55296873e+00],\n",
" [-8.01550166e+01, -9.02511738e-01],\n",
" [ 1.06411841e+01, 1.00577657e+01],\n",
" [-2.11065070e+01, -3.07495361e+00],\n",
" [-2.07565845e+00, 2.34834998e+01],\n",
" [ 2.23791600e+00, 1.38073801e+01],\n",
" [-9.09590779e+00, 9.78162954e+00],\n",
" [-1.22940041e+01, 1.92070586e+01],\n",
" [-7.54126717e+00, 1.56736645e+01],\n",
" [-3.39341398e+01, 1.03364011e+01],\n",
" [-1.12446368e+01, 1.40229886e+01],\n",
" [-5.45372741e+00, 1.55907790e+01],\n",
" [-7.39745407e+00, 2.16328759e+01],\n",
" [-7.77234278e+00, 2.29960127e+01],\n",
" [-2.47612344e+01, 1.84953653e+01],\n",
" [-3.83358622e+01, 1.23687847e+01],\n",
" [-1.37958733e+01, 2.06348682e+00],\n",
" [-7.83207859e+00, 2.01719183e+01],\n",
" [-7.32848160e+00, 2.58185529e+01],\n",
" [-1.21298610e+01, 2.42809842e+01],\n",
" [-1.98932945e+01, 1.87099918e+01],\n",
" [-7.15268644e+01, 8.09890763e+00],\n",
" [-2.11032913e+01, 2.41844957e+01],\n",
" [-8.68397146e+01, 5.80019825e+00],\n",
" [-2.31811594e+01, 1.70883184e+01],\n",
" [-8.44507844e+01, 5.53624553e+00],\n",
" [-1.62825753e+01, 4.29235095e+01],\n",
" [-1.59840824e+01, 4.15417065e+01],\n",
" [-2.05284490e+01, 3.91059593e+01],\n",
" [-4.75496217e+01, 3.33350375e+01],\n",
" [-9.28173691e+01, 3.13914929e+01]])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"reduced_data = PCA(n_components=2).fit_transform(df_filtered_noclub_nona)\n",
"reduced_data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Визуализация данных после понижения"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 4.24262881e+01 -8.58747627e+00]\n",
" [ 3.35801830e+01 -1.29830105e+01]\n",
" [ 4.04959418e+01 -6.22355075e+00]\n",
" [ 3.27480265e+01 -9.53127256e+00]\n",
" [ 2.60581781e+01 -1.05746609e+01]\n",
" [ 5.84844198e+00 -1.07567293e+01]\n",
" [ 2.25820806e+01 -6.77394030e+00]\n",
" [ 3.38320096e+01 3.06672924e+00]\n",
" [-6.19442143e+01 -3.21578541e+01]\n",
" [ 1.55854797e+01 -1.54742530e+01]\n",
" [-6.76123495e+00 -2.08022645e+01]\n",
" [ 9.40078003e+00 -8.34388336e+00]\n",
" [ 3.32929954e+01 -5.62124449e+00]\n",
" [ 3.03217103e+01 3.72556770e+00]\n",
" [ 3.17224922e+01 -8.66653896e+00]\n",
" [ 3.10410788e+01 -4.91871630e+00]\n",
" [ 3.45926138e+01 -5.00978414e+00]\n",
" [ 9.33967159e+00 3.25311479e-01]\n",
" [-4.34610458e-01 2.06307453e+00]\n",
" [-6.14013872e+01 -3.11698049e+01]\n",
" [ 2.71110656e+01 -4.02019191e-01]\n",
" [ 3.14040335e+01 -2.41699895e+00]\n",
" [ 2.38236835e+01 -2.04499950e+00]\n",
" [ 1.98906152e+01 -1.40010106e+01]\n",
" [-8.42217331e-01 -2.02065634e+01]\n",
" [ 4.37543202e+00 -1.67445994e+01]\n",
" [ 2.32411925e+01 -4.89906066e+00]\n",
" [ 3.64478991e+01 -2.68727510e+00]\n",
" [ 1.10743894e+01 -6.49993470e+00]\n",
" [ 4.05220056e+00 -3.76972661e+00]\n",
" [ 2.47760462e+01 -1.11960118e+01]\n",
" [-9.14991872e-02 -1.65331150e+01]\n",
" [ 2.75837241e+01 -4.96173669e+00]\n",
" [-6.66637926e+01 -3.11674272e+01]\n",
" [ 9.50701137e+00 -1.16846598e+01]\n",
" [ 1.63584635e+01 -1.19107635e+01]\n",
" [ 1.88564614e+01 -4.60648536e+00]\n",
" [ 2.27580901e+01 -7.60276147e+00]\n",
" [ 2.24451180e+01 -8.11964288e+00]\n",
" [ 2.05703224e+01 -1.32785047e+01]\n",
" [-5.94188538e+01 -1.05057636e+01]\n",
" [ 3.25029982e+01 -2.57371172e+00]\n",
" [ 2.55861783e+01 -8.10980847e+00]\n",
" [ 1.10730417e+01 -2.41491894e+00]\n",
" [ 2.68967287e+01 5.85795246e+00]\n",
" [-1.16576256e+01 5.87658929e+00]\n",
" [-9.90439003e-01 -7.34141737e+00]\n",
" [ 3.13960982e+01 -1.46471292e+00]\n",
" [ 2.17171266e+01 9.51540465e-01]\n",
" [ 2.66366109e+01 1.55472376e+00]\n",
" [-7.44614752e+01 -2.09749499e+01]\n",
" [ 1.35156911e+00 -9.39365922e+00]\n",
" [ 2.22606929e+01 -9.41956154e+00]\n",
" [ 2.02724913e+01 2.33500455e+00]\n",
" [ 2.06571002e+01 -1.17252630e+01]\n",
" [-1.27935082e+00 6.25456273e+00]\n",
" [ 1.50120567e+01 -1.33263141e+01]\n",
" [ 2.06253300e+01 -6.48353798e+00]\n",
" [ 2.51611268e+01 1.43698217e-01]\n",
" [ 1.17692126e+00 -5.18028128e+00]\n",
" [ 2.54493446e+01 5.09413109e+00]\n",
" [-5.32044954e+00 -4.47670815e+00]\n",
" [ 2.73256925e+01 -9.87579049e+00]\n",
" [ 4.38061402e-01 -4.05655914e+00]\n",
" [ 2.41242812e+01 -2.56720547e+00]\n",
" [ 2.37764182e+01 -6.11958503e+00]\n",
" [-5.74855786e+01 -2.92778331e+01]\n",
" [ 2.01965061e+01 -4.09207535e+00]\n",
" [ 2.71362937e-01 -1.06799788e+01]\n",
" [ 2.18912022e+01 -9.90075132e+00]\n",
" [ 1.58786997e+01 -6.52276323e+00]\n",
" [ 1.86475028e+01 5.49588963e+00]\n",
" [ 6.19923198e+00 -1.06047071e+01]\n",
" [ 1.38132063e+01 5.79442859e+00]\n",
" [ 2.43393293e+01 4.98623676e+00]\n",
" [ 4.71363078e+00 -8.59959861e+00]\n",
" [ 1.65125859e+01 1.32282639e+01]\n",
" [ 2.59200254e+01 -3.19342048e+00]\n",
" [ 9.94311263e+00 1.81087048e+00]\n",
" [ 1.25251817e+01 -6.67214318e+00]\n",
" [ 1.28783917e+01 5.89280308e+00]\n",
" [-1.97969022e+01 -2.81020062e-01]\n",
" [ 3.73473460e+00 -5.90753041e-01]\n",
" [ 1.13660469e+01 5.28778432e+00]\n",
" [ 2.20751668e+01 -6.22453710e+00]\n",
" [ 1.63519934e+01 4.47359554e+00]\n",
" [ 1.07297454e+01 8.82590113e+00]\n",
" [ 1.93634786e+01 1.76788004e+00]\n",
" [ 9.20630216e+00 -8.76540997e+00]\n",
" [-7.88211322e+01 -6.62640586e+00]\n",
" [-6.91399470e+01 -1.76351642e+01]\n",
" [-7.04591559e+01 -2.83392791e+01]\n",
" [-1.66642877e+00 -1.34777186e+01]\n",
" [-2.03430852e+01 -2.36754227e+00]\n",
" [ 1.21198241e+01 -1.03265906e+01]\n",
" [-9.21566741e+00 1.29481427e+00]\n",
" [ 1.63777126e+01 2.05427511e+00]\n",
" [ 1.70403919e+01 6.17222493e+00]\n",
" [-4.88248436e+00 -1.51377647e+01]\n",
" [ 1.42271848e+01 2.11843424e+01]\n",
" [ 1.95716612e+01 -1.64756939e-01]\n",
" [ 1.84499963e+01 1.45496352e+01]\n",
" [ 2.02229140e+01 -5.60605453e+00]\n",
" [ 9.54234513e+00 2.33748355e+01]\n",
" [ 1.86232330e+01 -7.66013923e+00]\n",
" [-6.93087128e+01 -1.72047084e+01]\n",
" [ 1.51576098e+01 1.58913596e+01]\n",
" [ 9.04854678e+00 1.80129057e+01]\n",
" [-6.56299933e+01 -2.44032909e+01]\n",
" [ 1.74696136e+01 2.12318082e+01]\n",
" [ 6.16434897e+00 -6.86253117e+00]\n",
" [ 1.20692057e+01 1.00923199e+00]\n",
" [-1.34296507e+01 -1.60019074e+00]\n",
" [ 2.10566052e+00 1.86176789e+01]\n",
" [ 1.01272293e+00 6.12922167e+00]\n",
" [ 8.35702927e+00 8.84570847e+00]\n",
" [-7.37229787e+01 -5.55296873e+00]\n",
" [-8.01550166e+01 -9.02511738e-01]\n",
" [ 1.06411841e+01 1.00577657e+01]\n",
" [-2.11065070e+01 -3.07495361e+00]\n",
" [-2.07565845e+00 2.34834998e+01]\n",
" [ 2.23791600e+00 1.38073801e+01]\n",
" [-9.09590779e+00 9.78162954e+00]\n",
" [-1.22940041e+01 1.92070586e+01]\n",
" [-7.54126717e+00 1.56736645e+01]\n",
" [-3.39341398e+01 1.03364011e+01]\n",
" [-1.12446368e+01 1.40229886e+01]\n",
" [-5.45372741e+00 1.55907790e+01]\n",
" [-7.39745407e+00 2.16328759e+01]\n",
" [-7.77234278e+00 2.29960127e+01]\n",
" [-2.47612344e+01 1.84953653e+01]\n",
" [-3.83358622e+01 1.23687847e+01]\n",
" [-1.37958733e+01 2.06348682e+00]\n",
" [-7.83207859e+00 2.01719183e+01]\n",
" [-7.32848160e+00 2.58185529e+01]\n",
" [-1.21298610e+01 2.42809842e+01]\n",
" [-1.98932945e+01 1.87099918e+01]\n",
" [-7.15268644e+01 8.09890763e+00]\n",
" [-2.11032913e+01 2.41844957e+01]\n",
" [-8.68397146e+01 5.80019825e+00]\n",
" [-2.31811594e+01 1.70883184e+01]\n",
" [-8.44507844e+01 5.53624553e+00]\n",
" [-1.62825753e+01 4.29235095e+01]\n",
" [-1.59840824e+01 4.15417065e+01]\n",
" [-2.05284490e+01 3.91059593e+01]\n",
" [-4.75496217e+01 3.33350375e+01]\n",
" [-9.28173691e+01 3.13914929e+01]]\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# данные после понижения размерности\n",
"plt.figure(figsize=(16, 6))\n",
"\n",
"print(reduced_data)\n",
"\n",
"# Первый график: отображение кластеров с метками\n",
"draw_data_2d(\n",
" pd.DataFrame(\n",
" {\"Overall\": reduced_data[:, 0], \"Potential\": reduced_data[:, 1]}\n",
" ),\n",
" 0,\n",
" 1,\n",
" subplot=plt.subplot(1, 2, 1),\n",
")\n",
"\n",
"# Второй график: отображение с метками кластеров из y\n",
"draw_data_2d(\n",
" pd.DataFrame(\n",
" {\"Overall\": reduced_data[:, 0], \"Potential\": reduced_data[:, 1]}\n",
" ),\n",
" 0,\n",
" 1,\n",
" yy.tolist(),\n",
" y_names,\n",
" plt.subplot(1, 2, 2),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Визуализация результатов неиерархической кластеризации для двух кластеров с учетом понижения размерности"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGwCAYAAAA0bWYRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABFFUlEQVR4nO3deVxU5eI/8A+L7KssgqKgiAu4FeVyFVFBEVRMQdSuC7h2xbS62b237k0trUgzu2q5faMbmV0VFbyKC4Z7ei23FC3EJbergggKKgLP7w9/c2KYGRhgYJbzeb9evoozZ+Y8Z+bMnM95zrOYCSEEiIiISLbM9V0AIiIi0i+GASIiIpljGCAiIpI5hgEiIiKZYxggIiKSOYYBIiIimWMYICIikjmGASIiIpljGCAiIpI5hgEyOVeuXIGZmRm++uorfRelTuLj4+Hn56e37VdUVKBTp05YuHCh3spgCPbt2wczMzPs27dP30XRyM/PD/Hx8XV6rr6/Jz179sRbb72ll22TKoYBPfvqq69gZmaGH3/8UWl5YWEhunfvDhsbG+zcuVNPpSN1srOzMW/ePFy5ckXfRWkQ69evx7Vr1zBz5kxpmeI4VfyzsbFBu3btMHPmTNy+fVvlNW7fvo0333wTHTp0gJ2dHezt7REcHIwFCxbg/v37arfbvXt3mJmZ4YsvvmioXSMdOXLkCObNm6fxs9TGX/7yF6xYsQL/+9//dFcwqjOGAQNUVFSEQYMG4cyZM9iyZQsGDx6s7yJRJdnZ2Zg/f36DhYE1a9bgl19+aZDX1saiRYswZswYODs7qzz23nvvISUlBcuXL8cf/vAHfPHFF+jVqxdKSkqkdY4fP45OnTphxYoVCAkJwZIlS/DJJ5/gueeew0cffYS4uDiV183JycHx48fh5+eHdevWNej+Uf0dOXIE8+fPr1cYGD58OJycnPD555/rrmBUZ5b6LgApe/DgASIiInDq1Cls3rwZkZGR+i4SNZLi4mLY29ujSZMmeivDyZMncfr0aXzyySdqH4+MjMQLL7wAAJgyZQrc3NywZMkSpKWlYezYsbh//z5GjBgBCwsLnDx5Eh06dFB6/sKFC7FmzRqV1/3mm2/g6emJTz75BLGxsbhy5Uqdb5VUVFSgtLQUNjY2dXo+NQ5zc3PExsbi66+/xvz582FmZqbvIskaawYMyMOHDzF48GCcOHECqampGDJkSLXrz5s3D2ZmZvj1118xbtw4ODs7w8PDA//4xz8ghMC1a9ek9O3l5aX2B/7JkyeYO3cu2rZtC2tra7Rs2RJvvfUWnjx5orRecnIyBgwYAE9PT1hbWyMwMFBtda6fnx+GDh2KQ4cOSbc52rRpg6+//lppvadPn2L+/PkICAiAjY0N3Nzc0KdPH+zZs6fG9+n+/ft4/fXX4efnB2tra/j4+GDChAnIy8vT+Jx+/fqhX79+KsvV3Z//7rvvEBwcDEdHRzg5OaFz58747LPPADyrLh81ahQAoH///lK1eeX7yhkZGQgJCYG9vT0cHR0xZMgQnDt3TmW7Dg4OyM3NRVRUFBwdHfHHP/5RbZkU93YXL16M1atXw9/fH9bW1njxxRdx/PhxlX3auHEjAgMDYWNjg06dOmHLli1at0PYunUrrKys0Ldv3xrXBYABAwYAAC5fvgwAWLVqFW7cuIElS5aoBAEAaNasGf7+97+rLP/2228RGxuLoUOHwtnZGd9++61W2wcAMzMzzJw5E+vWrUNQUBCsra2lW2s3btzApEmT0KxZM1hbWyMoKAhffvmlymtcv34dL730Euzt7eHp6YnXX39d5TsAaL5Hr+74evz4MebNm4d27drBxsYG3t7eGDlyJHJzc6V1KioqsHTpUgQFBcHGxgbNmjXD9OnTUVBQoPRaQggsWLAAPj4+sLOzQ//+/VWOqercv38f8fHxcHZ2houLCyZOnKj2qv7MmTOIj49HmzZtYGNjAy8vL0yaNAn5+fnSOvPmzcOcOXMAAK1bt5a+A4qaMm1/KwBg4MCBuHr1Kk6dOqX1vlDDYM2AgSguLkZkZCSOHz+OTZs2YejQoVo/d/To0ejYsSM++ugjbN++HQsWLEDTpk2xatUqDBgwAElJSVi3bh3efPNNvPjii9IPfUVFBaKjo3Ho0CFMmzYNHTt2xM8//4xPP/0Uv/76K7Zu3Spt44svvkBQUBCio6NhaWmJbdu2YcaMGaioqEBiYqJSeS5evIjY2FhMnjwZEydOxJdffon4+HgEBwcjKCgIwLMflA8//BBTpkxB9+7dUVRUhB9//BEnTpzAwIEDNe7rw4cPERISgvPnz2PSpEl4/vnnkZeXh/T0dFy/fh3u7u61eNdV7dmzB2PHjkVYWBiSkpIAAOfPn8fhw4cxe/Zs9O3bF7NmzcI///lPvP322+jYsSMASP9NSUnBxIkTERERgaSkJJSUlOCLL75Anz59cPLkSaUTcllZGSIiItCnTx8sXrwYdnZ21Zbt22+/xYMHDzB9+nSYmZnh448/xsiRI3Hp0iWpNmH79u0YPXo0OnfujA8//BAFBQWYPHkyWrRoodX+HzlyBJ06ddK6dkJxYnNzcwMApKenw9bWFrGxsVo9HwCOHTuGixcvIjk5GVZWVhg5ciTWrVuHt99+W+vX+P7777FhwwbMnDkT7u7u8PPzw+3bt9GzZ08pLHh4eCAjIwOTJ09GUVERXnvtNQDAo0ePEBYWht9++w2zZs1C8+bNkZKSgu+//17r7VdVXl6OoUOHYu/evRgzZgxmz56NBw8eYM+ePTh79iz8/f0BANOnT8dXX32FhIQEzJo1C5cvX8by5ctx8uRJHD58WPoc3n33XSxYsABRUVGIiorCiRMnMGjQIJSWltZYFiEEhg8fjkOHDuGVV15Bx44dsWXLFkycOFFl3T179uDSpUtISEiAl5cXzp07h9WrV+PcuXM4evQozMzMMHLkSPz6669Yv349Pv30U+k75+HhAaB2vxXBwcEAgMOHD+O5556r8/tNOiBIr5KTkwUA4evrK5o0aSK2bt2q9XPnzp0rAIhp06ZJy8rKyoSPj48wMzMTH330kbS8oKBA2NraiokTJ0rLUlJShLm5uTh48KDS665cuVIAEIcPH5aWlZSUqGw/IiJCtGnTRmmZr6+vACAOHDggLbtz546wtrYWf/7zn6VlXbt2FUOGDNF6XxXeffddAUBs3rxZ5bGKigohhBCXL18WAERycrL0WGhoqAgNDVV5zsSJE4Wvr6/09+zZs4WTk5MoKyvTWIaNGzcKACIrK0tp+YMHD4SLi4uYOnWq0vL//e9/wtnZWWn5xIkTBQDx17/+tcYyKfbHzc1N3Lt3T1qelpYmAIht27ZJyzp37ix8fHzEgwcPpGX79u2TjrGa+Pj4iJiYGJXliuM0MzNT3L17V1y7dk189913ws3NTdja2orr168LIYRwdXUVXbt2rXE7lc2cOVO0bNlS+vx2794tAIiTJ09q9XwAwtzcXJw7d05p+eTJk4W3t7fIy8tTWj5mzBjh7OwsHdNLly4VAMSGDRukdYqLi0Xbtm1VPmdfX1+l75BC1ePryy+/FADEkiVLVNZV7OfBgwcFALFu3Tqlx3fu3Km0/M6dO8LKykoMGTJEeq4QQrz99tsCgNryVLZ161YBQHz88cfSsrKyMhESEqLyPVH3PV+/fr3Kd3rRokUCgLh8+bLK+tr+VihYWVmJP/3pT9XuAzU83iYwELdv34aNjQ1atmxZ6+dOmTJF+n8LCwu88MILEEJg8uTJ0nIXFxe0b98ely5dkpZt3LgRHTt2RIcOHZCXlyf9U1T9ZmVlSeva2tpK/19YWIi8vDyEhobi0qVLKCwsVCpPYGAgQkJCpL89PDxUtu3i4oJz584hJyenVvuampqKrl27YsSIESqP6eKeo4uLC4qLi7W6XVHVnj17cP/+fYwdO1bp/bSwsECPHj2U3k+FP/3pT1q//ujRo+Hq6ir9rXiPFe/rzZs38fPPP2PChAlwcHCQ1gsNDUXnzp212kZ+fr7SNqoKDw+Hh4cHWrZsiTFjxsDBwQFbtmyRah6Kiorg6Oio9T6VlZXh3//+N0aPHi19fooq5to0JAwNDUVgYKD0txACqampGDZsGIQQSp9HREQECgsLceLECQDAjh074O3trVSbYWdnh2nTpmm9/apSU1Ph7u6OV199VeUxxX5u3LgRzs7OGDhwoFL5goOD4eDgIB0vmZmZKC0txauvvqp0jCtqNmqyY8cOWFpaKh1rFhYWastW+Xv++PFj5OXloWfPngAgvV81qc1vBQC4urpWe4uPGgdvExiIVatW4Y033sDgwYNx8OBBtG/fHsCz6sa7d+8qrdu0aVNYWVlJf7dq1UrpcWdnZ9jY2KhUmTs7Oyvd+8vJycH58+el6r2q7ty5I/3/4cOHMXfuXPzwww9KLceBZ1/4yi3Pq5YHePaFr3wf9L333sPw4cPRrl07dOrUCYMHD8b48ePRpUsXtWVRyM3NRUxMTLXr1MeMGTOwYcMGREZGokWLFhg0aBDi4uK06tGhCDaKMFWVk5OT0t+Wlpbw8fHRumxV31fFSVvxvl69ehUA0LZtW5Xntm3bVusfcyGExsdWrFiBdu3awdLSEs2aNUP79u1hbv77NYWTkxMePHig1XYAYPfu3bh79y66d++OixcvSsv79++P9evXIykpCebm5igsLMSjR4+kx62srNC0aVPp79atWyu97t27d3H//n2sXr0aq1evVrttxfF99epVtG3bViVMKr6DdZGbm4v27dvD0lLzT2xOTg4KCwvh6elZY/kAICAgQOlxDw+PaoObwtWrV+Ht7a0UEAH1+3fv3j3Mnz8f3333ndL3H4DaE7k6tfmtAJ4db2w8qH8MAwYiMDAQO3bsQFhYGAYOHIjDhw+jZcuWuHbtmsoPXVZWllJjJQsLC5XXU7cMUP6hr6ioQOfOnbFkyRK16ypqKXJzcxEWFoYOHTpgyZIlaNmyJaysrLBjxw58+umnqKioqPW2+/bti9zcXKSlpWH37t1Yu3YtPv30U6xcuVKppkNXzMzM1J7kysvLlf729PTEqVOnsGvXLmRkZCAjIwPJycmYMGEC/vWvf1W7DcX7kJKSAi8vL5XHq54YrK2tlU6kNdHmfa0vNzc3lcZrlXXv3l3qTaBOhw4dcOrUKZSWlioFVk0UV//quhsCwP79+9G/f3/Mnj1b6f0PDQ1VarRZ+WoU+P2zGDdunNp74wBqDJ7qaDpplZeXa/x8NKmoqKi2BkRTSG9IcXFxOHLkCObMmYNu3brBwcEBFRUVGDx4sMr3XJ3a/lYAzxo31retD9Ufw4AB6d69O7Zu3YohQ4Zg4MCBOHjwILy8vFSqrLt27aqT7fn7++P06dMICwurNplv27YNT548QXp6utLVqbpq79po2rQpEhISkJCQgIcPH6Jv376YN29etWHA398fZ8+erfW2XF1dlW5TKCiuuiqzsrLCsGHDMGzYMFRUVGDGjBlYtWoV/vGPf6i9gqxcNuBZoAgPD691GevL19cXAJSusBXULVOnQ4cOUs+Auhg2bBh++OEHpKamYuzYsdWuW1xcjLS0NIwePVptg8NZs2Zh3bp16N+/P9566y2MGzdOeqymK2IPDw84OjqivLy8xs/C19cXZ8+eVblCVTfWg6urq9pW+FevXkWbNm2kv/39/XHs2DE8ffpUY2NMf39/ZGZmonfv3iphpmr5gGc1CZW3cffu3WqDW+Xn7927Fw8fPlSqHai6fwUFBdi7dy/mz5+Pd999V1qu7laepu9AbX8rbty4gdLSUqkBLukP2wwYmLCwMKxfvx4XL17E4MGDUVpaivDwcKV/2lQNaiMuLg43btxQ2+/70aNHKC4uBvD7FWnlK9DCwkIkJyfXeduVb1cAgIODA9q2bau2O1dlMTExOH36NLZs2aLyWHVXyP7+/rhw4YLSLZfTp0/j8OHD1ZbL3NxcuoJUlM3e3h4AVE4KERERcHJywgcffICnT5+qlKHq7R5da968OTp16oSvv/4aDx8+lJbv378fP//8s1av0atXL5w9e7bGz0GTV155Bd7e3vjzn/+MX3/9VeXxO3fuYMGCBQCALVu2oLi4GImJiYiNjVX5N3ToUKSmpuLJkycIDAxU+g4oWqFrYmFhgZiYGKSmpqoNj5U/i6ioKNy8eRObNm2SlpWUlKi9veDv74+jR48qteL/z3/+g2vXrimtFxMTg7y8PCxfvlzlNRTHaVxcHMrLy/H++++rrFNWViYdX+Hh4WjSpAmWLVumdIwvXbpUw94ri4qKQllZmVL3vvLycixbtkxpPXXfc03b0fQdqO1vxU8//QQA+MMf/qDFnlBDYs2AARoxYgTWrFmDSZMmITo6Gjt37myQAVTGjx+PDRs24JVXXkFWVhZ69+6N8vJyXLhwARs2bMCuXbvwwgsvYNCgQdLV8vTp0/Hw4UOsWbMGnp6euHXrVp22HRgYiH79+iE4OBhNmzbFjz/+iE2bNikNgavOnDlzsGnTJowaNQqTJk1CcHAw7t27h/T0dKxcuVJjrcmkSZOwZMkSREREYPLkybhz5w5WrlyJoKAgFBUVSetNmTIF9+7dw4ABA+Dj44OrV69i2bJl6Natm3T10q1bN1hYWCApKQmFhYWwtraWGr198cUXGD9+PJ5//nmMGTMGHh4e+O2337B9+3b07t1b7clBlz744AMMHz4cvXv3RkJCAgoKCrB8+XJ06tRJKSBoMnz4cLz//vvYv38/Bg0aVOvtu7q6YsuWLYiKikK3bt0wbtw46cR94sQJrF+/Hr169QLw7BaBm5ubxhNBdHQ01qxZg+3bt2PkyJG1LstHH32ErKws9OjRA1OnTkVgYCDu3buHEydOIDMzE/fu3QMATJ06FcuXL8eECRPw008/wdvbGykpKWq7ek6ZMgWbNm3C4MGDERcXh9zcXHzzzTdSrZDChAkT8PXXX+ONN97Af//7X4SEhKC4uBiZmZmYMWMGhg8fjtDQUEyfPh0ffvghTp06hUGDBqFJkybIycnBxo0b8dlnnyE2NhYeHh5488038eGHH2Lo0KGIiorCyZMnkZGRoVX1+rBhw9C7d2/89a9/xZUrVxAYGIjNmzertAFwcnJC37598fHHH+Pp06do0aIFdu/erbamSPGZvvPOOxgzZgyaNGmCYcOG1fq3Ys+ePWjVqhW7FRqCxu/AQJUpumwdP35c5bHFixcLAGLo0KHi6dOnKo8ruhbevXtXafnEiROFvb29yvqhoaEiKChIaVlpaalISkoSQUFBwtraWri6uorg4GAxf/58UVhYKK2Xnp4uunTpImxsbISfn59ISkqSuk9V7l7k6+urtstg1a5XCxYsEN27dxcuLi7C1tZWdOjQQSxcuFCUlpZqfK8U8vPzxcyZM0WLFi2ElZWV8PHxERMnTpS6kKnrWiiEEN98841o06aNsLKyEt26dRO7du1S6ca3adMmMWjQIOHp6SmsrKxEq1atxPTp08WtW7eUXmvNmjWiTZs2wsLCQqX7WVZWloiIiBDOzs7CxsZG+Pv7i/j4ePHjjz9K62j6jBSPqetauGjRIpV1AYi5c+cqLfvuu+9Ehw4dhLW1tejUqZNIT08XMTExokOHDtW8q7/r0qWLmDx5stKy6o5TdW7evClef/110a5dO2FjYyPs7OxEcHCwWLhwoSgsLBS3b98WlpaWYvz48Rpfo6SkRNjZ2YkRI0ZUuy0AIjExUe1jt2/fFomJiaJly5aiSZMmwsvLS4SFhYnVq1crrXf16lURHR0t7OzshLu7u5g9e7bUxa9qF9JPPvlEtGjRQlhbW4vevXuLH3/8UW3X1ZKSEvHOO++I1q1bS9uOjY0Vubm5SuutXr1aBAcHC1tbW+Ho6Cg6d+4s3nrrLXHz5k1pnfLycjF//nzh7e0tbG1tRb9+/cTZs2c1dnWsKj8/X4wfP144OTkJZ2dnMX78eHHy5EmV78n169fFiBEjhIuLi3B2dhajRo0SN2/eVHucvf/++6JFixbC3Nxc6XdA29+K8vJy4e3tLf7+97/XWH5qeGZC6LD1EREZpG7dusHDw0OrLpMpKSlITEzEb7/9BhcXl4YvHMnS1q1b8fLLLyM3Nxfe3t76Lo7ssc0AkQl5+vQpysrKlJbt27cPp0+fVjscszp//OMf0apVK6xYsaIBSkj0TFJSEmbOnMkgYCBYM0BkQq5cuYLw8HCMGzcOzZs3x4ULF7By5Uo4Ozvj7Nmz0rDBRESVsQEhkQlxdXVFcHAw1q5di7t378Le3h5DhgzBRx99xCBARBqxZoCIiEjm2GaAiIhI5hgGiIiIZI5hgBqNmZkZ5s2bV+N68+bN48QlOhQfH68ySY2u7du3D2ZmZkrzBehSv379tO4N0a9fP3Tq1KlByqHJV199BTMzM/z44481rlubfSFqLAwDBig3NxfTp09HmzZtYGNjAycnJ/Tu3RufffaZ0sxtunbz5k3MmzcPp06darBtEOmCKR2rprQvZLzYm8DAbN++HaNGjYK1tTUmTJiATp06obS0FIcOHcKcOXNw7tw5jVOy1tfNmzcxf/58+Pn5oVu3bjp//UePHlU7pSuRJrt371b6u6GP1YZkSvtCpoO/zAbk8uXLGDNmDHx9ffH9998rDcaRmJiIixcvYvv27XosobKSkhK147dr0hDzKzQUIQQeP35c7Wxyhq64uFiaUMbYaTMdsrEw9H0pKytDRUWFwZeTdIu3CQzIxx9/jIcPH+L//u//1I7K1bZtW8yePVtp2TfffIPg4GDY2tqiadOmGDNmjMoMaop7qNnZ2ejfvz/s7OzQokULfPzxx9I6+/btw4svvggASEhIgJmZGczMzPDVV18pvcZPP/2Evn37ws7ODm+//TaAZzPRTZ48Gc2aNYONjQ26du2qNPe8gro2A4cOHcKLL74IGxsb+Pv7Y9WqVWrfmz179qBPnz5wcXGBg4MD2rdvL22/OsnJydIkQtbW1ggMDFSavU3Bz88PQ4cOlSZnsrW1lcpy//59vPbaa2jZsiWsra3Rtm1bJCUlaTW/u+J19+3bJ71u586dpXvrmzdvRufOnWFjY4Pg4GCcPHlS6flnzpxBfHy8dMvIy8sLkyZNUpldUdHOIjs7Gy+//DJcXV3Rp08fjeU6deoUPDw80K9fP2kCoxs3bmDSpElo1qwZrK2tERQUhC+//FLludevX8dLL70Ee3t7eHp64vXXX9dqlsMzZ87AzMwM6enp0rKffvoJZmZmeP7555XWjYyMRI8ePaS/K99nr+lYVajueNdk5MiRKmUZNmyYSrmPHTsGMzMzZGRkKK375MkTvPHGG/Dw8IC9vT1GjBihMltlbffl2LFjGDx4MJydnWFnZ4fQ0FCV2TY1efz4MebNm4d27drBxsYG3t7eGDlyJHJzcwE8G6TKzMwMixcvxtKlS+Hv7w9ra2tkZ2cDAL7//nuEhITA3t4eLi4uGD58OM6fP6+0jQcPHuC1116Dn58frK2t4enpiYEDB+LEiRPSOjk5OYiJiYGXlxdsbGzg4+ODMWPGqEyWRPrDmgEDsm3bNrRp00br6TwXLlyIf/zjH4iLi8OUKVNw9+5dLFu2DH379sXJkyeVxpUvKCjA4MGDMXLkSMTFxWHTpk34y1/+gs6dOyMyMhIdO3bEe++9h3fffRfTpk1DSEgIAOWpRfPz8xEZGYkxY8Zg3LhxaNasGR49eoR+/frh4sWLmDlzJlq3bo2NGzciPj4e9+/fVwkvlf38888YNGgQPDw8MG/ePJSVlWHu3Llo1qyZ0nrnzp3D0KFD0aVLF7z33nuwtrbGxYsXtfpB/OKLLxAUFITo6GhYWlpi27ZtmDFjBioqKpCYmKi07i+//IKxY8di+vTpmDp1Ktq3b4+SkhKEhobixo0bmD59Olq1aoUjR47gb3/7G27duqXVNLIXL17Eyy+/jOnTp2PcuHFYvHgxhg0bhpUrV+Ltt9/GjBkzAAAffvgh4uLi8Msvv8Dc/FlO37NnDy5duoSEhAR4eXlJt4nOnTuHo0ePqjS0HDVqFAICAvDBBx9onNL5+PHjiIiIwAsvvIC0tDTY2tri9u3b6NmzJ8zMzDBz5kx4eHggIyMDkydPRlFREV577TUAz271hIWF4bfffsOsWbPQvHlzpKSk4Pvvv6/xfejUqRNcXFxw4MABREdHAwAOHjwIc3NznD59GkVFRXByckJFRQWOHDmCadOmqX0dbY7Vmo53TUJCQpCWliaVRQiBw4cPw9zcHAcPHlQpd+/evZWe/+qrr8LV1RVz587FlStXsHTpUsycORP//ve/67Qv33//PSIjIxEcHIy5c+fC3NxcCrgHDx5E9+7dNe5LeXk5hg4dir1792LMmDGYPXs2Hjx4gD179uDs2bNKMy0mJyfj8ePHmDZtGqytrdG0aVNkZmYiMjISbdq0wbx58/Do0SMsW7YMvXv3xokTJ+Dn5wfg2bTVihlHAwMDkZ+fj0OHDuH8+fN4/vnnUVpaioiICDx58gSvvvoqvLy8cOPGDfznP//B/fv34ezsrHEfqBHpbYokUlJYWCgAiOHDh2u1/pUrV4SFhYVYuHCh0vKff/5ZWFpaKi0PDQ0VAMTXX38tLXvy5Inw8vISMTEx0rLjx4+rne2v8musXLlSafnSpUsFAPHNN99Iy0pLS0WvXr2Eg4ODKCoqkpajysxnL730krCxsRFXr16VlmVnZ0szASp8+umnamdn1EZJSYnKsoiICNGmTRulZb6+vgKA2Llzp9Ly999/X9jb24tff/1Vaflf//pXYWFhIX777bdqt6943SNHjkjLdu3aJQAIW1tbpX1ftWqVyix56sq/fv16AUAcOHBAWqaYwXLs2LEq61eeIfHQoUPCyclJDBkyRDx+/FhaZ/LkycLb21ua+VFhzJgxwtnZWSqH4vPesGGDtE5xcbFo27at2hn+qhoyZIjo3r279PfIkSPFyJEjhYWFhcjIyBBCCHHixAkBQKSlpUnrVZ0VUJtjtabjXR3F6+7YsUMIIcSZM2cEADFq1CjRo0cPab3o6Gjx3HPPSX8rZnUMDw8XFRUV0vLXX39dWFhYiPv379d6XyoqKkRAQICIiIhQes2SkhLRunVrMXDgwGr3RTFT4JIlS1QeU7yeYkZMJycncefOHaV1unXrJjw9PUV+fr607PTp08Lc3FxMmDBBWubs7Kxx1kghhDQ74saNG6stL+kXbxMYiKKiIgCAo6OjVutv3rwZFRUViIuLQ15envTPy8sLAQEByMrKUlrfwcEB48aNk/62srJC9+7dcenSJa3LaG1tjYSEBKVlO3bsgJeXF8aOHSsta9KkCWbNmoWHDx9i//79al+rvLwcu3btwksvvYRWrVpJyzt27IiIiAildRU1HGlpaVpVzVdW+Z5/YWEh8vLyEBoaikuXLqlUUbZu3Vpl2xs3bkRISAhcXV2V3ufw8HCUl5fjwIEDNZYhMDAQvXr1kv5WVH8PGDBAad8Vyyt/JpXL//jxY+Tl5aFnz54AoFQNq/DKK69oLEdWVhYiIiIQFhaGzZs3w9raGsCz9hGpqakYNmwYhBBK+xkREYHCwkJpWzt27IC3tzdiY2Ol17Wzs9N4FV9VSEgITpw4geLiYgDPbhNFRUWhW7duOHjwIIBnV91mZmbV3uaoSV2P9+eeew4ODg7S53rw4EH4+PhgwoQJOHHiBEpKSiCEwKFDh6Sr+MqmTZumVFsTEhKC8vJyXL16tdb7cOrUKeTk5ODll19Gfn6+9JkUFxcjLCwMBw4cqPb7kJqaCnd3d7z66qsqj1WtUYqJiYGHh4f0961bt3Dq1CnEx8ejadOm0vIuXbpg4MCB2LFjh7TMxcUFx44dw82bN9WWQ3Hlv2vXLpSUlGi389ToGAYMhJOTE4Bn99+0kZOTAyEEAgIC4OHhofTv/PnzuHPnjtL6Pj4+Kj8Arq6uKCgo0LqMLVq0UGlUdPXqVQQEBEjV2godO3aUHlfn7t27ePToEQICAlQea9++vdLfo0ePRu/evTFlyhQ0a9YMY8aMwYYNG7QKBocPH0Z4eLh0z9PDw0Nqa6AuDFSVk5ODnTt3qrzH4eHhAKDyPqtT+YQP/P7j2LJlS7XLK38m9+7dw+zZs9GsWTPY2trCw8NDKqe6+63q9gF4FiSGDBmC5557Dhs2bFD6HO/evYv79+9j9erVKvupCH+K/bx69Sratm2rcixV/cw0CQkJQVlZGX744Qf88ssvuHPnDkJCQtC3b1+lMBAYGKh0Eqqtuh7vFhYW6NWrl1JZQkJC0KdPH5SXl+Po0aPIzs7GvXv31IaBqp+1q6srANTqe6aQk5MDAJg4caLK57J27Vo8efKk2nvuubm5aN++vVY9eKoeN4rvrbrPtWPHjlIoAZ61dTp79ixatmyJ7t27Y968eUqhq3Xr1njjjTewdu1auLu7IyIiAitWrGB7AQPDNgMGwsnJCc2bN8fZs2e1Wr+iokJqwGRhYaHyeNVBZtStA0DjfWV19NWy3tbWFgcOHEBWVha2b9+OnTt34t///jcGDBiA3bt3a9y33NxchIWFoUOHDliyZAlatmwJKysr7NixA59++qlKmFC3fxUVFRg4cCDeeusttdto165djeXXVD5tPpO4uDgcOXIEc+bMQbdu3eDg4ICKigoMHjxYbRjS9BlZW1sjKioKaWlp2LlzJ4YOHSo9pnidcePGYeLEiWqf36VLF/U7V0svvPACbGxscODAAbRq1Qqenp5o164dQkJC8Pnnn+PJkyc4ePAgRowYUa/t1Od479OnDxYuXIjHjx/j4MGDeOedd+Di4oJOnTrh4MGDUpsWdWFAF98zBcXnsmjRIo1dDnU1mFR9vttxcXEICQnBli1bsHv3bixatAhJSUnYvHmz1D7jk08+QXx8PNLS0rB7927MmjULH374IY4ePQofHx+d7APVD8OAARk6dChWr16NH374QalaWR1/f38IIdC6dWutTkjaqMuof76+vjhz5gwqKiqUagcuXLggPa6Oh4cHbG1tpaufyn755ReVZebm5ggLC0NYWBiWLFmCDz74AO+88w6ysrKkq/Sqtm3bhidPniA9PV3piq3qLZTq+Pv74+HDhxq30ZAKCgqwd+9ezJ8/H++++660XN17VhMzMzOsW7cOw4cPx6hRo5CRkSG1aPfw8ICjoyPKy8tr3E9fX1+cPXsWQgil40XdZ6aOorr+4MGDaNWqlXRCDQkJwZMnT7Bu3Trcvn0bffv2rXF/GkpISAhKS0uxfv163LhxQyqjovaiWbNmaNeunUpD17rStC+KBn5OTk51Ov78/f1x7NgxPH36FE2aNKnVcxXfW3Wf64ULF+Du7q7UbdXb2xszZszAjBkzcOfOHTz//PNYuHChUmPNzp07o3Pnzvj73/+OI0eOoHfv3li5ciUWLFhQ630j3eNtAgPy1ltvwd7eHlOmTMHt27dVHs/NzcVnn30G4FkXKAsLC8yfP1/lqkMIodL1TBuKL/f9+/e1fk5UVBT+97//KbWWLisrw7Jly+Dg4IDQ0FC1z7OwsEBERAS2bt2K3377TVp+/vx57Nq1S2nde/fuqTxfcaVUXZc2xVVa5fensLAQycnJNe/Y/xcXF4cffvhBpUzAs/eprKxM69eqLXXlB6BVDwZ1rKyssHnzZrz44osYNmwY/vvf/0rbiYmJQWpqqtqaqcpd46KionDz5k1s2rRJWlZSUlKrgbBCQkJw7NgxZGVlSSdad3d3dOzYEUlJSdI61anLsaqtHj16oEmTJkhKSkLTpk0RFBQkleno0aPYv39/jeWrDU37EhwcDH9/fyxevFjq/llZ1S6LVcXExCAvLw/Lly9Xeaymmgpvb29069YN//rXv5TKdfbsWezevRtRUVEAnrX9qVrd7+npiebNm0vfzaKiIpXvSefOnWFubq5Vl1RqHKwZMCD+/v749ttvMXr0aHTs2FFpBMIjR45IXfYU6y5YsAB/+9vfcOXKFbz00ktwdHTE5cuXsWXLFkybNg1vvvlmrbfv4uKClStXwtHREfb29ujRo4fG+9DAswZTq1atQnx8PH766Sf4+flh06ZNOHz4MJYuXVptg8j58+dj586dCAkJwYwZM6QQERQUhDNnzkjrvffeezhw4ACGDBkCX19f3LlzB59//jl8fHyqbWQ2aNAgWFlZYdiwYZg+fToePnyINWvWwNPTE7du3dLqPZkzZw7S09MxdOhQxMfHIzg4GMXFxfj555+xadMmXLlyBe7u7lq9Vm05OTmhb9+++Pjjj/H06VO0aNECu3fvxuXLl+v8mra2tvjPf/6DAQMGIDIyEvv370enTp3w0UcfISsrCz169MDUqVMRGBiIe/fu4cSJE8jMzJQC2dSpU7F8+XJMmDABP/30E7y9vZGSklKrwadCQkKwcOFCXLt2Temk2rdvX6xatQp+fn41Vh3X5VjVlp2dHYKDg3H06FFpjAFF+YqLi1FcXKzTMFDdvqxduxaRkZEICgpCQkICWrRogRs3biArKwtOTk7Ytm2bxtedMGECvv76a7zxxhv473//i5CQEBQXFyMzMxMzZszA8OHDqy3XokWLEBkZiV69emHy5MlS10JnZ2dpvJAHDx7Ax8cHsbGx6Nq1KxwcHJCZmYnjx4/jk08+AfCse+TMmTMxatQotGvXDmVlZUhJSZFCKBkIPfRgoBr8+uuvYurUqcLPz09YWVkJR0dH0bt3b7Fs2TKl7mBCCJGamir69Okj7O3thb29vejQoYNITEwUv/zyi7ROaGioCAoKUtnOxIkTha+vr9KytLQ0ERgYKCwtLZW6O2l6DSGEuH37tkhISBDu7u7CyspKdO7cWW2XL1TpWiiEEPv37xfBwcHCyspKtGnTRqxcuVLqJqewd+9eMXz4cNG8eXNhZWUlmjdvLsaOHavS3U+d9PR00aVLF2FjYyP8/PxEUlKS1OXq8uXL0nq+vr5iyJAhal/jwYMH4m9/+5to27atsLKyEu7u7uIPf/iDWLx4sSgtLa12+5peF4BKdyxFN69FixZJy65fvy5GjBghXFxchLOzsxg1apS4efOmynupeM/Udb+s3LVQIS8vTwQGBgovLy+Rk5MjhHj2OSYmJoqWLVuKJk2aCC8vLxEWFiZWr16t9NyrV6+K6OhoYWdnJ9zd3cXs2bPFzp07tepaKIQQRUVFwsLCQjg6OoqysjJp+TfffCMAiPHjx6s8p2p3PCFqf6yqO941mTNnjgAgkpKSlJYrulDm5uYqLVd0LTx+/LjS8qysLJX3pTb7IsSzrnkjR44Ubm5uwtraWvj6+oq4uDixd+/eGvejpKREvPPOO6J169bSZxobGyuVX90xV1lmZqbo3bu3sLW1FU5OTmLYsGEiOztbevzJkydizpw5omvXrsLR0VHY29uLrl27is8//1xa59KlS2LSpEnC399f2NjYiKZNm4r+/fuLzMzMGstPjcdMiDq0bCEiIiKTwTYDREREMscwQEREJHMMA0RERDLHMEBERCRzDANEREQyp9U4AxUVFbh58yYcHR0bdOQvIiIi0h0hBB48eIDmzZurzCFTmVZh4ObNmyqTqhAREZFxuHbtWrWDeWkVBhSjyP3f8Dawa6J+Ig4iqr/iWWn6LgIRmZBHxQ/xamT3akeDBbQMA4pbA3ZNLBgGiBqQcKj+C0tEVBc13eJnA0IiIiKZYxggIr3K3JSCWUN6InNTir6LQiRbDANEpFfpySuQd+sG0pNX6LsoRLLFMEBEehWdkAh37xaITkjUd1GIZEurWQuLiorg7OyM9bEBbEBI1MCK5+zRdxGIyESUPHyAKX0DUVhYCCcnJ43rsWaAiIhI5hgGiIiIZI5hgIiISOYYBohI79i9kEi/GAaISO/YvZBIvxgGiEjv2L2QSL+0mpuAiKghhceOR3jseH0Xg0i2WDNAREQkcwwDREREMscwQEREJHMMA0RERDLHMEBERCRzDANEBsZ+0UB9F4GIZIZhgIiISOYYBoio3jicMJFxYxggonrjcMJExo1hgIjqjcMJExk3DkdMRPXG4YSJjBtrBoiIiGSOYYCIiEjmGAaIiIhkjmGAiIhI5hgGiIiIZI5hgMgAcUhiImpMDANEREQyxzBAREQkcwwDREREMscwQEREJHMMA0RERDLHMEBERCRzDANEREQyxzBAREQkcwwDREREMscwQEREJHMMA0RERDLHMEBkoDg/ARE1FoYBIiIimWMYICIikjmGASIiIpljGCAiIpI5hgEiIiKZYxggIiKSOYYBMmoZOQWYknYRGTkF+i4KEZHRYhggo5aanY+7JWVIzc7Xd1GIiIwWwwAZtZhAN3jYWSIm0E3fRSEiMlqW+i4AUX1EBrgiMsBV38UgIjJqrBkgIiKSOYYBIgPG+QmIqDEwDBAREckcwwAREZHMMQwQERHJXJ3CAAd6ISIiMh11CgMc6IWIiMh01CkMcKAXIiIi01GnQYc40AsREZHpYANCIiIimWMYICIikjmGASIiIpljGCAiIpI5hgEiA8f5CYiooTEMEBERyRzDABERkcwxDBAREckcwwAREZHMMQwQERHJHMMAERGRzDEMEBERyRzDABERkcwxDBAREckcwwAREZHMMQwQERHJHMMAkRHg/ARE1JAYBoiIiGSOYYCIiEjmGAaIiIhkjmGAiIhI5hgGiIiIZI5hgIiISOYYBohI9jI3pWDWkJ7I3JSi76IQ6QXDABHJXnryCuTduoH05BX6LgqRXjAMEJHsRSckwt27BaITEvVdFCK9sNR3AYiI9C08djzCY8fruxhEesOaASIiIpljGCAyEpyfgIgaCsMAERGRzDEMEBERyRzDABHVmb775+t7+0SmgmGAiOpM3/3z9b19IlPBMEBEdabv/vn63j6RqTATQoiaVioqKoKzszPWxwbArolFY5SLiNQonrNH30WgGmRuSkF68gpEJyRy7ALSu5KHDzClbyAKCwvh5OSkcT3WDBAR6ZCx3LpgewuqjGGAiEiHjOXWhbGEFmocDANEJFsNcXUcHjse/9x+1OBvERhLaKHGwTBARLIl56tjYwkt1DgYBohItnh1TPQMZy0kItnibIVEz7BmgMiIcLIiImoIDANEREQyxzBARLLG/vZEDANEJHNy7lFApMAwQESyxh4FdVPbGhXWwBg2hgEikjX2t6+b2taosAbGsDEMEBFRrdW2RoU1MIaNsxYSGRnOXEhE2uKshURERKQVhgEiki02aiN6hmGAiGSLjdqInmEYIDIyHJJYd9iojegZTlRERLLFiYqInmHNABERkcwxDBCR0WIDQCLdYBggIqPFBoBEusEwQEQ609hX6mwASKQbDANEBEA3J/LGvlI3tXkFeNuD9IVhgIgA6OZEziv1+uFtD9IXhgEiAqCbE7mpXak3NoYp0hdOVERkhDhZEdVV5qYUpCevQHRCIkObDHCiIiIiUsFbEaQOwwARkYzwVgSpw9sEREaKtwqIqCa8TUBE9caubkTywDBARBrx/jKRPDAMEJFGvL9MJA+cwpiINOIUv0TywJoBIiIimWMYICIikjmGASIiqjf2PDFuDANEJGvVncR4gtMee54YN4YBIpK16k5iPMFpjz1PjBvDABHJWnUnMZ7gtMcZK40bhyMmMlIcjpiIasLhiIlMnP2igfouAhGZCIYBIiJqdGycaVgYBoiIqNGxcaZhYRggIqJGx8aZhoVhgIhMAqudjQt7HxgWhgEiMgmmUO3MQEP6wjBARCbBFKqdTSHQkHHiFMZEZBJMYbrl6IREpCevMOpAQ8aJNQNERAbC1O6j87aH8WAYICKiBsHbHsaDYYCIiBqEKbTjkAu2GSAiogZhCu045II1A0Q6kJFTgClpF5GRU9Co2+X8BESkCwwDRDqQmp2PuyVlSM3O13dRiIhqjWGASAdiAt3gYWeJmEA3fReFiKjW2GaASAciA1wRGeCq72IQEdUJawaIiIhkjmGAiIhI5hgGiIiIZI5hgIiISOYYBoiIiGSOYYBIz/Q1YBERkQLDAJGeccAiItI3hgEiPeOARWQION2wvDEMEOlZZIAr1g5vW+dBizg/gXZ4sqsepxuWN4YBIpIFnuyqx+mG5Y3DERORLEQnJCI9eQVPdhpwumF5YxggIlngyY5IM94mICIikjmGASIiE6dN40k2sJQ3hgEiIhOnTeNJNrCUN4YBIiITp01PAfYmkDczIYSoaaWioiI4OztjfWwA7JpYNEa5TE5GTgFSs/MRE+hW5/7kRJoUz9mj7yIQkQEqefgAU/oGorCwEE5OThrXY81AI+GQs0REZKgYBhoJh5wlIiJDxXEGGklkgCtvDxARkUFizQCRCeD8BERUHwwDREREMscwQEREJHMMA0RERDLHMEBERCRzDANERA2AY/3/ju+F4WMYICJqANqM9S+XkyTnPTB8BhMGMnIKMCXtIjJyCvRdFCIyMoZ4UtVmrH9jOklWfo9r+34b0rwHhnisGAKDmZtgStpF3C0pg4edJdYOb6t2HY7vT6SZnOcnmDWkJ/Ju3YC7dwv8c/tRfRdHa5mbUpCevALRCYkIjx2v7+JUq/J7DMAo32/AeI+VujK6uQm0Ga6X4/sTkTqGdOVZG+Gx4/HP7UcNPggAyu+xLt5vfV2hG+ux0tAMpmZAG6wZINJMzjUDpDuNVVshtyt0fTG6mgFtRAa4Yu3wtgwCREQNpLHaMTTEFXrV2ga2D9CeUYUBItKM8xOQLjRWNXpD3CKpGmSMqYGmvjEMEBGRxJjaMVRVNciwfYD2jKrNABFVj+0GyFAYU08JU2aSbQaIiMg4sIreuDAMEBGRzrGK3rgwDBARkc4Zc9uDquTQK4FhgIiIqBpyuOXBMEBERFQNOdzyYBggIpKB51o4o4OnQ52e28HTAc+1cNZxiYxHbW95GONtBYYBIiIT9ywIOOK5Fi61DgTPgoDL/3++fANBbRjjbQWGASIiE6YIAr//rX0gUASB3/9mINCGMd5WsNR3AYiIqOE8elquskxxgr9w56HG51UNAtW9HikLjx1vdL0oWDNAZEI4PwFVdeHOQ5y8cV9leXU1BJqCwMkb96sNELpgjPfbTQHDABEZPGM/Qei7/LUJBLoKAnXdZ2O8324KGAaIyOAZ+wnCEMpfXSAwv/ULAN3WCNR1n43xfrspYBggIoNn7CcIQym/pkAwOioMw4O8dXproDb7XLkWwZRGLjQmnLWQyMRw5kKqiaYagKoao40AAMwa0hN5t27A3bsF/rn9aINtR44zKXLWQiKiSvR9396QaKohqKyxggDQeDUnhnC7xlAxDBCRLPBEoOzCnYcoKVXfTbCktBwX7jxstAClza0BXZTFUG7XGCKGASKSBZ4IlHXwdICdlfrbvnZWFujg6WBQAUoXZWF7BM0YBohIFngi+J02bQaea+GC5Wv/ZTABimGuYXEEQiIiGdEUBEpKy1VqCkZHhaHd8bON1nagOsY4qp8xYc0AEZFMVDeOQNq5W7UeqdCQscFo7TAMEBHJgDYDCtVl6GJDZUjtHYwBwwCRidH3/AS8IjM8tRlZUF+BQNfHDdsY1A7DABHpFK/IDEtdhhjWRyDQ9XFTXYNRBlZVDANEpFO8ItO9+py8bNWMGqvNgEKaAoG619OFxjxuGFhVyWY44oycAqRm5yMm0A2RAa76Lg5Rg+KQxKalvsP1PtfCGR08HQHUfmTByjULF+48wMkbhbXevqGR07DE2g5HLJuuhanZ+bhbUobU7HyGASIyKtEJidLJqy4UJ/BHT8tr3U1Qsb5tEwuTCAIAuymqI5swEBPoJtUMEBEZE12cvOpzIjeEcQaoYcmmzUBkgCvWDm/LWgEiIqoXU2yAKJswQETGzxR/hMn4mGIDRIYBIjIapvgjTMbHFHvMMAwQkdEwxR9hqr/GrjEyxUmvGAaISCca4wfZFH+Eqf5YY1R/DANEpBP8QTZ+xtomIzohEfZOLnhUXNwoZa/6Phnr+1YZwwCRCdLH/ASswjd+xhrowmPHw9beHsVF9xul7FXfp7q+b4YUIhgGiEgnWIVv/Iw50DVm2atuq67bNqTwJZvhiInkpjGGJJbTsK5kvAz1OG2Mcmk7HDFrBoiozgzpyoZIE0M9Tg2pNo1hgIjqzJirlUk+eJzWjLcJiEwUZy40LYZa1U2GjbcJiIgMVF1akRtqVTeZBoYBIqJGVpcTu1yqug2pu52cMAwQEVWjIU5OdTmxG1Jjs4bEGhD9YBggIqpGQ5yc5HJir4m6oCWXGhBDwzBARFQNnpwajrqgxaCkHwwDRETV4Mmp4dQ3aNX3Fk5tn1+X7RlLGwiGASITpY/5Cah2jOVE0VDqG7Tqewunts+vy/aMpQ0EwwARkZ4Yy4nCUNW3ZqG2z6/L9ozlNhMHHdKRjJwCpGbnIybQDZEBrrV+ftC4v+DxvdvI3fFVrZ/rHxUPm6bNcO6bpFo/l0wbBx4ybBxISJUxvyeGWHZtBx2ybMQymbTU7HzcLSlDanZ+rcNA0Li/wD8qXvq7NoHAPyoeQeP+Iv3NQEBkPMJjxxvMScNQVK4tMbb3xpjLztsEOhIT6AYPO0vEBLrV6nlVg0DVv6tTNQhU/ZuIyNjUpVrdUNpeGMstAXUYBnQkMsAVa4e3rXWtwON7t1WWaRMINJ341b0eEZGxqK5RoaaTvqG0vWisnicNEX4YBvQsd8dXaqv2qwsEmoLAuW+S6tTmgIgI0M1JRlcnKnWvo+mkb8xX5HXREOFH1mEgI6cAU9IuIiOnQK/lqE0gYBAgooai7iRT25O7rk5U6l5HcdJv1/UFpTLJbSyIhgg/sg4DlRv96Zs2gYBBgIjU0dXVuLqTTG1P7ro6Ual7HcVJ/9fTPxrEbQF9aYjwI+uuhfXtDtgQNJ3wH927DdumzVSWMwhQddi1UB5mDemJvFs34O7dAv/cflSnr22I3eUMsUyGStuuhbIOA4ZK214BDAJUE4YB/WqskxZPjqSJtmFA1rcJDJWmWwaVMQgQGb7GauUut3vmhtKV0JQwDBio3B1f4ZGGboKP6jhSIckP5yfQL7m1cq+N+pzQDaUroSlhGDBQ/lHxatsIAIBt02ZaD0xERPojtyv22qjPCZ0hS/cYBgyQNm0GajNSIRGRoanrCb227SN4S0E7DAMGprreBFUxEBBRXRjCCbKutSaNMe2wHDEMGJDqxhHYM7NfrUcqJCLTo4sTuTGfIBtj2mFjVtfjg2HAQGgzoFBdhi4mItNS3xN55qYUPCouhr2Ti1GeIGtbo9BQ7TYMoXZFnboeHwwDBqA2IwsyEBDJW32vdNOTV6C46D5s7e3ZsLEeDLV2pa7Hh2UDlYe0VJchhhXLqz5P8Te7HRKZrvDY8fU6iUcnJEoN8KjuDPV9rOvxwZoBPbOp4xDDmmoI1L0eERmuxq5uNvbujoZSPW/s72NVDAN6VvXEX5uRBasGAm1GLiQiw2Ko1c2GyhDfL0MJKPXB2wQGQHECf1yHkQUV69s0bcYgQGSEDLW62dAoxhdo1/UFAKj3+6XL+RwqBxRjrSngREVEMsAJi8jY6XpmRl2+niFPFMWJioiIyGToerwAXb6eKbQfYM0AqcjIKUBqdj5iAt0QGeCq7+KQDrBmgOrCkK94STusGaA6S83Ox92SMqRm5+u7KEQmpyEamzVUAzZDbKxXF6bQwK+hMQyQiphAN3jYWSIm0E3fRSEyObo+wWZuSsFXH/2jQU7apjKUr6mEmobE3gSkIjLAlbcHiBqIrnsPpCevQEVFOczNLXR+0q7vAEeGgj02asY2A0QywDYDpov39VXxPfkd2wwQEcmAKbRk1zXeFqg9hgEiIpkxhgZ19SmjqbR1aEwMA0REMtMYV871DRz1KSNrS2qPYYCISGYa48q5voGDV/eNi70JiIhkpjF6CdS3Bb+p9GQwFgwDRESkczyZGxfeJiCSAftFA/VdBCIyYAwDREREOmIMPTXUYRggIiLSEWMd44BhgIiI6kXXV8PGenUNGG8vCIYBIiIdM+aTWV3o+mrYWK+uAeMd44BhgIhIx4z5ZFYXur4aNtara2PGMEBEpGNyO5np6mpYUaMCwCivro0ZwwARkY4Za1WxvsmtRsWQMAwQEZFBkFuNiiHhCIRERGQQOGqh/rBmgIiISOYYBoiIiGSOYYBIJjg/Qd3JbdwAkh+GASKiGrCVu3YYmowXwwARUQ3Yyl07DE3Gi70JiIhqwFbu2olOSER68gqGJiPEMEBERDrB0GS8eJuAiIhI5hgGiIgaCRvYkaFiGCAiaiT1bWDHMEENhWGAiKiR1LdXAlvrU0NhA0IiokZS3wZ2bK1PDYVhwEBk5BQgNTsfMYFuiAxw1XdxiMgAsbU+NRTeJjAQqdn5uFtShtTsfH0XhYiIZIZhwEB0cLeFudmz/xI1FM5PQETqMAwYiAt5j1Ahnv2XiIioMTEMGIiYQDd42FkiJtBN30UhIiKZYQNCAxEZ4MqGg0REpBesGSAiIpI5hgEiIiKZYxggIiKSOYYBIiIimWMYICIikjmGASIiIpljGCAiIpI5hgEiIiKZYxggkhnOT9C4MjelYNaQnsjclKLvohBpxDBARNSA0pNXIO/WDaQnr9B3UYg0YhggImpA0QmJcPdugeiERH0XhUgjhgEiov+vIar0w2PH45/bjyI8drzOXpNI1xgG6iEjpwBT0i4iI6dA30UhIh1glT7JFcNAPaRm5+NuSRlSs/P1XRQi0gFW6ZNccQrjeogJdENqdj5iAt30XRQi0oHw2PGszidZYhioh8gAV0QGuOq7GERERPXC2wREREQyxzBAREQkcwwDREREMscwQEREJHMMA0QyxPkJiKgyhgEiIiKZYxggIiKSOYYBIiIimWMYICIikjmGASIiIpljGCAiIpI5hgEiIiKZYxgwYhk5BZiSdhEZOQX6LgoRERkxhgEjlpqdj7slZUjNztd3UYiIyIgxDBixmEA3eNhZIibQTd9FISIiI2ap7wJQ3UUGuCIywFXfxSAjZb9oIIrn7NF3MYjIALBmgIiISOYYBoiIiGSOYYCIiEjmGAaIiIhkjmGAiIhI5hgGiIiIZI5hgIiISOYYBoiIiGSOYYCIiEjmGAaIiIhkjmGAiIhI5hgGiGTMftFAfReBiAwAwwAREZHMMQwQERHJHMMAERGRzDEM6EFGTgGmpF1ERk6BvotCRETEMKAPqdn5uFtShtTsfH0XhYiIiGFAH2IC3eBhZ4mYQDd9F4WIiAiW+i6AHEUGuCIywFXfxSAiIgLAmgGqJbZ3ICIyPQwDVCts70BEZHoYBqhW2N6BiMj0sM0A1QrbOxARmR7WDBAREckcwwCRzHGyIiJiGCAiIpI5hgEiIiKZYxggIiKSOYYBI6LLAX84eBARESkwDBgRXQ74w8GDiIhIgWHAiOhywB8OHkRERAocdMiI6HLAHw4eRERECqwZICIikjmGAZlhw0EiIqqKYUBm2HCQiIiqYhiQGTYcJCKiqtiAUGbYcJDUsV80EMVz9ui7GESkJ6wZICIikjmtagaEEACAkqflDVoYItKfkocP9F0EItKxR8UPAfx+HtfETNS0BoDr16+jZcuWuikZERERNapr167Bx8dH4+NahYGKigrcvHkTjo6OMDMz02kBiYiIqGEIIfDgwQM0b94c5uaaWwZoFQaIiIjIdLEBIRERkcwxDBAREckcwwAREZHMMQwQERHJHMMAERGRzDEMEBERyRzDABERkcz9P2fczHxwd2SsAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils_clusters import fit_kmeans\n",
"from visual import draw_clusters\n",
"\n",
"\n",
"kmeans = fit_kmeans(reduced_data, 2, random_state)\n",
"draw_clusters(reduced_data, kmeans)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Визуализация результатов неиерархической кластеризации для пяти кластеров с учетом понижения размерности"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kmeans = fit_kmeans(reduced_data, 5, random_state)\n",
"draw_clusters(reduced_data, kmeans)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Сравнение результатов кластеризации с реальным разбиением с учетом понижения размерности"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels = [2 if val == 1 else 1 if val == 2 else val for val in kmeans.labels_]\n",
"\n",
"plt.figure(figsize=(16, 12))\n",
"draw_data_2d(\n",
" pd.DataFrame({\"Overall\": reduced_data[:, 0], \"Potential\": reduced_data[:, 1]}),\n",
" 0,\n",
" 1,\n",
" labels,\n",
" y_names,\n",
" plt.subplot(2, 2, 1),\n",
")\n",
"draw_data_2d(\n",
" pd.DataFrame({\"Overall\": reduced_data[:, 0], \"Potential\": reduced_data[:, 1]}),\n",
" 0,\n",
" 1,\n",
" result,\n",
" y_names,\n",
" plt.subplot(2, 2, 2),\n",
")\n",
"draw_data_2d(\n",
" pd.DataFrame({\"Overall\": reduced_data[:, 0], \"Potential\": reduced_data[:, 1]}),\n",
" 0,\n",
" 1,\n",
" yy.tolist(),\n",
" y_names,\n",
" plt.subplot(2, 2, 3),\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Выбор количества кластеров на основе инерции\n",
"Инерция - сумма квадратов расстояний выборок до ближайшего центра кластера, взвешенная по весам выборок, если таковые имеются."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"range(2, 13)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[88724.65511811024,\n",
" 58680.50738611234,\n",
" 50313.51330829106,\n",
" 45319.272574621245,\n",
" 41013.384307408094,\n",
" 38094.87539190409,\n",
" 32321.27378881988,\n",
" 29051.591095598113,\n",
" 27690.913830248697,\n",
" 26830.519788055084,\n",
" 25677.68645472175]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils_clusters import get_clusters_inertia\n",
"from visual import draw_elbow_diagram\n",
"\n",
"\n",
"inertias, clusters_range = get_clusters_inertia(df_filtered_noclub_nona, random_state)\n",
"display(clusters_range)\n",
"display(inertias)\n",
"draw_elbow_diagram(inertias, clusters_range)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Выбор количества кластеров на основе коэффициента силуэта¶\n",
"Коэффициент силуэта рассчитывается с использованием среднего расстояния внутри кластера (а) и среднего расстояния до ближайшего кластера (b) для каждого образца. Коэффициент силуэта для образца равен (b - a) / max(a, b). Для пояснения: b — это расстояние между образцом и ближайшим кластером, частью которого образец не является. Обратите внимание, что коэффициент силуэта определяется только в том случае, если количество меток равно 2 <= n_labels <= n_samples - 1.\n",
"\n",
"Эта функция возвращает средний коэффициент силуэта по всем образцам.\n",
"\n",
"Лучшее значение — 1, худшее — -1. Значения около 0 указывают на перекрывающиеся кластеры. Отрицательные значения обычно указывают на то, что образец был отнесен к неправильному кластеру."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"range(2, 13)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[0.6014604423677362,\n",
" 0.40641016226313986,\n",
" 0.2607618424596132,\n",
" 0.24680408556961408,\n",
" 0.25520393257177015,\n",
" 0.24832308156641922,\n",
" 0.23714224866284933,\n",
" 0.2568055911613917,\n",
" 0.2210390156434532,\n",
" 0.20567375653912975,\n",
" 0.19990886356213602]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils_clusters import get_clusters_silhouette_scores\n",
"from visual import draw_silhouettes_diagram\n",
"\n",
"silhouette_scores, clusters_range = get_clusters_silhouette_scores(df_filtered_noclub_nona, random_state)\n",
"display(clusters_range)\n",
"display(silhouette_scores)\n",
"draw_silhouettes_diagram(silhouette_scores, clusters_range)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Пример анализа силуэтов для разбиения от 2 до 12 кластеров\n",
"\n",
"https://scikit-learn.org/1.5/auto_examples/cluster/plot_kmeans_silhouette_analysis.html"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from utils_clusters import get_clusters_silhouettes\n",
"from visual import draw_silhouettes\n",
"\n",
"silhouettes = get_clusters_silhouettes(reduced_data, random_state)\n",
"draw_silhouettes(reduced_data, silhouettes)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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
}