jupyterlab/week2_analysis.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "2cab6b0b-1045-4a0e-a5bd-1979332b5cc0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hi\n"
]
}
],
"source": [
"print(\"Hi\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "08ec50e4-098b-4b17-9531-c324ba0ca930",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первый взгляд на данные:\n",
" Имя Возраст Баллы\n",
"0 Анна 21 89\n",
"1 Борис 22 76\n",
"2 Виктор 23 95\n",
"3 Галина 24 82\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Имя 4 non-null object\n",
" 1 Возраст 4 non-null int64 \n",
" 2 Баллы 4 non-null int64 \n",
"dtypes: int64(2), object(1)\n",
"memory usage: 228.0+ bytes\n",
"None\n",
" Возраст Баллы\n",
"count 4.000000 4.000000\n",
"mean 22.500000 85.500000\n",
"std 1.290994 8.266398\n",
"min 21.000000 76.000000\n",
"25% 21.750000 80.500000\n",
"50% 22.500000 85.500000\n",
"75% 23.250000 90.500000\n",
"max 24.000000 95.000000\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Новый столбец</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" <td>83.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>104.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>90.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Новый столбец\n",
"1 Борис 22 76 83.6\n",
"2 Виктор 23 95 104.5\n",
"3 Галина 24 82 90.2"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Создадим DataFrame\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
" \"Возраст\": [21, 22, 23, 24],\n",
" \"Баллы\": [89, 76, 95, 82]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"print(\"Первый взгляд на данные:\")\n",
"print(df.head())\n",
"print(df.info())\n",
"print(df.describe())\n",
"print(df.isnull().sum())\n",
"df # 1. df в последней строке блока\n",
"\n",
"# 2. Добавить новый столбец с вычисляемыми значениями\n",
"df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
"df\n",
"\n",
"# 3. Применить .groupby() и .agg(), чтобы сгруппировать данные\n",
"agg_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\", \"Новый столбец\": \"sum\"})\n",
"agg_df\n",
"\n",
"# 4. Фильтровать записи по условиям\n",
"filtered_df = df[df[\"Возраст\"] > 21]\n",
"filtered_df"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "0309816d-9fbb-448b-a2f7-ce5160044e11",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Сумма элементов массива: 15\n",
"Среднее значение: 3.0\n",
"Медиана: 3.0\n",
"Стандартное отклонение: 1.4142135623730951\n",
"Двумерный массив:\n",
" [[1 2]\n",
" [3 4]]\n",
"Линейно распределённые значения: [0. 0.25 0.5 0.75 1. ]\n",
"Случайный массив (2x3):\n",
" [[-0.13363477 -0.54707059 0.13572169]\n",
" [ 1.01083367 -0.98814753 0.1102667 ]]\n",
"Результат матричного умножения:\n",
" [[19 22]\n",
" [43 50]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# Одномерный массив\n",
"arr = np.array([1, 2, 3, 4, 5])\n",
"print(\"Сумма элементов массива:\", np.sum(arr))\n",
"print(\"Среднее значение:\", np.mean(arr))\n",
"print(\"Медиана:\", np.median(arr))\n",
"print(\"Стандартное отклонение:\", np.std(arr))\n",
"\n",
"# 1. Создать двумерный массив\n",
"arr2d = np.array([[1, 2], [3, 4]])\n",
"print(\"Двумерный массив:\\n\", arr2d)\n",
"\n",
"# 2. Использовать np.linspace()\n",
"linspace_arr = np.linspace(0, 1, 5)\n",
"print(\"Линейно распределённые значения:\", linspace_arr)\n",
"\n",
"# 3. Использовать np.random.randn()\n",
"randn_arr = np.random.randn(2, 3)\n",
"print(\"Случайный массив (2x3):\\n\", randn_arr)\n",
"\n",
"# 4. Использовать np.dot()\n",
"dot_result = np.dot(arr2d, np.array([[5, 6], [7, 8]]))\n",
"print(\"Результат матричного умножения:\\n\", dot_result)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3cee7ad2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hi\n"
]
}
],
"source": [
"print(\"Hi\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "19f00a77",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первый взгляд на данные:\n",
" Имя Возраст Баллы\n",
"0 Анна 21 89\n",
"1 Борис 22 76\n",
"2 Виктор 23 95\n",
"3 Галина 24 82\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Имя 4 non-null object\n",
" 1 Возраст 4 non-null int64 \n",
" 2 Баллы 4 non-null int64 \n",
"dtypes: int64(2), object(1)\n",
"memory usage: 228.0+ bytes\n",
"None\n",
" Возраст Баллы\n",
"count 4.000000 4.000000\n",
"mean 22.500000 85.500000\n",
"std 1.290994 8.266398\n",
"min 21.000000 76.000000\n",
"25% 21.750000 80.500000\n",
"50% 22.500000 85.500000\n",
"75% 23.250000 90.500000\n",
"max 24.000000 95.000000\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Имя</th>\n",
" <th>Возраст</th>\n",
" <th>Баллы</th>\n",
" <th>Новый столбец</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Борис</td>\n",
" <td>22</td>\n",
" <td>76</td>\n",
" <td>83.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Виктор</td>\n",
" <td>23</td>\n",
" <td>95</td>\n",
" <td>104.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Галина</td>\n",
" <td>24</td>\n",
" <td>82</td>\n",
" <td>90.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Имя Возраст Баллы Новый столбец\n",
"1 Борис 22 76 83.6\n",
"2 Виктор 23 95 104.5\n",
"3 Галина 24 82 90.2"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"\n",
"# Создадим DataFrame\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
" \"Возраст\": [21, 22, 23, 24],\n",
" \"Баллы\": [89, 76, 95, 82]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"print(\"Первый взгляд на данные:\")\n",
"print(df.head())\n",
"print(df.info())\n",
"print(df.describe())\n",
"print(df.isnull().sum())\n",
"df # 1. df в последней строке блока\n",
"\n",
"# 2. Добавить новый столбец с вычисляемыми значениями\n",
"df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
"df\n",
"\n",
"# 3. Применить .groupby() и .agg(), чтобы сгруппировать данные\n",
"agg_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\", \"Новый столбец\": \"sum\"})\n",
"agg_df\n",
"\n",
"# 4. Фильтровать записи по условиям\n",
"filtered_df = df[df[\"Возраст\"] > 21]\n",
"filtered_df"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8d5cf9f4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Сумма элементов массива: 15\n",
"Среднее значение: 3.0\n",
"Медиана: 3.0\n",
"Стандартное отклонение: 1.4142135623730951\n",
"Двумерный массив:\n",
" [[1 2]\n",
" [3 4]]\n",
"Линейно распределённые значения: [0. 0.25 0.5 0.75 1. ]\n",
"Случайный массив (2x3):\n",
" [[-0.13363477 -0.54707059 0.13572169]\n",
" [ 1.01083367 -0.98814753 0.1102667 ]]\n",
"Результат матричного умножения:\n",
" [[19 22]\n",
" [43 50]]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# Одномерный массив\n",
"arr = np.array([1, 2, 3, 4, 5])\n",
"print(\"Сумма элементов массива:\", np.sum(arr))\n",
"print(\"Среднее значение:\", np.mean(arr))\n",
"print(\"Медиана:\", np.median(arr))\n",
"print(\"Стандартное отклонение:\", np.std(arr))\n",
"\n",
"# 1. Создать двумерный массив\n",
"arr2d = np.array([[1, 2], [3, 4]])\n",
"print(\"Двумерный массив:\\n\", arr2d)\n",
"\n",
"# 2. Использовать np.linspace()\n",
"linspace_arr = np.linspace(0, 1, 5)\n",
"print(\"Линейно распределённые значения:\", linspace_arr)\n",
"\n",
"# 3. Использовать np.random.randn()\n",
"randn_arr = np.random.randn(2, 3)\n",
"print(\"Случайный массив (2x3):\\n\", randn_arr)\n",
"\n",
"# 4. Использовать np.dot()\n",
"dot_result = np.dot(arr2d, np.array([[5, 6], [7, 8]]))\n",
"print(\"Результат матричного умножения:\\n\", dot_result)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5fc44c9a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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AAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAo1qbfTnAO8VM39jcTQCAFoPKBwAAMIrwAQAAjCJ8AAAAzw4f3333ndx1110SFhYmgYGBcvnll8uOHTuc2y3LklmzZknnzp319oSEBNm3b5+72w0AAOwQPv7zn//INddcI35+frJp0ybZu3ev/PWvf5UOHTo495kzZ44sWLBAli5dKtu2bZO2bdtKYmKiVFZWNkX7AQCAN892efrppyUqKkqysrKc67p16+ZS9Zg/f77MmDFDRowYodetWLFCwsPDZd26dXLHHXe4s+0AAMDbKx9vvfWW9O/fX8aMGSOdOnWSK6+8Ul544QXn9gMHDkhxcbHuanEICQmRgQMHSl5eXp3HrKqqkoqKCpcFAAB4rwaFj2+//VaWLFkiPXr0kM2bN8uUKVPkj3/8o7z88st6uwoeiqp0nEk9dmw7W0ZGhg4ojkVVVgAAgPdqUPioqamRq666Sp566ild9Zg0aZJMnDhRj+9orPT0dCkvL3cuRUVFjT4WAADwsvChZrD07t3bZV2vXr2ksLBQfx8REaG/lpSUuOyjHju2nS0gIECCg4NdFgAA4L0aFD7UTJeCggKXdV9//bV07drVOfhUhYycnBzndjWGQ816iYuLc1ebAQCAXWa7pKamyuDBg3W3y2233SYff/yx/P3vf9eL4uPjI9OmTZMnnnhCjwtRYWTmzJkSGRkpI0eObKr3AAAAvDV8DBgwQNauXavHaTz++OM6XKiptWPHjnXu89BDD8mJEyf0eJCysjIZMmSIZGdnS5s2bZqi/QAAoIXxsdTFOTyI6qZRs17U4FPGf6Cl4K623u1g5rDmbgLg8Rry+c29XQAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACA5061BQA7Op/ZTMyUAWqj8gEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAAPDc8PHYY4+Jj4+Py9KzZ0/n9srKSklJSZGwsDAJCgqS0aNHS0lJSVO0GwAA2KXycdlll8nRo0edy4cffujclpqaKhs2bJA1a9ZIbm6uHDlyREaNGuXuNgMAgBasdYOf0Lq1RERE1FpfXl4uy5Ytk1WrVkl8fLxel5WVJb169ZL8/HwZNGiQe1oMAADsVfnYt2+fREZGSvfu3WXs2LFSWFio1+/cuVNOnjwpCQkJzn1Vl0x0dLTk5eXVe7yqqiqpqKhwWQAAgPdqUPgYOHCgLF++XLKzs2XJkiVy4MABufbaa+XYsWNSXFws/v7+0r59e5fnhIeH6231ycjIkJCQEOcSFRXV+HcDAAC8q9slKSnJ+X3fvn11GOnatausXr1aAgMDG9WA9PR0SUtLcz5WlQ8CCAAA3uu8ptqqKscll1wi+/fv1+NAqqurpayszGUfNdulrjEiDgEBARIcHOyyAAAA73Ve4eP48ePyzTffSOfOnSU2Nlb8/PwkJyfHub2goECPCYmLi3NHWwEAgN26XR544AEZPny47mpR02gfffRRadWqldx55516vMaECRN0F0poaKiuYEydOlUHD2a6AACARoWPw4cP66Dx448/SseOHWXIkCF6Gq36Xpk3b574+vrqi4upWSyJiYmyePHihrwEAADwcj6WZVniQdSAU1VFUdcNYfwHWoqY6RubuwnwUAczhzV3EwCP+/zm3i4AAMAowgcAAPDsy6sDAMx0ydFlA29F5QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUVznA16FayoAgOej8gEAAIwifAAAAKMIHwAAwCjGfABuGC8CAPj1qHwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwinu7AICX3m/oYOYwt7UFcCcqHwAAwCjCBwAAMIrwAQAAjCJ8AACAlhM+MjMzxcfHR6ZNm+ZcV1lZKSkpKRIWFiZBQUEyevRoKSkpcUdbAQCAncPH9u3b5fnnn5e+ffu6rE9NTZUNGzbImjVrJDc3V44cOSKjRo1yR1sBAIBdw8fx48dl7Nix8sILL0iHDh2c68vLy2XZsmUyd+5ciY+Pl9jYWMnKypKPPvpI8vPz3dluAABgp/ChulWGDRsmCQkJLut37twpJ0+edFnfs2dPiY6Olry8vDqPVVVVJRUVFS4LAADwXg2+yNirr74qu3bt0t0uZysuLhZ/f39p3769y/rw8HC9rS4ZGRkye/bshjYDAADYofJRVFQkf/rTn2TlypXSpk0btzQgPT1dd9c4FvUaAADAezUofKhuldLSUrnqqqukdevWelGDShcsWKC/VxWO6upqKSsrc3memu0SERFR5zEDAgIkODjYZQEAAN6rQd0uN954o+zZs8dl3bhx4/S4jocffliioqLEz89PcnJy9BRbpaCgQAoLCyUuLs69LQcAAN4fPtq1ayd9+vRxWde2bVt9TQ/H+gkTJkhaWpqEhobqKsbUqVN18Bg0aJB7Ww4AAFokt9/Vdt68eeLr66srH2omS2JioixevNjdLwMAAFooH8uyLPEgaqptSEiIHnzK+A+YvgU54E0OZg5r7ibARioa8PnNvV0AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAA4LnhY8mSJdK3b18JDg7WS1xcnGzatMm5vbKyUlJSUiQsLEyCgoJk9OjRUlJS0hTtBgAAdggfXbp0kczMTNm5c6fs2LFD4uPjZcSIEfLFF1/o7ampqbJhwwZZs2aN5ObmypEjR2TUqFFN1XYAANAC+ViWZZ3PAUJDQ+WZZ56RW2+9VTp27CirVq3S3ytfffWV9OrVS/Ly8mTQoEG/6ngVFRUSEhIi5eXluroCNETM9I3N3QTAYxzMHNbcTYCNVDTg87vRYz5OnTolr776qpw4cUJ3v6hqyMmTJyUhIcG5T8+ePSU6OlqHj/pUVVXpBp+5AAAA79Xg8LFnzx49niMgIEAmT54sa9euld69e0txcbH4+/tL+/btXfYPDw/X2+qTkZGhk5JjiYqKatw7AQAA3hk+Lr30Utm9e7ds27ZNpkyZIsnJybJ3795GNyA9PV2XaBxLUVFRo48FAAA8X+uGPkFVNy6++GL9fWxsrGzfvl2ee+45uf3226W6ulrKyspcqh9qtktERES9x1MVFLUAAAB7OO/rfNTU1OhxGyqI+Pn5SU5OjnNbQUGBFBYW6jEhAAAADa58qC6SpKQkPYj02LFjembLe++9J5s3b9bjNSZMmCBpaWl6Bowa6Tp16lQdPH7tTBcAAOD9GhQ+SktL5e6775ajR4/qsKEuOKaCx0033aS3z5s3T3x9ffXFxVQ1JDExURYvXtxUbQcAAHa8zoe7cZ0PnA+u8wGcxnU+4HXX+QAAAGgMwgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCqtdmXA35ZzPSNzd0EAEATovIBAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMCo1mZfDgDQEsRM39jo5x7MHObWtsDmlY+MjAwZMGCAtGvXTjp16iQjR46UgoICl30qKyslJSVFwsLCJCgoSEaPHi0lJSXubjcAALBD+MjNzdXBIj8/X7Zs2SInT56Um2++WU6cOOHcJzU1VTZs2CBr1qzR+x85ckRGjRrVFG0HAADe3u2SnZ3t8nj58uW6ArJz50657rrrpLy8XJYtWyarVq2S+Ph4vU9WVpb06tVLB5ZBgwbVOmZVVZVeHCoqKhr/bgAAgHeP+VBhQwkNDdVfVQhR1ZCEhATnPj179pTo6GjJy8urM3yorpzZs2efTzMAAG4etwF45GyXmpoamTZtmlxzzTXSp08fva64uFj8/f2lffv2LvuGh4frbXVJT0/XIcaxFBUVNbZJAADAmysfauzH559/Lh9++OF5NSAgIEAvAADAHhpV+bj//vvl7bfflq1bt0qXLl2c6yMiIqS6ulrKyspc9lezXdQ2AACABoUPy7J08Fi7dq28++670q1bN5ftsbGx4ufnJzk5Oc51aipuYWGhxMXFua/VAADAHt0uqqtFzWRZv369vtaHYxxHSEiIBAYG6q8TJkyQtLQ0PQg1ODhYpk6dqoNHXYNNAQCA/TQofCxZskR/veGGG1zWq+m099xzj/5+3rx54uvrqy8upqbQJiYmyuLFi93ZZgAAYJfwobpdfkmbNm1k0aJFegEAADgbN5YDAABGET4AAIBRhA8AAGAU4QMAABhF+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAAnnuFU9hLzPSNjX7uwcxhbm0LAMB7UPkAAABGET4AAIBRhA8AAGAUYz7gceNFAADejcoHAAAwivABAACMInwAAACjCB8AAMAowgcAADCK8AEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMCzw8f7778vw4cPl8jISPHx8ZF169a5bLcsS2bNmiWdO3eWwMBASUhIkH379rmzzQAAwE7h48SJE9KvXz9ZtGhRndvnzJkjCxYskKVLl8q2bdukbdu2kpiYKJWVle5oLwAAaOFaN/QJSUlJeqmLqnrMnz9fZsyYISNGjNDrVqxYIeHh4bpCcscdd5x/iwEAQIvm1jEfBw4ckOLiYt3V4hASEiIDBw6UvLy8Op9TVVUlFRUVLgsAAPBebg0fKngoqtJxJvXYse1sGRkZOqA4lqioKHc2CQAAeJhmn+2Snp4u5eXlzqWoqKi5mwQAAFpK+IiIiNBfS0pKXNarx45tZwsICJDg4GCXBQAAeC+3ho9u3brpkJGTk+Ncp8ZwqFkvcXFx7nwpAABgl9kux48fl/3797sMMt29e7eEhoZKdHS0TJs2TZ544gnp0aOHDiMzZ87U1wQZOXKku9sOAPBAMdM3NsvrHswc1iyvCwPhY8eOHTJ06FDn47S0NP01OTlZli9fLg899JC+FsikSZOkrKxMhgwZItnZ2dKmTZtGNA8AAHgbH0tdnMODqG4aNetFDT5l/Ic9/3oBgMag8tFyPr+bfbYLAACwlwZ3u6BloXoBAPA0VD4AAIBRhA8AAGAU4QMAABjFmA8AgNh9jBszZcyi8gEAAIwifAAAAKMIHwAAwCjCBwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivABAACMInwAAACjCB8AAMAowgcAADCKG8t5+c2SAADwNFQ+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAIBRhA8AAGAU4QMAABjFdT4M4VodAOC5mut39MHMYWJHVD4AAIBRhA8AAGAU4QMAAHjHmI9FixbJM888I8XFxdKvXz9ZuHChXH311dLcGHsBAPAUMTYda9IklY/XXntN0tLS5NFHH5Vdu3bp8JGYmCilpaVN8XIAAKAFaZLwMXfuXJk4caKMGzdOevfuLUuXLpULLrhAXnrppaZ4OQAAYOdul+rqatm5c6ekp6c71/n6+kpCQoLk5eXV2r+qqkovDuXl5fprRUWFNIWaqp+b5LgAALQUFU3wGes4pmVZ5sPHDz/8IKdOnZLw8HCX9erxV199VWv/jIwMmT17dq31UVFR7m4aAAAQkZD5TXfsY8eOSUhIiGdfZExVSNT4EIeamhr56aefJCwsTHx8fMRTqESnAlFRUZEEBweL3XE+XHE+TuNcuOJ8nMa58O7zYVmWDh6RkZG/uK/bw8eFF14orVq1kpKSEpf16nFERESt/QMCAvRypvbt24unUj8g3vBD4i6cD1ecj9M4F644H6dxLrz3fPxSxaPJBpz6+/tLbGys5OTkuFQz1OO4uDh3vxwAAGhhmqTbRXWjJCcnS//+/fW1PebPny8nTpzQs18AAIC9NUn4uP322+X777+XWbNm6YuMXXHFFZKdnV1rEGpLorqG1HVLzu4isivOhyvOx2mcC1ecj9M4F64CbHw+fKxfMycGAADATbi3CwAAMIrwAQAAjCJ8AAAAowgfAADAKMIHAAAwivDRSLfccotER0dLmzZtpHPnzvKHP/xBjhw5InZz8OBBmTBhgnTr1k0CAwPloosu0lPH1A0G7erJJ5+UwYMH6zs5e/LVepvKokWLJCYmRv/fGDhwoHz88cdiR++//74MHz5cX2pa3Spi3bp1YlfqHl4DBgyQdu3aSadOnWTkyJFSUFAgdrVkyRLp27ev88qm6gKcmzZtEjshfDTS0KFDZfXq1fo/0BtvvCHffPON3HrrrWI36maB6gq2zz//vHzxxRcyb948Wbp0qTzyyCNiVyp4jRkzRqZMmSJ289prr+mLDKoAumvXLunXr58kJiZKaWmp2I26sKJ6/yqM2V1ubq6kpKRIfn6+bNmyRU6ePCk333yzPkd21KVLF8nMzNR3gN+xY4fEx8fLiBEj9O9Q21DX+cD5W79+veXj42NVV1dbdjdnzhyrW7dult1lZWVZISEhlp1cffXVVkpKivPxqVOnrMjISCsjI8OyM/Wrdu3atc3dDI9RWlqqz0lubm5zN8VjdOjQwXrxxRctu6Dy4QbqLrwrV67UpXY/Pz+xu/LycgkNDW3uZqAZKj7qL7mEhATnOl9fX/04Ly+vWdsGz/sdofB7QuTUqVPy6quv6iqQne5/Rvg4Dw8//LC0bdtWwsLCpLCwUNavXy92t3//flm4cKHce++9zd0UGPbDDz/oX6Rn30ZBPVa3WQAU1U07bdo0ueaaa6RPnz5iV3v27JGgoCB9afXJkyfL2rVrpXfv3mIXhI8zTJ8+XQ8MO9eixjg4PPjgg/LJJ5/IO++8I61atZK7775bdWOJHc+F8t1338lvfvMbPd5h4sSJ4k0acz4A1KbGfnz++ef6r307u/TSS2X37t2ybds2PT5M3Yx17969Yhfc2+UM6mZ4P/744zn36d69u/j7+9daf/jwYYmKipKPPvrIK0pnDT0XaqbPDTfcIIMGDZLly5frcrvdfzbUeVB/4ZWVlYldul3UDJ/XX39dz2ZwUL9U1Tmwc2VQhVP1l+2Z58WO7r//fv1zoGYCqRlyOE11T6rZgmrwvh00yV1tW6qOHTvqpbGlRKWqqkrsdi5UxUPN/omNjZWsrCyvCx7n+7NhFyp4qZ+BnJwc54es+n+hHqsPHdiX+ht36tSpOoC99957BI86qP8r3vL58WsQPhpBlcm2b98uQ4YMkQ4dOuhptjNnztSp1RuqHg2hgoeqeHTt2lWeffZZXSFwiIiIEDtS43/UIGT1VY2BUKVV5eKLL9Z9vN5MTbNVlY7+/fvL1VdfLfPnz9cD6caNGyd2c/z4cT0GyuHAgQP6Z0ENslTXCLJbV8uqVat01UNd68MxBigkJERfH8hu0tPTJSkpSf8cHDt2TJ8bFco2b94sttHc021aos8++8waOnSoFRoaagUEBFgxMTHW5MmTrcOHD1t2nE6qfozqWuwqOTm5zvOxdetWyw4WLlxoRUdHW/7+/nrqbX5+vmVH6t+7rp8D9fNhN/X9jlC/P+xo/PjxVteuXfX/kY4dO1o33nij9c4771h2wpgPAABglPd1zgMAAI9G+AAAAEYRPgAAgFGEDwAAYBThAwAAGEX4AAAARhE+AACAUYQPAABgFOEDAAAYRfgAAABGET4AAICY9H/ckkyjt9fc2AAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"x = np.linspace(0, 10, 100)\n",
"y = np.sin(x)\n",
"\n",
"# 1. График синуса\n",
"plt.plot(x, y, color='red', label='sin(x)')\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"График синуса\")\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()\n",
"\n",
"# 2. Несколько графиков на одном поле\n",
"plt.plot(x, np.sin(x), label='sin(x)')\n",
"plt.plot(x, np.cos(x), label='cos(x)')\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Синус и косинус\")\n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()\n",
"\n",
"# 3. Bar-график\n",
"categories = ['A', 'B', 'C']\n",
"values = [5, 7, 3]\n",
"plt.bar(categories, values)\n",
"plt.title(\"Bar-график\")\n",
"plt.show()\n",
"\n",
"# 4. Scatter-график\n",
"x_scatter = np.random.rand(50)\n",
"y_scatter = np.random.rand(50)\n",
"plt.scatter(x_scatter, y_scatter)\n",
"plt.title(\"Scatter-график\")\n",
"plt.show()\n",
"\n",
"# 5. Гистограмма\n",
"data = np.random.randn(1000)\n",
"plt.hist(data, bins=30)\n",
"plt.title(\"Гистограмма\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ef1f47cb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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29BhNN9H3QoNOpXngehKg+bzasq0tn5oTrTnXeuda3TdNOVmyZIlJ1dBgRQMXPYHRFksdGlJPsNJ3qlT6fms6SEGPY63l1/2y75MrGmBrIK6dZHU/9fPRcmunUe3wq1djtHVfP3P97LNKL9GTAG0h15MF3Ud9P7XVXVO7dNz+9FcEdPhQPeaUXm34+9//blKU0o+hricUmptuT4/R4Q+1dVqHGcwuRUZb8/Vzs58A55TWMR2OcsKECaazsXau1GBYjxW9GqBXL3JKOzTrSZZuT99brV/62WgeuHYc1bqitK+KblfHhE/faTU9Pe51fT3u9MRSPzc9mdchLSdPnuwYMtZOPwd9D53pVSKtrzpfPy9Nh9GyvPzyy+ZERz9rrdPaAT47Ogymnmw5dw4H4CVeGLEGKNTsQ9W5GlLQ2T//+U9b7dq1zTBusbGx5nn24RFzMuyfq+3bn797924z7JwO+Ve6dGkzdNulS5ey3K46cOCAeV6pUqVswcHBtttuu822dOnSDK+zePFiW926dc0wh9kN/5ibIR+VDpXZqlUrM7xceHi4GXpO9yc79qH57JOWTffx+eeft507dy7NujrEnQ79WK5cOfP+16hRwww/mJqamma4yxEjRthq1aplhjvUYQZ1WMFp06aZ4TmzG3YvJ8uzk9lnr0NjOg9PaH+d9O/lrl27zNCG9s+zTp06tlGjRpll8+fPN0OMvv322xmGOsxsmEMd4lGP1eLFi9sqVKhgGzBgQIb3VocadP4c9LX18/zmm2/SrOe8jg47GBUVZXvwwQdte/bsyXLIx6yGdMzJkI92Okxl48aNzeevdUTLvWLFilwN+Wg/Tl588UVbdHS0eV+0Tuvn7fyeaj166KGHbHv37s3wfFdDZOrQmP369TPHnB57+jnpcJHO7J95dpOd1qF27drZSpYsabb71FNPmeFU0x839iEfM5PdcgAFJ0D/8dYJAwD3st8AR1t7XbUEA/APejdbvQrATzxQeJDTDgAAAFgcQTsAAIWM5qA73xcCgO8jaAcAoJDRsfLTd1AF4NvIaQcAAAAsjpZ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNpd0JvEJiUlmb8APIv6B3gXdRCwJoJ2F5KTkyUiIsL8BeBZ1D/Au6iDgDURtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABbn1aA9Pj5emjVrJmFhYVK+fHnp2rWr7Nu3z+W6OvRUp06dJCAgQBYtWpTldnXd0aNHS8WKFSUkJETatWsnCQkJBbQXAFDwEi9ekQOnUmT74XNy4M8U8xiAZ1D/YAXFvPnia9eulYEDB5rA/dq1a/Lqq69K+/btZffu3RIaGppm3enTp5uAPSemTp0qM2bMkDlz5kj16tVl1KhR0qFDB7Pd4ODgAtobACgYx85fklcW7JT1Cacd8+JqR8rk7g0kulSIV8sGFHbUP1hFgM1Cd0/4888/TYu7BvNxcXGO+Tt27JD77rtPtm7dalrPFy5caFrlXdHdiY6OlpdeeklefvllMy8xMVEqVKggs2fPlp49e2ZbDr2phI5Rq88LDw934x4CyA71Ly1t0Rs0f3uagME5cHinV2OJKBHolbKhcKIO/v+of7ASr7a0p6dfEKpMmTKOeRcvXpRHHnlE3nvvPYmKisp2GwcPHpQTJ06YlBg7/fJp3ry5bNq0yWXQnpqaaibnLywgJw4fPiynT2f8MvcnkZGRUqVKlTw/n/qXtdMpV1wGDGpdwmmznKAB+UEdzBz1D1ZimaD9xo0bMnjwYGnVqpXUr1/fMf/FF1+Uli1bSpcuXXK0HQ3YlbasO9PH9mWucuvHjRuXr/LDPwP22Nib5dKli+LPQkJKyN69e/IcuFP/spZ0+WqWy5OzWQ5khzqYOeofrMQyQbvmtu/atUs2bNjgmLdkyRJZtWqVbN++vUBfe8SIETJkyJA0rQwxMTEF+prwfdrCrgF7835jJLxiNfFHSccPyeaPxpn3Iq9BO/Uva+HBxbNcHpbNciA71MHMUf9gJZYI2gcNGiRLly6VdevWSeXKlR3zNWA/cOCAlCpVKs363bt3lzvuuEPWrFmTYVv2FJqTJ0+a/Hc7fdyoUSOXrx8UFGQmIC80YC9TpY63i+GzqH9ZiywZaHJn9VJ8ejpflwP5QR3MHPUPVuLVIR+106gG7NqxVAN0HenF2fDhw2Xnzp2mI6p9Um+99ZbMmjXL5TZ1Gxq4r1y5Mk2rwebNm6VFixYFvEcA4F6aL6ujVGiA4EwfT+negHxaoABR/2AlxbydEjNv3jxZvHixGavdnnOuHUd1fHUNvl11PtXL8M4BfmxsrMnJ69atmxkWUnPjJ06cKLVr13YM+agjymQ24gwAWJkOK6ejVGinN82h1Uvy2sJHwAAUPOofrMKrQfvMmTPN3zZt2qSZr63offr0yfF29IZM9pFn1LBhw+TChQvSv39/OX/+vLRu3VqWLVvGGO0AfJYGCAQJgHdQ/yD+HrTnZYh4V89JP09b28ePH28mAAAAwNd5NacdAAAAQPYI2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAi/Nq0B4fHy/NmjWTsLAwKV++vHTt2lX27duXZp2nn35aatasKSEhIVKuXDnp0qWL7N27N8vt9unTRwICAtJMHTt2LOC9AQAAAAph0L527VoZOHCg/PDDD7JixQq5evWqtG/fXi5cuOBYp2nTpjJr1izZs2ePLF++XGw2m1nn+vXrWW5bg/Tjx487pvnz53tgjwAAAAD3KyZetGzZsjSPZ8+ebVrct23bJnFxcWZe//79HcurVasmEydOlIYNG8qhQ4dMC3xmgoKCJCoqqgBLDwAAAPhB0J5eYmKi+VumTBmXy7UFXlvdq1evLjExMVlua82aNeYEoHTp0nL33XebYL9s2bIu101NTTWTXVJSUr72A0DOUf8A76IOAr7BMh1Rb9y4IYMHD5ZWrVpJ/fr10yz729/+JiVLljTTt99+a1JpAgMDs0yNmTt3rqxcuVKmTJli0nA6deqUaUqN5tZHREQ4puxOCAC4D/UP8C7qIOAbAmyaJG4BAwYMMAH5hg0bpHLlyhla4E+dOmVy06dNmyZ//PGHfP/99xIcHJyjbf/2228mlea7776Ttm3b5qiVQb+09HXDw8PdsHcojH766SfT5+Ke12ZJmSp1xB+dPbxPVkzqa1LamjRpkqdtUP8A76IOAr7BEukxgwYNkqVLl8q6desyBOzKfvZfu3Ztuf32203Ky8KFC6VXr1452n6NGjUkMjJS9u/f7zJo1/x3nQB4HvUP8C7qIOAbvBq0ayP/c889ZwJwzUHXXPWcPEcn51aB7Bw9elTOnDkjFStWzGeJAQAAAD/LadfhHj/55BOZN2+eGav9xIkTZrp06ZIjrUVz7fTS++HDh2Xjxo3y0EMPmTHb7733Xsd2YmNjTeCvUlJSZOjQoWYYSR1hRvPadWz3WrVqSYcOHby2rwAAAIBPBu0zZ840OXNt2rQxreD26fPPPzfLNWd9/fr1JkDXoPvhhx82wb0G7zoyjJ3ekMk+8kzRokVl586d8sADD8hNN90kTzzxhMk71u1w+Q8AAAC+yOvpMVmJjo6Wb775Jlfb0VZ4vQkTAAAAUFhYZshHAAAAAK4RtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABZH0A4AAABYHEE7AAAAYHEE7QAAAIDFEbQDAAAAFkfQDgAAAFgcQTsAAABgcQTtAAAAgMURtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABZH0A4AAABYHEE7AAAAYHEE7QAAAIDFEbQDAAAAFufVoD0+Pl6aNWsmYWFhUr58eenatavs27cvzTpPP/201KxZU0JCQqRcuXLSpUsX2bt3b5bbtdlsMnr0aKlYsaJ5Xrt27SQhIaGA9wYAAM9IvHhFDpxKke2Hz8mBP1PMYwCFu/4VEy9au3atDBw40ATu165dk1dffVXat28vu3fvltDQULNO06ZN5dFHH5UqVarI2bNnZezYsWadgwcPStGiRV1ud+rUqTJjxgyZM2eOVK9eXUaNGiUdOnQw2w0ODvbwXgIA4D7Hzl+SVxbslPUJpx3z4mpHyuTuDSS6VIhXywYUdse8WP+82tK+bNky6dOnj9SrV08aNmwos2fPlsOHD8u2bdsc6/Tv31/i4uKkWrVq0qRJE5k4caIcOXJEDh06lGkr+/Tp02XkyJGmVb5BgwYyd+5cOXbsmCxatMiDewcAgHtpi176gEGtSzgtwxfspMUdKMT1z1I57YmJieZvmTJlXC6/cOGCzJo1y7Sex8TEuFxHW+BPnDhhUmLsIiIipHnz5rJp0yaXz0lNTZWkpKQ0EwDPoP4BOXc65UqGgME5cNDluUUdBLxX/3wyaL9x44YMHjxYWrVqJfXr10+z7G9/+5uULFnSTN9++62sWLFCAgMDXW5HA3ZVoUKFNPP1sX2Zq9x6DeztU2YnBADcj/oH5FzS5atZLk/OZrkr1EHAe/XPJ4N2zW3ftWuXfPbZZxmWaU779u3bTQ78TTfdJD169JDLly+77bVHjBhhWvntk6bfAPAM6h+Qc+HBxbNcHpbNcleog4D36p/PdES1GzRokCxdulTWrVsnlStXzrDcfvZfu3Ztuf3226V06dKycOFC6dWrV4Z1o6KizN+TJ0+a0WPs9HGjRo1cvn5QUJCZAHge9Q/IuciSgabTm16KT0/n6/Lcog4C3qt/PtPSrp1GNWDXAHzVqlUmVz0nz9FJc/Bc0W1o4L5y5UrHPM3P27x5s7Ro0cKt5QcAwJMiSgSaUSo0QHCmj6d0b2CWAyic9a+Yt1Ni5s2bJ4sXLzZjtdtzzrVVXcdX/+233+Tzzz83QzzqGO1Hjx6VyZMnm2X33nuvYzuxsbEmJ69bt24SEBBgcuN1lBltmbcP+RgdHW3GgQcAwJfpsHLv9GpsOr1pDq1ektcWPgJ2oHDXP68G7TNnzjR/27Rpk2a+jhCjQ0HqmOrr1683QzieO3fOdCbV4R83btxobsZkpzdkso88o4YNG2ZGmtHhIs+fPy+tW7c2w0syRjsAoDDQAIEgHfCv+ufVoF3TXLKirePffPNNrrejre3jx483EwAAAODr8pTTrh1G9Q6mAAAAACwatN91111y9uxZ95cGAAAAgHuC9uzSWgAAAABYIKd906ZNZrx0V7SzKAAAAAAvB+06vKIr2gn0+vXr+SkTAAAAAHfcXEnHVL9x40aGiYAdAAAAsEDQrq3pAAAAADyDjqgAAABAYcxp1zQYAAAAABZuaY+Pj5ePPvoow3ydN2XKFHeUCwAAAEB+gva///3vEhsbm2F+vXr15P3338/LJgEAAAC4M2jXkWMqVqyYYX65cuXk+PHjedkkAAAAAHcG7TExMfL9999nmK/zoqOj87JJAAAAAO7siPrUU0/J4MGD5erVq3L33XebeStXrpRhw4bJSy+9lJdNAgAAAHBn0D506FA5c+aMPPvss3LlyhUzLzg4WF555RUZMWJEXjYJAAAAwJ1Bu95cSUeJGTVqlOzZs0dCQkKkdu3aEhQUlJfNAQAAAHB30G5XsmRJadasWX42AQAAAKCggvatW7fKF198IYcPH3akyNh99dVXed0sAAAAAHeMHvPZZ59Jy5YtTWrMwoULTYfU//73v7Jq1SqJiIjIyyYBAAAAuDNof/311+Wtt96Sr7/+WgIDA+Xtt9+WvXv3So8ePaRKlSp52SQAAAAAdwbtBw4ckM6dO5v/a9B+4cIF0zn1xRdflA8++CAvmwQAAADgzqC9dOnSkpycbP5fqVIl2bVrl/n/+fPn5eLFi3nZJAAAAAB3Bu1xcXGyYsUK8/+HHnpIXnjhBXPDpV69eknbtm1zvJ34+Hgz+kxYWJiUL19eunbtKvv27XMsP3v2rDz33HNSp04dM6ykpt48//zzkpiYmOV2+/TpY1r+naeOHTvmZVcBAAAA3xw95t1335XLly+b/7/22mtSvHhx2bhxo3Tv3l1GjhyZ4+2sXbtWBg4caAL3a9euyauvvirt27eX3bt3S2hoqBw7dsxM06ZNk7p168rvv/8uzzzzjJn35ZdfZrltDdJnzZrleMwY8gAAAPCroL1MmTKO/xcpUkSGDx+epxdftmxZmsezZ882Le7btm0zrfn169eXBQsWOJbXrFlTJk2aJI899pgJ8osVy7z4GqRHRUXlqVwAAABAoRin/fr162a4Rx32UWlLeJcuXbIMpLNjT3txPilwtU54eHi2r7NmzRpzAqD593fffbdMnDhRypYt63Ld1NRUM9klJSXleR8A5A71D/Au6iBQiHPadUz2m266SXr37m0Cd530/7Vr13Z0Ss2tGzduyODBg6VVq1amhd2V06dPy4QJE6R///7ZpsbMnTtXVq5cKVOmTDFpOJ06dTInGpnl1uv48vYpJiYmT/sAIPeof4B3UQcB3xBgs9lsuX1SixYtpFy5cjJnzhzTkq3OnTtnOoD++eefJr89twYMGCDffvutbNiwQSpXrpxhuZ7533PPPaYVfsmSJSaPPqd+++03k1rz3Xffuewo66qVQb+07K36gCs//fSTNG3aVO55bZaUqVJH/NHZw/tkxaS+JqWtSZMmedoG9Q/wLuog4BvylMuyY8cO2bp1qyNgV/p/zTfXTqW5NWjQIFm6dKmsW7fOZcCuw0tq67mOMqOt+rkJ2FWNGjUkMjJS9u/f7zJo1/x3OqoC3kH9A7yLOggU4vQYTY05efJkhvmnTp2SWrVq5Xg72sivAbsG4qtWrZLq1atnWEfP+HVEGb2Jk7awBwcH57q8R48elTNnzkjFihVz/VwAAADAJ1vaNf9Nx0sfO3as3H777WbeDz/8IOPHjzc55M6dWLK6tKbDPc6bN08WL15sWtFPnDhh5mtOnY7Lbg/Y9YZNn3zyiXls37am5xQtWtT8PzY21pSpW7dukpKSIuPGjTPDT+roMXr31mHDhpmTiQ4dOoi7HT582OTa+yu9pOqvLTT2TtgAAAAFLU9B+3333Wf+9ujRw9y4SNlT4++//37HY12WWedPNXPmTPO3TZs2aebr+OqaH685w5s3bzbz0rfgHzx4UKpVq2b+rzdkso88o4H8zp07Tb693qE1OjraBP7agdXdwaUG7LGxN8ulS358F1j9/HPfLaJQuZp6xdtFAAAAhVyegvbVq1e75cWz6wOrwXxO+sk6r6Mt9MuXLxdP0BZ2Ddib9xsj4RX/dwLhT47/skl2LflAGj3yipSrHiv+uv96zwAAAADLBe133nmn+0viwzRg98fRQ5KOHzJ/S5av4tf7DwAAYMmOqEpzzDUFRVu5dRx0zXHXO5oCAAAAsEBL+/Dhw+WDDz6QEiVKmLzzzz77zNwUSXPRdVSZV155xc3FBAAAAPxXkby2ss+fP1/Wr18v7777rkyfPl2++uor07H0o48+cn8pAQAAAD+Wp5Z2vetpvXr1zI2QdNx0vSukuuOOO+TIkSPuLiMAAADg1/LU0q53F7WPTT5y5EgpX768+f+FCxfMeOsAAAAAvNzS/vjjj5sx0NWIESMc87VDarNmzdxXOgAAAAB5vyOqKwMGDDATAAAAAC8H7c657Xo3UlWnTh0pV66cu8oFAAAAID857Zq73q9fP4mOjpa4uDgz6f+feOIJuXjxovtLCQAAAPixPAXtQ4YMMfnrS5YsMbntOi1evNjMe+mll9xfSgAAAMCP5Sk9ZsGCBfLll19KmzZtHPPuvfdeCQkJkR49epjx2gEAAAB4saVdU2AqVKiQYb4O/Uh6DAAAAGCBoL1FixYyZswYuXz5smPepUuXZNy4cWYZAAAAAC+nx7z99tvSoUMHc0fUhg0bmnk///yzBAUFyX/+8x83Fg8AAABAnoL2+vXrS0JCgnz66aeyd+9eM69Xr17y6KOPmrx2AAAAAF5Ojzlz5oyUKFFCnnrqKXnhhRckNDTUjNe+detWNxYNAAAAQK6D9l9++UWqVatmOpzGxsbKjh075LbbbpO33npLPvjgA7nrrrtk0aJFvLMAAACAt4L2YcOGyS233CLr1q0zwz3ed9990rlzZ0lMTJRz587J008/LZMnT3Zn+QAAAAC/l6uc9i1btsiqVaukQYMGpgOqtq4/++yzUqTI/2L/5557Tm6//faCKisAAADgl3LV0n727FmJiooy/y9ZsqTJZS9durRjuf4/OTnZ/aUEAAAA/FiuO6IGBARk+RgAAACAl4P2Pn36yIMPPmgmvbnSM88843jcr1+/XG0rPj5emjVrJmFhYaZza9euXc0oNM4t+5pyU6dOHTOUZJUqVeT55583OfRZsdlsMnr0aKlYsaJ5Xrt27cwQlQAKh8SLV+TAqRTZfvicHPgzxTwG4BnUP8AHctp79+6d5vFjjz2WYZ3HH388x9tbu3atDBw40ATu165dk1dffVXat28vu3fvNqk3x44dM9O0adOkbt268vvvv5uTBJ335ZdfZrrdqVOnyowZM2TOnDlSvXp1GTVqlLkZlG43ODg4N7sMwGKOnb8kryzYKesTTjvmxdWOlMndG0h0Ke4TARQk6h/gI0H7rFmz3Priy5YtS/N49uzZpsV927ZtEhcXZ27itGDBAsfymjVryqRJk8zJggb5xYoVc9nKPn36dBk5cqR06dLFzJs7d65UqFDBDEfZs2dPt+4DAM/RFr30AYNal3Bahi/YKe/0aiwRJQK9Vj6gMKP+AT54c6WCYk97KVOmTJbrhIeHuwzY1cGDB+XEiRMmJcYuIiJCmjdvLps2bXL5nNTUVElKSkozAfCM3NS/0ylXMgQMzoGDLgdQMHWQ+gd4l2WC9hs3bsjgwYOlVatWpoXdldOnT8uECROkf//+mW5HA3alLevO9LF9mavceg3s7VNMTEy+9gVAzuWm/iVdvprltpKzWQ4g73WQ+gd4l2WCds1t37Vrl3z22Wcul+uZv97ISXPbx44d69bXHjFihGnBt09Hjhxx6/YBuKf+hQcXz3JbYdksB5D3Okj9A3wop72gDBo0SJYuXWrutFq5cuUMy3Xs944dO5pRZhYuXCjFi2f+xWAfR/7kyZNm9Bg7fdyoUSOXzwkKCjITAM/LTf2LLBloOr3ppfj0dL4uB1AwdZD6B/hxS7t2GtWAXQNxvdOqjvTiqoVdR5QJDAyUJUuWZDv6i25DA/eVK1em2cbmzZulRYsWBbIfADxDO7npKBUaIDjTx1O6N6ATHFCAqH+AH7e0a0rMvHnzZPHixaYV3Z5zrjl1Or66PWC/ePGifPLJJ2k6yJQrV06KFi1q/h8bG2ty8rp162Zu9qS58RMnTpTatWs7hnyMjo4248AD8G06rJyOUqGd3jSHVi/JawsfAQNQ8Kh/gJ8G7TNnzjR/27Rpk2FoSb2J008//WRayFWtWrUyjBJTrVo183+9IZPzDZeGDRsmFy5cMB1Wz58/L61btzbDSzJGO1A4aIBAkAB4B/UP8MOgXdNjsqLBfHbruNqOtraPHz/eTAAAAICvs8zoMQAAAABcI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACzOq0F7fHy8NGvWTMLCwqR8+fLStWtX2bdvX5p1PvjgA2nTpo2Eh4dLQECAnD9/Ptvtjh071qzrPMXGxhbgngAAAACFNGhfu3atDBw4UH744QdZsWKFXL16Vdq3by8XLlxwrHPx4kXp2LGjvPrqq7nadr169eT48eOOacOGDQWwBwAAAEDBKyZetGzZsjSPZ8+ebVrct23bJnFxcWbe4MGDzd81a9bkatvFihWTqKgoN5YWAAAA8MOgPb3ExETzt0yZMvneVkJCgkRHR0twcLC0aNHCpOJUqVLF5bqpqalmsktKSsr36wPIGeof4F3UQcA3WKYj6o0bN0yreqtWraR+/fr52lbz5s1Nq7225M+cOVMOHjwod9xxhyQnJ7tcXwP6iIgIxxQTE5Ov1weQc9Q/wLuog4BvsEzQrrntu3btks8++yzf2+rUqZM89NBD0qBBA+nQoYN88803pgPrF1984XL9ESNGmFZ++3TkyJF8lwFAzlD/AO+iDgK+wRLpMYMGDZKlS5fKunXrpHLlym7ffqlSpeSmm26S/fv3u1weFBRkJgCeR/0DvIs6CPgGr7a022w2E7AvXLhQVq1aJdWrVy+Q10lJSZEDBw5IxYoVC2T7AAAAQKEN2jUl5pNPPpF58+aZsdpPnDhhpkuXLjnW0cc7duxwtJL/8ssv5vHZs2cd67Rt21beffddx+OXX37ZDCd56NAh2bhxo3Tr1k2KFi0qvXr18vAeAgAAAD4etGsnUc2f05snaSu4ffr8888d67z//vvSuHFjeeqpp8xjHQpSHy9ZssSxjrainz592vH46NGjJkCvU6eO9OjRQ8qWLWvGgi9XrpyH9xAAAADw8Zx2TY/Jyd1NdcqKtqg7c0dnVgAAAMAqLDN6DAAAAADXCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIvzatAeHx8vzZo1k7CwMClfvrx07dpV9u3bl2adDz74QNq0aSPh4eESEBAg58+fz9G233vvPalWrZoEBwdL8+bN5ccffyygvQAAeFPixSty4FSKbD98Tg78mWIeA/AM6p/nFBMvWrt2rQwcONAE7teuXZNXX31V2rdvL7t375bQ0FCzzsWLF6Vjx45mGjFiRI62+/nnn8uQIUPk/fffNwH79OnTpUOHDuaEQE8OAACFw7Hzl+SVBTtlfcJpx7y42pEyuXsDiS4V4tWyAYUd9c+PWtqXLVsmffr0kXr16knDhg1l9uzZcvjwYdm2bZtjncGDB8vw4cPl9ttvz/F233zzTXnqqaekb9++UrduXRO8lyhRQj766KMC2hMAgKdpi176gEGtSzgtwxfspMUPKEDUPz9raU8vMTHR/C1Tpkyet3HlyhUT9Du3yhcpUkTatWsnmzZtcvmc1NRUM9klJSXl+fUB5A71D3l1OuVKhoDBOXDQ5RElAj1eLl9DHUReUP/8uCPqjRs3TKt6q1atpH79+nnezunTp+X69etSoUKFNPP18YkTJzLNrY+IiHBMMTExeX59ALlD/UNeJV2+muXy5GyW43+og8gL6p8fB+2a275r1y757LPPPP7a2iqvrfz26ciRIx4vA+CvqH/Iq/Dg4lkuD8tmOf6HOoi8oP75aXrMoEGDZOnSpbJu3TqpXLlyvrYVGRkpRYsWlZMnT6aZr4+joqJcPicoKMhMADyP+oe8iiwZaDq96aX49HS+Lkf2qIPIC+qfn7W022w2E7AvXLhQVq1aJdWrV8/3NgMDA6Vp06aycuXKNKk3+rhFixb53j4AwBo0X1ZHqdAAwZk+ntK9Afm0QAGi/vlZS7umxMybN08WL15sxmq355xrTl1IyP+GCtJ5Ou3fv988/uWXX8y6VapUcXRYbdu2rXTr1s2cACgd7rF3795y6623ym233WaGfLxw4YIZTQYAUHjosHLv9GpsOr1pDq1ektcWPgIGoOBR//woaJ85c6b5qzdPcjZr1iwzFKTS4RrHjRvnWBYXF5dhnQMHDpgOqHYPP/yw/PnnnzJ69GgT8Ddq1MgML5m+cyoAwPdpgECQAHgH9c9PgnZNj8nO2LFjzZSVQ4cOZZinre72lncAAADAl1lm9BgAAAAArhG0AwAAABZniSEfrcaetpPdXeFSUlLM38Sjv8mNa9fF36Sc+sP8TTpxyC+HC/P3/VfJJ3531IWc3EVRO5EHBAS4pf4ByJ2c1D9FHQS8V/+yEmDLSWK5nzl69Ch3hAMKgN64JTw8PMt1qH+A9+qfog4C3qt/WSFod0HHdT927Fi2Z0XaCqFfbHr3uPx+EL6I/ffv/c/Le5CTloac1j9fUFiOkcKyH/6+LzmtUwVVB331vffVcvty2QtjucPcUJ9Ij3GhSJEiubozq34wvnRQuRv779/77+73ILf1zxcUlmOksOyHYl+8Vwd99b331XL7ctkpd1p0RAUAAAAsjqAdAAAAsDiC9nzQEUPGjBnjtyOHsP/+vf+K98A/3p/Csh+KffEeXyuvr5fbl8tOuV2jIyoAAABgcbS0AwAAABZH0A4AAABYHEE7AAAAYHEE7QAAAIDFEbS7oH1z9a5W9NEFPI/6B3gXdRCwJoJ2F5KTkyUiIsL8BeBZ1D/Au6iDgDURtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABbnk0G79mgfPHiwVK1aVUJCQqRly5ayZcsWx/I+ffpIQEBAmqljx45eLTMKl8SLV+TAqRTZfvicHPgzxTwGAACFX6KXYoBi4oOefPJJ2bVrl3z88ccSHR0tn3zyibRr1052794tlSpVMutokD5r1izHc4KCgrxYYhQmx85fklcW7JT1Cacd8+JqR8rk7g0kulSIV8sGAAAKZwzgcy3tly5dkgULFsjUqVMlLi5OatWqJWPHjjV/Z86cmSZIj4qKckylS5f2arlROOjZdPrKqtYlnJbhC3bS4g4AQCGV6OUYwOda2q9duybXr1+X4ODgNPM1TWbDhg2Ox2vWrJHy5cubYP3uu++WiRMnStmyZV1uMzU11Ux2eic4wJXTKVcyVFbnSqvLI0oEerxcviw/9e/w4cNy+rTrz8MfREZGSpUqVcSfcQzk/xjgNxDwjRjA54L2sLAwadGihUyYMEFuvvlmqVChgsyfP182bdpkWtvtqTEPPvigVK9eXQ4cOCCvvvqqdOrUyaxTtGjRDNuMj4+XcePGeWFv4GuSLl/NcnlyNsshbqt/GqzFxt4sly5dFH8VElJC9u7d47eBO8eAe44BfgMB34gBAmw2m018jAbi/fr1k3Xr1pkgvEmTJnLTTTfJtm3bZM+ePRnW/+2336RmzZry3XffSdu2bXPUyhATEyOJiYkSHh5e4PsD36EdT9q+uTbT5SuH3Ck1y5f0aJl8XV7r308//SRNmzaV5v3GSHjFauJvko4fks0fjTPfe/od6I84BtxzDPAbCPhGDOBzLe1KA/C1a9fKhQsXzJdLxYoV5eGHH5YaNWq4XF/n6yXE/fv3uwzaNf+djqrIiciSgabDiV4GS0/n63LkTn7rnwZrZarUcWuZ4Fs4BvKH30DAN2IAn+uI6iw0NNQE7OfOnZPly5dLly5dXK539OhROXPmjFkXyA/NVdMe4lo5nenjKd0bkM8OAEAhFeHlGMAnW9o1QNesnjp16pjW86FDh0psbKz07dtXUlJSTG5e9+7dzagxmkozbNgwk+/eoUMHbxcdhYAO6fROr8amw4nmr4UFFzdn1wTsAAAUbtFejAF8MmjXPLsRI0aYFvQyZcqYAH3SpElSvHhxM7rMzp07Zc6cOXL+/Hkzjnv79u1Nx1Uu/8FdtHISpAMA4H8ivBQD+GTQ3qNHDzO5okM/aks8AAAAUFj4dE47AAAA4A8I2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4nwyaE9OTpbBgwdL1apVJSQkRFq2bClbtmxxLLfZbDJ69GipWLGiWd6uXTtJSEjwapkBAAAAvwran3zySVmxYoV8/PHH8ssvv0j79u1NYP7HH3+Y5VOnTpUZM2bI+++/L5s3b5bQ0FDp0KGDXL582dtFBwAAAAp/0H7p0iVZsGCBCczj4uKkVq1aMnbsWPN35syZppV9+vTpMnLkSOnSpYs0aNBA5s6dK8eOHZNFixZ5u/gAAABArhUTH3Pt2jW5fv26BAcHp5mvaTAbNmyQgwcPyokTJ0zLu11ERIQ0b95cNm3aJD179sywzdTUVDPZJSUlFfBeALCj/gHeRR0EfIPPtbSHhYVJixYtZMKECab1XAP4Tz75xATkx48fNwG7qlChQprn6WP7svTi4+NNYG+fYmJiPLIvAKh/gLdRBwHf4HNBu9Jcdk2DqVSpkgQFBZn89V69ekmRInnbnREjRkhiYqJjOnLkiNvLDMA16h/gXdRBwDf4XHqMqlmzpqxdu1YuXLhgLuPpKDEPP/yw1KhRQ6Kiosw6J0+eNPPt9HGjRo1cbk8Df50AeB71D/Au6iDgG3yypd1OR4XRwPzcuXOyfPly0/G0evXqJnBfuXKlYz0N7HUUGU2rAQAAAHyNT7a0a4Cu6TF16tSR/fv3y9ChQyU2Nlb69u0rAQEBZgz3iRMnSu3atU0QP2rUKImOjpauXbt6u+gAAACAfwTtmnOnOXhHjx6VMmXKSPfu3WXSpElSvHhxs3zYsGEmdaZ///5y/vx5ad26tSxbtizDiDMAAACAL/DJoL1Hjx5myoy2to8fP95MBSXx4hU5nXJFki5flfCQ4hIZGigRJQIL7PUAAACshnjIc3wyaPe2Y+cvySsLdsr6hNOOeXG1I2Vy9wYSXSrEq2UDAADwBOIhz/LpjqjeOqNMf4CqdQmnZfiCnWY5AABAYUY85HkE7bmkl4DSH6DOB6ouBwAAKMyIhzyPoD2XNGcrK8nZLAcAAPB1xEOeR9CeS+HB/xuhJjNh2SwHAADwdcRDnkfQnkuRJQNNJwtXdL4uBwAAKMyIhzyPoD2XdBgj7RWd/kDVx1O6N2CYIwAAUOgRD3keQz7mgQ5j9E6vxqaTheZs6SUgPaPkAAUAAP6CeMizCNrzSA9IDkoAAODPiIc8h/QYAAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwuGKefLEiRYpIQEBApsuvX7/uyeIAAAAAPsGjQfvChQs9+XIAAABAoeDRoL1Lly5pHn/11VeyY8cOqV+/vvTo0cOTRQEAAAB8htdy2qdMmSK9evWSZcuWyRNPPCHjxo3zVlEAAAAAS/Na0D5nzhz5xz/+IT/++KMsXrxYZs2a5a2iAAAAAJbmtaD92LFjcvvtt5v/698//vjDW0UBAAAALM1rQbuOFFOs2P9S6osWLSo3btzwVlEAAAAAS/NoR9TGjRs7hny8dOmS3H///RIYGCg2m82TxQAAAAB8ikeD9q5du2Y6kozzMgAAAABeCtrHjBnjyZcDAAAACgWPBu1JSUlZLg8PD/dYWQAAAABf4dGgvVSpUo6cdmea067ztXMqAAAAAC8G7erLL7+UMmXKePplAQAAAJ/l8aC9VatWUr58eU+/LAAAAOCzPB607969W86cOSOhoaESFRVlhnwEAAAAYKGbK7Vt21bq1asn1atXN4H7LbfcIm+99ZaniwEAAAD4DI+2tB88eNB0Or169aoZSebYsWPy448/yqhRo+TatWsydOhQTxYHAAAA8AkeDdqrVq2a5nHTpk3NXVFvuukmGT9+PEE7AAAAYIWcdld69uxpUmYAAAAAWPjmSrVq1fJkUQAAAACfUcTTN1cqXbp0hsk+Pyf0BkyaA68dWUNCQqRmzZoyYcIEkytv16dPH3OzJuepY8eOBbhnAAAAQMHxuZsrTZkyRWbOnClz5swxKTVbt26Vvn37SkREhDz//POO9TRInzVrluNxUFBQvssOAAAAeIPP3Vxp48aN0qVLF+ncubN5XK1aNZk/f74ZhcaZBuk6DjwAAADg64p44+ZKe/bskcOHD8uVK1dy/fyWLVvKypUr5ddffzWPf/75Z9mwYYN06tQpzXpr1qwxJwd16tSRAQMGmBs6ZSY1NdXk2ztPADyD+gd4F3UQ8A0+d3Ol4cOHm9FmYmNjpXjx4tK4cWMZPHiwPProo2lSY+bOnWuCe02nWbt2rQnqNR/elfj4eJNeY59iYmLcsq8Askf9A7yLOgj4Bp+7udIXX3whn376qcybN88E/zt27DBBe3R0tPTu3duso0G9nZ4UNGjQwHRY1dZ3PWlIb8SIETJkyBDHYy0bX1qAZ1D/AO+iDgK+wedurqTr2Fvb7UH577//bloK7EF7ejVq1JDIyEjZv3+/y6Bd89/pqAp4B/UP8C7qIOAbfO7mShcvXpQiRdJm9RQtWlRu3LiR6XOOHj1qctorVqyY77ICAAAAfhm0a256kyZNcrSutsxPmjRJqlSpYgL97du3y5tvvin9+vUzy1NSUmTcuHHSvXt3M3rMgQMHZNiwYebmTR06dCjgPQEAAAB8PGjXjqDa6VTz0l2NHnP27Nlst/HOO++YHPhnn31WTp06ZXLZn376aRk9erSj1X3nzp1mHPfz58+b5e3btzc3YOLyHwAAAHyRR4N2bQH/xz/+IS+99JKMHDlSXnvtNTl06JAsWrTIEXRnJywsTKZPn24mV/QuqcuXL3dzyQEAAAA/GfJRR3358MMPTdBerFgx6dWrlwniNWD/4YcfPFkUAAAAwGd4NGg/ceKEGe1FlSxZUhITE83/77vvPvn3v//tyaIAAAAAPsOjQXvlypXl+PHj5v86bvp//vMf8/8tW7aQbw4AAABYIWjv1q2buUupeu6550yH0tq1a8vjjz/uGP0FAAAAgBc7ok6ePNnx/4cfftjcbGnjxo0mcNehHAEAAAB4uaXdmabEfP3112bYxoiICG8VAwAAALA8j7S0642Q9CZIZcuWNY9XrFghnTt3NnnsenfTadOmyfz58+Whhx7yRHEAAAAAn+KRlvajR4+aGyvZvfHGG2a4R7350blz58zNkaZOneqJogAAAAA+xyvpMXv27DEdUfXupdrSrv9PSEjwRlEAAAAAy/NK0K4t7GXKlHE8Ll26tCQnJ3ujKAAAAIDleSRoDwgIMFP6eQAAAAAs0hHVZrNJnz59HDdQunz5sjzzzDMSGhpqHqempnqiGAAAAIBP8kjQ3rt37zSPH3vssQzr6A2WAAAAAHgpaJ81a5YnXgYAAAAolLx2cyUAAAAAOUPQDgAAAFgcQTsAAABgcQTtAAAAgMURtAMAAAAWR9AOAAAAWJxHhnwEUPgkXrwip1OuSNLlqxIeUlwiQwMlokSgt4sFAG7H9x2sgKAdQK4dO39JXlmwU9YnnHbMi6sdKZO7N5DoUiFeLRsAuBPfd7AK0mMA5LrFKf0PmFqXcFqGL9hplgNAYcD3HayEoB1Arugl4vQ/YM4/ZLocAAoDvu9gJQTtAHJFczqzkpzNcgDwFXzfwUoI2gHkSnhw8SyXh2WzHAB8Bd93sBKCdgC5Elky0HTCckXn63IAKAz4voOVELQDyBUd5kxHTUj/Q6aPp3RvwDBoAAoNvu9gJQz5CCDXdJizd3o1Np2wNKdTLxFrixM/YAAKG77vYBUE7QDyRH+w+NEC4A/4voMVkB4DAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABZH0A4AAABYHEE7AAAAYHEE7QAAAIDFEbQDAAAAFkfQDgAAAFgcQTsAAABgcQTtAAAAgMX5XNB+/fp1GTVqlFSvXl1CQkKkZs2aMmHCBLHZbI519P+jR4+WihUrmnXatWsnCQkJXi03AAAA4DdB+5QpU2TmzJny7rvvyp49e8zjqVOnyjvvvONYRx/PmDFD3n//fdm8ebOEhoZKhw4d5PLly14tOwAAAJAXxcTHbNy4Ubp06SKdO3c2j6tVqybz58+XH3/80dHKPn36dBk5cqRZT82dO1cqVKggixYtkp49e3q1/AAAAEChb2lv2bKlrFy5Un799Vfz+Oeff5YNGzZIp06dzOODBw/KiRMnTEqMXUREhDRv3lw2bdrkcpupqamSlJSUZgLgGdQ/wLuog4Bv8Lmgffjw4aa1PDY2VooXLy6NGzeWwYMHy6OPPmqWa8CutGXdmT62L0svPj7eBPb2KSYmxgN7AkBR/wDvog4CvsHngvYvvvhCPv30U5k3b5789NNPMmfOHJk2bZr5m1cjRoyQxMREx3TkyBG3lhlA5qh/gHdRBwHf4HM57UOHDnW0tqtbbrlFfv/9d9NS0Lt3b4mKijLzT548aUaPsdPHjRo1crnNoKAgMwHwPOof4F3UQcA3+FxL+8WLF6VIkbTFLlq0qNy4ccP8X4eC1MBd897tND9PR5Fp0aKFx8sLAAAA+F1L+/333y+TJk2SKlWqSL169WT79u3y5ptvSr9+/czygIAAk+M+ceJEqV27tgnidVz36Oho6dq1q7eLDwAAABT+oF3HY9cg/Nlnn5VTp06ZYPzpp582N1OyGzZsmFy4cEH69+8v58+fl9atW8uyZcskODjYq2UHAAAA/CJoDwsLM+Ow65QZbW0fP368mQAAAABf53M57QAAAIC/IWgHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsLhi3i4AfFPixStyOuWKJF2+KuEhxSUyNFAiSgR6u1gAgALG9z/gHQTtyLVj5y/JKwt2yvqE0455cbUjZXL3BhJdKsSrZQMAFBy+/wHvIT0GuW5hSf+FrdYlnJbhC3aa5QCAwofvf8C7CNqRK3pJNP0XtvMXty4HABQ+fP8D3kXQjlzRHMasJGezHADgm/j+B7yLoB25Eh5cPMvlYdksBwD4Jr7/Ae8iaEeuRJYMNJ2OXNH5uhwAUPjw/Q94F0E7ckWH9dJRAtJ/cevjKd0bMOwXABRSfP8D3sWQj8g1HdbrnV6NTacjzWHUS6LawsIXNgAUbnz/A95D0I480S9ovqQBwP/w/Q94B+kxAAAAgMURtAMAAAAWR9AOAAAAWBw57S7YbDbzNykpydtFAQqVsLAwCQgIcEv9S0lJMX8Tj/4mN65dF3+TfOJ38/enn35yvBf+5tdffzV//f0Y0M8/J79XOal/it9AwP1yWv+yEmCz1044HD16VGJiYrxdDKDQSUxMlPDw8CzXof4B3qt/ijoIeK/+ZYWg3YUbN27IsWPHsj0r0lYI/WI7cuRIvj8IX8T++/f+5+U9yElLQ07rny8oLMdIYdkPf9+XnNapgqqDvvre+2q5fbnshbHcYW6oT6THuFCkSBGpXLlyjtfXD8aXDip3Y//9e//d/R7ktv75gsJyjBSW/VDsi/fqoK++975abl8uO+VOi46oAAAAgMURtAMAAAAWR9CeD0FBQTJmzBjz1x+x//69/4r3wD/en8KyH4p98R5fK6+vl9uXy065XaMjKgAAAGBxtLQDAAAAFkfQDgAAAFgcQTsAAABgcQTtAAAAgMURtLugfXP1rlb00QU8j/oHeBd1ELAmgnYXkpOTJSIiwvwF4FnUP8C7qIOANVkqaF+3bp3cf//9Eh0dLQEBAbJo0aI0y/Wsf/To0VKxYkUJCQmRdu3aSUJCQpp1qlWrZp7rPE2ePNnDewIAAAAU0qD9woUL0rBhQ3nvvfdcLp86darMmDFD3n//fdm8ebOEhoZKhw4d5PLly2nWGz9+vBw/ftwxPffccx7aAwAAAMD9iomFdOrUyUyuaCv79OnTZeTIkdKlSxczb+7cuVKhQgXTIt+zZ0/HumFhYRIVFeWxcgMAAAB+09KelYMHD8qJEydMSoyd5tw1b95cNm3alGZdTYcpW7asNG7cWN544w25du1alttOTU01nW6cJwCeQf0DvIs6CPgGnwnaNWBX2rLuTB/bl6nnn39ePvvsM1m9erU8/fTT8vrrr8uwYcOy3HZ8fLw5AbBPMTExBbQXANKj/gHeRR0EfEOAzaJjOmkH0oULF0rXrl3N440bN0qrVq3k2LFjpiOqXY8ePcy6n3/+ucvtfPTRRyZ4T0lJkaCgoExbGXSy01YG/dJKTEyU8PBwt+8bfF/ixStyOuWKJF2+KuEhxSUyNFAiSgR6u1g+ifoHePc7iDoI+AZL5bRnxZ6jfvLkyTRBuz5u1KhRps/T9BlNjzl06JDUqVPH5ToazGcW0APpHTt/SV5ZsFPWJ5x2zIurHSmTuzeQ6FIhXi2bL6L+Ad79DqIOAr7BZ9JjqlevbgL3lStXpmkN0FFkWrRokenzduzYIUWKFJHy5ct7qKQo7K1b6X8s1bqE0zJ8wU6zHAAKCt9BgP+yVEu7prDs378/TedTDbrLlCkjVapUkcGDB8vEiROldu3aJogfNWqUGdPdnkKjHVI1iL/rrrvMCDL6+MUXX5THHntMSpcu7cU9Q2Ghl6PT/1g6/2jqctJkAPjDd9Dhw4fl9GnXZfEXkZGRJj7xV/5+DER6+PO3VNC+detWE3DbDRkyxPzt3bu3zJ4923Qo1bHc+/fvL+fPn5fWrVvLsmXLJDg42Kynl/e0E+rYsWNNfp4G9hq027cD5Jfmj2YlOZvlAFAYvoM0WIuNvVkuXboo/iwkpITs3bvHLwN3jgHx+OdvqaC9TZs2Zjz2zGiHU71xkk6uNGnSRH744YcCLCH8XXhw8SyXh2WzHAAKw3eQtq5qsNa83xgJr1hN/FHS8UOy+aNx5r3wx6Dd34+BJC98/pYK2gGriywZaDp86WXo9HS+LgcAf/kO0mCtTBXXgzzAP3AMeI7PdEQFrEBzRXWEBv1xdKaPp3RvQD47gALFdxDgv2hpB3JJh1R7p1dj0+FL80f1crS2bvFjCcAT+A4C/BNBO5AH+uPIDyQAb+E7CPA/pMcAAAAAFkfQDgAAAFgcQTsAAABgcQTtAAAAgMURtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABZH0A4AAABYHEE7AAAAYHEE7QAAAIDFEbQDAAAAFkfQDgAAAFgcQTsAAABgcQTtAAAAgMURtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABZH0A4AAABYHEE7AAAAYHEE7QAAAIDFEbQDAAAAFkfQDgAAAFgcQTsAAABgcQTtAAAAgMURtAMAAAAWR9AOAAAAWBxBOwAAAGBxBO0AAACAxRG0AwAAABZnqaB93bp1cv/990t0dLQEBATIokWL0iy32WwyevRoqVixooSEhEi7du0kISEhzTpnz56VRx99VMLDw6VUqVLyxBNPSEpKiof3BAAAACikQfuFCxekYcOG8t5777lcPnXqVJkxY4a8//77snnzZgkNDZUOHTrI5cuXHetowP7f//5XVqxYIUuXLjUnAv379/fgXgAAAADuVUwspFOnTmZyRVvZp0+fLiNHjpQuXbqYeXPnzpUKFSqYFvmePXvKnj17ZNmyZbJlyxa59dZbzTrvvPOO3HvvvTJt2jTTgg8AAAD4Gku1tGfl4MGDcuLECZMSYxcRESHNmzeXTZs2mcf6V1Ni7AG70vWLFCliWuYzk5qaKklJSWkmAJ5B/QO8izoI+AafCdo1YFfasu5MH9uX6d/y5cunWV6sWDEpU6aMYx1X4uPjzQmAfYqJiSmQfQCQEfUP8C7qIOAbfCZoL0gjRoyQxMREx3TkyBFvFwnwG9Q/wLuog4Cf57TfuHFDJk6c+L8XKVZMXn311XxtLyoqyvw9efKkGT3GTh83atTIsc6pU6fSPO/atWtmRBn7810JCgoyEwDPo/4B3kUdBPwkaB8yZIjL+devX5d3331X3nzzTRO051f16tVN4L1y5UpHkK55d5qrPmDAAPO4RYsWcv78edm2bZs0bdrUzFu1apU5gdDcdwAAAMAX5Tua3r59u8v5GiirF154Icfb0vHU9+/fn6bz6Y4dO0xOepUqVWTw4MGm9b527domiB81apQZEaZr165m/Ztvvlk6duwoTz31lBkW8urVqzJo0CAzsgwjxwAAAMBvg/bVq1e7nK9jp+s46rmxdetWueuuuzK04vfu3Vtmz54tw4YNM2O567jr2qLeunVrM8RjcHCw4zmffvqpCdTbtm1rRo3p3r27GdsdAAAA8FUFltOudzTNrTZt2pjx2LPa5vjx482UGW2VnzdvXq5fGwAAALAqRo8BAAAACntL+5IlS1zO13xyAAAAABYI2u2dQN2VIgMAAADAzUG7fZQYAAAAAD6Q064jxgAAAACwWNCuN1GaMGGCVKpUSUqWLCm//fabma9jqP/zn/90RxkBAAAAv5bvoH3SpElmDPWpU6dKYGCgY379+vXlH//4R343DwAAAPi9fAftc+fOlQ8++EAeffRRKVq0qGN+w4YNZe/evfndPAAAAOD38t0R9Y8//pBatWq57KBamId9TLx4RU6nXJGky1clPKS4RIYGSkSJ//9KAwDAM/g+BuAP8h20161bV9avXy9Vq1ZNM//LL7+Uxo0bS2F07PwleWXBTlmfcNoxL652pEzu3kCiS4V4tWwA4E/4PgbgL/IdtI8ePVp69+5tWty1df2rr76Sffv2mbSZpUuXSmFs0Un/A6HWJZyW4Qt2yju9GtPCAwAewPcxAH+S75z2Ll26yNdffy3fffedhIaGmiB+z549Zt4999wjhY1egk3/A+H8Q6HLAQAFj+9jAP4k3y3t6o477pAVK1aIP9CcyawkZ7McAOAefB8D8CduCdrVqlWrZPfu3RIQECD16tWTNm3aSGEUHlw8y+Vh2SwHALgH38cA/Emug/Zr165JXFycfPPNN1KqVCmTy96tWzfZvn27VK5c2axz9OhRadKkiSxatEgqVqwohUlkyUDTyUkvvaan83U5AKDg8X0MwJ/kOqe9WLFi8ssvv8jZs2fN4+eff97cVOnAgQNy8OBBM+3fv1+KFy9ulhU22qlJRyXQHwRn+nhK9wZ0egIAD+H7GIA/yVN6TGRkpKSmppr/ay77mjVrpEqVKo7lOvzj9OnTpW3btlIY6TBiOiqBdnLSnEm9BKstOvxAAIBn8X0MwF/kKWjXnHUdm/3mm2+W4OBgk8eens7TISALK/1B4EcBALyP72MA/iBPQz4+8cQTMnLkSDO0ow7rOHjwYDl27Jhjuea5DxkyRO666y53lhUAAADwS3lqadeOp3v37pXmzZtLzZo15eeff5Zq1apJTEyMWX7kyBGJjY2VOXPmuLu8AAAAgN/J85CPI0aMkJ49e8ry5cvlzz//dKTClC5d2gTs2gLvKm0GAAAAgAfHaa9evbo888wz+dkEAAAAgIK+udKMGTOyXF4Yh30EAAAAfCpo106oelOlokWLZlim6TEE7QAAAICXg3a1detWKV++vDs2BQAAAMAdQz6mb02nwykAAABg4ZZ2m80mo0aNkoiICAkNDZXo6Ghp3LixNG3a1D0lBAAAAPxcvoP2uLg4M2b71atXJSkpydxk6dy5c9KwYUP597//bYJ4AAAAAF4M2tesWZNh3oEDB+Txxx+Xl156SebPn5/flwAAAAD8Wr5z2l3Ru6S+/fbb8scffxTE5gEAAAC/UiBBu7r11ltl3bp1BbV5AAAAwG+4ZchHTYeZPn267NmzxzyuW7euGb+9Ro0a7tg8AAAA4Nfy3dK+fPlyE6T/+OOP0qBBAzNt3rzZzFuxYoV7SgkAAAD4sXy3tA8fPlxefPFFmTx5cob5r7zyitxzzz35fQkAAADAr+W7pV1TYp544okM8/v16ye7d+/O7+YBAAAAv5fvoL1cuXKyY8eODPN1Xvny5fO7eQAAAMDv5Ttof+qpp6R///4yZcoUWb9+vZk0Vebpp582ywpCcnKy6ehatWpVCQkJkZYtW8qWLVscy/v06SMBAQFppo4dOxZIWQAAAADL57SPGjVKwsLC5K9//auMGDHCzNO7oI4dO1aef/55KQhPPvmk7Nq1Sz7++GPzWp988om0a9fOpONUqlTJrKNB+qxZsxzPCQoKKpCyAAAAAJYP2rUVWzui6qQt4EqD+IJy6dIlWbBggSxevFji4uLMPD1B+Prrr2XmzJkyceJER5AeFRVVYOUAAAAAfCY95u6775bz5887gvWCDNjVtWvX5Pr16xIcHJxmvqbJbNiwwfF4zZo1Jqe+Tp06MmDAADlz5kym20xNTZWkpKQ0EwDPoP4B3kUdBPwkaNfg+MqVK+IpelLQokULmTBhghw7dswE8Joes2nTJjl+/LgjNWbu3LmycuVKk2u/du1a6dSpk1nXlfj4eImIiHBMMTExHtsfwN9R/wDvog4CfhK021NkPElz2W02m8lf1zSYGTNmSK9evaRIkf/tTs+ePeWBBx6QW265Rbp27SpLly41HVX1BMMVzcVPTEx0TEeOHPHo/gD+jPoHeBd1EPCTnHbVrVs3CQwMdLls1apV4m41a9Y0recXLlwwl/EqVqwoDz/8sNSoUcPl+jo/MjJS9u/fL23bts2wXAN/OqoC3kH9A7yLOgj4UdCu6SolS5YUTwsNDTXTuXPnZPny5TJ16lSX6x09etTktGtwDwAAAPjl6DFDhw716I2UNEDX9BjtZKqt5/r6sbGx0rdvX0lJSZFx48ZJ9+7dzegxBw4ckGHDhkmtWrWkQ4cOHisjAAAAYJmcdg2ePU1z7gYOHGgC9ccff1xat25tAvnixYtL0aJFZefOnSan/aabbpInnnhCmjZtam76xOU/AAAA+GVL+5gxYzyeGtOjRw8zuaJDP2oADwAAABQW+W5p15buP/74I8P8hIQEOXToUH43DwAAAPi9fAftffr0kY0bN2aYv3nzZrMMAAAAgJeD9u3bt0urVq0yzL/99ttlx44d+d08AAAA4PeKuGP0mOTkZJedRTO7AykAAAAADwbtcXFx5hbIzgG6/l/n6aguAAAAALw8esyUKVNM4K5jpt9xxx1mng6vqHcqLYi7oQIAAAD+Jt8t7XXr1jXjousQjKdOnTKpMjqizN69e6V+/fruKSUAAADgx/Ld0q6io6Pl9ddfd8emAAAAALi7pR0AAABAwSJoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAIDCPnpMkyZNslz+008/5fclAAAAAL+Wp6B92LBh8uSTT8pNN90kv/zyi5QoUcI8Dg8Pd38JAQAAAD+Xp6C9atWqctddd8mRI0dk165dMnToUPn4449lzJgx8swzz0jRokXdX1IAAADAT+Upp33gwIHy559/mjug1qlTR5YsWSKff/65fPTRR+YuqF9//bX7SwoAAAD4qTwF7RMnTjSt7VFRUY552vK+bds2GTFihDz77LNy9913y/bt291ZVgAAAMAv5Sk9plSpUvL999+b/w8ZMiTD8nvvvVfmzZsnt912m1y9ejX/pQQAAAD8WJ6C9kGDBjn+n1lr+q233pr3UgEAAABw35CPq1evzu8mAAAAAGSBmysBAAAAhb2lXTugBgQEZLp81apV+X0JAAAAwK/lO2hv1KiRe0oCAAAAoGCC9rfeeivN4+PHj8uePXvM+O2VKlXK7+YBAAAAv+fWnPalS5dKjRo1pF27dlKzZk356quv3Ll5AAAAwC+5NWjXmy7pcJApKSny+uuvy9ixY925eQAAAMAvuTVo379/v/Tr109KlCghTzzxhCQkJLhz8wAAAIBfcmvQnpqaKkFBQeb/wcHBcuXKFXduHgAAAPBL+e6IOmTIEMf/NUifNGmSREREyPXr1/O7aQAAAADuCNq3b9/u+H/Lli3lt99+czyOi4vL7+YBAAAAv5fvoH316tXuKQkAAACAgs9pVzabzbS2a347AAAAAAsE7du2bZMWLVpIp06d5MCBA9K0aVOpVauWVKhQQdauXeuGIgIAAAD+Ld9B+/PPPy9hYWESHh4u99xzj9xyyy3yyy+/SM+ePeWVV15xTykBWE7ixSty4FSKbD98Tg78mWIeo+DwfgOAf8t3TvvPP/9sWturVq0qJUuWlJdfflnq1asnw4YNkwYNGrinlAAs5dj5S/LKgp2yPuG0Y15c7UiZ3L2BRJcK8WrZCiPebwBAvlvaL168KGXKlDHjsoeEhEhoaKiZr38vXbokBSE5OVkGDx5sThT0NXXUmi1btqTJqx89erRUrFjRLG/Xrh03egLcRFt40weQal3CaRm+YCctwG7G+w0AcEtLu/rwww9NK/u1a9dk9uzZEhkZaQLrgvLkk0/Krl275OOPP5bo6Gj55JNPTGC+e/duqVSpkkydOlVmzJghc+bMkerVq8uoUaOkQ4cOZrmeXADIu9MpVzIEkM6BpC6PKBHo8XIVVrzfAAC3BO1VqlQxQbuKiooygbTzMnfT1vsFCxbI4sWLHePAjx07Vr7++muZOXOmTJgwQaZPny4jR46ULl26mOVz5841HWMXLVpkcu0B5F3S5atZLk/OZjlyh/cbAOCWoP3QoUMefSe1NV/vtpq+xVzTYDZs2CAHDx6UEydOmJZ3O71Da/PmzWXTpk0ug3YdntJ5iMqkpKQC3gvAd4UHF89yeVg2y9Oj/nn2/QbSow4CfjhOu+aS61SQdKQaHWJSW9SPHTtmAnhNj9GA/Pjx4yZgV9qy7kwf25elFx8fbwJ7+xQTE1Og+wD4ssiSgaYTpCs6X5fnBvXPs+83kB51EPCjoF3TT3SoR23t1klHjXFOk3E33baeHGj+elBQkMlf79WrlxQpkrfdGTFihCQmJjqmI0eOuL3MQGGh+dM6akn6QFIfT+neINf51dQ/z77fQHrUQcBP0mPefPNN09Fz0KBB0qpVKzNP01SeeeYZOX36tLz44ovibjVr1jQ3brpw4YK5jKejxDz88MNSo0YNk1evTp48aebb6eNGjRq53J4G/joByBkdZvCdXo1NJ0jNqdYUDW3xzUsASf3z7PsNpEcdBPwkaH/nnXdMB9DHH3/cMe+BBx4wY7VrB9GCCNrtdFhJnc6dOyfLly83o8boaDEauK9cudIRpGtgv3nzZhkwYECBlQXwNxowEjR6Du83APi3fAftmkeu46Snp/N0WUHQAF3TY+rUqSP79++XoUOHSmxsrPTt21cCAgLMGO4TJ06U2rVrO4Z81KEhu3btWiDlAQAAACyd016rVi354osvMsz//PPPTdBcEDTnbuDAgSZQ1xb+1q1bm0C+ePH/jaKgd2N97rnnpH///tKsWTNJSUmRZcuWMUY7AAAA/LOlfdy4cSaffN26dY6c9u+//96kp7gK5t2hR48eZsqMtraPHz/eTAAAAID4e0t79+7dTb643gVVb16kk/7/xx9/lG7durmnlAAAAIAfy3dLu2ratKkZKx0AAACAhYL2nN4xLTw8PK8vAQAAACA/QXupUqVM7nhmdHQXXa53LAUAAADghaB99erVaQL0e++9V/7xj3+Yu5QCAAAAsEDQfuedd6Z5XLRoUbn99tvNXUkBAAAAWGj0GAAAAAAFi6AdAAAA8KegPauOqQAAAAA8nNP+4IMPpnl8+fJleeaZZyQ0NDTN/K+++iqvLwEAAAAgP0F7REREmsePPfaYO8oDAAAAwF1B+6xZs/L6VAAAAAC5QEdUAAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAACwOIJ2AAAAwOJ8Lmi/fv26jBo1SqpXry4hISFSs2ZNmTBhgthsNsc6ffr0kYCAgDRTx44dvVpuAAAAIK+KiY+ZMmWKzJw5U+bMmSP16tWTrVu3St++fSUiIkKef/55x3oapM+aNcvxOCgoyEslBgAAAPwsaN+4caN06dJFOnfubB5Xq1ZN5s+fLz/++GOa9TRIj4qK8lIpAQAAAD9Oj2nZsqWsXLlSfv31V/P4559/lg0bNkinTp3SrLdmzRopX7681KlTRwYMGCBnzpzJdJupqamSlJSUZgLgGdQ/wLuog4Bv8Lmgffjw4dKzZ0+JjY2V4sWLS+PGjWXw4MHy6KOPpkmNmTt3rgnuNZ1m7dq1JqjXfHhX4uPjTXqNfYqJifHgHgH+jfoHeBd1EPANPhe0f/HFF/Lpp5/KvHnz5KeffjK57dOmTTN/7TSof+CBB+SWW26Rrl27ytKlS2XLli2m9d2VESNGSGJiomM6cuSIB/cI8G/UP8C7qIOAb/C5nPahQ4c6WtuVBua///67aSno3bu3y+fUqFFDIiMjZf/+/dK2bdsMyzX/nY6qgHdQ/wDvog4CvsHnWtovXrwoRYqkLXbRokXlxo0bmT7n6NGjJqe9YsWKHighAAAA4Oct7ffff79MmjRJqlSpYoZ83L59u7z55pvSr18/szwlJUXGjRsn3bt3N6PHHDhwQIYNGya1atWSDh06eLv4AAAAQOEP2t955x1zc6Vnn31WTp06JdHR0fL000/L6NGjHa3uO3fuNDnu58+fN8vbt29vbsDE5T8AAAD4Ip8L2sPCwmT69OlmckXvkrp8+XKPlwsAAAAoKD6X0w4AAAD4G4J2AAAAwOJ8Lj0G1pB48YqcTrkiSZevSnhIcYkMDZSIEoHeLhb8BMcfAMDfELQj146dvySvLNgp6xNOO+bF1Y6Uyd0bSHSpEK+WDYUfxx8AwB+RHoNct3CmD5jUuoTTMnzBTrMcKCgcfwAAf0XQjlzRlIT0AZNz4KTLgYLC8QcA8FcE7cgVzSHOSnI2y4H84PgDAPgrgnbkSnhw8SyXh2WzHMgPjj8AgL8iaEeuRJYMNJ3+XNH5uhwoKBx/AAB/RdCOXNFh9XSUjvSBkz6e0r0Bw+6hQHH8AQD8FUM+Itd0WL13ejU2nf40h1hTErSFk4AJnsDxBwDwRwTtyBMNkAiS4C0cfwAAf0N6DAAAAGBxBO0AAACAxRG0AwAAABZHTrsLNpvN/E1KSvJ2UYBCJSwsTAICArJch/oHeK/+5bQOpqSkmL+JR3+TG9euiz9KPvG7+fvTTz853g9/8uuvv/r1MZD8/z5//exz8nuV0/qXlQCbvXbC4ejRoxITE+PtYgCFTmJiooSHh2e5DvUP8F79U9RBwHv1LysE7S7cuHFDjh07lu1ZkZ5Z6RfbkSNH8v1B+CL237/3Py/vQU5aGnJa/3xBYTlGCst++Pu+5LROFVQd9NX33lfL7ctlL4zlDnNDfSI9xoUiRYpI5cqVc7y+fjC+dFC5G/vv3/vv7vcgt/XPFxSWY6Sw7IdiX7xXB331vffVcvty2Sl3WnREBQAAACyOoB0AAACwOIL2fAgKCpIxY8aYv/6I/ffv/Ve8B/7x/hSW/VDsi/f4Wnl9vdy+XHbK7RodUQEAAACLo6UdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoD0b8fHx0qxZM3Mnq/Lly0vXrl1l3759adb54IMPpE2bNmYgfb3b1fnz58Vf9v/s2bPy3HPPSZ06dSQkJESqVKkizz//vLldrz8dA08//bTUrFnTvAflypWTLl26yN69e8Vf9t9O+7V36tTJ1INFixaJP7h+/bqMGjVKqlevbj5/PQ4mTJhg3gs7/f/o0aOlYsWKZp127dpJQkKC+OK+9OnTx3y+zlPHjh3FapKTk2Xw4MFStWpVsy8tW7aULVu2+NxnkpN9sdJn4svHkC8fM75wjKxbt07uv/9+iY6OdvkbkZP39+zZs/Loo4+aeKtUqVLyxBNPSEpKiuXLXa1atQzv/+TJk3NfGB09Bpnr0KGDbdasWbZdu3bZduzYYbv33nttVapUsaWkpDjWeeutt2zx8fFm0rf03LlzNn/Z/19++cX24IMP2pYsWWLbv3+/beXKlbbatWvbunfvbvOnY+Dvf/+7be3atbaDBw/atm3bZrv//vttMTExtmvXrtn8Yf/t3nzzTVunTp1MPVi4cKHNH0yaNMlWtmxZ29KlS83n/69//ctWsmRJ29tvv+1YZ/LkybaIiAjbokWLbD///LPtgQcesFWvXt126dIlm6/tS+/evW0dO3a0HT9+3DGdPXvWZjU9evSw1a1b19TLhIQE25gxY2zh4eG2o0eP+tRnkpN9sdJn4svHkC8fM75wjHzzzTe21157zfbVV1+5/I3IyfvbsWNHW8OGDW0//PCDbf369bZatWrZevXqZflyV61a1TZ+/Pg077+r39DsELTn0qlTp8yHphUjvdWrVxe6oD03+2/3xRdf2AIDA21Xr161+et7oBVX19ETGX/Z/+3bt9sqVapkvoz8KWjv3LmzrV+/fmnm6Ynso48+av5/48YNW1RUlO2NN95wLD9//rwtKCjINn/+fJsv7Yv9x79Lly42K7t48aKtaNGiJnB01qRJE/Pj60ufSXb7YrXPxFePIV8+ZnztGFHpfyNy8v7u3r3bPG/Lli2Odb799ltbQECA7Y8//rBsue1Buzbw5hfpMblkT/soU6aM+KOc7L+uo5euihUrJv74Hly4cEFmzZplLg/HxMSIP+z/xYsX5ZFHHpH33ntPoqKixJ/oZeiVK1fKr7/+ah7//PPPsmHDBpMmpA4ePCgnTpwwl0ztIiIipHnz5rJp0ybxpX2xW7NmjUmV0rS4AQMGyJkzZ8RKrl27ZtI0goOD08zXS9e6P770mWS3L1b7THz1GPLlY8bXjhFXcvL+btq0yaTE3HrrrY51dP0iRYrI5s2bLVtuO02HKVu2rDRu3FjeeOMN87nlVuGMqgrIjRs3TM5Yq1atpH79+uJvcrL/p0+fNvmL/fv3F397D/72t7/JsGHDTNCuX4orVqyQwMBA8Yf9f/HFF82Pteby+5vhw4dLUlKSxMbGStGiRc2P56RJk0zepdIvdFWhQoU0z9PH9mW+si9K82AffPBBc1J64MABefXVV01Apj9Q+hwr0P4XLVq0MN9FN998s3mv58+fb8pYq1Ytn/pMstsXq30mvnoM+fIx42vHiCs5eX9PnDhhTjqcaeOgNiB56zPI6XGhff2aNGliyrpx40YZMWKEHD9+XN58881cvR5Bey4MHDhQdu3alebM1Z9kt//6Rd25c2epW7eujB07VvztPdAfpXvuucdUxGnTpkmPHj3k+++/z9D6Udj2f8mSJbJq1SrZvn27+KMvvvhCPv30U5k3b57Uq1dPduzYYU5stNNS7969pbDtS8+ePR3r33LLLdKgQQPT2VBb8dq2bStW8fHHH0u/fv2kUqVKJijRH8xevXrJtm3bxNdkty9W+kx8+Rjy5WPGl44RfzRkyBDH//W91wY9HcBCB3oICgrK8XZIj8mhQYMGydKlS2X16tVSuXJl8TfZ7b/2XNczeT3jX7hwoRQvXlz87T3QS2K1a9eWuLg4+fLLL83oMfpeFPb914BdW270sqW2etjTorp3725GVSrshg4daloX9UdRfwz/8pe/mCsP+mWs7OlCJ0+eTPM8fWy1VKLs9sWVGjVqSGRkpOzfv1+sRAOStWvXmpEljhw5Ij/++KNcvXrVlNeXPpPs9sVqn4kvH0O+fMz40jHiSk7e36ioKDl16lSa5ZpioiPKeOszyOtxoekzWvZDhw7l6vUI2rOh/Q40WNHgS4MTvbTkT3Ky/9rC3r59e3PmqK2uhallOa/HwP/r5C2pqalS2Pdff6B37txpWtTsk3rrrbdMbn9hp/n8mlPpTFu6NJVI6fulX96a5+tcZzQHUy9p+9K+uHL06FGTG6vDnVlRaGioKdu5c+dk+fLlJoXLlz6T7PbFap9JYTiGfPmY8YVjxJWcvL8tWrQwQ2o7X/nQ3yQ9tjQItmq5XdHfSa0n6dN9spXvrqyF3IABA8xQPmvWrEkzVI/21rbTxzpyxocffmh6Fq9bt848PnPmjK2w739iYqKtefPmtltuucWMlOK8TmEY7jAn78GBAwdsr7/+um3r1q2233//3fb999+bIR/LlCljO3nypM0f6kB6/jR6jI7KoKPm2Ie402HBIiMjbcOGDUszJFipUqVsixcvtu3cudOM4mCVoeJysy/Jycm2l19+2bZp0yaz/LvvvjMjVOgwr5cvX7ZZybJly8zIEr/99pvtP//5jxkmTr+rrly54lOfSXb7YrXPxJePIV8+ZnzhGNFyaGykk/5G6BDB+n/93czp+9uxY0db48aNbZs3b7Zt2LDB7ENBD/mY33Jv3LjRjByjQyZrvPDJJ5/YypUrZ3v88cdzXRaC9mzoB+Rq0nGr7XQ81OzWKaz7bx/m0tWkXw6FQXbvgQ41pWOTly9f3la8eHFb5cqVbY888oht7969Nn+pA/4ctCclJdleeOEFM3Z9cHCwrUaNGmaYtdTU1DTDgo0aNcpWoUIFMxRY27Ztbfv27bP52r7oiVr79u3ND44e6zqM2VNPPWU7ceKEzWo+//xzU34dflaHZBs4cKAZis3XPpPs9sVqn4kvH0O+fMz4wjGSWbygJ3o5fX/PnDljgnQd+1/Hoe/bt68Jqq1cbr13i55AaeOX1ombb77ZNPTl5YQpQP/Jz6UBAAAAAAWLnHYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAsDiCdgAAAMDiCNoBAAAAiyNoBwAAACyOoB0AAAD5cvXqVW8XodAjaAcAAPCCd955RyZMmGD+/95778nLL78svmLhwoXSuXNnqVatmpQsWVLuuOMObxep0CNoh1v16dNHAgICHFPZsmWlY8eOsnPnTm8XDfBb6eulfapcubK3iwZ45Pjv2rVrhvlr1qwx9eD8+fPiLT169JA5c+ZI8eLFZeLEifLEE0+IL4iPj5ennnpK7rvvPvn3v/8tO3bskG+++cbbxSr0inm7ACh8NEifNWuW+f+JEydk5MiRpmIfPnzY20UD/JZzvbQrWrSo18oDQKRChQry66+/mt/K8uXLS7Fi1g/LfvvtN3n99dflhx9+kHr16nm7OH6Flna4XVBQkERFRZmpUaNGMnz4cDly5Ij8+eefZvkvv/wid999t4SEhJiW+P79+0tKSorj+bp+dHS0BAYGSqVKleSVV16RGzdupGkZ0TP7Bg0aSHBwsNx+++2ya9cux/PPnDkjvXr1Ms8tUaKE3HLLLTJ//vw0ZdTtTZ06VWrVqmXKW6VKFZk0aZJZ5qpF0j7p6wO+Xi/tU7ly5RzLtZ7ddNNNps7UqFFDRo0alSFH9dChQy7rhXNLZXbrjB071nwvuLJo0SKzLuAtCxYsMIGo1hdN+/jrX/+aZrnOsx/ToaGh0rJlS9m6datjeZs2bWTw4MEut63zdXn6dYsUKWJ+8w4cOGBa3DOrH3b//e9/TUNYeHi4hIWFmbQUfa7Wrcx+u+yvq79948ePN1fZdB/1tZYtW5bhNXT99NuYPn26WbZ8+XKpWbOm+c3U7xAtw4MPPihHjx5Ns43FixdLkyZNzO+0fqeMGzdOrl275liu29Q6n/51M3v/QNCOAqbB+CeffGKCYw3QL1y4IB06dJDSpUvLli1b5F//+pd89913MmjQIMdz2rdvL0uXLpX9+/fLP/7xD/nggw/MNpwNHTrUfJnqNvRL4/7773cEGJcvX5amTZuawF6DeT0p+Mtf/iI//vij4/kjRoyQyZMnm8Bk9+7dMm/ePNPioY4fP+6Y7F/i9sf6BQ0URvrDO3v2bFMf3n77bfnwww/lrbfeSrOOzWYzf7XOan3QupFeTtYBrGjbtm0mXaVnz56mcUmDYP2N0HrhTINePbY1WNfAfeDAgW55ff1d0wA3K3/88YfExcWZgHvVqlWmzP369TPBsObD23+rXnrpJWnRooXj8VdffWWer3VbfzunTZtm0lb19/iBBx6QhISEDPVY01/sz3dOpdMGuJ9//tk0xn377beyevVqOXnypElBstf/9evXy+OPPy4vvPCC+U75+9//bt5He+MY8sb612HgczTg1k4pSoP0ihUrmnnamqDBsQbVc+fONV926t133zVB95QpU0zgrK3wdtevXzct8vrX2ZgxY+See+4x/9d8QP1C0U4x+oWrLezOnXmee+450zLwxRdfyG233SbJycnmi0tft3fv3mYdbTVo3bq1+b+2QDorU6ZMhnmAL9fLUqVKyc0332yCBD1JVprG5tyaqHXos88+k2HDhjnm20+M7S31WjfSy8k6gDePf7v0vytvvvmmtG3b1gTqSq88acD5xhtvmLx45xNcPba1HmkDlDuuDmngu3HjRnnyySfN/zOjnVUjIiJM3dRWeXs57ez7qH/1anX63y4N1vWqmp6YKP3d1dfTVnTdtnM91texP985lU5b6/Wx/p7HxMSYefp//R1duXKltGvXzrSq61Vz+2+strRrh1v9PtHfb+QNLe1wu7vuust0StFJW7f1TL5Tp07y+++/y549e6Rhw4aOgF21atXKfAns27fPMU/z5eyX6bt3727O2J1pC4KdBgV16tQx27Z/EeuXg6bF6DL98tKg3Z5Tr+ulpqaaL2fAH+ultrrpybSO/LB582az/PPPPzd1UX+ktc5oEJ++H0pSUpL561x/08vJOtqKqa+hQYGePOhVL8BTx7990iu5zvS3QeuAM32srdDOAb4GvXr86jGuv3HOwa7629/+Zpbr1eXmzZvL119/nWXZtHVaW8Y1mNU6kRUtt6bD2AP23NC6eezYMZf7aP/9dF43qzqswbo9YFdVq1Y1jWd6kqO0JV6vSOj7YJ/sLfcXL17MddnxP7S0w+20oms6jJ1+MeoXkV5uz6lnnnnG5MjppT/Nb9P/65duTmiriLaka8uBBu5aHt3GlStXzHJtuQf8vV5+9NFHJnjXnFI9aX700UdN65ieZNtb8tLn8+oPvl4xy+rKU07W0ZPsJUuWmEBIO7Ppj7mWzRc64aFwHP8qfQ52TukVKm151yvJ2nKtV3g1VcbeGq116bXXXjONQ9r5+//+7/9M583M6JVn3Zb+7mWXPuKp3y+tx5pn74peXciM/aqDpsbq94n+dqeXXQoQMkdLOwqcVmL9Eb906ZJpVdMzcP2Csvv+++/Ncv0ht9MW8tjYWPPlp2kr6fNi9Yfe7ty5c6b3vW7bvr0uXbrIY489Zlr1tbVel9vVrl3bfPHpZTzAX2md00kDZ70sry1lGmjceuutpo7olbH0tA+J1susfnRzso5ettcASuu8Xj7XeqotiIA36W+I/n4408eafuKcHhIZGWmOXz1utdVdj92DBw86lutJry7XDq0auGqDUfqWbDttddZ6p2kqOWk91wEYNF88Lzcy0o6rGoi72se6des6HmunVv1dbdy4scvtaP3WfHad7PT7Qk+C7NvRDqh69Vzfh/STfu8gb3jn4HbauqDDV+mkX1SaU65n3Zq3rkG4/pjrD7V2EtVcOl2uHUXtHUH10qL2jtdRKLQD6ooVKzJ8eehlNw26dRva4qFfovZxeDXg0OdoIKKv//TTT5tOMnb6+vpFq7l12sKhX1B6EvDPf/7Tw+8U4P16ee+995o6o6kw2rqu9WHGjBmmj4idBh0ff/yxyfnt27evy+3nZB3ndADt26In79qZTi+p169f3+37DOSGpqjo74qmV2pDj/aX0r5P6W94pP2itB5p67ku1xx37UtlpyfCenwnJiaaDpgajDs3Sjmz54K7GkfeFR20QVNXNCddW/c1dUfrnXN6aXZXCfQEQdPh9Dmad64nHdphVOk29fdYr1LrCbwr2p9MT3AeeeQRs75O+n8dicbeJ2306NHm91VPWvT3XL9z9PvFue+M0pMPfa/sk1710/fPeZQZOLEBbtS7d2/tOu6YwsLCbM2aNbN9+eWXjnV27txpu+uuu2zBwcG2MmXK2J566ilbcnKyY/m9995ri4yMtAUFBdlq1aplmzRpku3GjRtm2erVq812v/76a1u9evVsgYGBtttuu832888/O55/5swZW5cuXWwlS5a0lS9f3jZy5Ejb448/bubZXb9+3TZx4kRb1apVbcWLF7dVqVLF9vrrr2fYH30tfU2gsNXLJk2a2ObPn+9YZ+jQobayZcuaevPwww/b3nrrLVtERIRZtnXrVluNGjVs8fHxpu7Y2evjuXPncrSOGjNmjKMcRYoUscXExNhGjRplli1cuNDMB9x9/Dt//2d2bCr9rapbt67jd+GNN95I8xz9zbAfvyEhIeb3beXKlY7ld955p2O5/j7p79QXX3xhlr3wwgtmufO6AQEBti1btjjmaf1o2LBhlvujv3ft27e3lShRwtTlO+64w3bgwIE06+h2nF/LTuvm2LFjbZUqVTL7qK/17bffOpa3bt3a9tBDD9mOHDmSYb/1O8FOX69z586mDPqd0a1bN9vRo0fTPGfZsmW2li1bmvcpPDzc/FZ/8MEHjuXO30npJy0/MgrQf5yDeMDKdJx0zW3XS3facx8AABQe2h9N7+ugQ24iLdJjAAAAYAnaIZ1O6a7xrgAAAMASnG+2iLRIjwEAAAAsjvQYAAAAwOII2gEAAACLI2gHAAAALI6gHQAAALA4gnYAAADA4gjaAQAAAIsjaAcAAAAsjqAdAAAAEGv7/wBRlvQdUS1SHwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 750x750 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Добавим категорию, если её нет\n",
"if \"Категория\" not in df.columns:\n",
" df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"]\n",
"\n",
"# Boxplot\n",
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
"plt.title(\"Boxplot по категориям\")\n",
"plt.show()\n",
"\n",
"# Histplot\n",
"sns.histplot(df[\"Баллы\"], bins=5, kde=True)\n",
"plt.title(\"Histplot баллов\")\n",
"plt.show()\n",
"\n",
"# Scatterplot\n",
"sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n",
"plt.title(\"Scatterplot: Возраст vs Баллы\")\n",
"plt.show()\n",
"\n",
"# Pairplot\n",
"sns.pairplot(df)\n",
"plt.suptitle(\"Pairplot по всем числовым столбцам\", y=1.02)\n",
"plt.show()\n",
"\n",
"# Heatmap только по числовым столбцам\n",
"corr = df.select_dtypes(include='number').corr()\n",
"sns.heatmap(corr, annot=True, cmap=\"coolwarm\")\n",
"plt.title(\"Корреляционная матрица (heatmap)\") #распределение\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "640d1616",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████████████████████████████████████████████████| 100/100 [00:01<00:00, 96.12it/s]\n",
"Обработка строк df: 100%|████████████████████████████████████| 4/4 [00:00<00:00, 6428.05it/s]\n",
"Загрузка: 100%|████████████████████████████████████████████| 50/50 [00:01<00:00]\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"\n",
"# 1. Обычный прогресс-бар\n",
"for i in tqdm(range(100)):\n",
" time.sleep(0.01) # Симуляция долгого процесса\n",
"\n",
"# 2. tqdm для обработки данных DataFrame\n",
"for idx, row in tqdm(df.iterrows(), total=len(df), desc='Обработка строк df'):\n",
" # Здесь можно обработать каждую строку\n",
" pass\n",
"\n",
"# 3. Кастомное описание прогресс-бара\n",
"total_steps = 50\n",
"for i in tqdm(range(total_steps), desc='Загрузка', ncols=80, bar_format='{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}]'):\n",
" time.sleep(0.02)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3abbd326",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 319 entries, 0 to 318\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Source 319 non-null object \n",
" 1 Year 319 non-null int64 \n",
" 2 Mean 319 non-null float64\n",
"dtypes: float64(1), int64(1), object(1)\n",
"memory usage: 7.6+ KB\n",
"None\n",
" Year Mean\n",
"count 319.000000 319.000000\n",
"mean 1943.545455 -0.005916\n",
"std 47.318973 0.390029\n",
"min 1850.000000 -0.597500\n",
"25% 1904.500000 -0.296200\n",
"50% 1944.000000 -0.106700\n",
"75% 1984.000000 0.183350\n",
"max 2024.000000 1.175500\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
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{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка строк annual_df: 100%|████████████████████████| 319/319 [00:00<00:00, 41209.28it/s]\n"
]
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm\n",
"\n",
"# Загрузка данных\n",
"annual_df = pd.read_csv('annual.csv')\n",
"\n",
"# Базовый анализ\n",
"print(annual_df.info())\n",
"print(annual_df.describe())\n",
"\n",
"# Histplot по первому числовому столбцу\n",
"num_cols = annual_df.select_dtypes(include='number').columns\n",
"if len(num_cols) > 0:\n",
" sns.histplot(annual_df[num_cols[0]], bins=20, kde=True)\n",
" plt.title(f'Histplot: {num_cols[0]}')\n",
" plt.show()\n",
"\n",
"# Scatterplot по первым двум числовым столбцам\n",
"if len(num_cols) > 1:\n",
" sns.scatterplot(x=annual_df[num_cols[0]], y=annual_df[num_cols[1]])\n",
" plt.title(f'Scatterplot: {num_cols[0]} vs {num_cols[1]}')\n",
" plt.show()\n",
"\n",
"# Boxplot по первому числовому столбцу\n",
"cat_cols = annual_df.select_dtypes(include='object').columns\n",
"if len(cat_cols) > 0 and len(num_cols) > 0:\n",
" sns.boxplot(x=annual_df[cat_cols[0]], y=annual_df[num_cols[0]], data=annual_df)\n",
" plt.title(f'Boxplot: {num_cols[0]} по {cat_cols[0]}')\n",
" plt.show()\n",
"\n",
"# tqdm для обработки строк \n",
"for idx, row in tqdm(annual_df.iterrows(), total=len(annual_df), desc='Обработка строк annual_df'):\n",
" pass # Здесь может быть ваша обработка"
]
}
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