docs/python/seaborn.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入工具库"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用Seaborn绘制统计型数据可视图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn是基于matplotlib开发的高阶Python数据可视图库，用于绘制优雅、美观的统计图形。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用下列别名导入该库："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 Seaborn 创建图形的基本步骤：\n",
    "- Step 1 准备数据\n",
    "- Step 2 设定画布外观\n",
    "- Step 3 使用 Seaborn 绘图\n",
    "- Step 4 自定义图形\n",
    "- Step 5 展示结果图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = pd.read_csv(\"../_static/dataset/tips.csv\")\n",
    "# tips = sns.load_dataset(\"tips\")  # Step 1\n",
    "sns.set_style(\"whitegrid\")  # Step 2\n",
    "g = sns.lmplot(x=\"tip\", y=\"total_bill\", data=tips, aspect=2)  # Step 3\n",
    "g = g.set_axis_labels(\"Tip\", \"Total bill(USD)\").set(xlim=(0, 10), ylim=(0, 100))\n",
    "plt.title(\"title\")  # Step 4\n",
    "plt.show(g)  # Step 5"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据准备"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**可以是numpy数组和Dataframe等数据格式**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "uniform_data = np.random.rand(10, 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame({\"x\": np.arange(1, 101), \"y\": np.random.normal(0, 4, 100)})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Seaborn 提供了内置数据集：**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "titanic = pd.read_csv(\"../_static/dataset/titanic.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = pd.read_csv(\"../_static/dataset/iris.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画布外观"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(5, 6))  # 创建画布与子图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn 样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()  # 设置或重置 Seaborn 默认值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")  # 设置 matplotlib 参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"ticks\", {\"xtick.major.size\": 8, \"ytick.major.size\": 8})  # 设置 matplotlib 参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'figure.facecolor': 'white',\n",
       " 'axes.labelcolor': '.15',\n",
       " 'xtick.direction': 'out',\n",
       " 'ytick.direction': 'out',\n",
       " 'xtick.color': '.15',\n",
       " 'ytick.color': '.15',\n",
       " 'axes.axisbelow': True,\n",
       " 'grid.linestyle': '-',\n",
       " 'text.color': '.15',\n",
       " 'font.family': ['sans-serif'],\n",
       " 'font.sans-serif': ['Arial',\n",
       "  'DejaVu Sans',\n",
       "  'Liberation Sans',\n",
       "  'Bitstream Vera Sans',\n",
       "  'sans-serif'],\n",
       " 'lines.solid_capstyle': 'round',\n",
       " 'patch.edgecolor': 'w',\n",
       " 'patch.force_edgecolor': True,\n",
       " 'image.cmap': 'rocket',\n",
       " 'xtick.top': False,\n",
       " 'ytick.right': False,\n",
       " 'axes.grid': True,\n",
       " 'axes.facecolor': 'white',\n",
       " 'axes.edgecolor': '.8',\n",
       " 'grid.color': '.8',\n",
       " 'axes.spines.left': True,\n",
       " 'axes.spines.bottom': True,\n",
       " 'axes.spines.right': True,\n",
       " 'axes.spines.top': True,\n",
       " 'xtick.bottom': False,\n",
       " 'ytick.left': False}"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.axes_style(\"whitegrid\")  # 返回参数字典或用 with 设置临时样式"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 上下文函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context(\"talk\")  # 将上下文设置为 \"talk\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context(\n",
    "    \"notebook\", font_scale=1.5, rc={\"lines.linewidth\": 2.5}\n",
    ")  # 上下文设为 \"notebook\"，缩放字体，覆盖参数映射"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette(\"husl\", 3)  # 定义调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<svg  width=\"330\" height=\"55\"><rect x=\"0\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#f77189;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"55\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#bb9832;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"110\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#50b131;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"165\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#36ada4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"220\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#3ba3ec;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"275\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e866f4;stroke-width:2;stroke:rgb(255,255,255)\"/></svg>"
      ],
      "text/plain": [
       "[(0.9677975592919913, 0.44127456009157356, 0.5358103155058701),\n",
       " (0.7350228985632719, 0.5952719904750953, 0.1944419133847522),\n",
       " (0.3126890019504329, 0.6928754610296064, 0.1923704830330379),\n",
       " (0.21044753832183283, 0.6773105080456748, 0.6433941168468681),\n",
       " (0.23299120924703914, 0.639586552066035, 0.9260706093977744),\n",
       " (0.9082572436765556, 0.40195790729656516, 0.9576909250290225)]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.color_palette(\"husl\")  # 使用 with 临时设置调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "flatui = [\"#9b59b6\", \"#3498db\", \"#95a5a6\", \"#e74c3c\", \"#34495e\", \"#2ecc71\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette(flatui)  # 设置调色板"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用Seaborn绘图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 坐标轴栅格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(titanic, col=\"survived\", row=\"sex\")  # 绘制条件关系的子图栅格\n",
    "g = g.map(plt.hist, \"age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18ab68e7280>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 651.5x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"pclass\", y=\"survived\", hue=\"sex\", data=titanic)  # 在分面栅格上绘制分类图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18ab47353d0>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 680.75x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(\n",
    "    x=\"sepal_width\", y=\"sepal_length\", hue=\"species\", data=iris\n",
    ")  # 绘制适配分面栅格的数据与回归模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = sns.PairGrid(iris)  # 绘制配对关系的子图栅格\n",
    "h = h.map(plt.scatter)  # 绘制配对的双变量分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x18ab68f0bb0>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris)  # 绘制双变量图的边际单变量图栅格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = sns.JointGrid(x=\"x\", y=\"y\", data=data)\n",
    "i = i.plot(sns.regplot, sns.jointplot)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 各类图形"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**散点图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='petal_length'>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"species\", y=\"petal_length\", data=iris)  # 含分类变量的抖动图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='petal_length'>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"species\", y=\"petal_length\", data=iris)  # 不重叠分类蜂群图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**条形图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sex', ylabel='survived'>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"sex\", y=\"survived\", hue=\"class\", data=titanic)  # 用散点图示符显示点估计值和置信区间"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**计数图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='deck', ylabel='count'>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"deck\", data=titanic, palette=\"Greens_d\")  # 显示观测数量"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**点图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='class', ylabel='survived'>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(\n",
    "    x=\"class\",\n",
    "    y=\"survived\",\n",
    "    hue=\"sex\",\n",
    "    data=titanic,\n",
    "    palette={\"male\": \"g\", \"female\": \"m\"},\n",
    "    markers=[\"^\", \"o\"],\n",
    "    linestyles=[\"-\", \"--\"],\n",
    ")  # 显示点估计和置信区间"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**箱形图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='alive', ylabel='age'>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mzbIEnYKCAs2bN09btmwp83zFj7pfvHhRb7zxhiUM5OTkaM6cOfruu++uqf7iMU9JSUlXDRa20rx5c0nSF198oWPHjlm25+XladmyZZo+fbplW/H390qKp1ZYuHChoqOjS4TMmJgYy/4OHTo4xZQKQFXjthpQC3z//fd6//33NWbMGEVFRV3Ta93c3PTkk0/qpZde0v79+9WjRw+FhoYqPz9fJ0+eVGFhoW644QYlJiYqLS1N586dU+vWrRUREaGZM2fq+eef1/vvv69Vq1apadOmOn36tNLT03XXXXeV2QsUERGhvn376vPPP9fixYv12WefqWHDhjp58qQyMzP11FNP6b///W+F6y9+Ki4hIUG9e/dWcHCwVqxYYelRsgePPvqodu/ereTkZPXt21ehoaFyd3fXyZMnlZ2drcDAQIWFhSk2NrbULcyy/OUvf1F8fLzmz5+v2bNna8GCBQoNDVVqaqoSEhIkXb799s4771T3pQEOiZ4jwMnl5eVpwYIFSk5O1oIFC646ELosw4cP15IlS3TrrbfK19dXcXFxSklJUfv27TV16lR9+umnltto27Zts7yuX79+WrVqle677z55enrqyJEjCgoK0gsvvKDJkyeXe77XXntNU6dOVevWrZWdna1Tp06pbdu2io6O1tixY6+p9q5du2rSpEkKCQlRUlKSzpw5owsXLlzz96A6tWnTRp999pn69eunxo0b69SpUzp16pSaNm2q8ePHa+PGjZb15LZv316hW4SPPvqoVq5cqb59+6pOnTqKjY1VWlqabrjhBj355JNas2aNZbA3gJIMZnu+EW+Hihey3Lp1q40rASrm448/1po1a2Q2m2UwGDR48GANGDBAJ06cUFhYGINxUSG5ubn8m4FDu5b/v+k5ApxYYmKi1q1bZ+lpMJvNWrt2rVM+8QUAVYVwBDgps9ms6OjoUrdgzGZzuU+KAQAYkA04rYSEhDIf0zaZTIqNjVXv3r1rvig7MWzYsD/1uu7du2v8+PFVXA0Ae0M4ApxUSEiIOnTooJ9++kkmk8my3cXFRa1atSpzgdPaoiLLapSleP4gAM6t9r47Ak7OYDBo7NixpWa0NhgM+tvf/qbMzEwbVWZ7R44csXUJAOwYY44AJ9aoUSMNGDDAMqePwWDQwIEDy11SAgBAOAKc3qBBgyxLcgQGBmrgwIE2rggA7BvhCHByHh4e+sc//qGgoCCNGzdOHh4eti4JAOwaY46AWiAqKuqalw0BgNqKniOgFvj44481ePBgffzxx7YuBQDsHuEIcHKXLl3SmjVrZDKZtGbNGl26dMnWJQGAXSMcAU7u1VdfLbF8yGuvvWbjigDAvhGOACf2448/KjY2tsS23377rdQ2AMD/IRwBTspkMmnu3Lll7luyZEmpNdcAAJfxtBrgpH744QdlZGSUuS8rK0v5+flXPcaUKVOUkpJS1aXViHr16mn69Om2LgOAAyIcAU6qU6dO8vHxUVZWVql9Xl5ecnd3v+oxUlJSlHQ+SZ4u3tVRYrXJNWVX+THPnDmjnj17Vqitr6+vYmJi/tR5RowYof379+vtt99Wr169/tQxAFQO4QhwUgaDQQ0bNtSxY8dK7atfv75lSZGr8XTxVrfAflVdXrXambqhWo/ft2/fK+739nasMAmgJMIR4KQSEhLKDEaSdPr0aRUWFtZwRc5j9uzZti4BQDViQDbgpBo1aiRXV9cy97m4uJS7DwBqO3qOACd18OBBFRUVlbnPZDJVaEA2Ki8/P1+rV6/WV199pd9//10ZGRny8vJSixYt1LdvXw0fPlwuLlf/nPrll19q5cqVOnr0qNLT01W/fn1FRUXp4YcfVqtWrUq1T0hI0MKFC7Vjxw4lJSWpTp066tSpk8aOHauOHTtWx6UCToNwBDipTp06ydfXt8wn1nx8fCo0IBuVk5+fr4ceekgxMTHy8/NThw4d5OnpqZMnT+rQoUM6dOiQ4uLi9NJLL13xOAsXLtScOXNkNBp14403qm7dujp27Jg2bNigr776SkuWLNGNN95oaf/999/rkUceUUZGhpo1a6YePXrowoUL+vbbb7Vt2za9+OKLuv/++6v78gGHRTgCnJSLi4v+9a9/lfkf78MPP1zhAdn481auXKmYmBi1adNGH330kXx8fCz7Pv/8cz399NNavXq1nnnmGdWpU6fMY+Tn5+vdd9+Vm5ub1q9fr+uvv96yb+7cuVqwYIHeffddvf/++5Kkixcv6oknnlBGRoamTp2q4cOHW37W33//vcaPH69p06apbdu2uuGGG6rx6gHHxZgjwIm1b99eLVu2LLGtVatWioiIsFFFziEyMrLcPyNGjLC0c3Nz0x133KFnnnmmRDCSLj/x5ufnp8LCQp0/f77cc2VkZCg7O1vu7u4KDg4usW/cuHF6/vnnNXLkSMu2VatWKTU1Vffdd58eeOCBEiE4KipK48ePV2FhoRYvXlzZbwPgtOg5Apzcs88+q4ceekhms1kuLi7697//beuSHN6VHuVv0aKF5e/Dhg3TsGHDSuzPy8vTiRMndPjwYZlMJklSQUFBucerV6+ewsPDFRcXpwEDBqhfv366/fbb1a5dO9WpU6dEMJKkPXv2SJJuueWWMo93xx13aPbs2dq7d++VLxKoxQhHgJPz8/PToEGDtHbtWg0cOFB+fn7Kzc21dVkO7Voe5U9LS9Onn36qXbt26cSJE0pOTrYs3VLcq3O1pVz++9//6vHHH9fx48f1zjvv6J133pGvr69uu+029e/fXz169LC0TUxMlCQ9//zzev7558s9ZnJysgoKCmQ0Git8LUBtQTgCaoHhw4dr+PDhti6j1jlw4IDGjRunzMxM+fv7q02bNrr33nsVERGhzp07a+TIkTp79uxVj3P99dfriy++0L59+7Rt2zbt3btXv//+uzZt2qRNmzapb9++lsBW3Bt1++23q27dulc8bmFhIeEIKAPhCACqgdls1nPPPafMzEyNHj1aEydOLDW31KVLlyp8PBcXF9188826+eabJUmpqanasGGDZs+erc8//1wjRoxQ+/btFRQUpBMnTmjUqFG69dZbq/SagNqCAdkAUA1SUlJ08uRJSdJjjz1WKhgdOHBAmZmZkv6vt6csP/30k+677z794x//KLE9MDBQo0aNssxZVNwD1aVLF0nS1q1byzzeli1bdM899+i55577E1cF1A6EIwCoBnXq1LHcsvr6669L7Pvtt980adIky9d5eXnlHuf6669XQkKCvvvuO23evLnEvri4OP3yyy9ycXFRmzZtJElDhgyRj4+PPvnkEy1fvrzEeKZjx45p+vTpOnHihEJDQyt7iYDT4rYaAFQDT09PPfjgg/rggw80adIkrVixQsHBwUpISNDPP/8sLy8vNWnSRGfOnNGFCxfKPY63t7deeuklPfPMM3riiSd0ww036LrrrlN6eroOHDigwsJC/fOf/9R1110nSQoODtbcuXP15JNPatq0aVq8eLEiIyOVkZGhAwcOqKioSHfeeacefvjhmvpWAA6HcATginJN2dW+yn1VyzVly09lT6pYkyZNmqQWLVpoxYoViouL088//6yGDRtqyJAhGjNmjLZt26ZXXnlFmzdvVu/evcs9Tr9+/eTv76+lS5fq8OHDOnLkiHx9fXXzzTdr+PDhuvPOO0u079Gjh9avX69FixZp9+7d+u677ywzdP/tb39T37595ebG2z9QHoP5as+QooSePXtKKv9+PmCPvv/+e73//vsaM2aMoqKilJubqxMnTigsLEyenp7lvm7KlClKSUmpwUqrTr169TR9+nRbl+E0KvpvBrBX1/L/Nx8dACeXl5enBQsWKDU1VQsWLFC7du0q/FrCBYDaiAHZgJNbs2aN0tLSJF2ekHDt2rU2rggA7BvhCHBiiYmJWrduneWJJbPZrLVr1yopKcnGlQGA/SIcAU7KbDYrOjq61NIUZrNZq1atslFVAGD/CEeAk0pISNChQ4dKTTBoMpkUGxurwsJCG1UGAPaNcAQ4qZCQEHXo0EEuLiV/zV1cXNSqVSse5QaAcvDuCNiBoqIixcfHKz8/v0qPe+edd+qnn34qtb1Lly4qKChQbm7uVVeEryiDwSAPDw/LSvMA4KgIR4CNFRQUaMqUKYqLi6uR85lMJi1ZskQjRoyQh4dHqTW/KsPT01ONGzcu1VsFAI6EdzDAxpKSkmosGFW33NxcxjIBcHiEI8DGgoODFR4ebusyqoSnpydjmQA4PN7FABszGo2aOXNmtYw5kqT4+HhFR0dbvh47dqyaNm2qoqIiNWjQQB4eHlVyHsYcAXAWhCPADri6uqpFixY1cq7Q0FCFhYXpxIkT8vT0ZJ0sAPgDbqsBAABYoecIQLmmTJmilJQUW5fxp9SrV4+FcwH8KYQjAOVKSUnRuaQkmT38bF3KNTHkXbJ1CTZlNpuVl5dXZXNYSVJeXp4KCgp07Ngxubi4qLCwUGlpaQoICKi2Qfju7u4KDQ2t0ukmgIogHAG4IrOHn/JvHWfrMq6J+66FVXq8+fPn66233rqm1zz22GN6/PHHq7SOijCZTDp79qxyc3Or9LhFRUVKT0/X0qVLa7Q3MTw8XNOnT5fRaKyxcwKEIwC4isjISPXt27fEtpycHH3zzTeSVGpf8WtsobCwsMqDkS3FxcUpKSlJISEhti4FtQjhCACuonfv3urdu3eJbWfOnLGEo9mzZ9uirDK5ubnJ09PTaQJSeHi4goODbV0GahnCEQA4ERcXF4WEhFTLmKO8vDw99dRTOnXqVKm5s0JDQ6vsXMWcZcxRda2dWIzxX1WPcAQA1WDt2rV67rnn9OSTT8poNGrx4sXKzs5WRESEPv74Y73wwgtat26dnnvuOY0aNarEay9duqSoqChJ0pEjR0rsy8/P18qVK/XZZ5/p2LFjMpvNat68uQYMGKChQ4fKaDTKYDBU+fxVBoNBRqNRYWFhpdbOCw0NVatWrar0fM6iptdOrE61afwX4QgAqtGGDRsUHx+vrl27SpICAgL+9H8u2dnZGjNmjA4cOCBfX1917NhR7u7uiomJ0fTp07V161YtXLhQ7u7uVXkJqARnWjuxNo3/cphwlJqaqoULF2rbtm06e/asPD091a5dO40bN05dunQp1X737t2Kjo5WbGyscnNz1bx5cw0dOlSDBw9meQMANebEiRN66aWXNHToUEmXnyb7s2bMmKEDBw7otttu06xZsxQQECBJunjxoh5//HHt2bNHc+fO1bPPPlsltaPyitdOdIaAVJvGfzlEODp27JhGjhyp5ORkhYSEqHv37jpz5ox27typXbt26a233lKvXr0s7ZcvX65p06bJaDSqS5cuMhqN2rt3r6ZMmaKYmBi99tprNrwaALWJj4+PBg8ebPn6j7ekKiopKUnr16+Xj49PiWAkSXXr1tXrr7+uXr16acWKFXrsscdUp06dSteOyrPF2omM/6o8uw9HhYWFmjBhgpKTkzVq1ChNmjTJ8sNZvXq1Jk+erGeffVa7d++Wu7u7jh8/runTp8vPz09Lly5Vy5YtJUlnz57VyJEjtX79enXv3l19+vSx5WUBqCUiIiKqZJDs999/r8LCQnXs2LFEMCrWsGFDtWzZUocPH9ahQ4fUrVu3Sp8TVaOm105k/Ffl2f3aal9//bWOHDmiqKgoPffccyVS6+DBg3XbbbfJz89Pv/76qyQpOjpaJpNJo0ePtgQjSWrcuLGmTp0qSVq8eHHNXgSAWsvf379KjnP27FlJl0NSZGRkmX8OHz4sSUpMTKyScwK1ld33HH355ZeSpDFjxpS5//333y/x9fbt2yWp1JwkknTLLbfIz89Phw8f1oULF1S/fv2qLRYA/uDP3EYrKioqta34sfywsDC1adPmiq9v2LDhNZ8TwP+x+3D0888/S5I6dOig9PR0bdq0SbGxsXJzc9NNN92ku+++29KbdOHCBaWmpsrDw0NhYWGljuXq6qrmzZvr0KFDOnLkCOEIgM0UPxhSVhC6dKn02nBBQUGSpNatW9vVpJOAM7LrcJSfn6+EhAR5eHjol19+0cSJE5WWlmbZv3z5crVu3VrvvfeegoODdf78eUmX30TKeyKt+A0mOTm5+i8AAMrh4+Mjqez3oh9++KHUtqioKBkMBu3evVs5OTny8vIqsT87O1tDhw6Vj4+Ppk+fXmNjXABnZNdjjjIzMyVdfvT1scceU8uWLbVmzRr98MMP+uSTT9S2bVv98ssv+uc//ymTyaScnBxJKvWmYc3Dw0OSlJWVVW6bnj17lvuHe/kAqkLx2msbN24sEZCOHTumefPmlWrfpEkT9e7dW6mpqZowYYJSU1Mt+/Lz8/XCCy/oyJEjSk9PV/Pmzav/AgAnZvc9R9LlGUZbtGih999/3/LUR8eOHfXBBx/onnvu0eHDh7V161bVq1evwseuymn1AWdmyLtU5avcVzdD3iVJVTtDdFXr06eP3nvvPZ05c0b33nuvOnfurKysLMXExKhTp05ydXXVmTNnSrxm2rRpOnXqlLZt26ZevXqpTZs28vHx0Y8//qiUlBQFBATozTffZC43oJLsOhxZ9wA98MADpR6H9fX1Vb9+/bR48WLt2bNH999/vyRdccHFvLw8SZK3t3e5bbZu3Vruvp49e1aodsAZXMsHDvviafe1+/j4aMWKFXrrrbe0bds2fffdd2rcuLEeeeQRjRs3Tv369Sv1Gn9/f33yySdavny5Nm3aZHk6rXHjxurfv79GjRqlBg0a1PSlAE7HrsNRnTp15O7urvz8fDVp0qTMNsXbU1NTLW8KFy5cKPeYSUlJklRrZvkEKmP69Om2LsFuNWnSpNS6Z9YGDhyogQMHXvEYwcHBmjZtWpn7vvrqqzK3e3p6avTo0Ro9enTFiwVwTex6zJGrq6vCw8MlyTLY+o+Kg1C9evXk7++vBg0aKCcnR6dPny7VtqioSMePH5d0eWI2AACAP7LrcCRJPXr0kHR58cY/MpvN+u677yRJnTt3LtF+y5Ytpdrv2rVLGRkZat26NT1HAACgTHYfjoYOHSo/Pz/t3r1b7733nmUgtdls1ptvvqmff/5ZzZo10x133CFJGj58uNzc3PTuu+/qp59+shzn7NmzevnllyVJ48ePr/kLAQAADsGuxxxJl+/Jz5kzR48//rjeeOMNrV27VhEREfr999918uRJ+fv7a/bs2XJ3d5cktWzZUhMmTNCsWbM0bNgwde7cWR4eHtq3b59lHpCyZs8GAACQHCAcSdLtt9+uDRs26L333tPu3bu1fft21a9fX0OGDNE//vGPUoO1x4wZo7CwMC1ZskQ//vijDAaDWrRooQceeED9+/e30VUAAABH4BDhSJKaNWumV155pcLtiydtBAAAuBZ2P+YIAACgJhGOgFqMmeJRUfxbQW3iMLfVULWKiooUHx9vWaKlOhQWFiotLU0BAQGlZjevKu7u7goNDZWrq2u1HN9ZFX+/CgoKrrgWIVCseHWB6vpdBuwJ/8proYKCAk2ZMkVxcXG2LqVKhIeHa/r06TIajbYuxWEYjUZ5eHjo4sWL8vX1ZS0uXFFRUZFSU1Pl4+NDOEKtwL/yWigpKclpgpEkxcXFKSkpSSEhIbYuxaHUr19fCQkJOnPmjOrWrSuj0UhIgoXZbFZRUZFycnJ08eJFmUwmNWrUyNZlATWCcFQLBQcHKzw83GkCUnh4ODOe/wl+fn6SLi/Bk5CQYONqYK9cXV3l7e2t4OBgy3xygLMjHNVCRqNRM2fOrNYxR/Hx8YqOjrZ8PXbsWIWGhlb5eRhzVDl+fn7y8/NTQUGBioqKbF0O7IyLiws9iqiVCEe1lKurq1q0aFFj5wsNDVWrVq1q7Hy4NkajkTFbAPD/8Sg/AACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFcIRAACAFbeqOpDJZNIvv/yi48ePKyMjQw8++KAKCgp07tw5XXfddVV1GgAAgGpVJeFozZo1mj9/vs6fP2/Z9uCDD+rs2bPq06eP7r33Xs2YMUMeHh5VcToAAIBqU+lwNHfuXEVHR8tsNsvFxUUuLi4qKiqSJJ07d05FRUX64osvdP78eX3wwQdyc6uyzioAAIAqV6kxR3v37tXChQvl6empF198Ufv371e7du0s+7t06aLXX39dXl5eiomJ0cqVKytdMAAAQHWqVDhaunSpDAaDZs6cqaFDh6pOnTql2vTr10+vv/66zGazPv/888qcDgAAoNpVKhwdOnRI9evX17333nvFdr169VJwcLCOHj1amdMBAABUu0qFo4sXL6pBgwYVatugQQPl5uZW5nQAAADVrlLhyN/fX6dPn75qO7PZrDNnziggIKAypwMAAKh2lQpHnTp10qVLl/TFF19csd26deuUlpamjh07VuZ0AAAA1a5S4WjEiBEym82aNm2atm7dWmq/yWTSqlWrNG3aNBkMBg0dOrQypwMAAKh2lZp0KCoqSmPGjNH777+vxx57TD4+PiooKJAkDR48WPHx8crKypLZbNaQIUN0yy23VEnRAAAA1aXSa6s9/fTTevHFFxUYGKjMzEzl5eXJbDbr559/VmZmpurUqaOJEydq2rRpVVGvxRNPPKHIyEitXbu2zP27d+/WQw89pJtvvlkdO3bUoEGDtGrVKpnN5iqtAwAAOJcqma566NChGjRokA4ePKi4uDhlZGTIy8tLYWFhioqKkpeXV1WcxmLVqlXavHlzufuXL1+uadOmyWg0qkuXLjIajdq7d6+mTJmimJgYvfbaa1VaDwAAcB5VtpaH0WhU586d1blz56o6ZJlOnDihmTNnlrv/+PHjmj59uvz8/LR06VK1bNlSknT27FmNHDlS69evV/fu3dWnT59qrRMAADgmh1roLD8/XxMnTpSLi4tuuOEG/frrr6XaREdHy2QyafTo0ZZgJEmNGzfW1KlTNWbMGC1evJhwBAC1XFZWlk6dOmXrMiolPj7+il87mqZNm8rHx8fWZVQuHLVq1arCbV1dXeXp6an69eurdevWGjZsmG666aZrOt8bb7yhX375Ra+//ro2b95cZjjavn27JKl3796l9t1yyy3y8/PT4cOHdeHCBdWvX/+azg8AcB6nTp3S5MmTbV1GlYqOjrZ1CZUyY8aMa8oW1aVS4ehaBjcXFhYqMzNTmZmZio+P15dffqlJkyZp1KhRFXr97t279cEHH+gvf/mL+vfvX+aYowsXLig1NVUeHh4KCwsrtd/V1VXNmzfXoUOHdOTIEcIRropPlvbHXj5ZAnBelQpHv/32m5588klt2bJFt99+u0aOHKk2bdqoTp06ysrKUmxsrD755BNt2rRJHTp00KRJk5SRkaHt27fr008/1axZs9SpUye1a9fuiudJTU3VpEmT1LBhQ7344ovltjt//rwkKSgoSAaDocw2QUFBkqTk5ORyj9OzZ89y9yUmJqpRo0ZXrBfOg0+W9sdePlkCcF6VCkcff/yxvv76az344IOaMmVKiX1+fn6WAdphYWF65513dPz4cQ0ePFjdu3dXy5Yt9Z///EcrVqy4ajh6/vnnlZKSog8//FB+fn7ltsvJyZGkKz4d5+HhIelyjwAAAMUKInvJVCfI1mVcO1ORDPlZMrv7SC6utq7mmrhkJst45Btbl1FKpcLRqlWrVKdOHU2aNOmK7R555BEtW7ZMK1as0ODBgyVdniRy7ty5iomJueJrly9frm3btmns2LFXfRLOxaXi0zZd6ZZgWbN9F7tSrxIAwHGZ6gTJ7N/E1mX8KY46g5/J1gWUo1Lh6MSJE4qIiJC7u/uVT+LmpmbNmunIkSOWba6urgoJCdHx48fLfV1cXJxee+01tW7dWk8++eRV6ykeh5Cbm1tum7y8PEmSt7f3VY8H/BGfLGuevX6yBOC8KhWOfH19lZiYWKG2Z8+elaenZ4lteXl5V7wFNnv2bOXl5cnT01PPPfdciX2//PKLJOnTTz/V7t27FRUVpbvvvlvS5YHZ5UlKSpIkBQcHV6huwBqfLGuevX6yBOC8KhWObrjhBu3YsUPLly/XAw88UG67VatW6cKFCyXWVktOTtbJkycVGRlZ7uuys7MlSQcOHNCBAwfKbHPw4EEdPHhQbm5uuv/++9WgQQOdP39ep0+f1nXXXVeibVFRkaWnKiIiosLXCQAAao9KhaNRo0bpu+++08yZM5WYmKihQ4eqSZP/+1R9+vRprV69WosWLZLBYNCDDz4o6fJTbq+88oqKiop01113lXv8pUuXlrvvn//8p7Zu3apXXnlFAwcOtGzv0aOHVq5cqS1btmj06NElXrNr1y5lZGSodevW9BwBAIAyVSoc3XLLLXr88cc1f/58LVq0SIsWLZK3t7e8vb2VmZlpGftjNps1ZswY3XnnnZKkl156SYcOHVK9evU0bNiwyl+FleHDh2vNmjV69913FRUVZXkS7uzZs3r55ZclSePHj6/ScwIAAOdR6eVDHn30UbVv317z5s3Tzz//rKysrBKPybds2VKPP/54iae8MjMzddddd2nixImqW7duZUsooWXLlpowYYJmzZqlYcOGqXPnzvLw8NC+ffuUnZ2toUOHljl7NgAAgFRFa6t169ZN3bp10/nz53X06FGlpaXJy8tLERERpcb9SNLGjRur4rTlGjNmjMLCwrRkyRL9+OOPMhgMatGihR544AH179+/Ws8NAAAcW5UtPJuSkqKCggI1bdpUTZs2tWw/ceKEcnNzde7cOW3btk3Tpk2rkvO98847V9zfs2dP5iQCAADXrNLhaNWqVZo3b55SUlIq1L6qwhEAAEB1qFQ42rNnj1544YUKtQ0ICFD37t0rczoAAIBqV/H1NsqwYsUKSVLnzp21bNkyrV69WpL017/+VZs3b9aHH36ov/zlL5KkRo0aacaMGZUsFwAAoHpVqufo0KFDcnNz06xZs9SgQQNJUrNmzXT48GE1a9ZMzZo1U5cuXeTr66uVK1dq1apVGjp0aJUUDgAAUB0q1XOUlpamkJAQSzCSpMjISJ04cUI5OTmWbU888YRcXV2r/Sk1AACAyqpUz5Gbm5t8fX1LbGvatKnMZrOOHz+u1q1bS5ICAwPVrFkzHTt2rDKnAwCHl5WVpVOnTtm6jEqJj4+/4teOwlHrRvWrVDiqX79+qYVni+c1iouLs4QjSXJ3d1dGRkZlTgcADu/UqVOaPHmyrcuoUtHR0bYuAahSlbqt1qFDB6Wmpmr9+vWWbS1atJDZbNaOHTss2y5evKj4+HjVq1evMqcDAACodpUKR0OGDJHZbNbkyZP11FNPKT8/X+3bt5efn582bdqkt956S9u2bdMTTzyh3NxcXX/99VVVNwAAQLWo1G21qKgojR07VtHR0fr222/l7u4uSRo3bpxmz56tt99+W9LlhWcNBoPGjRtX+YoBwIm09LlJddz8bV3GNTOZTco35cjdxUsuhkp9zq5xmYXpis2KsXUZsGOVniF74sSJ6tatm3bu3GnZNmbMGOXm5mrx4sXKzs5W3bp19dRTT6lLly6VPR0AOJU6bv4KMAbZugwAVqpkbbUuXbqUCj6PPfaYxo8fr7S0NAUGBsrV1bUqTgUAAFCtqmzh2TIP7uamoCA+EQEAAMfhWDeKAQAAqhnhCAAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwEq1zpANAICjMGQm27qEWsdev+eEIwAAJLkf+cbWJdR6hYWFti5BErfVAACAnUhLS7N1CZIIRwAAwE4EBATYugRJ3FYDAECSlB/ZS+Y6QbYuo1YxZCaXuJ3p5mYfscQ+qgAAwMbMdYJk9m9i6zJgB7itBgAAYIVwBAAAYIVwBAAAYIUxR3YoKytLp06dsnUZlRIfH3/Frx3FH+u21wnLnBnfcwA1jXBkh06dOqXJkyfbuowqFR0dbesSqgSTxNmevUwSB8B5cVsNgEOxl0niADgvwhEAh2Ivk8QBcF7cVnMALX1uUh03f1uXcc1MZpPyTTlyd/GSi8GxcnhmYbpis2JKbWeSuJpnr5PEAXBevMs4gDpu/gow8h+yPWCSOABwfo71cR4AAKCaEY4AAACsEI4AAACsEI4AAACsEI4AAACsEI4AAACsEI4AAACsEI4AAACsEI4AAACsEI4AAACssHwIANhQRmG6rUuodcr7nrtkJstUs6VUDVORDPlZMrv7SC6utq7mmrhkJtu6hDIRjgCgBhUWFpb4+kgZCxzDNoxWCxyjduO2GgDUoLS0NFuXAOAqCEcAUIMCAgJsXQKAq+C2GgDUIDe3km+7kT43ydfN3zbF1FIZheklbmeOHTtWoaGhtiuoEuLj4xUdHW352pGvRZKaNm1q6xIkEY4AwKZ83fwVYAyydRm1WmhoqFq1amXrMqqEM12LLXFbDQAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwArhCAAAwArzHAHXgIUpa569LkwJwHkRjoBrwMKUAOD8uK0GAABghXAEAABghdtqQAU48mKOLEwJANeGcARUgDMt5uhM1wIA1YHbagAAAFYcpufos88+0+rVqxUbG6ucnBzVq1dPN998s8aNG6fmzZuXar9p0yZ99NFHOn78uIqKitSyZUv9/e9/1913322D6gEAgKOw+54js9msiRMnatKkSTp48KBatGih22+/Xa6urlq3bp0GDhyoPXv2lHjN66+/rgkTJujIkSPq1KmT2rdvrx9//FFPPPGE5s2bZ6MrAQAAjsDue442bNigjRs3Kjg4WIsWLVJERIQkqaioSG+++abee+89Pf300/r666/l7e2t3bt3a9GiRQoJCdGyZcvUuHFjSVJsbKxGjRqld955Rz169FD79u1teVkAAMBO2X3P0erVqyVJEydOtAQjSXJ1ddVTTz2l8PBwXbhwQbt375Ykvffee5KkCRMmWIKRJLVs2VJPPfWUJGnx4sU1VD0AAHA0dh+O/Pz81KJFC914442l9hkMBoWFhUmSkpKSlJmZqZiYGBmNRt15552l2vfu3VsGg0HfffedTCaHXAQCAABUM7u/rfb222+Xu6+oqEi//PKLJKlRo0Y6duyYioqKdN1118nHx6dU+8DAQNWvX1/Jyck6deqUQ8/1AgAAqofdh6Mr+fjjj5WQkKCAgAB17dpVO3bskCQ1aNCg3NcEBQUpOTlZycnJDhOOMgrTbV1CrcP3HABqL4cNR3v27NHrr78u6fJ4JC8vL2VnZ0uSvLy8yn2dh4eHJFnalqVnz57l7ktMTFSjRo3+TMkVVlhYWOLrI1kx1Xo+XN0ffyYAAOdl92OOyrJt2zaNHz9e+fn5Gj58uP72t79JujxIu6LsecxRWlqarUvAH/AzAYDaw+F6jpYuXapXXnlFRUVFGjFihCZPnmzZVzzOKDc3t9zX5+XlSZK8vb3LbbN169Zy912pV6mqBAQEVPs5cG34mQBA7eEw4aiwsFDTpk3TypUrZTAYNHHiRI0bN65Em+KxRsnJyeUeJykpSZIUHBxcfcVWkptbyR9LpM9N8nXzt00xtVRGYXqJ25l//JkAAJyXQ7zj5+bm6tFHH9XOnTvl6emp1157Tffcc0+pdtdff73c3Nx0+vRp5eXlWcYXFUtNTVVKSoq8vLwcamVvXzd/BRiDbF0GAAC1gt2POSoqKrIEo8DAQC1durTMYCRdHmzdtWtX5efna9u2baX2b968WWaz2bL8CAAAwB/ZfTh69913tXPnTnl7e+ujjz5Su3btrtj+73//uyTp1Vdf1cmTJy3bY2NjLeuq/fF2HAAAQDG7vq128eJFLVq0SNLlMUILFiwot23//v112223qXv37ho+fLg+/vhj9e3bV127dlVRUZH27dungoICTZw4UW3atKmpSwAAAA7GrsPR/v37LfMRxcfHKz4+vty2bdq00W233SZJmjp1qtq0aaMVK1Zo//798vDwUIcOHfTQQw/VyNNmAADAcdl1OLrrrrt05MiRa36dwWDQoEGDNGjQoGqoCgAAODO7H3MEAABQk+y65wgAnF2mg67jZzKblG/KkbuLl1wMjvU521G/56g5hCMAsKFY1k4E7I5jxX0AAIBqRjgCAACwwm01AKhBTZs21YwZM2xdRqXEx8crOjra8vXYsWMVGhpqu4IqyZGWk0LNIBwBdqCoqEjx8fHKz8+v8mP/cX6wK80XVhnu7u4KDQ1laZ6r8PHxUatWrWxdRpUKDQ11umuqSvx+Ox7CEWBjBQUFmjJliuLi4mrkfNaf+KtaeHi4pk+fLqPRWG3nABwJv9+OiTFHgI0lJSXV2BtndYuLi1NSUpKtywDsBr/fjolwBNhYcHCwwsPDbV1GlQgPD1dwcLCtywDsBr/fjonbaoCNGY1GzZw5s9rGJEhSYWGh0tLSFBAQIDe36vm1r21jEoCK4PfbMRGOADvg6uqqFi1a2LoMANWA32/Hw201AAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK4QjAAAAK262LgBXl1mYbusS/hST2aR8U47cXbzkYnCsHO6o33MAQOURjhxAbFaMrUsAAKDWcKyP8wAAANWMcAQAAGCF22p2qGnTppoxY4aty6iU+Ph4RUdHW74eO3asQkNDbVdQJTVt2tTWJQAAagjhyA75+PioVatWti6jSoWGhjrdNQEAnBO31QAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKwQjgAAAKy42bqA6nLixAm9/fbbOnDggFJSUtSwYUPde++9GjdunHx8fGxdHgAAsFNOGY5++uknjRw5UtnZ2Wrfvr3atm2rH374Qe+9956+/fZbffzxx/L19bV1mTZVVFSk+Ph45efnV8vx4+Pjr/h1VXF3d1doaKhcXV2r5fgAgNrH6cJRQUGBnnrqKWVnZ+vVV1/VgAEDJEm5ubmaMGGCvv32W82ZM0cvvviibQu1oYKCAk2ZMkVxcXE1ds7o6OhqO3Z4eLimT58uo9FYbecAANQeTheOvvjiCyUkJOjWW2+1BCNJ8vT01MyZM3XnnXdq9erV+te//iU/Pz8bVmo7SUlJNRqMqltcXJySkpIUEhJi61IAu0DPMFA5TheOtm3bJknq3bt3qX0BAQHq0qWLtm3bpp07d6pPnz41XZ5dCA4OVnh4uNMEpPDwcAUHB9u6DMAu0DMMVJ7ThaPff/9dkhQZGVnm/vDwcG3btk1HjhypteHIaDRq5syZ1frJUpIKCwuVlpamgIAAublVzz81PlkCJdEzDFSe04Wj8+fPS5IaNGhQ5v6goCBJl99AytOzZ89y9yUmJqpRo0aVqNA+uLq6qkWLFrYuA0AVo2cYqDynC0c5OTmSLo8xKkvx9uzs7BqrCQBqCj3DQOU5XThydXWVyWS6ajuz2Vzuvq1bt5a770q9SgBgD+gZBirH6WbILp7gMS8vr8z9ubm5kiRvb+8aqwkAADgOpwtHxfemk5OTy9xfPNaIe9gAAKAsTheOip9SK28w4tGjR0u0AwAAsOZ04ahHjx6SpC1btpTal5aWpn379snDw0M333xzDVcGAAAcgdOFo169eikkJETbt2/XJ598Ytmem5uryZMnKzs7W0OGDFFgYKANqwQAAPbK6Z5W8/T01GuvvaYxY8boP//5jz799FM1adJEBw8eVFJSktq0aaMJEybYukwAAGCnnK7nSJKioqK0atUq3X333Tp79qy2b98uX19fPfbYY/rwww8tT7QBAAD8kdP1HBWLiIjQm2++aesyAACAg3HKniMAAIA/i3AEAABghXAEAABghXAEAABgxWkHZFeXpKQkFRUVsQAtAAAOJDExUa6urhVqS8/RNfLw8JCbG5mytkhMTFRiYqKtywBQDfj9rl3c3Nzk4eFRobYGs9lsruZ6AIdV3EO4detWG1cCoKrx+43y0HMEAABghXAEAABghXAEAABghXAEAABghXAEAABghXAEAABghUf5AQAArNBzBAAAYIVwBAAAYIVwBAAAYIVwBAAAYIVwBAAAYIVwBAAAYIVwBAAAYIVwBAAAYIVwBAAAYIVwhFpp/vz5ioyM1GeffaaYmBiNHj1aUVFRat++vQYNGqRVq1aVek1+fr6WLFmiQYMGqWPHjmrfvr369u2rt99+W1lZWTa4CqB2W7p0qSIjIzV69Ogy9+fn56tLly5q27at0tPTJUlZWVl655131LdvX7Vv316dOnXS8OHDtX79epW1YMTJkyf17LPP6u6771a7du3UuXNnjRgxQmvWrCmzPZwDy4egVpo/f77eeust9e7dW998840aNmyoVq1aKSkpSYcPH5YkPfXUU3rkkUckSRkZGXrooYd0+PBheXt7KyoqSm5ubjpw4IDS09PVvHlzLVmyRA0aNLDlZQG1ysWLF3XbbbepoKBA27dvL/X798UXX+hf//qX7rvvPs2ZM0dJSUl66KGHdPToUQUGBqpt27YqKipSTEyMcnNz1b9/f7322msyGAySpBMnTuhvf/ubMjIyFBERobCwMF26dEnff/+9CgsL9cADD2jq1Km2uHRUNzNQC7355pvmiIgIc0REhHnu3LnmgoICy74PPvjAHBERYe7UqZM5Pz/fbDabzRMmTDBHRESY77//fnNKSoqlbWZmpvnRRx81R0REmIcNG1bj1wHUdk8//bQ5IiLCvGDBglL7Ro0aZY6IiDDv3r3bbDabzSNHjjRHRESY//3vf5uzsrIs7RITE8333XefOSIiwvzRRx9Ztk+ePNkcERFhnjNnTonj/vrrr+Z27dqZW7ZsaT5//nw1XRlsidtqqNWaNWumCRMmyM3NzbJt+PDhcnd3V2ZmphITE5WYmKhNmzbJ3d1d8+bNU2BgoKWtj4+PZs2apfr16+vAgQOKiYmxxWUAtdb9998vSVq3bl2J7QkJCdq7d6+aNm2qrl276qefftKePXvUpEkTTZs2Td7e3pa2DRs21IwZMyRJ77//vmX7+fPnJUnXXXddiWO3atVKM2fO1Ouvvy53d/dquS7YFuEItVqHDh1KbXN3d1dAQIAkKTs7W/v375fZbFbnzp3LvG3m5eWlnj17SpL27t1brfUCKOmmm25S8+bNdfz4cR08eNCyfe3atTKZTBo0aJAMBoPld/Omm24qM9C0a9dOgYGBOnfunE6cOCFJ6tKliyRp2rRpeu655/TVV1/p4sWLkqS//OUv6tu3r/z9/av5CmELbldvAjgvPz+/MrcX9ySZzWYlJSVJkpo0aVLucYo/WRa3BVBzhgwZoldffVXr1q1Tx44dZTKZtG7dOrm6umrAgAGSpLNnz0qS1q9fr/Xr11/xeImJiQoLC9OoUaN07NgxrV271vLHxcVF7du3V+/evTVkyBDVqVOnui8PNkA4Qq1WPPDySswVeGbBZDJJEl3sgA30799fc+bM0aZNmzRlyhTFxMQoISFBd9xxh6W3t/h3tHXr1mrevPkVj1f8ocnNzU2vvPKKHnnkEX399dfavXu3fvjhBx08eFAHDx7UkiVLtGLFCoWEhFTvBaLGEY6AqwgODpYknTlzptw2p06dkiTVr1+/RmoC8H8CAwN11113adOmTdqxY4e2b98uSRo8eLClTfHv8W233aYJEyZc0/GbNm2q0aNHa/To0SooKND+/fs1c+ZMHT16VAsXLtRLL71UZdcC+8CYI+AqoqKiZDAYtH///jJvm2VnZ+vbb7+VJHXt2rWmywOgy7fWJOnLL7/U1q1bFRQUpB49elj2d+7cWZL07bffltkbfO7cOfXu3VsjRoywzIk0btw4denSRefOnbO0MxqNuvXWWy1zKyUmJlbTFcGWCEfAVYSEhOiee+5Rfn6+nnrqKaWmplr2ZWVladKkSUpNTVX79u3LHOANoPp17dpVzZo10xdffKGUlBQNGDCgxFOonTt3Vtu2bfX7779rypQpJSZuzczM1KRJk3Ty5Em5u7tbBlnXq1dP6enpevXVV5Wfn29pn5+fry+//FLS5YHccD7cVgMq4KWXXtKpU6d04MAB9ezZU507d5abm5tiYmIsk0C+8cYbti4TqLUMBoMGDx6sOXPmWP7+R2+88YZGjhyp1atX65tvvlGbNm3k6uqqH374QRkZGWratKlmzpxpaf+vf/1Le/bs0ZdffqmYmBi1adNGkvTzzz8rOTlZERERGjlyZI1dI2oO4QiogLp162rFihVavny5Nm7cqH379snFxUXNmjXT6NGj9eCDD5aYNwVAzbvxxhslXb4V3qxZs1L7r7vuOq1bt05LlizRN998o5iYGBmNRoWEhKh379568MEHVbduXUv7oKAgrVy5Uu+995527typnTt3ys3NTU2bNtWwYcP00EMP8XvvpFg+BADgFF5++WUtW7ZMc+bM0X333WfrcuDAGHMEAHBYubm5kqTdu3dr9erVatCgge6++24bVwVHx201AIDDevTRRy0Lx0rS9OnTZTQabVwVHB09RwAAh9W2bVuZzWY1btxY//nPf9S3b19blwQnwJgjAAAAK/QcAQAAWCEcAQAAWCEcAQAAWCEcAQAAWCEcAXB68+fPV2RkpIYNG1Zi+5133qnIyEitWrXKRpUBsEeEIwAAACtMAgmg1lqyZIkKCgoUHBxs61IA2BHCEYBaq2nTprYuAYAd4rYaAACAFcIRAIe0f/9+PfPMM+rVq5c6dOigNm3a6LbbbtPjjz+uPXv2VOgYfxyQvW7dOkVGRqpLly4qKCgo8zWJiYlq1aqVIiMjdfLkyRL7vv/+ez3xxBPq1q2b2rRpo1tuuUX//Oc/K1wPAPtAOALgcObMmaMRI0Zow4YNysrKUvPmzdW4cWOlpqZqy5YtGjVqlFauXHnNx7377rvl7e2t9PR07dixo8w2n3/+uUwmk2666SY1a9bMsn327Nl68MEHtXnzZuXn5ysiIkIuLi7aunWrRo0apdmzZ//p6wVQswhHABzKvn37tHDhQrm4uGjmzJnatWuX1q5dqy1btmjr1q3q3LmzJGnevHkymUzXdGxvb2/de++9ki6HoLJ89tlnkqQBAwZYtn3yySeKjo6Wn5+fZs2apf3792vt2rXasWOH3njjDXl7eys6OpopAwAHQTgC4FB27Ngho9Gou+66S4MGDZKLy/+9jTVs2FBPPvmkJCklJUUpKSnXfPyBAwdKkr799ltlZmaW2PfLL7/o6NGjJUJUfn6+5s+fL0maOXOm+vXrZ2lvMBjUp08fPfPMM5Iuz7dUWFh4zTUBqFmEIwAO5emnn9bhw4c1a9asMvd7enpa/p6bm3vNx7/pppsUGhqq3Nxcff311yX2rV+/XtLl228+Pj6SpIMHD+rChQvy8fFRz549yzxmv3795OLiovPnz+vXX3+95poA1Cwe5QfgcAwGgwwGg2JiYnT06FGdPn1ap06d0pEjR0oMkr7W22rFBg4cqLlz52rDhg2W22eFhYX64osvJJW8pRYXFydJKigo0AMPPFDuMV1dXWUymXT8+HG1a9fuT9UFoGYQjgA4FLPZrEWLFmnBggW6dOmSZbvBYFBYWJj69+9vGRf0Z/31r3/Vf//7X+3du1dJSUkKDg7Wrl27lJKSoiZNmljGNUlSRkaGpMu313744YerHtu6ZgD2iXAEwKG8/fbbljE+ffr00e23367rr79ezZs3l4+Pj+Lj4ysdjho0aKBbb71VO3bs0KZNmzRq1KgSA7ENBoOlrZeXlySpdevWWrt2baXOC8A+MOYIgMMoKCjQokWLJEmPPvqo3njjDQ0YMEBt27a1jAE6d+5clZyreGD2V199pezsbH377bcyGAz661//WqJdWFiYJCk+Pr7cwdZms1l79+5VfHy88vPzq6Q+ANWHcATAYaSlpSk7O1vS5Z6aslg/Ll+ZJ8N69eolf39//fjjj1q1apVycnLUpUsXNWnSpES7qKgo+fr6Kisrq9yeo88//1wjR47UvffeW2XhDUD1IRwBcBiBgYHy9/eXdHnR2PT0dMu+1NRUvfjii9q4caNl2595Wq2Yu7u77rvvPplMJs2bN09SyYHYxby9vTVu3DhJ0owZM7RmzZoSA8G/+eYb/ec//5Ek3XvvvaznBjgAxhwBcBhubm568skn9dJLL2n//v3q0aOHQkNDlZ+fr5MnT6qwsFA33HCDEhMTlZaWpnPnzpXbw1QRAwcO1LJly5SVlSUfHx/dfffdZbYbO3asTp8+rU8//VTPP/+8Zs2apSZNmuj8+fNKSkqSJN14442aMWPGn64FQM2h5wiAQxk+fLiWLFmiW2+9Vb6+voqLi1NKSorat2+vqVOn6tNPP1X37t0lSdu2bavUuVq3bq3IyEhJl3t9igdf/5HBYNDLL7+sRYsW6a677pKbm5t+++03ZWVlqUOHDpoyZYqWLFlS7usB2BeD2Ww227oIAAAAe0HPEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgBXCEQAAgJX/By4IEcSmGcHUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"alive\", y=\"age\", hue=\"adult_male\", data=titanic)  # 箱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=iris, orient=\"h\")  # 使用宽表数据的箱形图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**小提琴图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='age', ylabel='sex'>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"age\", y=\"sex\", hue=\"survived\", data=titanic)  # 小提琴图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 回归图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='sepal_width', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.regplot(x=\"sepal_width\", y=\"sepal_length\", data=iris, ax=ax)  # 绘制与线性回归模型拟合的数据"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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k6JrY2FhJ0n/+8x+rxgAAAGGszp/6uZioqEtvoItdT2X16tVBj13obAsAAAhvlp1Radq0qSTJ6/UGXXP27FlJktvttmoMAAAQxiwLlZYtW0rSBT/RU1xcLElKTk62agwAABDGLAuV5s2bq2XLljpz5owOHTpU7bjf79e+ffskSV26dLFqDAAAEMYs/VLCjIwMSdKKFSuqHfv666/1888/q0ePHpxRAQAANbI0VEaPHi2Xy6W5c+dq+/btVbcfPXpUTz/9tCTpoYcesnIEAAAQxiz71I8kdevWTZMmTdILL7ygO++8U9dff71iY2O1ceNGeTwe3XHHHTVetRYAAECyOFQk6YEHHlCHDh305ptv6rvvvpPD4VCnTp1011136dZbb7X64QEAQBird6hMmDBBEyZMuOCazMxMrncCAABqzdI9KgAAAPVBqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAABQDw67B4hwLrsHAAAgXDmjHCqvqFDxCY/do1jGHedSvDvGtscnVAAAqKOoKIe8Pr8OFZ1UWXmF3eM0uGhXlLq1SyRUAAAIZ2XlFREZKiZgjwoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjBWyjydv2LBBY8aMCXrc7XYrNzc3VOMAAIAwELJQycvLkyRdddVVat++fbXjsbGxoRoFAACEiZCHysSJE9WvX79QPSwAAAhjIdujEgiVtLS0UD0kAAAIcyEJldOnT6ugoEBt2rRRQkJCKB4SAABEgJC89ZOfn6/Kykq1a9dOc+bM0aeffqqDBw8qPj5eN9xwg8aNG6cOHTqEYhQAABBGQhIqgbd91q9fr61bt+q6665TSkqK8vLytHTpUq1atUrz5s1Tr169avz5zMzMoPddWFiolJQUS+YGAAD2CmmoXHvttZo1a5aSkpIkST6fTzNmzNDbb7+t7OxsrVy5UvHx8aEYCQAAhIGQhMr06dM1btw4JSUlnRciMTExmjp1qrZt26b8/HwtXbpUo0ePrvbzq1evDnrfFzrbAgAAwltINtPGxMSoQ4cONZ4tcTqdysjIkCTt2LEjFOMAAIAwYcQl9AN7TM6cOWPzJAAAwCSWh4rP59O0adM0fvx4HT9+vMY1hYWFksSmWAAAcB7LQyUmJkbr1q3TqlWratxr4vP5tHz5cklS//79rR4HAACEkZC89RPYIDtz5kzt2rWr6nav16vHH39cBQUFuv7669WnT59QjAMAAMJESD71c++99yo3N1erVq3SyJEjlZ6eroSEBG3btk2lpaXq2LGj/va3v4ViFAAAEEZCEioul0uzZ89WTk6OcnJylJeXJ7/fr7Zt2+rOO+/UfffdJ7fbHYpRAABAGAnZtyc7HA6NGjVKo0aNCtVDAgCAMGfEx5MBAABqQqgAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGOF7OPJMNNpj08eb7ndY1jC4ZB8ZX67xwAA1AOh0sh5vOXaVXBCZeUVdo/S4JrEupTSoqndYwAA6oFQgcrKKyIyVKJdkfecAKCxYY8KAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFt+efAGnPT55vOV2j2EZh0PylfntHgMAgKAIlQvweMu1q+CEysor7B7FEk1iXUpp0dTuMQAACIpQuYiy8oqIDZVoV2Q+LwBA5GCPCgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjOUK1QPt379fr7zyirZu3arjx4+rVatWGjZsmMaOHaumTZuGagwAABBGQnJGZfv27RoxYoQ+/vhjJSUlKSMjQx6PR/PmzdMdd9yhn3/+ORRjAACAMGN5qJSVlSk7O1sej0czZszQe++9p1mzZmnVqlUaNGiQ9uzZo5kzZ1o9BgAACEOWh8qyZct05MgR9e3bV8OHD6+6PS4uTs8++6zcbrdycnL0008/WT0KAAAIM5aHytq1ayVJQ4YMqXYsISFBvXr1UllZmdatW2f1KAAAIMxYHip79uyRJHXt2rXG4507d5Yk7d692+pRAABAmLH8Uz9FRUWSpJYtW9Z4PCkpSZJUXFwc9D4yMzODHjt8+LCcTucF19SVv6JSZeUVqqysbPD7NkGUwyGn06Fyf2VEPkeeX/iL9OfI8wt/kf4cHQ6Hol1RckY5Gvy+CwsL5XQ6L7rO8lA5c+aMpHN7UmoSuN3j8dTp/h0Oh1wua56GM8ohZ0zw/4iFhYWSpJSUFEseP1RcF/9zEtYa6vmZ+vuO9N+fZN9zDNXvPNJ/h+H0/Or6Ow+n52gKl8ulmJiYi6+zehCn06mKioqLrrtQia5evbohR2owgbM4ps6HhsXvu/Hhd9748Ds3j+V7VAIXczt79myNx71eryTJ7XZbPQoAAAgzlodKcnKyJKmkpKTG44G9KYF1AAAAAZaHSuDTPt9//32Nx3/44Yfz1gEAAARYHioZGRmSpBUrVlQ79uOPP2rjxo2KjY1Vnz59rB4FAACEGctDZfDgwWrTpo0+//xzLVmypOp2r9erqVOnyuPx6Pbbb1diYqLVowAAgDBj+ad+4uLi9Nxzz+mBBx7Qn//8Z7333ntKTU1Vbm6uiouLlZaWpkmTJlk9BgAACEOOyhBdoWbPnj2aPXu2Nm3aJI/Ho9TUVA0bNkxZWVmKj48PxQgAACDMhCxUAAAAasvyPSoAAAB1RagAAABjESoAAMBYhAoAADCW5R9PjlSVlZW6//77tX37dm3ZsiXouqKiIs2ZM0fr16/XsWPH1KJFCw0aNEjjx4/n2jFhbuDAgTp69GjQ4y+//LJuvPHGEE6EhrJ//3698sor2rp1q44fP65WrVpp2LBhGjt2bNX3lyGybNiwQWPGjAl63O12Kzc3N4QTIYBQqaPnnntOX3/9tS677LKgaw4ePKjRo0erpKREXbp00cCBA7Vz50699dZbWrlypd59913Lvz4e1jhx4oSOHj2q5s2bq1+/fjWuad26dYinQkPYvn27xowZI4/Ho549e+qqq67Stm3bNG/ePK1Zs0aLFy++4Ose4SkvL0+SdNVVV6l9+/bVjsfGxoZ4IgQQKrXk8Xj05JNP6sMPP7zo2ilTpqikpEQTJkzQ7373O0mS3+/XU089pSVLlmjatGmaP3++xRPDCoG/1Pr27asXX3zR5mnQUMrKypSdnS2Px6MZM2Zo+PDhks5dSXvSpElas2aNZs6cqb/85S/2DooGF3hNT5w4Mej/fMAe7FG5RJWVlfr0009166236sMPP1Tbtm0vuH7z5s3atm2bOnbsqHHjxlXd7nQ69cQTT6h169b68ssvq76UEeFl586dkqS0tDSbJ0FDWrZsmY4cOaK+fftWRYp07grbzz77rNxut3JycvTTTz/ZOCWsEAgVXtPmIVQu0ZEjR5Sdna2jR4/qvvvu06uvvnrB9WvXrpV07ruOoqLO/88cHR2tzMxMSdKaNWusGRiW4i+1yBR43Q4ZMqTasYSEBPXq1UtlZWVat25dqEeDhU6fPq2CggK1adNGCQkJdo+D/0GoXKLo6GiNGDFCn3zyiaZMmXLR9yv37NkjSeratWuNx6+44gpJ0u7duxt2UIREXl6eHA6Hjh07pnvvvVe9e/dWenq67rjjDi1fvtzu8VBHF3vddu7cWRKv20iTn5+vyspKtWvXTnPmzNHNN9+snj17qm/fvnr00Ue1f/9+u0ds1AiVS9SyZUv99a9/VYcOHS5pfVFRUdXP1SQpKUmSVFJS0jADImROnjypw4cPq7KyUo8++qhOnjyp6667Tm3btlVubq4mTZqkp59+2u4xUQeX+rotLi4O2UywXuAM6fr16zVv3jwlJyerV69ekqSlS5dqxIgR2rhxo50jNmqNcjPt3XffrU2bNl3S2s2bN6tZs2a1fowzZ85IOvfedk0Ct3s8nlrfNxpWbf885OfnSzr3ccWXXnpJAwYMqDr+xRdfaNKkSXrrrbeUnp6um266yZKZYQ1et41TIFSuvfZazZo1qypIfT6fZsyYobffflvZ2dlauXIlX6Jrg0YZKgkJCUH/j+l//e/+kkvldDovaV1FRUWd7h8Np7Z/Hnr37q0vv/xSPp+v2qbqAQMGaMKECZoxY4b+8Y9/ECphxul0XtJrku9yjSzTp0/XuHHjlJSUdF6IxMTEaOrUqdq2bZvy8/O1dOlSjR492sZJG6dGGSqzZs2y/DECF4U6e/Zsjce9Xu9562Cfuvx5uFDYZGZmasaMGcrLy1NFRUWdYxeh17RpU508efKir1u32x3KsWCxmJiYoG/rO51OZWRkKD8/Xzt27AjxZJDYo2KZ5ORkScHfyw7cHliHyNGqVStJ566Z4/P5bJ4GtRF4PQbbO8brtnEKXJgz8NYgQotQsUjgUwPBrpMSuD3Ypwtgrvfff1+PPPKIli5dWuPxY8eOSZKaN28edK8DzBR4PX7//fc1Hud1G3l8Pp+mTZum8ePH6/jx4zWuKSwslCSuJG4TQsUiGRkZkqSVK1dWez+7rKxMq1evPm8dwkdRUZGWLVumxYsX13g8cNXi/7/JFuEh8HpcsWJFtWM//vijNm7cqNjYWPXp0yfEk8EqMTExWrdunVatWlX19/L/5/P5qi450L9//1CPBxEqlklPT9fVV1+tPXv26KWXXqqKFb/fr+nTp6uwsFADBw5Uly5dbJ4UtTVixAjFxcUpNzdXr7322nkh+tlnn+m1115TTEyMHnzwQRunRF0MHjxYbdq00eeff64lS5ZU3e71ejV16lR5PB7dfvvtfKFohAlskJ05c6Z27dpVdbvX69Xjjz+ugoICXX/99QSqTRyVbF+vk8OHDyszM1OXXXZZ0G9P3rt3r+666y79+OOP6tixozp37qz8/HwdPHhQqampeuedd3ivO0x98skneuyxx1RWVqb27dura9euOnz4sPLy8hQdHa0XXnhBw4YNs3tM1MHmzZv1wAMPyOv1qkePHkpNTVVubq6Ki4uVlpamhQsXsgk+wpSXl2vixIlatWqVXC6X0tPTlZCQoG3btqm0tFQdO3bUwoULqz62jNAiVOroUkJFOnfp/dmzZ+urr77SqVOnlJKSogEDBuihhx7S5ZdfHsKJ0dDy8vI0f/58bd68WSdPnqy6xPrYsWPZwxDm9uzZo9mzZ2vTpk3yeDxKTU3VsGHDlJWVxXU0IlRlZaVycnKUk5OjPXv2yO/3q23btho2bJjuu+8+PullI0IFAAAYiz0qAADAWIQKAAAwFqECAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjEWoAAAAYxEqAADAWIQKACMsWbJEXbt2Va9evVRWVlbjmsLCQl155ZXq3r27ioqKQjwhADsQKgCMcNNNNykuLk4nT57UF198UeOajz76SBUVFerbt69atmwZ4gkB2IFQAWCE+Ph4DRkyRJK0dOnSGtd88MEHkqQRI0aEbC4A9iJUABhj5MiRkqS1a9fqp59+Ou/Yt99+qwMHDqh58+bKzMy0YzwANiBUABijV69eatu2rXw+n5YvX37escDZlJtuukkxMTF2jAfABoQKAGM4HA4NHz5c0rn9KAE+n0+ffvqpJN72ARobQgWAUUaMGKGoqCht27ZNhw4dkiStWbNGp06dUteuXdWjRw+bJwQQSoQKAKOkpKTohhtukCR9/PHHkv57doWzKUDjQ6gAME5gU+3KlSvl8Xj09ddfKzo6WrfccovNkwEINUIFgHEGDx6s5s2ba+fOnXrvvfd09uxZZWRkKDEx0e7RAIQYoQLAODExMbr55pslSS+//LIk3vYBGitCBYCRAm//eDwetWjRQv3797d5IgB2IFQAGOnKK69Ut27dJEm33HKLXC6XzRMBsAOhAsBI5eXlKi0tlfTfsysAGh9CBYCR1qxZo9LSUqWnp+uKK66wexwANuFcKgBj7Nu3T7Gxsdq/f7+efPJJSVJWVpbNUwGwE6ECwBhvvvmm3n333ap///Wvf62hQ4faOBEAuxEqAIzRo0cPud1uuVwuDR48WFOnTrV7JAA2c1RWVlbaPQQAAEBN2EwLAACMRagAAABjESoAAMBYhAoAADAWoQIAAIxFqAAAAGMRKgAAwFiECgAAMBahAgAAjPV/mbaVC9UB5+YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = sns.distplot(data.y, kde=False, color=\"b\")  # 绘制单变量分布"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 矩阵图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(uniform_data, vmin=0, vmax=1)  # 热力图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 深度自定义"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Axisgrid对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18ab6905dc0>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.despine(left=True)  # 移除左框"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18ab6905dc0>"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.set_ylabels(\"Survived\")  # 设置 Y 轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18ab6905dc0>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.set_xticklabels(rotation=45)  # 设置 X 轴刻度标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x18ab6905dc0>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.set_axis_labels(\"Survived\", \"Sex\")  # 设置坐标轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x18ab346ea30>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.set(\n",
    "    xlim=(0, 5), ylim=(0, 5), xticks=[0, 2.5, 5], yticks=[0, 2.5, 5]\n",
    ")  # 设置 X 与 Y 轴的幅度区间和刻度"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'A Title')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"A Title\")  # 添加图形标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Survived')"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylabel(\"Survived\")  # 调整 Y 轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Sex')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlabel(\"Sex\")  # 调整 X 轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 100.0)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylim(0, 100)  # 调整 Y 轴幅度区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0)"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlim(0, 10)  # 调整 X 轴幅度区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x18ab69bed00>,\n",
       " <matplotlib.axis.YTick at 0x18ab69be6a0>]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.setp(ax, yticks=[0, 5])  # 调整图形属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.tight_layout()  # 调整子图参数"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 显示或保存图形"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**show与savefig函数**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show()  # 显示图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.savefig(\"../_tmp/plt_savefig.png\")  # 将画布保存为图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.savefig(\"../_tmp/plt_savefig_transparent.png\", transparent=True)  # 保存透明画布"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 关闭与清除"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**绘图关闭与清除操作**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.cla()  # 清除坐标轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()  # 清除画布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.close()  # 关闭窗口"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}