{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 更多图形\n",
"\n",
"```{admonition} 在线刷题\n",
":class: seealso\n",
"\n",
"检查 or 强化 `Pandas` 数据分析操作?👉在线体验「Pandas进阶修炼300题」\n",
"```\n",
"\n",
"```{note} \n",
"本页面代码可以[在线编辑、执行](../指引/在线执行.md)!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 导入与预设\n",
"\n",
"虽然在 `pandas` 中可以直接调用 `matplotliab` 进行可视化,但是依旧需要进行相关设置,例如字体、精度等。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"thebe-init"
]
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams['font.sans-serif'] = ['Songti SC']\n",
"plt.rcParams['axes.unicode_minus']=False"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 箱线图"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 355,
"width": 479
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df5 = pd.DataFrame(np.random.rand(10, 5), columns=[\"A\", \"B\", \"C\", \"D\", \"E\"])\n",
"df5.plot.box(figsize=(8, 6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 箱线图|修改颜色"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 140,
"width": 205
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"color = {\n",
" \"boxes\": \"DarkGreen\",\n",
" \"whiskers\": \"DarkOrange\",\n",
" \"medians\": \"DarkBlue\",\n",
" \"caps\": \"Gray\",\n",
"}\n",
"\n",
"\n",
"df5.plot.box(color=color, sym=\"r+\", figsize=(8, 6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 箱线图|水平\n",
"\n",
"将上一题的图改为水平格式"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 138,
"width": 203
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df5.plot.box(vert=False,color=color, figsize=(8, 6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 面积图\n",
"\n",
"重新生成数据,并使用面积图对 df6 进行可视化"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 138,
"width": 193
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df6 = pd.DataFrame(np.random.rand(10, 4), columns=[\"a\", \"b\", \"c\", \"d\"])\n",
"df6.plot.area(alpha = 0.7, figsize=(8, 6))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 六边形箱图\n",
"\n",
"如果数据太密集而无法单独绘制每个点,则 Hexbin 图可能是散点图的有用替代方案。\n",
"\n",
"重新生成数据 df7,并使用 hexbin 图进行可视化"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 131,
"width": 211
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df7 = pd.DataFrame(np.random.randn(1000, 2), columns=[\"a\", \"b\"])\n",
"df7[\"b\"] = df7[\"b\"] + np.arange(1000)\n",
"df7.plot.hexbin(x=\"a\", y=\"b\", gridsize=25, figsize=(8, 6));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 密度曲线图\n",
"\n",
"重新生成数据 df8 并绘制密度曲线图"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 139,
"width": 212
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df8 = pd.Series(np.random.randn(1000))\n",
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}
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