4_盒子图.ipynb

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    "<!--BOOK_INFORMATION-->\n",
    "<a href=\"https://user-images.githubusercontent.com/19553554/71825144-2d568180-30d6-11ea-8ee0-63c849cfd934.png\" target=\"_blank\"><img align=\"left\" style=\"width: 76px; height: 100px; background: white; padding: 1px; border: 1px solid black; margin-right:10px;\"></a>\n",
    "*pyecharts 是一个用于生成 Echarts 图表的类库。Echarts 是百度开源的一个数据可视化 JS 库。用 Echarts 生成的图可视化效果非常棒，为了与 Python 进行对接，方便在 Python 中直接使用数据生成图，于是有人开发出了这个项目[GitHub](https://github.com/pyecharts/pyecharts) .*\n",
    "\n",
    "*Note.建议本程序在参看https://github.com/pyecharts/pyecharts 的安装步骤后再运行； 本程序所有的例子都是从官方提供的样例代码[GitHub](https://github.com/pyecharts/pyecharts-gallery)中提取的,如果对某个API有疑问建议在IDE里面查看*\n",
    "\n",
    "*Echart类型图种大全:https://echarts.apache.org/examples/zh/#chart-type-line pyecharts图导入到ppt中的方法:https://baijiahao.baidu.com/s?id=1663839456876951842&wfr=spider&for=pc.*\n",
    "\n",
    "*作者: LBQ; 时间:2020/7/24. 邮箱:779660843@qq.com*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ⅳ.盒式图(Boxplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基础示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
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      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
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       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"3b6a0e963b9a4258b212669aa8d9db78\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_3b6a0e963b9a4258b212669aa8d9db78 = echarts.init(\n",
       "                    document.getElementById('3b6a0e963b9a4258b212669aa8d9db78'), 'white', {renderer: 'canvas'});\n",
       "                var option_3b6a0e963b9a4258b212669aa8d9db78 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
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       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"boxplot\",\n",
       "            \"name\": \"A\",\n",
       "            \"data\": [\n",
       "                [\n",
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       "                    857.5,\n",
       "                    940.0,\n",
       "                    980.0,\n",
       "                    1070\n",
       "                ],\n",
       "                [\n",
       "                    790,\n",
       "                    832.5,\n",
       "                    880.0,\n",
       "                    940.0,\n",
       "                    960\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"boxplot\",\n",
       "            \"name\": \"B\",\n",
       "            \"data\": [\n",
       "                [\n",
       "                    740,\n",
       "                    760.0,\n",
       "                    805.0,\n",
       "                    872.5,\n",
       "                    920\n",
       "                ],\n",
       "                [\n",
       "                    760,\n",
       "                    795.0,\n",
       "                    815.0,\n",
       "                    865.0,\n",
       "                    890\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"A\",\n",
       "                \"B\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"A\": true,\n",
       "                \"B\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"expr1\",\n",
       "                \"expr2\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"BoxPlot-\\u57fa\\u672c\\u793a\\u4f8b\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_3b6a0e963b9a4258b212669aa8d9db78.setOption(option_3b6a0e963b9a4258b212669aa8d9db78);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f4197619710>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Boxplot\n",
    "\n",
    "v1 = [\n",
    "    [850, 740, 900, 1070, 930, 850, 950, 980, 980, 880, 1000, 980],\n",
    "    [960, 940, 960, 940, 880, 800, 850, 880, 900, 840, 830, 790],\n",
    "]\n",
    "v2 = [\n",
    "    [890, 810, 810, 820, 800, 770, 760, 740, 750, 760, 910, 920],\n",
    "    [890, 840, 780, 810, 760, 810, 790, 810, 820, 850, 870, 870],\n",
    "]\n",
    "c = Boxplot()\n",
    "c.add_xaxis([\"expr1\", \"expr2\"])\n",
    "c.add_yaxis(\"A\", c.prepare_data(v1))\n",
    "c.add_yaxis(\"B\", c.prepare_data(v2))\n",
    "c.set_global_opts(title_opts=opts.TitleOpts(title=\"BoxPlot-基本示例\"))\n",
    "#c.render(\"boxplot_base.html\")\n",
    "c.load_javascript()\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 盒须图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n",
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/composite_charts/grid.py:17: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
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       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"c17ebc8ca9d647c3aee71d64dd3fe1f3\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
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       "                    document.getElementById('c17ebc8ca9d647c3aee71d64dd3fe1f3'), 'white', {renderer: 'canvas'});\n",
       "                var option_c17ebc8ca9d647c3aee71d64dd3fe1f3 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
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       "    \"series\": [\n",
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       "            \"type\": \"boxplot\",\n",
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       "                    1070\n",
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       "                [\n",
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       "                    800.0,\n",
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       "                    875.0,\n",
       "                    920\n",
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       "                [\n",
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       "                    870.0,\n",
       "                    950\n",
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       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"formatter\": \"{b}: {c}\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5\n",
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       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
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       "                \"period\": 4\n",
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       "        {\n",
       "            \"type\": \"scatter\",\n",
       "            \"xAxisIndex\": 1,\n",
       "            \"yAxisIndex\": 1,\n",
       "            \"symbolSize\": 10,\n",
       "            \"data\": [\n",
       "                [\n",
       "                    \"expr 0\",\n",
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       "                    950\n",
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       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
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       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
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       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
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       "            \"axisLabel\": {\n",
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       "            \"splitArea\": {\n",
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       "            ]\n",
       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 1,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"expr 0\",\n",
       "                \"expr 1\",\n",
       "                \"expr 2\",\n",
       "                \"expr 3\",\n",
       "                \"expr 4\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"name\": \"km/s minus 299,000\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"splitArea\": {\n",
       "                \"show\": true,\n",
       "                \"areaStyle\": {\n",
       "                    \"opacity\": 1\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 1,\n",
       "            \"axisTick\": {\n",
       "                \"show\": false,\n",
       "                \"alignWithLabel\": false,\n",
       "                \"inside\": false\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"show\": false,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"Michelson-Morley Experiment\",\n",
       "            \"left\": \"center\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        },\n",
       "        {\n",
       "            \"text\": \"upper: Q3 + 1.5 * IQR \\nlower: Q1 - 1.5 * IQR\",\n",
       "            \"left\": \"10%\",\n",
       "            \"top\": \"90%\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 14,\n",
       "                \"borderColor\": \"#999\",\n",
       "                \"borderWidth\": 1\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"grid\": [\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"left\": \"10%\",\n",
       "            \"right\": \"10%\",\n",
       "            \"bottom\": \"15%\",\n",
       "            \"containLabel\": false,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1\n",
       "        },\n",
       "        {\n",
       "            \"show\": false,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"left\": \"10%\",\n",
       "            \"right\": \"10%\",\n",
       "            \"bottom\": \"15%\",\n",
       "            \"containLabel\": false,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_c17ebc8ca9d647c3aee71d64dd3fe1f3.setOption(option_c17ebc8ca9d647c3aee71d64dd3fe1f3);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f41ac1460f0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.charts import Grid, Boxplot, Scatter\n",
    "y_data = [\n",
    "    [\n",
    "        850,\n",
    "        740,\n",
    "        900,\n",
    "        1070,\n",
    "        930,\n",
    "        850,\n",
    "        950,\n",
    "        980,\n",
    "        980,\n",
    "        880,\n",
    "        1000,\n",
    "        980,\n",
    "        930,\n",
    "        650,\n",
    "        760,\n",
    "        810,\n",
    "        1000,\n",
    "        1000,\n",
    "        960,\n",
    "        960,\n",
    "    ],\n",
    "    [\n",
    "        960,\n",
    "        940,\n",
    "        960,\n",
    "        940,\n",
    "        880,\n",
    "        800,\n",
    "        850,\n",
    "        880,\n",
    "        900,\n",
    "        840,\n",
    "        830,\n",
    "        790,\n",
    "        810,\n",
    "        880,\n",
    "        880,\n",
    "        830,\n",
    "        800,\n",
    "        790,\n",
    "        760,\n",
    "        800,\n",
    "    ],\n",
    "    [\n",
    "        880,\n",
    "        880,\n",
    "        880,\n",
    "        860,\n",
    "        720,\n",
    "        720,\n",
    "        620,\n",
    "        860,\n",
    "        970,\n",
    "        950,\n",
    "        880,\n",
    "        910,\n",
    "        850,\n",
    "        870,\n",
    "        840,\n",
    "        840,\n",
    "        850,\n",
    "        840,\n",
    "        840,\n",
    "        840,\n",
    "    ],\n",
    "    [\n",
    "        890,\n",
    "        810,\n",
    "        810,\n",
    "        820,\n",
    "        800,\n",
    "        770,\n",
    "        760,\n",
    "        740,\n",
    "        750,\n",
    "        760,\n",
    "        910,\n",
    "        920,\n",
    "        890,\n",
    "        860,\n",
    "        880,\n",
    "        720,\n",
    "        840,\n",
    "        850,\n",
    "        850,\n",
    "        780,\n",
    "    ],\n",
    "    [\n",
    "        890,\n",
    "        840,\n",
    "        780,\n",
    "        810,\n",
    "        760,\n",
    "        810,\n",
    "        790,\n",
    "        810,\n",
    "        820,\n",
    "        850,\n",
    "        870,\n",
    "        870,\n",
    "        810,\n",
    "        740,\n",
    "        810,\n",
    "        940,\n",
    "        950,\n",
    "        800,\n",
    "        810,\n",
    "        870,\n",
    "    ],\n",
    "]\n",
    "scatter_data = [650, 620, 720, 720, 950, 970]\n",
    "\n",
    "box_plot = Boxplot()\n",
    "\n",
    "box_plot = (\n",
    "    box_plot.add_xaxis(xaxis_data=[\"expr 0\", \"expr 1\", \"expr 2\", \"expr 3\", \"expr 4\"])\n",
    "    .add_yaxis(series_name=\"\", y_axis=box_plot.prepare_data(y_data))\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            pos_left=\"center\", title=\"Michelson-Morley Experiment\"\n",
    "        ),\n",
    "        tooltip_opts=opts.TooltipOpts(trigger=\"item\", axis_pointer_type=\"shadow\"),\n",
    "        xaxis_opts=opts.AxisOpts(\n",
    "            type_=\"category\",\n",
    "            boundary_gap=True,\n",
    "            splitarea_opts=opts.SplitAreaOpts(is_show=False),\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"expr {value}\"),\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "        ),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            type_=\"value\",\n",
    "            name=\"km/s minus 299,000\",\n",
    "            splitarea_opts=opts.SplitAreaOpts(\n",
    "                is_show=True, areastyle_opts=opts.AreaStyleOpts(opacity=1)\n",
    "            ),\n",
    "        ),\n",
    "    )\n",
    "    .set_series_opts(tooltip_opts=opts.TooltipOpts(formatter=\"{b}: {c}\"))\n",
    ")\n",
    "\n",
    "scatter = (\n",
    "    Scatter()\n",
    "    .add_xaxis(xaxis_data=[\"expr 0\", \"expr 1\", \"expr 2\", \"expr 3\", \"expr 4\"])\n",
    "    .add_yaxis(series_name=\"\", y_axis=scatter_data)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            pos_left=\"10%\",\n",
    "            pos_top=\"90%\",\n",
    "            title=\"upper: Q3 + 1.5 * IQR \\nlower: Q1 - 1.5 * IQR\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(\n",
    "                border_color=\"#999\", border_width=1, font_size=14\n",
    "            ),\n",
    "        ),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            axislabel_opts=opts.LabelOpts(is_show=False),\n",
    "            axistick_opts=opts.AxisTickOpts(is_show=False),\n",
    "        ),\n",
    "    )\n",
    ")\n",
    "\n",
    "grid = (\n",
    "    Grid()\n",
    "    .add(\n",
    "        box_plot,\n",
    "        grid_opts=opts.GridOpts(pos_left=\"10%\", pos_right=\"10%\", pos_bottom=\"15%\"),\n",
    "    )\n",
    "    .add(\n",
    "        scatter,\n",
    "        grid_opts=opts.GridOpts(pos_left=\"10%\", pos_right=\"10%\", pos_bottom=\"15%\"),\n",
    "    )\n",
    "    #.render(\"boxplot_light_velocity.html\")\n",
    ")\n",
    "grid.load_javascript()\n",
    "grid.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 多类盒状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/fisadm/anaconda3/envs/detectron2/lib/python3.7/site-packages/pyecharts/charts/chart.py:14: PendingDeprecationWarning: pyecharts 所有图表类型将在 v1.9.0 版本开始强制使用 ChartItem 进行数据项配置 :)\n",
      "  super().__init__(init_opts=init_opts)\n"
     ]
    },
    {
     "data": {
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       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"22cb15d67b23406cb56876db2474c2fb\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_22cb15d67b23406cb56876db2474c2fb = echarts.init(\n",
       "                    document.getElementById('22cb15d67b23406cb56876db2474c2fb'), 'white', {renderer: 'canvas'});\n",
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       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
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       "        \"#546570\",\n",
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       "        \"#f47920\",\n",
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       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
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       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
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       "                \"label\": {\n",
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       "            \"tooltip\": {\n",
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       "            \"label\": {\n",
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       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"formatter\": function(param) { return [                            'Experiment ' + param.name + ': ',                            'upper: ' + param.data[0],                            'Q1: ' + param.data[1],                            'median: ' + param.data[2],                            'Q3: ' + param.data[3],                            'lower: ' + param.data[4]                        ].join('<br/>') },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5\n",
       "            }\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"boxplot\",\n",
       "            \"name\": \"category2\",\n",
       "            \"data\": [\n",
       "                [\n",
       "                    0.17336583192690824,\n",
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       "                [\n",
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       "                [\n",
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       "                    198.2776454910153\n",
       "                ]\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"color\": \"#fff\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"silent\": false,\n",
       "                \"precision\": 2,\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"formatter\": function(param) { return [                            'Experiment ' + param.name + ': ',                            'upper: ' + param.data[0],                            'Q1: ' + param.data[1],                            'median: ' + param.data[2],                            'Q3: ' + param.data[3],                            'lower: ' + param.data[4]                        ].join('<br/>') },\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"category0\",\n",
       "                \"category1\",\n",
       "                \"category2\"\n",
       "            ],\n",
       "            \"selected\": {\n",
       "                \"category0\": true,\n",
       "                \"category1\": true,\n",
       "                \"category2\": true\n",
       "            },\n",
       "            \"show\": true,\n",
       "            \"top\": \"3%\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"shadow\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 30,\n",
       "            \"gridIndex\": 0,\n",
       "            \"axisLabel\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"expr {value}\"\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"boundaryGap\": true,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"splitArea\": {\n",
       "                \"show\": true,\n",
       "                \"areaStyle\": {\n",
       "                    \"opacity\": 1\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"0\",\n",
       "                \"1\",\n",
       "                \"2\",\n",
       "                \"3\",\n",
       "                \"4\",\n",
       "                \"5\",\n",
       "                \"6\",\n",
       "                \"7\",\n",
       "                \"8\",\n",
       "                \"9\",\n",
       "                \"10\",\n",
       "                \"11\",\n",
       "                \"12\",\n",
       "                \"13\",\n",
       "                \"14\",\n",
       "                \"15\",\n",
       "                \"16\",\n",
       "                \"17\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"type\": \"value\",\n",
       "            \"show\": true,\n",
       "            \"scale\": false,\n",
       "            \"nameLocation\": \"end\",\n",
       "            \"nameGap\": 15,\n",
       "            \"gridIndex\": 0,\n",
       "            \"inverse\": false,\n",
       "            \"offset\": 0,\n",
       "            \"splitNumber\": 5,\n",
       "            \"min\": -400,\n",
       "            \"max\": 600,\n",
       "            \"minInterval\": 0,\n",
       "            \"splitLine\": {\n",
       "                \"show\": false,\n",
       "                \"lineStyle\": {\n",
       "                    \"show\": true,\n",
       "                    \"width\": 1,\n",
       "                    \"opacity\": 1,\n",
       "                    \"curveness\": 0,\n",
       "                    \"type\": \"solid\"\n",
       "                }\n",
       "            },\n",
       "            \"splitArea\": {\n",
       "                \"show\": false,\n",
       "                \"areaStyle\": {\n",
       "                    \"opacity\": 0\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"Multiple Categories\",\n",
       "            \"left\": \"center\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"dataZoom\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"inside\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 0,\n",
       "            \"end\": 20,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"zoomLock\": false,\n",
       "            \"filterMode\": \"filter\"\n",
       "        },\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"type\": \"slider\",\n",
       "            \"realtime\": true,\n",
       "            \"start\": 20,\n",
       "            \"end\": 80,\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"xAxisIndex\": 0,\n",
       "            \"zoomLock\": false,\n",
       "            \"filterMode\": \"filter\"\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_22cb15d67b23406cb56876db2474c2fb.setOption(option_22cb15d67b23406cb56876db2474c2fb);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x7f419755fac8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.commons.utils import JsCode\n",
    "axis_data = [\n",
    "    \"0\",\n",
    "    \"1\",\n",
    "    \"2\",\n",
    "    \"3\",\n",
    "    \"4\",\n",
    "    \"5\",\n",
    "    \"6\",\n",
    "    \"7\",\n",
    "    \"8\",\n",
    "    \"9\",\n",
    "    \"10\",\n",
    "    \"11\",\n",
    "    \"12\",\n",
    "    \"13\",\n",
    "    \"14\",\n",
    "    \"15\",\n",
    "    \"16\",\n",
    "    \"17\",\n",
    "]\n",
    "\n",
    "data = [\n",
    "    {\n",
    "        \"axisData\": axis_data,\n",
    "        \"boxData\": [\n",
    "            [\n",
    "                3.8888578346043534,\n",
    "                55.82692798765428,\n",
    "                98.71608835477272,\n",
    "                149.50917642877687,\n",
    "                196.31621070646452,\n",
    "            ],\n",
    "            [\n",
    "                0.5174326704765253,\n",
    "                47.52990128406776,\n",
    "                103.66600287106233,\n",
    "                160.1380046605997,\n",
    "                194.8294269298398,\n",
    "            ],\n",
    "            [\n",
    "                2.843900448603165,\n",
    "                51.773788199388605,\n",
    "                90.66830693679475,\n",
    "                152.19938074181786,\n",
    "                196.18172012742428,\n",
    "            ],\n",
    "            [\n",
    "                2.6752702891334135,\n",
    "                42.85051429480143,\n",
    "                98.54433643572133,\n",
    "                166.81852013033875,\n",
    "                199.7400516615198,\n",
    "            ],\n",
    "            [\n",
    "                1.665511467481906,\n",
    "                63.069856326089585,\n",
    "                123.20638438572043,\n",
    "                164.0932194814393,\n",
    "                199.56631692214057,\n",
    "            ],\n",
    "            [\n",
    "                0.3597414263118992,\n",
    "                52.84424125860876,\n",
    "                108.14491539985673,\n",
    "                154.42390255012828,\n",
    "                199.39872381823812,\n",
    "            ],\n",
    "            [\n",
    "                1.3380322954592128,\n",
    "                41.989379994726335,\n",
    "                100.39118095266713,\n",
    "                160.38742881881478,\n",
    "                197.8251968350275,\n",
    "            ],\n",
    "            [\n",
    "                1.7005873932608662,\n",
    "                43.88170786936796,\n",
    "                92.29415890464293,\n",
    "                140.7858956683471,\n",
    "                197.50510824352313,\n",
    "            ],\n",
    "            [\n",
    "                1.7017445023542965,\n",
    "                52.55872982785781,\n",
    "                90.26972335102536,\n",
    "                155.43082163069883,\n",
    "                198.31679368721197,\n",
    "            ],\n",
    "            [\n",
    "                0.45657888665799895,\n",
    "                47.60747957375436,\n",
    "                95.53917053451289,\n",
    "                162.55256484073354,\n",
    "                199.78317232079928,\n",
    "            ],\n",
    "            [\n",
    "                1.745438082254136,\n",
    "                53.450845301261964,\n",
    "                95.8847297380051,\n",
    "                143.99885640751006,\n",
    "                195.1863502057908,\n",
    "            ],\n",
    "            [\n",
    "                2.5631287114048273,\n",
    "                56.04486879215165,\n",
    "                110.01592256847306,\n",
    "                155.33508398386462,\n",
    "                195.90291395560985,\n",
    "            ],\n",
    "            [\n",
    "                3.4380745785991262,\n",
    "                58.07888602010247,\n",
    "                105.64925213947652,\n",
    "                165.50126442985191,\n",
    "                199.75877487248675,\n",
    "            ],\n",
    "            [\n",
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    "                53.363159200883985,\n",
    "                95.32936635574816,\n",
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    "                198.20394907387762,\n",
    "            ],\n",
    "            [\n",
    "                0.7063564158257929,\n",
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    "                116.6947935806626,\n",
    "                152.93983211466667,\n",
    "                197.1481400480321,\n",
    "            ],\n",
    "            [\n",
    "                0.9611585600880268,\n",
    "                46.64283650085793,\n",
    "                102.32004406296502,\n",
    "                148.64094149067978,\n",
    "                199.59803470854715,\n",
    "            ],\n",
    "            [\n",
    "                1.4310036755643463,\n",
    "                50.15631363530299,\n",
    "                102.68128938225942,\n",
    "                147.52573154872948,\n",
    "                197.6018158750086,\n",
    "            ],\n",
    "            [\n",
    "                0.492994684970105,\n",
    "                43.23619663302313,\n",
    "                99.60815322547333,\n",
    "                140.00299600143438,\n",
    "                198.97693156537883,\n",
    "            ],\n",
    "        ],\n",
    "        \"outliers\": [],\n",
    "    },\n",
    "    {\n",
    "        \"axisData\": axis_data,\n",
    "        \"boxData\": [\n",
    "            [\n",
    "                1.3866777918670525,\n",
    "                52.723984144413805,\n",
    "                112.16068484025186,\n",
    "                148.07060013196633,\n",
    "                196.6493886555634,\n",
    "            ],\n",
    "            [\n",
    "                0.8675025485252785,\n",
    "                41.94008605353009,\n",
    "                90.4944101654473,\n",
    "                134.34314089904032,\n",
    "                199.57411732908722,\n",
    "            ],\n",
    "            [\n",
    "                2.109917782227244,\n",
    "                47.361245156921306,\n",
    "                98.03121935506474,\n",
    "                152.57304498745683,\n",
    "                199.6655667235125,\n",
    "            ],\n",
    "            [\n",
    "                0.835914742081334,\n",
    "                45.90386054869363,\n",
    "                110.8008994981315,\n",
    "                153.77050147012113,\n",
    "                198.17687983907325,\n",
    "            ],\n",
    "            [\n",
    "                0.09929780808608513,\n",
    "                55.313979741487245,\n",
    "                80.36049651385588,\n",
    "                144.5076321261422,\n",
    "                198.71007594348265,\n",
    "            ],\n",
    "            [\n",
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    "        \"outliers\": [],\n",
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    "]\n",
    "\n",
    "dlhzt = (\n",
    "    Boxplot()\n",
    "    .add_xaxis(xaxis_data=axis_data)\n",
    "    .add_yaxis(\n",
    "        series_name=\"category0\",\n",
    "        y_axis=data[0][\"boxData\"],\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            formatter=JsCode(\n",
    "                \"\"\"function(param) { return [\n",
    "                            'Experiment ' + param.name + ': ',\n",
    "                            'upper: ' + param.data[0],\n",
    "                            'Q1: ' + param.data[1],\n",
    "                            'median: ' + param.data[2],\n",
    "                            'Q3: ' + param.data[3],\n",
    "                            'lower: ' + param.data[4]\n",
    "                        ].join('<br/>') }\"\"\"\n",
    "            )\n",
    "        ),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        series_name=\"category1\",\n",
    "        y_axis=data[1][\"boxData\"],\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            formatter=JsCode(\n",
    "                \"\"\"function(param) { return [\n",
    "                            'Experiment ' + param.name + ': ',\n",
    "                            'upper: ' + param.data[0],\n",
    "                            'Q1: ' + param.data[1],\n",
    "                            'median: ' + param.data[2],\n",
    "                            'Q3: ' + param.data[3],\n",
    "                            'lower: ' + param.data[4]\n",
    "                        ].join('<br/>') }\"\"\"\n",
    "            )\n",
    "        ),\n",
    "    )\n",
    "    .add_yaxis(\n",
    "        series_name=\"category2\",\n",
    "        y_axis=data[2][\"boxData\"],\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            formatter=JsCode(\n",
    "                \"\"\"function(param) { return [\n",
    "                            'Experiment ' + param.name + ': ',\n",
    "                            'upper: ' + param.data[0],\n",
    "                            'Q1: ' + param.data[1],\n",
    "                            'median: ' + param.data[2],\n",
    "                            'Q3: ' + param.data[3],\n",
    "                            'lower: ' + param.data[4]\n",
    "                        ].join('<br/>') }\"\"\"\n",
    "            )\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Multiple Categories\", pos_left=\"center\"),\n",
    "        legend_opts=opts.LegendOpts(pos_top=\"3%\"),\n",
    "        tooltip_opts=opts.TooltipOpts(trigger=\"item\", axis_pointer_type=\"shadow\"),\n",
    "        xaxis_opts=opts.AxisOpts(\n",
    "            name_gap=30,\n",
    "            boundary_gap=True,\n",
    "            splitarea_opts=opts.SplitAreaOpts(\n",
    "                areastyle_opts=opts.AreaStyleOpts(opacity=1)\n",
    "            ),\n",
    "            axislabel_opts=opts.LabelOpts(formatter=\"expr {value}\"),\n",
    "            splitline_opts=opts.SplitLineOpts(is_show=False),\n",
    "        ),\n",
    "        yaxis_opts=opts.AxisOpts(\n",
    "            type_=\"value\",\n",
    "            min_=-400,\n",
    "            max_=600,\n",
    "            splitarea_opts=opts.SplitAreaOpts(is_show=False),\n",
    "        ),\n",
    "        datazoom_opts=[\n",
    "            opts.DataZoomOpts(type_=\"inside\", range_start=0, range_end=20),\n",
    "            opts.DataZoomOpts(type_=\"slider\", xaxis_index=0, is_show=True),\n",
    "        ],\n",
    "    )\n",
    "    #.render(\"multiple_categories.html\")\n",
    ")\n",
    "dlhzt.load_javascript()\n",
    "dlhzt.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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",
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