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Python数据分析:绘制玫瑰图实训

  • 2026-02-08 12:04:54
Python数据分析:绘制玫瑰图实训

🌸【Python可视化实战】用 pyecharts 绘制“零新增”玫瑰图,一眼看懂疫情趋势!

💡 数据不会说话,但图表会。今天教你用 pyecharts 画出一张高颜值、有深度的“多省区市连续无新增病例天数玫瑰图”,让数据讲故事!📈


🎯 实训目标:一图看懂全国疫情“清零”进度

我们以某天全国各省市的“连续无新增确诊病例天数”为例,使用 pyecharts 制作一个 南丁格尔玫瑰图(Nightingale Rose Chart),直观展示各地“清零”状态。

📌 数据示例:

  • 北京:1 天
  • 上海:1 天
  • 广东:42 天
  • 四川:35 天
  • ……

✅ 目标:通过扇形面积大小,反映各地“持续清零”的长短。


🧰 第一步:环境准备 & 导入模块

from pyecharts import options as optsfrom pyecharts.charts import Pieimport pandas as pd

🔍 小贴士:

  • pyecharts 是 Python 中最强大的可视化库之一,支持交互式图表
  • 安装命令:pip install pyecharts

📊 第二步:准备数据

我们将省份和对应“连续无新增天数”整理成 DataFrame:

provinces = ['北京''上海''黑龙江''吉林''辽宁''内蒙古''新疆''西藏''青海','四川''云南''陕西''重庆''贵州''广西''海南''澳门''湖南''江西','福建''安徽''浙江''江苏''宁夏''山西''河北''天津']num = [111792223423572021162416213712131413,7228161313]df = pd.DataFrame({'provinces': provinces, 'num': num})

🔄 排序:按天数从大到小排序,突出重点区域

df.sort_values(by='num', ascending=False, inplace=True)

🎨 第三步:创建玫瑰图(Pie Chart)

✅ 初始化图表

c = Pie(    init_opts=opts.InitOpts(width='1250px', height='750px'))

📐 设置宽高,保证图片清晰不压缩


🌈 设置颜色系列(自定义配色更高级!)

color_series = ['#FAB927''#E9E416''#C9DA36''#9EBC3C''#6DBC49','#37B44E''#3DBA78''#14ADCF''#209AC9''#1E91CA','#2C6BA0''#2B55A1''#2D3D8E''#44388E''#6A368B','#7D3990''#A63F98''#C31C88''#D52178''#D5225B','#D02C2A''#D44C2D''#F57A34''#FA8F2F''#D99D21','#CF7B25''#CF7B25''#CF7B25']c.set_colors(color_series)

💡 使用渐变或柔和色系,避免视觉疲劳


📦 添加数据(关键!)

v = df['provinces'].values.tolist()  # 省份名d = df['num'].values.tolist()        # 天数c.add("",    [list(z) for z in zip(v, d)],    radius=["30%""100%"],           # 内外圈半径    center=["50%""50%"],            # 图表中心位置    rosetype="area"# 南丁格尔玫瑰图模式)

🌸 rosetype="area" → 扇形面积与数值成正比,体现“清零时长”差异


🎨 第四步:美化全局配置

c.set_global_opts(    title_opts=opts.TitleOpts(        title='多省区市\n确诊病例连续多日',        subtitle='零新增',        title_textstyle_opts=opts.TextStyleOpts(font_size=25, color='#0085c3'),        subtitle_textstyle_opts=opts.TextStyleOpts(font_size=50, color='#003399')    ),    pos_right='center',    pos_left='center',    pos_top='42%',    pos_bottom='center',    legend_opts=opts.LegendOpts(is_show=False),  # 隐藏图例    toolbox_opts=opts.ToolboxOpts()             # 显示工具栏)

🖼️ 效果:标题分两行,主副标题搭配,突出“零新增”关键词


📝 第五步:设置系列配置项(细节控必看)

c.set_series_opts(    label_opts=opts.LabelOpts(        is_show=True,        position="inside",        font_size=12,        formatter="{b}:{c}天",        font_style="italic",        font_weight="bold",        font_family="SimHei"    ))

✅ 标签显示在扇形内部,格式为:“省份:XX天”,字体为黑体,清晰可读!


🖼️ 第六步:渲染输出

c.render_notebook()

📱 在 Jupyter Notebook 中直接显示图表🖼️ 若想保存为 HTML 文件:c.render("zero_new.html")


🌟 最终效果预览

🔷 一张圆形玫瑰图,扇形由大到小排列🔷 每个扇形代表一个省份,面积越大,表示“连续无新增天数”越长🔷 颜色丰富且协调,标签清晰标注“省份:XX天”🔷 可点击缩放、拖动查看细节,交互性强!

🎯 例如:广东(42天)、四川(35天)等大片扇形明显突出,而北京、上海仅1天,占比极小。


📈 为什么选“玫瑰图”?

图表类型
优点
缺点
柱状图
易读
不适合大量类别
饼图
直观
难比较小值
玫瑰图
✅ 面积反映数值,✅ 适合分类多、数值差异大的场景
需要合理排序

✅ 特别适用于:疫情、销量、人口、消费等“排名类”数据!


🚀 实战应用拓展

  1. 动态更新:接入实时 API,每日自动刷新图表
  2. 地图联动:结合 Map 图表,实现“热力 + 玫瑰”双视图
  3. 时间轴动画:展示过去一个月的变化趋势
  4. 网页嵌入:将生成的 HTML 嵌入公司官网或公众号文章

📚 总结:三大核心要点

✅ 数据准备要规范:列名明确,排序合理✅ 配色要讲究:避免刺眼,突出重点✅ 配置要精细:标题、标签、交互一个都不能少!


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  1. CONNECT:[ UseTime:0.000529s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000731s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.005042s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000280s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000459s ]
  6. SELECT * FROM `set` [ RunTime:0.000310s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000554s ]
  8. SELECT * FROM `article` WHERE `id` = 474299 LIMIT 1 [ RunTime:0.004357s ]
  9. UPDATE `article` SET `lasttime` = 1770540812 WHERE `id` = 474299 [ RunTime:0.010747s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000303s ]
  11. SELECT * FROM `article` WHERE `id` < 474299 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000514s ]
  12. SELECT * FROM `article` WHERE `id` > 474299 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000368s ]
  13. SELECT * FROM `article` WHERE `id` < 474299 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000715s ]
  14. SELECT * FROM `article` WHERE `id` < 474299 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001442s ]
  15. SELECT * FROM `article` WHERE `id` < 474299 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.000843s ]
0.128204s