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基于python的复合饼图绘制教程:主饼图 + 子类环图

  • 2026-08-19 21:12:31
基于python的复合饼图绘制教程:主饼图 + 子类环图
一、图表原理

复合饼图是兼顾整体占比与局部细节的专业数据可视化图表,核心解决普通饼图无法同时展示「大类构成」和「重点子类细分」的问题。其核心实现逻辑:将需要重点分析的目标大类从主饼图中分离突出,在其外侧同轴绘制环形图,精准展示该大类下的子类比例;环图与突出扇形共用同一圆心,保证视觉连贯性与数据关联性。该图表适用场景广泛,尤其适合生物信息、成分分析、财务统计等需要总览全局 + 聚焦细节的占比数据展示。

二、数据准备
本教程采用字典格式自定义演示数据,结构清晰、易于修改适配你的实际业务数据。我们定义主饼图展示一级分类占比,子数据展示目标大类的二级细分占比,并指定Phospholipids为需要展开的重点分类,你可直接替换数据和目标分类使用。

# 测试数据

main_data={

"Phospholipids":100,

"Fatty_acids":80,

"Amino_acids":45,

"Saccharides":30

}

sub_data={

"Phosphatidylcholine":70,

"Phosphatidylethanolamine":45,

"Phosphatidylserine":20,

"Phosphatidylinositol":15

}

target_category = "Phospholipids"

title = "Lipidomics Classification Distribution"

mian_data与sub_data示例数据如下:

三、绘图代码

1. 导入库

导入绘图、数据处理所需的核心库,无需额外安装第三方工具,基础 Python 数据分析环境即可运行。

# 导入库

import os

import pandas as pd

from collections import Counter

import matplotlib.pyplot as plt

import numpy as np

from matplotlib.patches import Wedge

import itertools

2.颜色映射

提取主、子数据的标签和数值,配置统一的配色方案,保证图表色彩协调、专业美观。

# 准备数据标签

main_labels = list(main_data.keys())

main_sizes = list(main_data.values())

sub_labels = list(sub_data.keys())

sub_sizes = list(sub_data.values())

# 颜色映射

all_labels = main_labels + sub_labels

colors_palette = [

"#b86b8f""#e8a8b8""#e0c4af""#dcdc9e""#b3e2b3",

"#bce8dd""#87b8e6""#8a8cd1""#728aac""#bb7fdb"

]

color_map = dict(zip(sorted(all_labels), itertools.cycle(colors_palette)))

main_colors = [color_map[l] for l in main_labels]

sub_colors = [color_map[l] for l in sub_labels]

3.主饼图绘制

绘制一级分类整体占比饼图,自动定位目标分类并向外偏移突出。同时统一科研绘图字体与样式参数,保留所有扇形的角度、圆心数据,为后续叠加子类环图提供位置支撑

# 计算 explode(突出目标大类)

try:

    gp_idx = main_labels.index(target_category)

    explode = [0.15if i == gp_idx else0for i inrange(len(main_labels))]

except ValueError:

    gp_idx = 0

    explode = [0] * len(main_labels)

# 绘图字体与样式设置

plt.rcParams['pdf.fonttype'] = 42

plt.rcParams['ps.fonttype'] = 42

plt.rcParams['font.family'] = 'Times New Roman'

fig, ax = plt.subplots(figsize=(127))

# 绘制主饼图

patches, texts, autotexts = ax.pie(

    main_sizes, labels=main_labels, autopct='%1.1f%%',

    textprops={'fontsize'8}, startangle=10, explode=explode,

    colors=main_colors, counterclock=False, pctdistance=0.75,

    wedgeprops={'edgecolor''white''linewidth'1.5'alpha'1}

)

效果如下:

4.子类环图绘制

环图必须绑定突出扇形的移动后圆心,然后获取目标扇形的圆心、角度、半径参数,基于该参数绘制环形图,完美贴合主饼图,自动添加子类标签和百分比,小比例分类自动隐藏避免重叠。

# 获取被突出扇形的参数(关键:圆心跟着扇形移动)

gp_patch = patches[gp_idx]

theta1, theta2 = gp_patch.theta1, gp_patch.theta2

center = gp_patch.center          # ← 移动后的圆心

radius = gp_patch.r

# 绘制子类环图(围绕同一个移动后的圆心)

current_theta = theta1

total_sub = sum(sub_sizes)

for size, color, label inzip(sub_sizes, sub_colors, sub_labels):

    angle_width = (size / total_sub) * (theta2 - theta1)

    wedge = Wedge(

        center, radius + 0.35, current_theta, current_theta + angle_width,

        width=0.25, facecolor=color, edgecolor='white', linewidth=0.8, alpha=1

    )

    ax.add_patch(wedge) 

# 显示标签(坐标也基于移动后的圆心)

if size > total_sub * 0.02:

        mid_angle = current_theta + angle_width / 2

        x = center[0] + (radius + 0.45) * np.cos(np.deg2rad(mid_angle))

        y = center[1] + (radius + 0.45) * np.sin(np.deg2rad(mid_angle))

        sub_pct = size / total_sub * 100

        ax.text(x, y, f"{label}\n{sub_pct:.1f}%", ha='center', va='center', fontsize=7)

    current_theta += angle_width

效果如下:

5.图例修饰与导出

添加标题、图例,优化布局,支持高清 PDF 格式导出,直接用于报告、论文:

# 修饰

total_n = sum(main_sizes)

ax.set_title(f"{title} (n={total_n})", fontsize=16,fontweight='bold')

ax.axis('equal')

# 图例

handles = patches + [Wedge((0,0), 000, facecolor=c) for c in sub_colors]

labels = main_labels + sub_labels

ax.legend(handles, labels, loc="center left", bbox_to_anchor=(1.250.5), frameon=False)

plt.tight_layout()

plt.savefig(f"Pieplot-Class.pdf", bbox_inches='tight', pad_inches=0.1)

plt.show()

四、结果展示
五、总结

本教程基于 Python 的matplotlib库,实现了主饼图 + 子类环图的复合饼图绘制,完整覆盖数据准备、绘图、美化、导出全流程。通过本教程,你可以快速掌握复合饼图的核心绘制逻辑,无需依赖复杂工具,用 Python 即可实现高质量的层级化占比可视化,高效展示数据的全局特征与局部细节。

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撰稿:Jizhe.Han

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  1. CONNECT:[ UseTime:0.000880s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001305s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.002843s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.026894s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001754s ]
  6. SELECT * FROM `set` [ RunTime:0.007811s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001643s ]
  8. SELECT * FROM `article` WHERE `id` = 504578 LIMIT 1 [ RunTime:0.052549s ]
  9. UPDATE `article` SET `lasttime` = 1787322840 WHERE `id` = 504578 [ RunTime:0.031432s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.004716s ]
  11. SELECT * FROM `article` WHERE `id` < 504578 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001313s ]
  12. SELECT * FROM `article` WHERE `id` > 504578 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.008550s ]
  13. SELECT * FROM `article` WHERE `id` < 504578 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.016955s ]
  14. SELECT * FROM `article` WHERE `id` < 504578 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.089633s ]
  15. SELECT * FROM `article` WHERE `id` < 504578 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.049286s ]
0.471606s