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Python绘制平滑曲线雷达图

  • 2026-08-18 23:11:15
Python绘制平滑曲线雷达图

代码绘制成果展示

论文:A deep learning framework for efficient pathology image analysis
论文原图
魔改版
多种配色

代码解释

第一部分

库的导入以及字体设置
# =========================================================================================# ====================================== 1. 环境设置 =======================================# =========================================================================================import numpy as npimport pandas as pdimport matplotlib.pyplot as plt

第二部分

设置颜色库
# =========================================================================================# ======================================2.颜色库=======================================# =========================================================================================COLOR_SCHEMES = {    1: ['#C83E4D''#F4B38C''#D0E1F9''#85C1E9''#2E86C1''#5A306D''#C45B90''#8B3E4F'],}

第三部分

绘图函数:数据准备与变量初始化
# =========================================================================================# ======================================3.绘图函数=======================================# =========================================================================================def plot_advanced_forest_chart(df_real, scheme_id):    selected_colors = COLOR_SCHEMES[scheme_id]  #获取颜色方案    color_eagle, color_chief, color_gigapath, color_ctranspath, color_virchow2, color_morphology, color_biomarkers, color_prognosis = selected_colors  #分配颜色    label_colors = df_real['Label_Color'].map(category_color_map).tolist()  #匹配标签颜色    min_vals = df_real['Min_Val'].tolist()  #最小值    max_vals = df_real['Max_Val'].tolist()  #最大值    num_vars = len(labels)  #变量数

第四部分

绘图函数:创建画布以及布局设置
    #创建画布    fig, ax = plt.subplots(figsize=(1515), subplot_kw=dict(polar=True))    ax.set_theta_offset(np.pi / 2)  #起点    ax.set_theta_direction(-1)  #顺时针方向    ax.set_xticks(angles[:-1])  #设置x轴刻度    ax.set_xticklabels([])  #去掉x轴标签    #网格线    ax.xaxis.grid(True,  #开启                  color=radial_line_color,  #网格线颜色                  linestyle='-',  #样式                  linewidth=radial_line_width)  #线宽

第五部分

绘图函数:绘制平滑曲线与数据点标注
    #打包数据    models_data = [        (data_eagle, color_eagle, 'EAGLE'),        (data_chief, color_chief, 'CHIEF'),        (data_gigapath, color_gigapath, 'GigaPath'),        (data_ctranspath, color_ctranspath, 'CTransPath'),        (data_virchow2, color_virchow2, 'Virchow2')    ]    ax.plot(angles_dense,  #x                data_dense,  #y                color=color,  #颜色                linewidth=line_width,  #线宽                label=label)  #标签

第六部分

绘图函数:绘制外圈标签与图例配置
    #遍历添加外圈标签    for i, (angle, label_text, color) in enumerate(zip(angles[:-1], labels, label_colors)):     #右上角图例    legend_elements = [Line2D([0],  #x                              [0],  #y                              color=c,  #颜色                              lw=3,  #线宽                              label=l) for _, c, l in models_data]  #遍历生成所有图例    leg = ax.legend(handles=legend_elements,  #句柄                    loc='upper right',  #位置                    bbox_to_anchor=(1.151.05),  #坐标                    fontsize=11,  #字号                    frameon=True,  #边框                    borderpad=0.8)  #内边距    ax.add_artist(leg)  #添加图例

第七部分

执行部分
# =========================================================================================# ======================================4.执行部分=======================================# =========================================================================================if __name__ == '__main__':    df_real = pd.read_excel(r'data.xlsx')  #读取数据    scheme_id = 1    selected_hex_colors = COLOR_SCHEMES[scheme_id]    print('正在绘制并保存方案:', scheme_id)    plot_advanced_forest_chart(df_real, scheme_id)

如何应用到你自己的数据

1.设置原始数据的保存路径,执行部分:

df_real = pd.read_excel(r'data.xlsx')  #读取数据

2.设置是否进行批量绘图,执行部分:

plot_all = True

3.设置要进行绘图的数据列,绘图函数部分:

data_eagle = close_line(df_real['EAGLE'].values)data_chief = close_line(df_real['CHIEF'].values)data_gigapath = close_line(df_real['GigaPath'].values)data_ctranspath = close_line(df_real['CTransPath'].values)data_virchow2 = close_line(df_real['Virchow2'].values)

4.设置绘图结果的保存地址,绘图函数部分:

plt.savefig(fr'Scheme_{scheme_id}.png', dpi=300,bbox_inches='tight')

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  1. CONNECT:[ UseTime:0.000882s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001724s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000724s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000687s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001742s ]
  6. SELECT * FROM `set` [ RunTime:0.000635s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001930s ]
  8. SELECT * FROM `article` WHERE `id` = 506598 LIMIT 1 [ RunTime:0.008236s ]
  9. UPDATE `article` SET `lasttime` = 1787309743 WHERE `id` = 506598 [ RunTime:0.002605s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000722s ]
  11. SELECT * FROM `article` WHERE `id` < 506598 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001146s ]
  12. SELECT * FROM `article` WHERE `id` > 506598 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.005613s ]
  13. SELECT * FROM `article` WHERE `id` < 506598 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.004428s ]
  14. SELECT * FROM `article` WHERE `id` < 506598 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.034344s ]
  15. SELECT * FROM `article` WHERE `id` < 506598 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.005108s ]
0.242578s