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期刊图片复现|Python绘制多面板哑铃图

  • 2026-06-13 06:36:50
期刊图片复现|Python绘制多面板哑铃图

代码绘制成果展示

论文:Targeted Synergistic Priorities for Conserving Biodiversity,Carbon, and Water on the Qinghai‐Tibetan Plateau
论文原图
仿图
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 osimport 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: ['#a28ec4''#725a9c''#ea8093''#c84860''#f1ecf6''#6ec2c7''#2f878c''#f3d067''#ca9e27''#eef7f8',        '#c6bfa7''#8c8468''#7ca3d9''#416ea8''#f5f4ef'],}

第三部分

绘图函数:函数初始化与画布创建
# =========================================================================================# ======================================3.绘图函数============================================# =========================================================================================def plot_advanced_forest_chart(df, scheme_id):    labels = df['Feature'].unique().tolist()  #特征名称    scales = df['Scale'].unique().tolist()  #分组    priorities = df['Priority'].unique().tolist()  #阶段    y_pos = np.arange(len(labels))[::-1]  #生成y轴坐标    cfg_scheme = COLOR_SCHEMES[scheme_id]  #提取配色方案    #创建画布    fig, axs = plt.subplots(len(scales), len(priorities), figsize=(15.59.0))

第四部分

绘图函数:数据准备、颜色提取
    # 遍历行    for row_idx in range(len(scales)):        # 遍历列        for col_idx in range(len(priorities)):            ax = axs[row_idx, col_idx]  #获取当前子图            current_scale = scales[row_idx]  #组名            current_priority = priorities[col_idx]  #阶段名            key_letter = chr(97 + row_idx * len(priorities) + col_idx)  #子图编号            ax.set_xlim(0max(df_panel['Outside']) * 1.08)  #x轴范围

第五部分

绘图函数:绘制标准差阴影区间、均值线、网格线
            #左侧阴影            ax.axvspan(mean_l - stdev_l,  #x                       mean_l + stdev_l,  #y                       color=b_l_color,  #背景色                       alpha=0.9,  #透明度                       zorder=0)  #层            #网格线            ax.grid(True,  # 开启                    which='both',  #xy                    color='#eaeaea',  #颜色                    linestyle='-',  #样式                    linewidth=0.8,  #线宽                    zorder=1)  #层            ax.set_axisbelow(True)  #设置在最底下

第六部分

绘图函数:绘制哑铃图
            #创建渐变色            cmap_gradient = LinearSegmentedColormap.from_list('line_grad', [c_in_f, c_out_f])                #右侧点                ax.scatter(x2,  #x                           y,  #y                           facecolor=c_out_f,#填充色                           edgecolor=c_out_e,#边缘色                           s=140#散点大小                           linewidths=1.8,  #边粗细                           zorder=3)  #层                #差值文本                ax.text((x1 + x2) / 2,  #x                        y + 0.16,  #y                        diff_txt,  #文本                        ha='center',  #水平                        va='bottom',  #垂直                        color=c_in_e,  #字体颜色                        fontsize=9,  #大小                        fontweight='normal')  #粗细

第七部分

绘图函数:刻度样式设置、均值、标准差标注添加
            ax.set_yticks(y_pos)  #y轴刻度位置            #配置y轴刻度            ax.tick_params(axis='y',  #y                           which='both',  #主副刻度                           length=0,  #长                           labelsize=11.5,  #字体大小                           labelcolor=c_in_e)  #字体颜色            ax.set_yticklabels(labels)  #添加y轴特征名            if key_letter == 'd':                ax.annotate('MEAN',  #文本                            xy=(16.86.4),  #箭头终点                            xytext=(14.07.3),  #文本位置                            arrowprops=dict(arrowstyle="->",  #箭头                                            color="black",  #黑色                                            lw=0.7),  #线宽                            fontsize=9,  #字体大小                            ha='center')  #水平                ax.annotate('STDEV',  #文本                            xy=(18.86.4),  #箭头终点                            xytext=(21.07.3), #文本位置                            arrowprops=dict(arrowstyle="->",  #箭头                                            color="black",  #黑色                                            lw=0.7),  #线宽                            fontsize=9,  #字体大小                            ha='center')  #水平

第八部分

绘图函数:标题设置、图例设置、布局调整、绘图结果保存
    #设置组标题    fig.text(0.5,  #x             0.95,  #y                scales[0],  #文本                ha='center',  #水平                fontsize=16,  #大小                fontweight='bold',  #加粗                color='#222222')  #颜色    fig.text(0.5,  #x             0.50,  #y                scales[1],  #文本                ha='center'#水平                fontsize=16,  #大小                fontweight='bold',#加粗                color='#222222'#颜色    #添加图例    fig.legend(handles=legend_elements,  #句柄               loc='lower center',  #位置               ncol=3,  #列               frameon=False,  #去掉边框               fontsize=10.5,  #字体大小               bbox_to_anchor=(0.50.01))  #坐标

第九部分

执行部分:读取数据、设置是否进行批量绘图
# =========================================================================================# ======================================4.执行部分============================================# =========================================================================================if __name__ == '__main__':    data_path = r'data.xlsx'  #原始数据    df_real = pd.read_excel(data_path)  #读取数据    else:        scheme_id = 1         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:

data_path = r'data.xlsx'  #原始数据

2.设置是否进行批量绘图,执行部分:

plot_all = True  #是否批量绘图

3.设置绘图结果保存地址,绘图函数部分:

plt.savefig(fr'{scheme_id}.pdf',bbox_inches='tight')

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  1. CONNECT:[ UseTime:0.000559s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000702s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.019015s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.016389s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000696s ]
  6. SELECT * FROM `set` [ RunTime:0.000876s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000627s ]
  8. SELECT * FROM `article` WHERE `id` = 497873 LIMIT 1 [ RunTime:0.041871s ]
  9. UPDATE `article` SET `lasttime` = 1783011799 WHERE `id` = 497873 [ RunTime:0.032377s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.004426s ]
  11. SELECT * FROM `article` WHERE `id` < 497873 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.021007s ]
  12. SELECT * FROM `article` WHERE `id` > 497873 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.007658s ]
  13. SELECT * FROM `article` WHERE `id` < 497873 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.033695s ]
  14. SELECT * FROM `article` WHERE `id` < 497873 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.007928s ]
  15. SELECT * FROM `article` WHERE `id` < 497873 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.267847s ]
0.538627s