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Python代码 |紫+红XGBoost+SHAP+PDP十套图

  • 2026-06-29 02:19:11
Python代码 |紫+红XGBoost+SHAP+PDP十套图

Python代码 |紫+红XGBoost+SHAP+PDP十套图

✨ 代码 & 科研绘图升级亮点
✅ 完整 Python 代码（.ipynb+.py 双格式），带详细中文注释，直接替换数据就能跑，零基础也能上手
✅ 全新高级配色方案，风格统一，颜值与专业度双在线
✅ 优化阈值精细化识别、依赖曲线平滑、置信区间计算、标签标注，细节拉满，图表更专业
✅ 配套练习数据集 + 运行结果图，开箱即用，省去数据准备的麻烦
✅ 适配生态、环境、地理、遥感、城市规划、水文、农业、金融等多领域科研场景

图1：模型性能验证图
图2：SHAP全局特征贡献图
图3：SHAP单特征依赖图
图4：SHAP主效应与交互效应对比图
图5：SHAP特征交互效应复合矩阵图
图6：SHAP成对单特征交互散点图
图7：SHAP特征影响-交互网络图
图8：SHAP 热力图
图9：个体样本SHAP力图
图10：PDP二维依赖图

完整代码获取：回复 “ XGBoost回归 ” 即可获得通道

#sci #顶刊 #数据分析 #颜色搭配 #科研绘图 #科研 #python #科研学习 #论文 #科研配图

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  138. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-template/src/template/contract/DriverInterface.php ( 0.86 KB )
  139. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/runtime/temp/067d451b9a0c665040f3f1bdd3293d68.php ( 11.98 KB )
  140. /yingpanguazai/ssd/ssd1/www/f.mffb.com.cn/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.000822s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000938s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000345s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000295s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000521s ]
  6. SELECT * FROM `set` [ RunTime:0.000214s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000625s ]
  8. SELECT * FROM `article` WHERE `id` = 487033 LIMIT 1 [ RunTime:0.000439s ]
  9. UPDATE `article` SET `lasttime` = 1783053165 WHERE `id` = 487033 [ RunTime:0.020155s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000378s ]
  11. SELECT * FROM `article` WHERE `id` < 487033 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000517s ]
  12. SELECT * FROM `article` WHERE `id` > 487033 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.001642s ]
  13. SELECT * FROM `article` WHERE `id` < 487033 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000710s ]
  14. SELECT * FROM `article` WHERE `id` < 487033 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000716s ]
  15. SELECT * FROM `article` WHERE `id` < 487033 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002270s ]
0.102611s