In [1]:
#使用python3.9以上版本的JupyterNoteBook运行本程序。运行前需部署shap依赖库。
#Shap官方文档 https://Shap.readthedocs.io/en/latest/
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
import os
import numpy as np
import pandas as pd
import random
import matplotlib.pyplot as plt
from sklearn.model_selection import GridSearchCV, train_test_split
from sklearn.metrics import roc_auc_score, precision_score, recall_score, f1_score, confusion_matrix
from sklearn.metrics import precision_recall_curve, auc
from sklearn.preprocessing import PolynomialFeatures
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from xgboost import XGBClassifier
import lightgbm as lgb
from sklearn.decomposition import PCA
from sklearn.svm import SVC
from sklearn.tree import DecisionTreeClassifier
from sklearn.linear_model import Lasso
import shap
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
# alepython 可能需要单独安装
# from alepython import ale_plot #这个包的安装比较困难，必要时可以不安装，只影响一组稳健性测试
【单元格启动 2026-06-27 05:17:14】 【单元格启动 2026-06-27 05:17:27】
In [2]:
#程序参数
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
plt.rcParams['font.family'] = 'Microsoft YaHei'
plt.rcParams['figure.dpi'] = 500
shap.initjs()
SEED = 42 #爱、宇宙与一切问题的答案
np.random.seed(SEED) # NumPy随机种子
random.seed(SEED) # Python内置随机种子
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:27】
【单元格结束 2026-06-27 05:17:27，本段耗时：0.02s】
In [3]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
import pandas as pd
# 使用绝对路径
file_path = "/kaggle/input/datasets/songsammy/final-data-27123104/1. .xls"
# 验证文件是否存在
import os
if os.path.exists(file_path):
print(f"文件存在: {file_path}")
data_ori = pd.read_excel(file_path, sheet_name=0, header=None, dtype=str)
data = data_ori.rename(columns=data_ori.iloc[0]).iloc[1:]
print(f"✅ 读取成功！共 {len(data)} 行")
else:
print(f"❌ 文件不存在: {file_path}")
data = data_ori.rename(columns=data_ori.iloc[0]).iloc[1:]
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:27】 文件存在: /kaggle/input/datasets/songsammy/final-data-27123104/1. .xls ✅ 读取成功！共 43720 行 【单元格结束 2026-06-27 05:17:36，本段耗时：8.50s】
In [4]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
import os
print("当前Python的工作目录:", os.getcwd())
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:36】 当前Python的工作目录: /kaggle/working 【单元格结束 2026-06-27 05:17:36，本段耗时：0.00s】
In [5]:
#基本数据处理
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
stockid=data["证券代码"]
year=data["年份"]
industry=data["行业C面板"]
province=data["所属省份"]
full_YF0=data[["债务危机","债务危机st退市","债务危机重组起诉","资不抵债"]].astype(float)
full_YF1=data.groupby('证券代码')[["债务危机","债务危机st退市","债务危机重组起诉","资不抵债"]].shift(-1).astype(float)
full_YF2=data.groupby('证券代码')[["债务危机","债务危机st退市","债务危机重组起诉","资不抵债"]].shift(-2).astype(float)
full_YF3=data.groupby('证券代码')[["债务危机","债务危机st退市","债务危机重组起诉","资不抵债"]].shift(-3).astype(float)
full_YF4=data.groupby('证券代码')[["债务危机","债务危机st退市","债务危机重组起诉","资不抵债"]].shift(-4).astype(float)
full_YF5=data.groupby('证券代码')[["债务危机","债务危机st退市","债务危机重组起诉","资不抵债"]].shift(-5).astype(float)
##############################所有数据均被预定义为浮点数据，代码执行无误########################################
Xyear = pd.get_dummies(year, drop_first=True).astype(float)
Xind = pd.get_dummies(industry, drop_first=True).astype(float)
Xprov = pd.get_dummies(province, drop_first=True).astype(float)
X1=data[["对子公司股权投资水平","孙公司及其以下占比","集团分权水平","少数股东权益水平",
"向子公司贷款水平","向母公司分红水平", "集团内关联担保水平","金融类子公司数目"]].astype(float)
X2=data[["资产规模","现金比率","固定资产比率","无形资产比率"]].astype(float)
X3=data[["有息债务率","无息债务率","流动比率","利息保障倍数"]].astype(float)
X4=data[["总资产收益率","主营业务收入","主营业务增长率","营业利润率","应收周转率"]].astype(float)
X5=data[["利润收现率","投资现金率","筹资现金率","偿债现金率"]].astype(float)
X6=data[["股权集中度","两职合一","独立董事比例","国有企业"]].astype(float)
X7=data[["高管团队年龄","高管团队学历","高管金融背景","高管海外背景"]].astype(float)
X8=data[["机构投资者持股","贷款银行数","媒体关注度","四大审计"]].astype(float)
X9=data[["短期基准利率","货币供给量"]].astype(float)
X10=data[["消费价格指数","人均GDP"]].astype(float)
X11=data[["行业勒纳指数","行业集中度"]].astype(float)
##############################所有数据均被预定义为浮点数据，代码执行无误########################################
#合并数据
full_X= pd.concat([X1,X2,X3,X4,X5,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float)
#确认各变量在合并后数据中的次序
column_X1 = [full_X.columns.get_loc(col) for col in X1.columns if col in full_X.columns]
column_X2 = [full_X.columns.get_loc(col) for col in X2.columns if col in full_X.columns]
column_X3 = [full_X.columns.get_loc(col) for col in X3.columns if col in full_X.columns]
column_X4 = [full_X.columns.get_loc(col) for col in X4.columns if col in full_X.columns]
column_X5 = [full_X.columns.get_loc(col) for col in X5.columns if col in full_X.columns]
column_X6 = [full_X.columns.get_loc(col) for col in X6.columns if col in full_X.columns]
column_X7 = [full_X.columns.get_loc(col) for col in X7.columns if col in full_X.columns]
column_X8 = [full_X.columns.get_loc(col) for col in X8.columns if col in full_X.columns]
column_X9 = [full_X.columns.get_loc(col) for col in X9.columns if col in full_X.columns]
column_X10 = [full_X.columns.get_loc(col) for col in X10.columns if col in full_X.columns]
column_X11 = [full_X.columns.get_loc(col) for col in X11.columns if col in full_X.columns]
column_Xyear = [full_X.columns.get_loc(col) for col in Xyear.columns if col in full_X.columns]
column_Xind = [full_X.columns.get_loc(col) for col in Xind.columns if col in full_X.columns]
column_Xprov = [full_X.columns.get_loc(col) for col in Xprov.columns if col in full_X.columns]
#数据分类
column=[column_X1, column_X2+column_X3, column_X4, column_X5,
column_X6, column_X7, column_X8, column_X9+column_Xyear,
column_X10+column_Xprov , column_X11+column_Xind]
name=["集团特征","资产质量", "盈利能力", "现金流结构", "治理情况", "高管特征", "利益相关者", "宏观指标", "区域指标", "行业指标"]
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:36】 【单元格结束 2026-06-27 05:17:37，本段耗时：0.82s】
In [6]:
#函数定义
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
def count_Arg(model, x, y):
if isinstance(y, (pd.DataFrame, pd.Series)):
y = y.to_numpy().flatten()
else:
y = y.flatten()
if hasattr(model, 'predict_proba'):
# sklearn
y_pred = model.predict_proba(x)[:, 1]
elif hasattr(model, 'predict'):
# Keras
y_pred = model.predict(x).flatten() # Keras模型输出概率，可能需要展平
else:
raise ValueError("待定义模型")
y_pred_classes = (y_pred > 0.5).astype(int)
accuracy = (y_pred_classes == y).sum() / len(y)
tn, fp, fn, tp = confusion_matrix(y, y_pred_classes).ravel()
precision = precision_score(y, y_pred_classes)
recall = recall_score(y, y_pred_classes)
f1 = f1_score(y, y_pred_classes)
g_mean = np.sqrt((tp / (tp + fn)) * (tn / (tn + fp))) if (tp + fn) > 0 and (tn + fp) > 0 else 0
auc_roc = roc_auc_score(y, y_pred)
p, r, thresholds = precision_recall_curve(y, y_pred)
auc_pr = auc(r, p)
data= [accuracy, precision, recall, f1, g_mean, auc_roc, auc_pr]
formatted_values = [f"{value:.8f}" for value in data]
return formatted_values
def print_results(result_base):
df_results = pd.DataFrame(result_base, columns=['模型', '指标'])
df_results[['准确率', '精确率', '召回率', 'F1分数', 'G均值', 'AUC-ROC',"AUC-PR"]] = pd.DataFrame(
df_results['指标'].tolist(), index=df_results.index
)
df_results = df_results.drop(columns=['指标'])
print(df_results)
def local_split(FX,Fy,size):
FX = (FX - FX.min()) / (FX.max() - FX.min())
FX = FX.fillna(FX.mean())
sample=pd.concat([Fy,FX],axis=1)
sample=sample.dropna()
X=sample.iloc[:,1:].astype(float)
Y=sample.iloc[:,0].astype(float)
x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=size, random_state=42)
return x_train, x_test, y_train, y_test
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:37】 【单元格结束 2026-06-27 05:17:37，本段耗时：0.00s】
In [7]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")#网格搜索方案,完整搜索需花3~5天的时间，故以注释形式体现。模型超参数已按网格搜索得到的参数设置。
# =============================================================================
# param_grid_RF = {
# 'n_estimators': np.arange(100, 1000, 50),
# 'max_depth': np.arange(4, 20, 1),
# 'max_samples': np.arange(0.2, 0.8, 0.1),
# 'max_features': np.arange(0.2, 0.8, 0.1),
# 'class_weight': ["balanced",{0: 1, 1: 2},{0: 1, 1: 5},{0: 1, 1: 10}],
# "min_impurity_decrease":[0.1,0.05,0.01,0]
# }
# RF = RandomForestClassifier(criterion="entropy",
# random_state=42)
# grid_search = GridSearchCV(estimator=RF, param_grid=param_grid_RF, scoring='roc_auc', cv=5, verbose=2).fit(x_train, y_train)
# =============================================================================
# param_grid_XGB = {
# 'n_estimators': np.arange(100, 1000, 50),
# 'max_depth': np.arange(4, 20, 1),
# 'learning_rate': np.arange(0.1, 0.8, 0.05),
# 'colsample_bytree': np.arange(0.2, 0.8 0.1),
# 'min_child_weight': np.arange(0, 1.0, 0.1)，
# 'scale_pos_weight': [1, 10, 50, 100]
# }
# XGB = XGBClassifier(random_state=42)
# grid_search = GridSearchCV(estimator=XGB, param_grid=param_grid_XGB, scoring='roc_auc', cv=5, verbose=2).fit(x_train, y_train)
# =============================================================================
#结果：
aword=[600,12,0.8,0.8,10,0]
bword=[400,0.1,12,0.4,100,1.4]
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:37】 【单元格结束 2026-06-27 05:17:37，本段耗时：0.00s】
In [8]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#主要模型
full_X= pd.concat([X1,X2,X3,X4,X5,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float)
full_X = (full_X - full_X.min()) / (full_X.max() - full_X.min())
full_X = full_X.fillna(full_X.mean())
Fy=full_YF1
sample=pd.concat([Fy["债务危机"],full_X],axis=1)
sample=sample.dropna().astype(float)
X=sample.iloc[:,1:]
Y=sample.iloc[:,0]
x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=0.1, random_state=42)
logit_main = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_main = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_main =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
print(["logit含集团",count_Arg(logit_main,x_test , y_test)])
print(["RF含集团",count_Arg(RF_main,x_test , y_test)])
print(["XGB含集团",count_Arg(XGB_main,x_test , y_test)])
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:17:37】 ['logit含集团', ['0.93398407', '0.70833333', '0.27687296', '0.39812646', '0.52361306', '0.87185326', '0.51812537']] ['RF含集团', ['0.93783714', '0.68361582', '0.39413681', '0.50000000', '0.62288189', '0.90146534', '0.56774102']] ['XGB含集团', ['0.94271770', '0.68584071', '0.50488599', '0.58161351', '0.70348393', '0.93031986', '0.63654626']] 【单元格结束 2026-06-27 05:31:01，本段耗时：804.66s】
In [9]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#稳健性检验1：其他机器学习方法
#nn
dtypes = list(zip(X.dtypes.index, map(str, X.dtypes)))
input_els = []
encoded_els = []
#svr
SVM_main = SVC(kernel='rbf',
C=0.1,
class_weight={0: 1, 1: 2},
gamma=0.1,
tol=0.1,
random_state=42,
probability=True).fit(x_train, y_train)
#LightGBT
LGBM_main = lgb.LGBMClassifier(n_estimators=400,
learning_rate=0.1,
max_depth=14,
num_leaves= 31,
class_weight={0: 1, 1: 2},
random_state=42).fit(x_train, y_train)
#LASSO 回归（LASSO）
LASSO_main = LogisticRegression(penalty='l1',C=0.5, max_iter=1000, solver='saga', random_state=42).fit(x_train , y_train)
#DT
DT_main = DecisionTreeClassifier(criterion='entropy',
max_depth=10,
min_samples_split=400,
min_samples_leaf=100,
min_impurity_decrease=0.00045,
random_state=42).fit(x_train, y_train)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:31:01】 [LightGBM] [Info] Number of positive: 2721, number of negative: 32310 [LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.008411 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 8809 [LightGBM] [Info] Number of data points in the train set: 35031, number of used features: 159 [LightGBM] [Info] [binary:BoostFromScore]: pavg=0.144151 -> initscore=-1.781230 [LightGBM] [Info] Start training from score -1.781230 【单元格结束 2026-06-27 05:39:01，本段耗时：479.21s】
In [10]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#稳健性检验1：PCR方法
#pcr_main
pca = PCA(n_components=0.9) # 保留 90% 的方差
X_main_pca = pca.fit_transform(X)
x_main_train_pca = pca.transform(x_train)
x_main_test_pca = pca.transform(x_test)
PCA_logit_main = LogisticRegression(random_state=0,max_iter=1000).fit(x_main_train_pca, y_train)
PCA_RF_main = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_main_train_pca, y_train)
PCA_XGB_main =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_main_train_pca, y_train)
pca = PCA(n_components=60) # 保留 60个因子
X_pca = pca.fit_transform(X)
x_train_pca = pca.transform(x_train)
x_test_pca = pca.transform(x_test)
PCA_logit_60 = LogisticRegression(random_state=0,max_iter=1000).fit(x_train_pca, y_train)
PCA_RF_60 = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train_pca, y_train)
PCA_XGB_60 =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train_pca, y_train)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 05:39:01】 【单元格结束 2026-06-27 06:33:30，本段耗时：3268.94s】
In [11]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#主回归及稳健性检验1结果输出
result_base_1=[]
result_base_1.append(["logit含集团",count_Arg(logit_main,x_test , y_test)])
result_base_1.append(["RF含集团",count_Arg(RF_main,x_test , y_test)])
result_base_1.append(["XGB含集团",count_Arg(XGB_main,x_test , y_test)])
result_base_1.append(["SVR含集团",count_Arg(SVM_main, x_test , y_test)])
result_base_1.append(["LGBM含集团",count_Arg(LGBM_main, x_test , y_test)])
result_base_1.append(["DT含集团",count_Arg(DT_main, x_test , y_test)])
result_base_1.append(["LASSO-logit含集团",count_Arg(LASSO_main, x_test , y_test)])
result_base_1.append(["PCA0.9-logit含集团",count_Arg(PCA_logit_main, x_main_test_pca , y_test)])
result_base_1.append(["PCA0.9-RF含集团",count_Arg(PCA_RF_main, x_main_test_pca , y_test)])
result_base_1.append(["PCA0.9-XGB含集团",count_Arg(PCA_XGB_main, x_main_test_pca , y_test)])
result_base_1.append(["PCA60-logit含集团",count_Arg(PCA_logit_60, x_test_pca , y_test)])
result_base_1.append(["PCA60-RF含集团",count_Arg(PCA_RF_60, x_test_pca , y_test)])
result_base_1.append(["PCA60-XGB含集团",count_Arg(PCA_XGB_60, x_test_pca , y_test)])
print_results(result_base_1)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 06:33:30】
模型 准确率 精确率 召回率 F1分数 \
0 logit含集团 0.93398407 0.70833333 0.27687296 0.39812646
1 RF含集团 0.93783714 0.68361582 0.39413681 0.50000000
2 XGB含集团 0.94271770 0.68584071 0.50488599 0.58161351
3 SVR含集团 0.93655279 0.70000000 0.34201954 0.45951860
4 LGBM含集团 0.94348831 0.71014493 0.47882736 0.57198444
5 DT含集团 0.93064475 0.68686869 0.22149837 0.33497537
6 LASSO-logit含集团 0.93372720 0.70588235 0.27361564 0.39436620
7 PCA0.9-logit含集团 0.93475469 0.72649573 0.27687296 0.40094340
8 PCA0.9-RF含集团 0.93372720 0.69918699 0.28013029 0.40000000
9 PCA0.9-XGB含集团 0.93963524 0.69780220 0.41368078 0.51942740
10 PCA60-logit含集团 0.93244285 0.70754717 0.24429967 0.36319613
11 PCA60-RF含集团 0.93090162 0.64393939 0.27687296 0.38724374
12 PCA60-XGB含集团 0.93706653 0.68902439 0.36807818 0.47983015
G均值 AUC-ROC AUC-PR
0 0.52361306 0.87185326 0.51812537
1 0.62288189 0.90146534 0.56774102
2 0.70348393 0.93031986 0.63654626
3 0.58114336 0.88146311 0.53709078
4 0.68616015 0.92992837 0.64319259
5 0.46859746 0.84392752 0.45627345
6 0.52052387 0.87358457 0.51934608
7 0.52383419 0.87002204 0.50860071
8 0.52653579 0.87929807 0.49394832
9 0.63822879 0.89603888 0.56891382
10 0.49212577 0.86023733 0.48893313
11 0.52272758 0.86477997 0.46523203
12 0.60236482 0.88962596 0.54045828
【单元格结束 2026-06-27 06:33:38，本段耗时：8.64s】
In [12]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#主回归：逐步移除指标
result_base_5=[]
a=aword
b=bword
x_train, x_test, y_train, y_test=local_split(pd.concat([X2,X3,X4,X5,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_5.append(["logit不含集团特征",count_Arg(logit_tem,x_test , y_test)])
result_base_5.append(["RF不含集团特征",count_Arg(RF_tem,x_test , y_test)])
result_base_5.append(["XGB不含集团特征",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,X4,X5,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_5.append(["logit不含资产质量",count_Arg(logit_tem,x_test , y_test)])
result_base_5.append(["RF不含资产质量",count_Arg(RF_tem,x_test , y_test)])
result_base_5.append(["XGB不含资产质量",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,X2,X3,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_5.append(["logit不含利润与现金流情况",count_Arg(logit_tem,x_test , y_test)])
result_base_5.append(["RF不含利润与现金流情况",count_Arg(RF_tem,x_test , y_test)])
result_base_5.append(["XGB不含利润与现金流情况",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,X2,X3,X4,X5,X7,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_5.append(["logit不含高管与内部治理",count_Arg(logit_tem,x_test , y_test)])
result_base_5.append(["RF不含高管与内部治理",count_Arg(RF_tem,x_test , y_test)])
result_base_5.append(["XGB不含高管与内部治理",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,X2,X3,X4,X5,X6,X8,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_5.append(["logit不含外部治理与宏观、地区与行业",count_Arg(logit_tem,x_test , y_test)])
result_base_5.append(["RF不含外部治理与宏观、地区与行业",count_Arg(RF_tem,x_test , y_test)])
result_base_5.append(["XGB不含外部治理与宏观、地区与行业",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,X2,X3,X4,X5,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_5.append(["logit全部指标",count_Arg(logit_tem,x_test , y_test)])
result_base_5.append(["RF全部指标",count_Arg(RF_tem,x_test , y_test)])
result_base_5.append(["XGB全部指标",count_Arg(XGB_tem,x_test , y_test)])
print(".")
print_results(result_base_5)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 06:33:38】
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模型 准确率 精确率 召回率 F1分数 \
0 logit不含集团特征 0.93552530 0.73333333 0.28664495 0.41217799
1 RF不含集团特征 0.93680966 0.66666667 0.39739414 0.49795918
2 XGB不含集团特征 0.93912150 0.65350877 0.48534202 0.55700935
3 logit不含资产质量 0.92653481 0.60396040 0.19869707 0.29901961
4 RF不含资产质量 0.92781916 0.56018519 0.39413681 0.46271511
5 XGB不含资产质量 0.93269972 0.59336100 0.46579805 0.52189781
6 logit不含利润与现金流情况 0.93090162 0.71111111 0.20846906 0.32241814
7 RF不含利润与现金流情况 0.93629592 0.66120219 0.39413681 0.49387755
8 XGB不含利润与现金流情况 0.94477267 0.69327731 0.53745928 0.60550459
9 logit不含高管与内部治理 0.93321346 0.68800000 0.28013029 0.39814815
10 RF不含高管与内部治理 0.93655279 0.67647059 0.37459283 0.48218029
11 XGB不含高管与内部治理 0.93835089 0.64255319 0.49185668 0.55719557
12 logit不含外部治理与宏观、地区与行业 0.93398407 0.70161290 0.28338762 0.40371230
13 RF不含外部治理与宏观、地区与行业 0.93706653 0.66315789 0.41042345 0.50704225
14 XGB不含外部治理与宏观、地区与行业 0.94194708 0.67088608 0.51791531 0.58455882
15 logit全部指标 0.93398407 0.70833333 0.27687296 0.39812646
16 RF全部指标 0.93783714 0.68361582 0.39413681 0.50000000
17 XGB全部指标 0.94271770 0.68584071 0.50488599 0.58161351
G均值 AUC-ROC AUC-PR
0 0.53299817 0.86464190 0.50207284
1 0.62500738 0.90004742 0.55457447
2 0.68894839 0.92386607 0.61348601
3 0.44326144 0.84568290 0.41910024
4 0.61943149 0.88362997 0.46894087
5 0.67310362 0.91520953 0.55770528
6 0.45492589 0.84000847 0.46131028
7 0.62235231 0.87789558 0.54106258
8 0.72561578 0.92707616 0.64705228
9 0.52638741 0.87549936 0.51654766
10 0.60732820 0.90013825 0.55859932
11 0.69306220 0.91822342 0.60975954
12 0.52958819 0.86995845 0.51618196
13 0.63490043 0.89699901 0.56275020
14 0.71179351 0.93244630 0.65195414
15 0.52361306 0.87185326 0.51812537
16 0.62288189 0.90146534 0.56774102
17 0.70348393 0.93031986 0.63654626
【单元格结束 2026-06-27 07:42:17，本段耗时：4118.26s】
In [13]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#主回归：逐步加入指标
result_base_6=[]
a=aword
b=bword
x_train, x_test, y_train, y_test=local_split(pd.concat([Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_6.append(["logit固定效应",count_Arg(logit_tem,x_test , y_test)])
result_base_6.append(["RF固定效应",count_Arg(RF_tem,x_test , y_test)])
result_base_6.append(["XGB固定效应",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_6.append(["logit固定效应+集团特征",count_Arg(logit_tem,x_test , y_test)])
result_base_6.append(["RF固定效应+集团特征",count_Arg(RF_tem,x_test , y_test)])
result_base_6.append(["XGB固定效应+集团特征",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X2,X3,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_6.append(["logit固定效应+资产质量",count_Arg(logit_tem,x_test , y_test)])
result_base_6.append(["RF固定效应+资产质量",count_Arg(RF_tem,x_test , y_test)])
result_base_6.append(["XGB固定效应+资产质量",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X4,X5,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_6.append(["logit固定效应+利润现金流情况",count_Arg(logit_tem,x_test , y_test)])
result_base_6.append(["RF固定效应+利润现金流情况",count_Arg(RF_tem,x_test , y_test)])
result_base_6.append(["XGB固定效应+利润现金流情况",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X6,X8,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_6.append(["logit固定效应+内部高管治理",count_Arg(logit_tem,x_test , y_test)])
result_base_6.append(["RF固定效应+内部高管治理",count_Arg(RF_tem,x_test , y_test)])
result_base_6.append(["XGB固定效应+内部高管治理",count_Arg(XGB_tem,x_test , y_test)])
print(".")
x_train, x_test, y_train, y_test=local_split(pd.concat([X7,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_6.append(["logit固定效应+外部治理、宏观、地区与行业",count_Arg(logit_tem,x_test , y_test)])
result_base_6.append(["RF固定效应+外部治理、宏观、地区与行业",count_Arg(RF_tem,x_test , y_test)])
result_base_6.append(["XGB固定效应+外部治理、宏观、地区与行业",count_Arg(XGB_tem,x_test , y_test)])
print(".")
print_results(result_base_6)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 07:42:17】
/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.
_warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
.
.
.
.
.
.
模型 准确率 精确率 召回率 F1分数 \
0 logit固定效应 0.92114051 0.00000000 0.00000000 0.00000000
1 RF固定效应 0.84870280 0.17056075 0.23778502 0.19863946
2 XGB固定效应 0.42563576 0.10259580 0.81107492 0.18215069
3 logit固定效应+集团特征 0.92165425 0.57142857 0.02605863 0.04984424
4 RF固定效应+集团特征 0.88800411 0.32425068 0.38762215 0.35311573
5 XGB固定效应+集团特征 0.90855381 0.41806020 0.40716612 0.41254125
6 logit固定效应+资产质量 0.92858978 0.73770492 0.14657980 0.24456522
7 RF固定效应+资产质量 0.93192910 0.59375000 0.43322476 0.50094162
8 XGB固定效应+资产质量 0.93321346 0.58935361 0.50488599 0.54385965
9 logit固定效应+利润现金流情况 0.92602106 0.61728395 0.16286645 0.25773196
10 RF固定效应+利润现金流情况 0.92011302 0.49248120 0.42671010 0.45724258
11 XGB固定效应+利润现金流情况 0.92114051 0.50000000 0.42671010 0.46045694
12 logit固定效应+内部高管治理 0.92062677 0.25000000 0.00325733 0.00643087
13 RF固定效应+内部高管治理 0.81633702 0.20520231 0.46254072 0.28428428
14 XGB固定效应+内部高管治理 0.87695864 0.33524904 0.57003257 0.42219542
15 logit固定效应+外部治理、宏观、地区与行业 0.92088364 0.33333333 0.00325733 0.00645161
16 RF固定效应+外部治理、宏观、地区与行业 0.85846391 0.23931624 0.36482085 0.28903226
17 XGB固定效应+外部治理、宏观、地区与行业 0.86642692 0.27766180 0.43322476 0.33842239
G均值 AUC-ROC AUC-PR
0 0.00000000 0.67956866 0.15273038
1 0.46286632 0.66522406 0.16384495
2 0.56432160 0.65948422 0.16223058
3 0.16129176 0.73942367 0.21581270
4 0.60067882 0.74585840 0.31665684
5 0.62242236 0.80575292 0.37415655
6 0.38200235 0.82615982 0.41437623
7 0.64979308 0.84051986 0.49270233
8 0.69977159 0.87097307 0.56139520
9 0.40181901 0.83881399 0.38639212
10 0.64081666 0.86793466 0.43560980
11 0.64118794 0.87161528 0.45968142
12 0.05704914 0.69639350 0.17309541
13 0.62577863 0.75891224 0.24657353
14 0.71754669 0.82285072 0.40308481
15 0.05705710 0.70044200 0.16979588
16 0.57323928 0.73904580 0.21823476
17 0.62563926 0.78031650 0.28003495
【单元格结束 2026-06-27 08:03:12，本段耗时：1255.51s】
In [14]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#主回归：仅使用集团指标或集团交互项
#生成高次项
X1_ind2 = pd.DataFrame()
for col1 in X1.columns:
X1_ind2[f"{col1}^2"]=X1[col1] * X1[col1]
#生成内部交乘项
X1_interaction_X1 = pd.DataFrame()
for col1 in X1.columns:
for col2 in X1.columns:
if col1!=col2:
X1_interaction_X1[f"{col1}_x_{col2}"] = X1[col1] * X1[col2]
result_base_7=[]
x_train, x_test, y_train, y_test=local_split(pd.concat([X1], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_7.append(["仅集团",count_Arg(logit_tem,x_test , y_test)])
result_base_7.append(["仅集团",count_Arg(RF_tem,x_test , y_test)])
result_base_7.append(["仅集团",count_Arg(XGB_tem,x_test , y_test)])
x_train, x_test, y_train, y_test=local_split(pd.concat([X1,X1_interaction_X1,X1_ind2], axis=1).astype(float),full_YF1["债务危机"],0.1)
logit_tem = LogisticRegression(random_state=42,max_iter=1000).fit(x_train, y_train)
RF_tem = RandomForestClassifier(n_estimators=aword[0],
max_depth=aword[1],
criterion="entropy",
max_samples=aword[2],
max_features=aword[3],
class_weight={0: 1, 1: aword[4]},
min_impurity_decrease=aword[5],
random_state=42).fit(x_train, y_train)
XGB_tem =XGBClassifier(n_estimators=bword[0],
learning_rate=bword[1],
max_depth=bword[2],
colsample_bytree=bword[3],
scale_pos_weight=bword[4],
min_child_weight=bword[5],
random_state=42 ).fit(x_train, y_train)
result_base_7.append(["仅集团+2次多项式",count_Arg(logit_tem,x_test , y_test)])
result_base_7.append(["仅集团+2次多项式",count_Arg(RF_tem,x_test , y_test)])
result_base_7.append(["仅集团+2次多项式",count_Arg(XGB_tem,x_test , y_test)])
print_results(result_base_7)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 08:03:12】
模型 准确率 精确率 召回率 F1分数 G均值 \
0 仅集团 0.92114051 0.50000000 0.00651466 0.01286174 0.08069092
1 仅集团 0.88851785 0.27874564 0.26058632 0.26936027 0.49552407
2 仅集团 0.89031595 0.25409836 0.20195440 0.22504537 0.43784086
3 仅集团+2次多项式 0.92139738 0.52380952 0.03583062 0.06707317 0.18902566
4 仅集团+2次多项式 0.88132546 0.26865672 0.29315961 0.28037383 0.52261896
5 仅集团+2次多项式 0.90572823 0.36956522 0.27687296 0.31657356 0.51543923
AUC-ROC AUC-PR
0 0.65262848 0.18197128
1 0.70784139 0.24998939
2 0.67963452 0.20378745
3 0.68127590 0.20118949
4 0.71089979 0.25060764
5 0.73945546 0.28711852
【单元格结束 2026-06-27 08:22:11，本段耗时：1138.31s】
In [15]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#重置为原始样本
full_X= pd.concat([X1,X2,X3,X4,X5,X6,X7,X8,X9,X10,X11,Xyear,Xind,Xprov], axis=1).astype(float)
full_X = (full_X - full_X.min()) / (full_X.max() - full_X.min())
full_X = full_X.fillna(full_X.mean())
Fy=full_YF1
sample=pd.concat([Fy["债务危机"],full_X],axis=1)
sample=sample.dropna().astype(float)
X=sample.iloc[:,1:]
Y=sample.iloc[:,0]
x_train, x_test, y_train, y_test = train_test_split(X, Y, test_size=0.1, random_state=42)
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 08:22:11】 【单元格结束 2026-06-27 08:22:11，本段耗时：0.39s】
In [16]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#SHAP分析：logit 绘图
logit_main_explainer = shap.Explainer(logit_main,x_train)
logit_main_shap_values = logit_main_explainer(x_test)
shap.plots.beeswarm(logit_main_shap_values, max_display=31,color=plt.get_cmap("copper_r"))
#shap.summary_plot(logit_main_shap_values,x_test, max_display=30, plot_type='bar')
#为保证图片内容全部为中文，笔者修改了shap原始包中label、xtitle等参数等值。这些数据并未提供外部借口，需要修改程序源代码。
#官方SHAP包的输出结果与本结果相同，只是一些英文label改为了中文。
#为保证在黑白印刷条件下内容仍旧清晰，正文中的黑白图片使用了copper_r配色。
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 08:22:11】
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20013 (\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24230 (\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26223 (\N{CJK UNIFIED IDEOGRAPH-666F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20027 (\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21153 (\N{CJK UNIFIED IDEOGRAPH-52A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22686 (\N{CJK UNIFIED IDEOGRAPH-589E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38271 (\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21202 (\N{CJK UNIFIED IDEOGRAPH-52D2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32435 (\N{CJK UNIFIED IDEOGRAPH-7EB3}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25351 (\N{CJK UNIFIED IDEOGRAPH-6307}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24635 (\N{CJK UNIFIED IDEOGRAPH-603B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20135 (\N{CJK UNIFIED IDEOGRAPH-4EA7}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20154 (\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22343 (\N{CJK UNIFIED IDEOGRAPH-5747}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26426 (\N{CJK UNIFIED IDEOGRAPH-673A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26500 (\N{CJK UNIFIED IDEOGRAPH-6784}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32773 (\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25345 (\N{CJK UNIFIED IDEOGRAPH-6301}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27969 (\N{CJK UNIFIED IDEOGRAPH-6D41}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21160 (\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31609 (\N{CJK UNIFIED IDEOGRAPH-7B79}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26377 (\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24687 (\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26080 (\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20837 (\N{CJK UNIFIED IDEOGRAPH-5165}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格结束 2026-06-27 08:22:16，本段耗时：5.13s】
In [17]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#SHAP分析：RF 绘图
RF_main_explainer = shap.Explainer(RF_main,x_train)
RF_main_shap_values = RF_main_explainer(x_test,check_additivity=False)[:, :, 1]
shap.plots.beeswarm(RF_main_shap_values, max_display=31,color=plt.get_cmap("copper_r"))
#shap.summary_plot(RF_main_shap_values,x_test, max_display=30, plot_type='bar')
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 08:22:16】
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26377 (\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24687 (\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20538 (\N{CJK UNIFIED IDEOGRAPH-503A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21153 (\N{CJK UNIFIED IDEOGRAPH-52A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 29575 (\N{CJK UNIFIED IDEOGRAPH-7387}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 29616 (\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25910 (\N{CJK UNIFIED IDEOGRAPH-6536}) missing from font(s) DejaVu Sans.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19994 (\N{CJK UNIFIED IDEOGRAPH-4E1A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21202 (\N{CJK UNIFIED IDEOGRAPH-52D2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32435 (\N{CJK UNIFIED IDEOGRAPH-7EB3}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25351 (\N{CJK UNIFIED IDEOGRAPH-6307}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26080 (\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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【单元格结束 2026-06-27 08:49:52，本段耗时：1655.55s】
In [18]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
import shap
import matplotlib.pyplot as plt
import pandas as pd
import numpy as np
# ============ 方案1：使用TreeExplainer（推荐） ============
try:
# 创建TreeExplainer
XGB_main_explainer = shap.TreeExplainer(XGB_main)
XGB_main_shap_values = XGB_main_explainer.shap_values(x_test)
# 处理二分类问题（SHAP值可能返回列表）
if isinstance(XGB_main_shap_values, list):
# 如果是二分类，取正类（索引1）的SHAP值
XGB_main_shap_values = XGB_main_shap_values[1]
print("二分类模型，使用正类的SHAP值")
# 绘制蜂群图
plt.figure(figsize=(12, 8))
shap.plots.beeswarm(XGB_main_shap_values, max_display=31, color=plt.get_cmap("copper_r"))
plt.title('XGBoost SHAP蜂群图', fontsize=16)
plt.tight_layout()
plt.show()
# 如果需要保存图片
# plt.savefig('shap_beeswarm.png', dpi=300, bbox_inches='tight')
except Exception as e:
print(f"方案1失败: {e}")
# ============ 方案2：使用Explainer + predict_proba ============
print("\n尝试方案2...")
# 使用predict_proba包装模型
XGB_main_explainer = shap.Explainer(
lambda x: XGB_main.predict_proba(x)[:, 1], # 取正类概率
x_train,
feature_names=x_test.columns.tolist() if hasattr(x_test, 'columns') else None
)
XGB_main_shap_values = XGB_main_explainer(x_test)
# 绘制蜂群图
plt.figure(figsize=(12, 8))
shap.plots.beeswarm(XGB_main_shap_values, max_display=31, color=plt.get_cmap("copper_r"))
plt.title('XGBoost SHAP蜂群图', fontsize=16)
plt.tight_layout()
plt.show()
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 08:49:52】 方案1失败: The beeswarm plot requires an `Explanation` object as the `shap_values` argument. 尝试方案2...
PermutationExplainer explainer: 3894it [19:09, 3.39it/s]
<Figure size 6000x4000 with 0 Axes>
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21033 (\N{CJK UNIFIED IDEOGRAPH-5229}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 28070 (\N{CJK UNIFIED IDEOGRAPH-6DA6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25910 (\N{CJK UNIFIED IDEOGRAPH-6536}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 29616 (\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 29575 (\N{CJK UNIFIED IDEOGRAPH-7387}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34892 (\N{CJK UNIFIED IDEOGRAPH-884C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19994 (\N{CJK UNIFIED IDEOGRAPH-4E1A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20013 (\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24230 (\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24212 (\N{CJK UNIFIED IDEOGRAPH-5E94}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21608 (\N{CJK UNIFIED IDEOGRAPH-5468}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36716 (\N{CJK UNIFIED IDEOGRAPH-8F6C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 39640 (\N{CJK UNIFIED IDEOGRAPH-9AD8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31649 (\N{CJK UNIFIED IDEOGRAPH-7BA1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38431 (\N{CJK UNIFIED IDEOGRAPH-961F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24180 (\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 40836 (\N{CJK UNIFIED IDEOGRAPH-9F84}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22266 (\N{CJK UNIFIED IDEOGRAPH-56FA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23450 (\N{CJK UNIFIED IDEOGRAPH-5B9A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20135 (\N{CJK UNIFIED IDEOGRAPH-4EA7}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26080 (\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24418 (\N{CJK UNIFIED IDEOGRAPH-5F62}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23186 (\N{CJK UNIFIED IDEOGRAPH-5A92}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20307 (\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27880 (\N{CJK UNIFIED IDEOGRAPH-6CE8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24065 (\N{CJK UNIFIED IDEOGRAPH-5E01}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20379 (\N{CJK UNIFIED IDEOGRAPH-4F9B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32473 (\N{CJK UNIFIED IDEOGRAPH-7ED9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37327 (\N{CJK UNIFIED IDEOGRAPH-91CF}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32435 (\N{CJK UNIFIED IDEOGRAPH-7EB3}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25351 (\N{CJK UNIFIED IDEOGRAPH-6307}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20154 (\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22343 (\N{CJK UNIFIED IDEOGRAPH-5747}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31609 (\N{CJK UNIFIED IDEOGRAPH-7B79}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26426 (\N{CJK UNIFIED IDEOGRAPH-673A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26500 (\N{CJK UNIFIED IDEOGRAPH-6784}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32773 (\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25345 (\N{CJK UNIFIED IDEOGRAPH-6301}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24687 (\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38556 (\N{CJK UNIFIED IDEOGRAPH-969C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20493 (\N{CJK UNIFIED IDEOGRAPH-500D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26377 (\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20538 (\N{CJK UNIFIED IDEOGRAPH-503A}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21153 (\N{CJK UNIFIED IDEOGRAPH-52A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 35268 (\N{CJK UNIFIED IDEOGRAPH-89C4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27169 (\N{CJK UNIFIED IDEOGRAPH-6A21}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20027 (\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 33829 (\N{CJK UNIFIED IDEOGRAPH-8425}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22686 (\N{CJK UNIFIED IDEOGRAPH-589E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38271 (\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24635 (\N{CJK UNIFIED IDEOGRAPH-603B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20837 (\N{CJK UNIFIED IDEOGRAPH-5165}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27969 (\N{CJK UNIFIED IDEOGRAPH-6D41}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21160 (\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/tmp/ipykernel_16/3696003719.py:48: UserWarning: Glyph 34562 (\N{CJK UNIFIED IDEOGRAPH-8702}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/tmp/ipykernel_16/3696003719.py:48: UserWarning: Glyph 32676 (\N{CJK UNIFIED IDEOGRAPH-7FA4}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/tmp/ipykernel_16/3696003719.py:48: UserWarning: Glyph 22270 (\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34562 (\N{CJK UNIFIED IDEOGRAPH-8702}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32676 (\N{CJK UNIFIED IDEOGRAPH-7FA4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22270 (\N{CJK UNIFIED IDEOGRAPH-56FE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格结束 2026-06-27 09:10:25，本段耗时：1232.83s】
In [19]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#SHAP分析：单样本组合分析
shap.plots.force(XGB_main_shap_values[200:300])
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 09:10:26】 【单元格结束 2026-06-27 09:10:26，本段耗时：0.08s】
In [20]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#SHAP分析：单样本分析
shap.plots.force(XGB_main_shap_values[283])
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
【单元格启动 2026-06-27 09:10:26】 【单元格结束 2026-06-27 09:10:26，本段耗时：0.00s】
In [21]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#SHAP分析：集团特征单独绘图
column_indices = [x_test.columns.get_loc(col) for col in X1.columns if col in x_test.columns]
shap_values_selected = logit_main_shap_values[:,column_indices]
shap.summary_plot(shap_values_selected,x_test[X1.columns])
shap_values_selected = RF_main_shap_values[:,column_indices]
shap.summary_plot(shap_values_selected,x_test[X1.columns])
shap_values_selected = XGB_main_shap_values[:,column_indices]
shap.summary_plot(shap_values_selected,x_test[X1.columns])
cell_end = datetime.now()
print(f"【单元格结束 {cell_end.strftime('%Y-%m-%d %H:%M:%S')}，本段耗时：{(cell_end - cell_start).total_seconds():.2f}s】")
/tmp/ipykernel_16/3466544208.py:7: FutureWarning: The NumPy global RNG was seeded by calling `np.random.seed`. In a future version this function will no longer use the global RNG. Pass `rng` explicitly to opt-in to the new behaviour and silence this warning.
shap.summary_plot(shap_values_selected,x_test[X1.columns])
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23385 (\N{CJK UNIFIED IDEOGRAPH-5B59}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21450 (\N{CJK UNIFIED IDEOGRAPH-53CA}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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【单元格启动 2026-06-27 09:10:27】
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23385 (\N{CJK UNIFIED IDEOGRAPH-5B59}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21450 (\N{CJK UNIFIED IDEOGRAPH-53CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/tmp/ipykernel_16/3466544208.py:9: FutureWarning: The NumPy global RNG was seeded by calling `np.random.seed`. In a future version this function will no longer use the global RNG. Pass `rng` explicitly to opt-in to the new behaviour and silence this warning.
shap.summary_plot(shap_values_selected,x_test[X1.columns])
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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plt.tight_layout()
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/tmp/ipykernel_16/3466544208.py:11: FutureWarning: The NumPy global RNG was seeded by calling `np.random.seed`. In a future version this function will no longer use the global RNG. Pass `rng` explicitly to opt-in to the new behaviour and silence this warning.
shap.summary_plot(shap_values_selected,x_test[X1.columns])
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23385 (\N{CJK UNIFIED IDEOGRAPH-5B59}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21450 (\N{CJK UNIFIED IDEOGRAPH-53CA}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
plt.tight_layout()
/usr/local/lib/python3.12/dist-packages/shap/plots/_beeswarm.py:1150: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
plt.tight_layout()
findfont: Font family 'Microsoft YaHei' not found.
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findfont: Font family 'Microsoft YaHei' not found.
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23385 (\N{CJK UNIFIED IDEOGRAPH-5B59}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21450 (\N{CJK UNIFIED IDEOGRAPH-53CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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【单元格结束 2026-06-27 09:10:32，本段耗时：4.47s】
In [22]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#Shap分析： 计算重要性
implogit=pd.DataFrame(logit_main_shap_values.values).abs().mean()
impRF=pd.DataFrame(RF_main_shap_values.values).abs().mean()
impXGB=pd.DataFrame(XGB_main_shap_values.values).abs().mean()
print(" logit ","RF ","XGB")
res=[["","Logit","RF","XGB"]]
for i,classes in enumerate(column):
res.append([name[i],implogit[classes].mean(),impRF[classes].mean(),impXGB[classes].mean()] )
print( [name[i],implogit[classes].mean(),impRF[classes].mean(),impXGB[classes].mean()] )
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
【单元格启动 2026-06-27 09:10:32】
logit RF XGB
['集团特征', np.float64(0.06032590092069155), np.float64(0.004490701392353275), np.float64(0.0032202870753887166)]
['资产质量', np.float64(0.14812595566515183), np.float64(0.008077781266814505), np.float64(0.007604654997909786)]
['盈利能力', np.float64(0.17973869028203895), np.float64(0.011974372488024014), np.float64(0.008377741873367543)]
['现金流结构', np.float64(0.14733284036539315), np.float64(0.007096728109388405), np.float64(0.004605667005572399)]
['治理情况', np.float64(0.06030164981280457), np.float64(0.0021959692177499815), np.float64(0.002459437582582996)]
['高管特征', np.float64(0.05726608086541401), np.float64(0.002314816243629223), np.float64(0.0019683962795973785)]
['利益相关者', np.float64(0.07131796089921981), np.float64(0.003369096943348186), np.float64(0.002641635101083732)]
['宏观指标', np.float64(0.03161569452302061), np.float64(0.000330327746623695), np.float64(0.0004163402681951883)]
['区域指标', np.float64(0.015198201981310952), np.float64(0.0004085235960105888), np.float64(0.0003856773124780127)]
['行业指标', np.float64(0.009915771243156284), np.float64(0.00012061315469521385), np.float64(0.0001173138470544876)]
【单元格启动 2026-06-27 09:10:32】
In [23]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
def modify(shapvalues):
modified_shap_values = shap.Explanation(
values=shapvalues.values,
data=shapvalues.data + np.random.uniform(low=0, high=0.000001 ,size=shapvalues.data.shape),
base_values=shapvalues.base_values,
feature_names=shapvalues.feature_names
)
return modified_shap_values
#原代码在处理离散变量时有问题，现通过附加一个微小随机数方式将离散变量修饰为连续变量。修饰前后对比图：
shap.plots.scatter(modify(logit_main_shap_values[:,7]))
shap.plots.scatter(logit_main_shap_values[:,7])
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格启动 2026-06-27 09:10:33】
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格启动 2026-06-27 09:10:34】
In [24]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#单变量分析：绘制单变量图Logit
shap.plots.scatter(logit_main_shap_values[:,0],ymin=-0.5,ymax=0.75)
shap.plots.scatter(logit_main_shap_values[:,1],ymin=-0.5,ymax=0.75)
shap.plots.scatter(logit_main_shap_values[:,2],ymin=-0.5,ymax=0.75)
shap.plots.scatter(logit_main_shap_values[:,3],ymin=-0.5,ymax=0.75)
shap.plots.scatter(logit_main_shap_values[:,4],ymin=-0.5,ymax=0.75)
shap.plots.scatter(logit_main_shap_values[:,5],ymin=-0.5,ymax=0.75)
shap.plots.scatter(logit_main_shap_values[:,6],ymin=-0.5,ymax=0.75)
shap.plots.scatter(modify(logit_main_shap_values[:,7]),ymin=-0.5,ymax=0.75)
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格启动 2026-06-27 09:10:35】
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23385 (\N{CJK UNIFIED IDEOGRAPH-5B59}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21450 (\N{CJK UNIFIED IDEOGRAPH-53CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格启动 2026-06-27 09:10:40】
In [25]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#单变量分析：绘制单变量图RF
shap.plots.scatter(RF_main_shap_values[:,0])
shap.plots.scatter(RF_main_shap_values[:,1])
shap.plots.scatter(RF_main_shap_values[:,2])
shap.plots.scatter(RF_main_shap_values[:,3])
shap.plots.scatter(RF_main_shap_values[:,4])
shap.plots.scatter(RF_main_shap_values[:,5])
shap.plots.scatter(RF_main_shap_values[:,6])
shap.plots.scatter(modify(RF_main_shap_values[:,7]))
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
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【单元格启动 2026-06-27 09:10:41】
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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【单元格启动 2026-06-27 09:10:47】
In [26]:
from datetime import datetime
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
#单变量分析：绘制单变量图xgb
shap.plots.scatter(XGB_main_shap_values[:,0])
shap.plots.scatter(XGB_main_shap_values[:,1])
shap.plots.scatter(XGB_main_shap_values[:,2])
shap.plots.scatter(XGB_main_shap_values[:,3])
shap.plots.scatter(XGB_main_shap_values[:,4])
shap.plots.scatter(XGB_main_shap_values[:,5])
shap.plots.scatter(XGB_main_shap_values[:,6])
shap.plots.scatter(modify(XGB_main_shap_values[:,7]))
cell_start = datetime.now()
print(f"【单元格启动 {cell_start.strftime('%Y-%m-%d %H:%M:%S')}】")
findfont: Font family 'Microsoft YaHei' not found.
findfont: Font family 'Microsoft YaHei' not found.
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findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23545 (\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25237 (\N{CJK UNIFIED IDEOGRAPH-6295}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36164 (\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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【单元格启动 2026-06-27 09:10:48】
findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found. findfont: Font family 'Microsoft YaHei' not found.
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23385 (\N{CJK UNIFIED IDEOGRAPH-5B59}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21450 (\N{CJK UNIFIED IDEOGRAPH-53CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20854 (\N{CJK UNIFIED IDEOGRAPH-5176}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20197 (\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19979 (\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21344 (\N{CJK UNIFIED IDEOGRAPH-5360}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27604 (\N{CJK UNIFIED IDEOGRAPH-6BD4}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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findfont: Font family 'Microsoft YaHei' not found.
findfont: Font family 'Microsoft YaHei' not found.
findfont: Font family 'Microsoft YaHei' not found.
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23569 (\N{CJK UNIFIED IDEOGRAPH-5C11}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32929 (\N{CJK UNIFIED IDEOGRAPH-80A1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 19996 (\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 26435 (\N{CJK UNIFIED IDEOGRAPH-6743}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30410 (\N{CJK UNIFIED IDEOGRAPH-76CA}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 36151 (\N{CJK UNIFIED IDEOGRAPH-8D37}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27454 (\N{CJK UNIFIED IDEOGRAPH-6B3E}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
findfont: Font family 'Microsoft YaHei' not found.
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21521 (\N{CJK UNIFIED IDEOGRAPH-5411}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27597 (\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20998 (\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32418 (\N{CJK UNIFIED IDEOGRAPH-7EA2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 38598 (\N{CJK UNIFIED IDEOGRAPH-96C6}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22242 (\N{CJK UNIFIED IDEOGRAPH-56E2}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20869 (\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20851 (\N{CJK UNIFIED IDEOGRAPH-5173}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 32852 (\N{CJK UNIFIED IDEOGRAPH-8054}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25285 (\N{CJK UNIFIED IDEOGRAPH-62C5}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20445 (\N{CJK UNIFIED IDEOGRAPH-4FDD}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 27700 (\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 24179 (\N{CJK UNIFIED IDEOGRAPH-5E73}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 37329 (\N{CJK UNIFIED IDEOGRAPH-91D1}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 34701 (\N{CJK UNIFIED IDEOGRAPH-878D}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 31867 (\N{CJK UNIFIED IDEOGRAPH-7C7B}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 23376 (\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 20844 (\N{CJK UNIFIED IDEOGRAPH-516C}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 21496 (\N{CJK UNIFIED IDEOGRAPH-53F8}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 25968 (\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.12/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 30446 (\N{CJK UNIFIED IDEOGRAPH-76EE}) missing from font(s) DejaVu Sans.
fig.canvas.print_figure(bytes_io, **kw)
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【单元格启动 2026-06-27 09:10:53】
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