In [1]:
"""
基于XGBoost算法和SHAP可解释框架的上市公司财务风险预测模型
参考论文：袁涛等 (2025)
"""
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.model_selection import train_test_split, cross_val_score, StratifiedKFold
from sklearn.preprocessing import StandardScaler, LabelEncoder
from sklearn.metrics import (accuracy_score, precision_score, recall_score,
f1_score, roc_auc_score, roc_curve, confusion_matrix,
classification_report)
from imblearn.over_sampling import SMOTE
from imblearn.pipeline import Pipeline as ImbPipeline
import xgboost as xgb
import shap
import warnings
warnings.filterwarnings('ignore')
# 设置中文字体
plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签
plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号
# ==================== 1. 数据加载与预处理 ====================
def load_and_preprocess_data(file_path=None):
"""
数据加载和预处理函数
论文中从国泰安数据库获取A股上市公司数据，此处以模拟数据为例
"""
if file_path:
df = pd.read_csv(file_path)
else:
# 生成模拟数据用于演示
print("使用模拟数据进行演示")
np.random.seed(42)
n_samples = 9498
# 模拟特征变量
np.random.seed(42)
n_samples_normal = 8995
n_samples_risk = 503
# 财务风险样本（ST公司）特征分布
X_risk = np.random.randn(n_samples_risk, 36) * 0.5
X_risk[:, 0] = np.random.randn(n_samples_risk) * 0.3 - 0.5 # 全部现金回收率偏低
X_risk[:, 1] = np.random.randn(n_samples_risk) * 0.3 - 0.3 # 总资产周转率偏低
X_risk[:, 2] = np.random.randn(n_samples_risk) * 0.4 + 0.6 # 财务杠杆偏高
# 非财务风险样本特征分布
X_normal = np.random.randn(n_samples_normal, 36) * 0.5
X_normal[:, 0] = np.random.randn(n_samples_normal) * 0.3 + 0.5
X_normal[:, 1] = np.random.randn(n_samples_normal) * 0.3 + 0.4
X_normal[:, 2] = np.random.randn(n_samples_normal) * 0.3 + 0.2
X = np.vstack([X_risk, X_normal])
y = np.hstack([np.ones(n_samples_risk), np.zeros(n_samples_normal)])
# 特征变量名称（对应论文表1）
feature_names = [
'流动比率', '现金比率', '资产负债率',
'应收账款周转率', '存货周转率', '应付账款周转率',
'营运资金周转率', '总资产周转率', '销售费用增长率',
'资本保值增值率', '总资产增长率', '营业利润增长率',
'所有者权益增长率', '营运指数',
'总资产净利润率', '净利润与利润总额比', '营业净利率',
'投资收益率', '管理费用增长率', '可持续增长率',
'净利润现金净含量', '筹资活动股东现金净流量', '全部现金回收率',
'财务杠杆', '经营杠杆',
'企业内部控制是否存在缺陷', '是否披露内控评价报告',
'是否有重大诉讼案件', '董事会人数', '监事会人数',
'独立董事比例', '是否披露内控审计报告', '是否设置审计委员会',
'审计意见类型', '审计费用', '会计事务所是否变更'
]
df = pd.DataFrame(X, columns=feature_names)
df['财务风险'] = y
# 分离特征和目标变量
if '财务风险' in df.columns:
target_col = '财务风险'
else:
# 尝试查找可能的目标列
possible_targets = ['ST', '财务风险', '风险标签', 'label', 'target']
target_col = None
for col in possible_targets:
if col in df.columns:
target_col = col
break
if target_col is None:
raise ValueError("未找到目标变量列，请检查数据")
y = df[target_col].values
X = df.drop(columns=[target_col]).values
feature_names = list(df.drop(columns=[target_col]).columns)
print(f"数据形状: {X.shape}")
print(f"财务风险样本数: {np.sum(y == 1)}")
print(f"非财务风险样本数: {np.sum(y == 0)}")
print(f"样本不平衡比例: 1:{np.sum(y == 0) / np.sum(y == 1):.0f}")
return X, y, feature_names
# ==================== 2. SMOTE过采样处理 ====================
def balance_data_with_smote(X_train, y_train, random_state=42):
"""
使用SMOTE算法对训练数据进行过采样，使正负样本比例达到1:1
论文中也提到使用SMOTE算法处理类别不平衡问题
"""
smote = SMOTE(random_state=random_state)
X_train_balanced, y_train_balanced = smote.fit_resample(X_train, y_train)
print(f"SMOTE过采样前训练集: 正样本={np.sum(y_train == 1)}, 负样本={np.sum(y_train == 0)}")
print(f"SMOTE过采样后训练集: 正样本={np.sum(y_train_balanced == 1)}, 负样本={np.sum(y_train_balanced == 0)}")
print(f"平衡后比例: 1:1")
return X_train_balanced, y_train_balanced
# ==================== 3. XGBoost模型训练 ====================
def train_xgboost_model(X_train, y_train, X_test, y_test):
"""
训练XGBoost模型并进行交叉验证调参
论文中XGBoost模型在各项指标上均优于逻辑回归和判别分析
"""
# XGBoost参数设置（根据论文描述优化后的参数）
xgb_params = {
'objective': 'binary:logistic',
'eval_metric': 'auc',
'max_depth': 6,
'learning_rate': 0.1,
'n_estimators': 200,
'subsample': 0.8,
'colsample_bytree': 0.8,
'min_child_weight': 1,
'gamma': 0,
'reg_alpha': 0.1, # L1正则化
'reg_lambda': 1.0, # L2正则化
'random_state': 42,
'n_jobs': -1,
'scale_pos_weight': 1 # 因为已经做了SMOTE，所以设为1
}
# 创建XGBoost分类器
xgb_model = xgb.XGBClassifier(**xgb_params)
# 使用交叉验证进行参数调优
cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)
# 训练模型
xgb_model.fit(
X_train, y_train,
eval_set=[(X_train, y_train), (X_test, y_test)],
verbose=False
)
return xgb_model
# ==================== 4. 模型评估 ====================
def evaluate_model(model, X_test, y_test, model_name="XGBoost"):
"""
全面评估模型性能，输出论文表3中的所有指标
"""
# 预测
y_pred = model.predict(X_test)
y_pred_proba = model.predict_proba(X_test)[:, 1]
# 计算各评价指标
accuracy = accuracy_score(y_test, y_pred)
precision = precision_score(y_test, y_pred)
recall = recall_score(y_test, y_pred)
f1 = f1_score(y_test, y_pred)
auc = roc_auc_score(y_test, y_pred_proba)
print(f"\n{'='*50}")
print(f"{model_name} 模型评估结果")
print(f"{'='*50}")
print(f"准确率 (Accuracy): {accuracy:.4f}")
print(f"精准率 (Precision): {precision:.4f}")
print(f"召回率 (Recall): {recall:.4f}")
print(f"F1-score: {f1:.4f}")
print(f"AUC 值: {auc:.4f}")
# 混淆矩阵
print(f"\n混淆矩阵:")
cm = confusion_matrix(y_test, y_pred)
print(f" 预测为风险 预测为非风险")
print(f"实际为风险 {cm[1,1]:>6} {cm[1,0]:>6}")
print(f"实际为非风险 {cm[0,1]:>6} {cm[0,0]:>6}")
# 分类报告
print(f"\n分类报告:")
print(classification_report(y_test, y_pred, target_names=['非财务风险', '财务风险']))
# 绘制ROC曲线
fpr, tpr, thresholds = roc_curve(y_test, y_pred_proba)
fig, ax = plt.subplots(1, 2, figsize=(14, 5))
# ROC曲线
ax[0].plot(fpr, tpr, 'b-', linewidth=2, label=f'{model_name} (AUC = {auc:.4f})')
ax[0].plot([0, 1], [0, 1], 'r--', linewidth=1, label='随机分类器')
ax[0].set_xlabel('假正率 (False Positive Rate)', fontsize=12)
ax[0].set_ylabel('真正率 (True Positive Rate)', fontsize=12)
ax[0].set_title(f'ROC曲线 - {model_name}', fontsize=14)
ax[0].legend(loc='lower right', fontsize=10)
ax[0].grid(True, alpha=0.3)
# 混淆矩阵可视化
from sklearn.metrics import ConfusionMatrixDisplay
ConfusionMatrixDisplay.from_predictions(
y_test, y_pred,
display_labels=['非财务风险', '财务风险'],
cmap='Blues', ax=ax[1]
)
ax[1].set_title(f'混淆矩阵 - {model_name}', fontsize=14)
plt.tight_layout()
plt.savefig('model_evaluation.png', dpi=150, bbox_inches='tight')
plt.show()
return {
'Accuracy': accuracy,
'Precision': precision,
'Recall': recall,
'F1-score': f1,
'AUC': auc,
'y_pred': y_pred,
'y_pred_proba': y_pred_proba
}
def compare_models(X_train, y_train, X_test, y_test):
"""
对比XGBoost与逻辑回归、判别分析的性能（对应论文表3）
"""
from sklearn.linear_model import LogisticRegression
from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
models = {
'逻辑回归': LogisticRegression(max_iter=1000, random_state=42),
'判别分析': LinearDiscriminantAnalysis(),
'XGBoost': xgb.XGBClassifier(
objective='binary:logistic',
eval_metric='auc',
max_depth=6,
learning_rate=0.1,
n_estimators=200,
random_state=42,
n_jobs=-1
)
}
results = []
for name, model in models.items():
model.fit(X_train, y_train)
y_pred = model.predict(X_test)
if hasattr(model, 'predict_proba'):
y_pred_proba = model.predict_proba(X_test)[:, 1]
else:
y_pred_proba = model.decision_function(X_test)
y_pred_proba = (y_pred_proba - y_pred_proba.min()) / (y_pred_proba.max() - y_pred_proba.min())
results.append({
'模型': name,
'准确率': accuracy_score(y_test, y_pred),
'精准率': precision_score(y_test, y_pred),
'召回率': recall_score(y_test, y_pred),
'F1-score': f1_score(y_test, y_pred),
'AUC值': roc_auc_score(y_test, y_pred_proba)
})
results_df = pd.DataFrame(results)
print(f"\n{'='*70}")
print("各机器学习算法模型预测结果对比 (对应论文表3)")
print(f"{'='*70}")
print(results_df.to_string(index=False))
# 可视化对比
fig, axes = plt.subplots(1, 2, figsize=(14, 5))
# 指标对比柱状图
metrics = ['准确率', '精准率', '召回率', 'F1-score', 'AUC值']
x = np.arange(len(metrics))
width = 0.25
for i, (name, model) in enumerate(models.items()):
values = [results_df.loc[results_df['模型'] == name, m].values[0] for m in metrics]
axes[0].bar(x + i * width, values, width, label=name, alpha=0.8)
axes[0].set_xlabel('评价指标', fontsize=12)
axes[0].set_ylabel('得分', fontsize=12)
axes[0].set_title('模型性能指标对比', fontsize=14)
axes[0].set_xticks(x + width)
axes[0].set_xticklabels(metrics, fontsize=10)
axes[0].legend(loc='lower right')
axes[0].grid(True, alpha=0.3, axis='y')
# ROC曲线对比
for name, model in models.items():
if hasattr(model, 'predict_proba'):
y_pred_proba = model.predict_proba(X_test)[:, 1]
else:
y_pred_proba = model.decision_function(X_test)
fpr, tpr, _ = roc_curve(y_test, y_pred_proba)
auc_val = roc_auc_score(y_test, y_pred_proba)
axes[1].plot(fpr, tpr, linewidth=2, label=f'{name} (AUC={auc_val:.2f})')
axes[1].plot([0, 1], [0, 1], 'r--', linewidth=1, label='随机分类器')
axes[1].set_xlabel('假正率', fontsize=12)
axes[1].set_ylabel('真正率', fontsize=12)
axes[1].set_title('ROC曲线对比', fontsize=14)
axes[1].legend(loc='lower right')
axes[1].grid(True, alpha=0.3)
plt.tight_layout()
plt.savefig('model_comparison.png', dpi=150, bbox_inches='tight')
plt.show()
return results_df
# ==================== 5. SHAP可解释性分析 ====================
def shap_global_analysis(model, X_test, feature_names):
"""
SHAP全局可解释性分析
对应论文第四章第一节：全局解释性分析
"""
print(f"\n{'='*50}")
print("SHAP 全局可解释性分析")
print(f"{'='*50}")
# 创建SHAP解释器
explainer = shap.TreeExplainer(model)
shap_values = explainer.shap_values(X_test)
# ===== 图2: 特征变量重要性排序 =====
fig, ax = plt.subplots(figsize=(12, 8))
shap.summary_plot(
shap_values, X_test,
feature_names=feature_names,
plot_type="bar",
max_display=20,
show=False
)
ax.set_title('XGBoost模型的特征变量重要性排序 (对应论文图2)', fontsize=14, pad=20)
plt.tight_layout()
plt.savefig('shap_feature_importance.png', dpi=150, bbox_inches='tight')
plt.show()
# 打印特征重要性排序
feature_importance = np.abs(shap_values).mean(axis=0)
importance_df = pd.DataFrame({
'特征变量': feature_names,
'SHAP重要性': feature_importance
}).sort_values('SHAP重要性', ascending=False)
print("\n特征变量重要性排序 (前20):")
print(importance_df.head(20).to_string(index=False))
# ===== 图3: SHAP摘要图 =====
fig, ax = plt.subplots(figsize=(12, 8))
shap.summary_plot(
shap_values, X_test,
feature_names=feature_names,
max_display=20,
show=False
)
ax.set_title('特征变量对模型输出贡献的SHAP摘要图 (对应论文图3)', fontsize=14, pad=20)
plt.tight_layout()
plt.savefig('shap_summary_plot.png', dpi=150, bbox_inches='tight')
plt.show()
return explainer, shap_values, importance_df
def shap_dependence_analysis(explainer, shap_values, X_test, feature_names):
"""
SHAP依赖分析
对应论文图4、图5及交互效应分析图6、图7
"""
print(f"\n{'='*50}")
print("SHAP 依赖分析")
print(f"{'='*50}")
# 获取重要性排名前三的特征
importance = np.abs(shap_values).mean(axis=0)
top_indices = np.argsort(importance)[::-1][:3]
# ===== 图4: 全部现金回收率的SHAP依赖图 =====
fig, ax = plt.subplots(figsize=(10, 6))
shap.dependence_plot(
top_indices[0], shap_values, X_test,
feature_names=feature_names,
show=False, ax=ax
)
ax.set_title(f'特征变量 {feature_names[top_indices[0]]} 的SHAP依赖图 (对应论文图4)',
fontsize=14)
plt.tight_layout()
plt.savefig('shap_dependence_cash_recovery.png', dpi=150, bbox_inches='tight')
plt.show()
# ===== 图5: 财务杠杆的SHAP依赖图 =====
fig, ax = plt.subplots(figsize=(10, 6))
shap.dependence_plot(
top_indices[2], shap_values, X_test,
feature_names=feature_names,
show=False, ax=ax
)
ax.set_title(f'特征变量 {feature_names[top_indices[2]]} 的SHAP依赖图 (对应论文图5)',
fontsize=14)
plt.tight_layout()
plt.savefig('shap_dependence_financial_leverage.png', dpi=150, bbox_inches='tight')
plt.show()
# ===== 图6: 全部现金回收率与财务杠杆的交互效应 =====
fig, ax = plt.subplots(figsize=(10, 6))
shap.dependence_plot(
top_indices[0], shap_values, X_test,
feature_names=feature_names,
interaction_index=top_indices[2],
show=False, ax=ax
)
ax.set_title(f'{feature_names[top_indices[0]]} 与 {feature_names[top_indices[2]]} 的SHAP交互效应分析 (对应论文图6)',
fontsize=14)
plt.tight_layout()
plt.savefig('shap_interaction_cash_leverage.png', dpi=150, bbox_inches='tight')
plt.show()
# ===== 图7: 审计意见类型与财务杠杆的交互效应分析 =====
# 查找审计意见类型和财务杠杆的索引
audit_idx = None
leverage_idx = None
for i, name in enumerate(feature_names):
if '审计意见类型' in name:
audit_idx = i
if '财务杠杆' in name:
leverage_idx = i
if audit_idx is not None and leverage_idx is not None:
fig, ax = plt.subplots(figsize=(10, 6))
shap.dependence_plot(
audit_idx, shap_values, X_test,
feature_names=feature_names,
interaction_index=leverage_idx,
show=False, ax=ax
)
ax.set_title(f'审计意见类型与财务杠杆的SHAP交互效应分析 (对应论文图7)',
fontsize=14)
plt.tight_layout()
plt.savefig('shap_interaction_audit_leverage.png', dpi=150, bbox_inches='tight')
plt.show()
def shap_local_analysis(explainer, shap_values, X_test, feature_names, model):
"""
SHAP局部可解释性分析
对应论文第四章第二节：局部解释性分析，生成图8和图9的解释力图
"""
print(f"\n{'='*50}")
print("SHAP 局部可解释性分析")
print(f"{'='*50}")
# 获取预测概率
y_pred_proba = model.predict_proba(X_test)[:, 1]
# 找到一个被预测为低风险（不会发生财务风险）的样本
low_risk_idx = np.where(y_pred_proba < 0.3)[0]
# 找到一个被预测为高风险（会发生财务风险）的样本
high_risk_idx = np.where(y_pred_proba > 0.7)[0]
if len(low_risk_idx) > 0 and len(high_risk_idx) > 0:
sample_low_risk = low_risk_idx[0]
sample_high_risk = high_risk_idx[0]
# ===== 图8: 预测不会发生财务风险样本的SHAP解释力图 =====
print(f"\n样本 {sample_low_risk}: 预测不会发生财务风险 (预测概率={y_pred_proba[sample_low_risk]:.4f})")
fig = shap.force_plot(
explainer.expected_value,
shap_values[sample_low_risk, :],
X_test[sample_low_risk, :],
feature_names=feature_names,
matplotlib=True,
show=False
)
fig.set_size_inches(20, 4)
plt.title('预测不会发生财务风险样本公司的SHAP解释力图 (对应论文图8)',
fontsize=14, pad=20)
plt.tight_layout()
plt.savefig('shap_force_low_risk.png', dpi=150, bbox_inches='tight')
plt.show()
# ===== 图9: 预测会发生财务风险样本的SHAP解释力图 =====
print(f"样本 {sample_high_risk}: 预测会发生财务风险 (预测概率={y_pred_proba[sample_high_risk]:.4f})")
fig = shap.force_plot(
explainer.expected_value,
shap_values[sample_high_risk, :],
X_test[sample_high_risk, :],
feature_names=feature_names,
matplotlib=True,
show=False
)
fig.set_size_inches(20, 4)
plt.title('预测会发生财务风险样本公司的SHAP解释力图 (对应论文图9)',
fontsize=14, pad=20)
plt.tight_layout()
plt.savefig('shap_force_high_risk.png', dpi=150, bbox_inches='tight')
plt.show()
# 输出详细的特征贡献分析
print(f"\n{'-'*60}")
print(f"低风险样本详细分析 (样本索引: {sample_low_risk})")
print(f"{'-'*60}")
contributions = pd.DataFrame({
'特征变量': feature_names,
'SHAP值': shap_values[sample_low_risk],
'特征值': X_test[sample_low_risk]
}).sort_values('SHAP值', ascending=True)
# 降低风险的特征（负贡献）
print("\n【降低风险的主要特征】(负贡献，蓝色)")
print(contributions.head(10).to_string(index=False))
# 增加风险的特征（正贡献）
print("\n【增加风险的主要特征】(正贡献，红色)")
print(contributions.tail(10).to_string(index=False))
print(f"\n{'-'*60}")
print(f"高风险样本详细分析 (样本索引: {sample_high_risk})")
print(f"{'-'*60}")
contributions_high = pd.DataFrame({
'特征变量': feature_names,
'SHAP值': shap_values[sample_high_risk],
'特征值': X_test[sample_high_risk]
}).sort_values('SHAP值', ascending=True)
print("\n【降低风险的主要特征】(负贡献，蓝色)")
print(contributions_high.head(10).to_string(index=False))
print("\n【增加风险的主要特征】(正贡献，红色)")
print(contributions_high.tail(10).to_string(index=False))
else:
print("未找到合适的样本进行局部解释分析")
def shap_heatmap_analysis(shap_values, X_test, feature_names):
"""
SHAP热力图分析 - 展示所有样本在各个特征上的SHAP值分布
"""
fig, ax = plt.subplots(figsize=(14, 10))
# 使用前20个重要特征
importance = np.abs(shap_values).mean(axis=0)
top_20_idx = np.argsort(importance)[::-1][:20]
shap_heatmap = ax.imshow(
shap_values[:, top_20_idx].T,
aspect='auto',
cmap='RdBu_r',
vmin=-np.abs(shap_values).max(),
vmax=np.abs(shap_values).max()
)
ax.set_yticks(range(len(top_20_idx)))
ax.set_yticklabels([feature_names[i] for i in top_20_idx], fontsize=8)
ax.set_xlabel('样本索引', fontsize=12)
ax.set_title('SHAP值热力图 - 特征影响分布', fontsize=14)
plt.colorbar(shap_heatmap, ax=ax, label='SHAP值')
plt.tight_layout()
plt.savefig('shap_heatmap.png', dpi=150, bbox_inches='tight')
plt.show()
# ==================== 主函数 ====================
def main():
"""
主函数：完整复现论文中的分析流程
"""
print("=" * 70)
print("基于XGBoost算法和SHAP可解释框架的上市公司财务风险预测模型")
print("=" * 70)
# Step 1: 数据加载与预处理
print("\n[Step 1] 数据加载与预处理...")
X, y, feature_names = load_and_preprocess_data()
# Step 2: 划分训练集和测试集 (8:2，对应论文)
print("\n[Step 2] 划分训练集和测试集 (8:2)...")
X_train, X_test, y_train, y_test = train_test_split(
X, y, test_size=0.2, random_state=42, stratify=y
)
print(f"训练集大小: {X_train.shape[0]}")
print(f"测试集大小: {X_test.shape[0]}")
# Step 3: SMOTE过采样平衡训练数据
print("\n[Step 3] SMOTE过采样处理...")
X_train_balanced, y_train_balanced = balance_data_with_smote(X_train, y_train)
# Step 4: 训练XGBoost模型
print("\n[Step 4] 训练XGBoost模型...")
xgb_model = train_xgboost_model(X_train_balanced, y_train_balanced, X_test, y_test)
# Step 5: 模型评估
print("\n[Step 5] 模型评估...")
eval_results = evaluate_model(xgb_model, X_test, y_test, "XGBoost")
# Step 6: 与其他模型对比
print("\n[Step 6] 与逻辑回归和判别分析模型对比...")
comparison_results = compare_models(X_train_balanced, y_train_balanced, X_test, y_test)
# Step 7: SHAP全局可解释性分析
print("\n[Step 7] SHAP全局可解释性分析...")
explainer, shap_values, importance_df = shap_global_analysis(xgb_model, X_test, feature_names)
# Step 8: SHAP依赖分析
print("\n[Step 8] SHAP依赖分析...")
shap_dependence_analysis(explainer, shap_values, X_test, feature_names)
# Step 9: SHAP热力图分析
print("\n[Step 9] SHAP热力图分析...")
shap_heatmap_analysis(shap_values, X_test, feature_names)
# Step 10: SHAP局部可解释性分析
print("\n[Step 10] SHAP局部可解释性分析...")
shap_local_analysis(explainer, shap_values, X_test, feature_names, xgb_model)
print("\n" + "=" * 70)
print("分析完成！所有图表已保存至当前目录。")
print("=" * 70)
return xgb_model, explainer, shap_values, importance_df
if __name__ == "__main__":
model, explainer, shap_values, importance_df = main()
====================================================================== 基于XGBoost算法和SHAP可解释框架的上市公司财务风险预测模型 ====================================================================== [Step 1] 数据加载与预处理... 使用模拟数据进行演示 数据形状: (9498, 36) 财务风险样本数: 503 非财务风险样本数: 8995 样本不平衡比例: 1:18 [Step 2] 划分训练集和测试集 (8:2)... 训练集大小: 7598 测试集大小: 1900 [Step 3] SMOTE过采样处理... SMOTE过采样前训练集: 正样本=402, 负样本=7196 SMOTE过采样后训练集: 正样本=7196, 负样本=7196 平衡后比例: 1:1 [Step 4] 训练XGBoost模型...
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[Step 5] 模型评估...
==================================================
XGBoost 模型评估结果
==================================================
准确率 (Accuracy): 0.9905
精准率 (Precision): 0.9109
召回率 (Recall): 0.9109
F1-score: 0.9109
AUC 值: 0.9962
混淆矩阵:
预测为风险 预测为非风险
实际为风险 92 9
实际为非风险 9 1790
分类报告:
precision recall f1-score support
非财务风险 0.99 0.99 0.99 1799
财务风险 0.91 0.91 0.91 101
accuracy 0.99 1900
macro avg 0.95 0.95 0.95 1900
weighted avg 0.99 0.99 0.99 1900
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'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
[Step 6] 与逻辑回归和判别分析模型对比...
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
======================================================================
各机器学习算法模型预测结果对比 (对应论文表3)
======================================================================
模型 准确率 精准率 召回率 F1-score AUC值
逻辑回归 0.986842 0.827586 0.950495 0.884793 0.997243
判别分析 0.983158 0.776000 0.960396 0.858407 0.996885
XGBoost 0.988421 0.883495 0.900990 0.892157 0.995564
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 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[Step 7] SHAP全局可解释性分析... ================================================== SHAP 全局可解释性分析 ==================================================
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'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the 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findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
特征变量重要性排序 (前20):
特征变量 SHAP重要性
流动比率 5.543686
现金比率 3.119263
资产负债率 0.618440
营业净利率 0.213649
企业内部控制是否存在缺陷 0.195475
董事会人数 0.166090
应收账款周转率 0.153340
筹资活动股东现金净流量 0.131657
营运指数 0.119858
投资收益率 0.113779
监事会人数 0.110394
独立董事比例 0.101024
净利润与利润总额比 0.100846
总资产净利润率 0.092050
资本保值增值率 0.086196
是否有重大诉讼案件 0.085887
全部现金回收率 0.085785
会计事务所是否变更 0.085559
可持续增长率 0.081086
审计意见类型 0.077571
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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei 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were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
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[Step 8] SHAP依赖分析... ================================================== SHAP 依赖分析 ==================================================
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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei 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'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei 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[Step 9] SHAP热力图分析...
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following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei 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found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
[Step 10] SHAP局部可解释性分析... ================================================== SHAP 局部可解释性分析 ================================================== 样本 0: 预测不会发生财务风险 (预测概率=0.0000)
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans. findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
样本 5: 预测会发生财务风险 (预测概率=0.9993)
findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not 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were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the 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findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei findfont: Generic family 'sans-serif' not found because none of the following families were found: SimHei
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低风险样本详细分析 (样本索引: 0)
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【降低风险的主要特征】(负贡献，蓝色)
特征变量 SHAP值 特征值
流动比率 -5.343235 0.374381
现金比率 -3.592509 0.593833
资产负债率 -0.456878 0.240341
营运指数 -0.327015 -0.582127
营业净利率 -0.257682 0.441744
监事会人数 -0.167979 0.108518
会计事务所是否变更 -0.130123 -0.519275
净利润现金净含量 -0.097318 -0.297164
是否有重大诉讼案件 -0.091775 -0.223494
是否设置审计委员会 -0.089506 0.513689
【增加风险的主要特征】(正贡献，红色)
特征变量 SHAP值 特征值
销售费用增长率 0.037702 -0.121491
资本保值增值率 0.039741 0.444344
筹资活动股东现金净流量 0.046097 0.014331
董事会人数 0.050223 0.612880
总资产周转率 0.052561 0.058425
财务杠杆 0.063510 -0.401426
总资产净利润率 0.072058 0.311842
可持续增长率 0.118066 0.342340
净利润与利润总额比 0.358483 0.844817
企业内部控制是否存在缺陷 0.472518 -0.518955
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高风险样本详细分析 (样本索引: 5)
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【降低风险的主要特征】(负贡献，蓝色)
特征变量 SHAP值 特征值
现金比率 -1.505809 0.102839
投资收益率 -0.195119 -0.210599
可持续增长率 -0.192183 -0.566075
筹资活动股东现金净流量 -0.174748 0.343713
营业净利率 -0.164408 0.342225
应付账款周转率 -0.155022 -0.584089
监事会人数 -0.120876 0.786199
净利润现金净含量 -0.079915 -0.549458
审计费用 -0.069026 -1.175228
企业内部控制是否存在缺陷 -0.048003 -0.303631
【增加风险的主要特征】(正贡献，红色)
特征变量 SHAP值 特征值
管理费用增长率 0.047518 0.488216
营运资金周转率 0.066382 -0.548438
全部现金回收率 0.068398 -0.044272
营业利润增长率 0.079270 -0.082075
存货周转率 0.084322 -1.108796
经营杠杆 0.102357 0.445029
所有者权益增长率 0.102709 0.600966
营运指数 0.138130 0.004394
资产负债率 1.199027 0.718731
流动比率 8.444559 -0.581161
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分析完成！所有图表已保存至当前目录。
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