基于深度学习的胸部 X 光图像肺炎分类系统（七）

搞个热力图定位结果与放射科医生标注的空间一致性，并通过量化指标（如IoU）评估临床可用性。 这个结果有点悲剧，待以后有空的时候，再深入探讨~~~~~ 得干点正事去了~~~~~~~

回顾一下~~~

我训练的是图片

这次检验的是：

有时间，重新用dicom 片子跑一遍~~~~ 再看看效果

===== 评估结果总结 ===== 很低~~~~~

评估样本数: 100

平均IoU: 0.0424

IoU中位数: 0.0187

IoU标准差: 0.0563

模型预测准确率: 0.7700

import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import cv2
from PIL import Image
import tensorflow as tf
from tensorflow.keras.models import load_model
from tensorflow.keras.preprocessing.image import img_to_array
import pydicom
from tqdm import tqdm
import re

# 设置中文字体
plt.rcParams["font.family"] = ["SimHei", "WenQuanYi Micro Hei", "Heiti TC", "Arial Unicode MS"]
plt.rcParams['axes.unicode_minus'] = False


class PneumoniaEvaluator:
    def __init__(self, model_path, dataset_dir, annotations_file):
        """初始化评估器
        
        Args:
            model_path: 模型文件路径
            dataset_dir: RSNA数据集根目录
            annotations_file: 标注文件路径（CSV格式）
        """
        # 加载模型
        self.model = load_model(model_path)
        self.dataset_dir = dataset_dir
        self.annotations = self._load_annotations(annotations_file)
        self.img_size = (224, 224)  # 模型输入尺寸
        
        # 创建输出目录
        os.makedirs('evaluation_results', exist_ok=True)
        os.makedirs('evaluation_results/comparison_images', exist_ok=True)
        
        # 创建用于存储JPEG图像的目录
        self.jpg_dir = os.path.join(dataset_dir, 'jpg_images')
        os.makedirs(self.jpg_dir, exist_ok=True)
        
        # DICOM图像目录
        self.dicom_dir = os.path.join(dataset_dir, 'stage_2_train_images')
        
        # 创建用于Grad-CAM的模型
        self.grad_cam_model, self.last_conv_layer_name = self._build_grad_cam_model()

    def _load_annotations(self, annotations_file):
        """加载标注文件"""
        df = pd.read_csv(annotations_file)
        pneumonia_df = df[df['Target'] == 1].reset_index(drop=True)
        print(f"加载标注完成，共有 {len(pneumonia_df)} 个肺炎标注")
        print(f"涉及 {pneumonia_df['patientId'].nunique()} 名患者")
        return pneumonia_df

    def _build_grad_cam_model(self):
        """构建用于生成Grad-CAM热力图的模型（修复计算图连通性）"""
        # 打印模型所有层名称
        print("模型层名称列表：")
        for layer in self.model.layers:
            print(f"- {layer.name}")

        # 处理resnet50基础模型的情况
        if 'resnet50' in [layer.name for layer in self.model.layers]:
            base_model = self.model.get_layer('resnet50')  # 获取基础模型
            print("\n基础模型(resnet50)内部层列表（最后5层）：")
            for layer in base_model.layers[-5:]:
                print(f"- {layer.name}")
            
            # 确定基础模型的最后一个卷积层
            last_conv_layer_name = "conv5_block3_out"
            if last_conv_layer_name in [l.name for l in base_model.layers]:
                print(f"使用基础模型内部的卷积层: {last_conv_layer_name}")
                last_conv_layer = base_model.get_layer(last_conv_layer_name)
            else:
                conv_layers_in_base = [l for l in base_model.layers if isinstance(l, tf.keras.layers.Conv2D)]
                last_conv_layer = conv_layers_in_base[-1] if conv_layers_in_base else base_model.layers[-1]
                last_conv_layer_name = last_conv_layer.name
                print(f"自动调整为基础模型最后一个卷积层: {last_conv_layer_name}")
            
            # 修复图断开问题：从基础模型的输入开始构建
            inputs = base_model.input
            base_model_output = base_model.output
            
            # 重建顶部模型（基础模型之后的层）
            x = base_model_output
            top_model = tf.keras.Sequential()
            for layer in self.model.layers[self.model.layers.index(base_model)+1:]:
                top_model.add(layer)
            outputs = top_model(x)
            
            # 构建Grad-CAM模型：输入->卷积层输出，输入->最终输出
            grad_model = tf.keras.models.Model(
                inputs=inputs,
                outputs=[last_conv_layer.output, outputs]
            )
            
            return grad_model, last_conv_layer_name
        else:
            # 非ResNet50模型的处理逻辑
            conv_layers = [l for l in self.model.layers if isinstance(l, tf.keras.layers.Conv2D)]
            if conv_layers:
                last_conv_layer = conv_layers[-1]
                last_conv_layer_name = last_conv_layer.name
            else:
                # 如果没有卷积层，使用最后一层
                last_conv_layer = self.model.layers[-1]
                last_conv_layer_name = last_conv_layer.name
                
            print(f"检测到非ResNet50模型，使用层: {last_conv_layer_name}")
            
            # 构建Grad-CAM模型
            grad_model = tf.keras.models.Model(
                inputs=self.model.inputs,
                outputs=[last_conv_layer.output, self.model.output]
            )

            return grad_model, last_conv_layer_name

    def _dicom_to_jpg(self, dicom_path, jpg_path):
        """将DICOM文件转换为JPG格式"""
        if os.path.exists(jpg_path):
            return jpg_path

        try:
            dicom = pydicom.dcmread(dicom_path)
            img = dicom.pixel_array

            # 转换为8位灰度图像
            img = (img - img.min()) / (img.max() - img.min()) * 255
            img = img.astype(np.uint8)

            # 如果是单通道，转换为RGB
            if len(img.shape) == 2:
                img = np.stack([img] * 3, axis=-1)

            # 保存为JPG
            Image.fromarray(img).save(jpg_path)
            return jpg_path
        except Exception as e:
            print(f"转换DICOM失败: {dicom_path}, 错误: {e}")
            return None

    def _preprocess_image(self, image_path):
        """预处理图像以适应模型输入"""
        img = Image.open(image_path).convert('RGB')
        orig_size = img.size  # (宽度, 高度)
        img = img.resize(self.img_size)
        img_array = img_to_array(img)
        img_array = np.expand_dims(img_array, axis=0) / 255.0  # 归一化
        return img_array, img, orig_size

    def _grad_cam(self, img_array):
        """生成Grad-CAM热力图"""
        with tf.GradientTape() as tape:
            last_conv_layer_output, preds = self.grad_cam_model(img_array)
            class_channel = preds[:, 0]  # 肺炎类别

        grads = tape.gradient(class_channel, last_conv_layer_output)
        pooled_grads = tf.reduce_mean(grads, axis=(0, 1, 2))
        last_conv_layer_output = last_conv_layer_output[0]
        heatmap = last_conv_layer_output @ pooled_grads[..., tf.newaxis]
        heatmap = tf.squeeze(heatmap)
        heatmap = tf.maximum(heatmap, 0)  # ReLU激活

        # 归一化
        heatmap = heatmap.numpy()
        if np.max(heatmap) > 0:
            heatmap /= np.max(heatmap)

        # 调整尺寸匹配输入图像
        heatmap = cv2.resize(heatmap, self.img_size)
        return heatmap

    def _heatmap_to_bbox(self, heatmap, threshold=0.5):
        """将热力图转换为边界框"""
        # 应用阈值
        mask = (heatmap > threshold).astype(np.uint8)

        if np.sum(mask) == 0:
            return None

        # 找到轮廓
        contours, _ = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)

        if not contours:
            return None

        # 找到最大轮廓
        largest_contour = max(contours, key=cv2.contourArea)

        # 获取边界框
        x, y, w, h = cv2.boundingRect(largest_contour)
        return (x, y, x + w, y + h)

    def _resize_bbox(self, bbox, original_size, target_size):
        """调整边界框尺寸以匹配不同大小的图像"""
        xmin, ymin, xmax, ymax = bbox
        orig_w, orig_h = original_size  # PIL图像的尺寸是(宽度, 高度)
        target_w, target_h = target_size

        # 计算缩放因子
        scale_w = target_w / orig_w
        scale_h = target_h / orig_h

        # 调整边界框坐标
        new_xmin = int(xmin * scale_w)
        new_ymin = int(ymin * scale_h)
        new_xmax = int(xmax * scale_w)
        new_ymax = int(ymax * scale_h)

        return (new_xmin, new_ymin, new_xmax, new_ymax)

    def _calculate_iou(self, bbox1, bbox2):
        """计算两个边界框的交并比（IoU）"""
        if bbox1 is None or bbox2 is None:
            return 0.0

        x1_min, y1_min, x1_max, y1_max = bbox1
        x2_min, y2_min, x2_max, y2_max = bbox2

        # 计算交集区域
        inter_x_min = max(x1_min, x2_min)
        inter_y_min = max(y1_min, y2_min)
        inter_x_max = min(x1_max, x2_max)
        inter_y_max = min(y1_max, y2_max)

        # 计算交集面积
        inter_area = max(0, inter_x_max - inter_x_min) * max(0, inter_y_max - inter_y_min)

        # 计算每个边界框的面积
        area1 = (x1_max - x1_min) * (y1_max - y1_min)
        area2 = (x2_max - x2_min) * (y2_max - y2_min)

        # 计算并集面积
        union_area = area1 + area2 - inter_area

        # 计算IoU
        if union_area == 0:
            return 0.0
        return inter_area / union_area

    def evaluate_image(self, patient_id, threshold=0.5, visualize=True):
        """评估单张图像"""
        # 构建DICOM图像路径
        dicom_path = os.path.join(self.dicom_dir, f"{patient_id}.dcm")
        jpg_path = os.path.join(self.jpg_dir, f"{patient_id}.jpg")

        if not os.path.exists(dicom_path):
            print(f"DICOM图像 {patient_id}.dcm 不存在")
            return None, None

        # 转换DICOM为JPG
        jpg_path = self._dicom_to_jpg(dicom_path, jpg_path)
        if not jpg_path or not os.path.exists(jpg_path):
            print(f"无法转换或找到JPG图像: {patient_id}")
            return None, None

        # 加载并预处理图像
        img_array, orig_img, orig_size = self._preprocess_image(jpg_path)

        # 获取模型预测
        pred_prob = self.model.predict(img_array, verbose=0)[0][0]
        pred_class = "肺炎" if pred_prob > 0.5 else "正常"

        # 生成热力图
        try:
            heatmap = self._grad_cam(img_array)
        except Exception as e:
            print(f"生成Grad-CAM失败: {e}")
            heatmap = np.zeros(self.img_size)
            heatmap_bbox = None
        else:
            # 将热力图转换为边界框
            heatmap_bbox = self._heatmap_to_bbox(heatmap, threshold)

        # 获取医生标注的边界框
        annotations = self.annotations[self.annotations['patientId'] == patient_id]
        if len(annotations) == 0:
            if visualize:
                print(f"没有找到患者 {patient_id} 的肺炎标注")
            return None, None

        # 计算每个标注框与热力图框的IoU
        ious = []
        doctor_bboxes = []

        for _, row in annotations.iterrows():
            # RSNA标注是(x, y, width, height)，转换为(xmin, ymin, xmax, ymax)
            xmin = int(row['x'])
            ymin = int(row['y'])
            xmax = int(row['x'] + row['width'])
            ymax = int(row['y'] + row['height'])

            doctor_bbox_orig = (xmin, ymin, xmax, ymax)
            # 调整医生标注框到模型输入尺寸
            doctor_bbox = self._resize_bbox(doctor_bbox_orig, orig_size, self.img_size)
            doctor_bboxes.append(doctor_bbox)

            if heatmap_bbox is not None:
                iou = self._calculate_iou(heatmap_bbox, doctor_bbox)
                ious.append(iou)
            else:
                ious.append(0.0)

        # 计算平均IoU
        mean_iou = np.mean(ious) if ious else 0.0

        # 可视化
        if visualize:
            self._visualize_results(orig_img, heatmap, heatmap_bbox, doctor_bboxes,
                                    patient_id, pred_class, pred_prob, mean_iou)

        metrics = {
            'patient_id': patient_id,
            'pred_prob': float(pred_prob),
            'pred_class': pred_class,
            'mean_iou': float(mean_iou),
            'num_annotations': len(doctor_bboxes),
            'has_heatmap_bbox': heatmap_bbox is not None
        }

        return mean_iou, metrics

    def _visualize_results(self, orig_img, heatmap, heatmap_bbox, doctor_bboxes,
                           patient_id, pred_class, pred_prob, mean_iou):
        """可视化结果：增强版展示，包含原图、热力图、医生标注和叠加效果"""
        # 转换PIL图像为numpy数组
        img = np.array(orig_img)

        # 创建热力图叠加效果
        heatmap_resized = cv2.resize(heatmap, (img.shape[1], img.shape[0]))
        heatmap_resized = np.uint8(255 * heatmap_resized)
        heatmap_resized = cv2.applyColorMap(heatmap_resized, cv2.COLORMAP_JET)
        heatmap_resized = cv2.cvtColor(heatmap_resized, cv2.COLOR_BGR2RGB)
        superimposed_img = cv2.addWeighted(img, 0.6, heatmap_resized, 0.4, 0)

        # 创建仅含医生标注的图像
        doctor_annotated_img = img.copy()
        for bbox in doctor_bboxes:
            xmin, ymin, xmax, ymax = bbox
            scale_w = img.shape[1] / self.img_size[0]
            scale_h = img.shape[0] / self.img_size[1]

            xmin_scaled = int(xmin * scale_w)
            ymin_scaled = int(ymin * scale_h)
            xmax_scaled = int(xmax * scale_w)
            ymax_scaled = int(ymax * scale_h)

            xmin_scaled = max(0, min(xmin_scaled, img.shape[1] - 1))
            ymin_scaled = max(0, min(ymin_scaled, img.shape[0] - 1))
            xmax_scaled = max(0, min(xmax_scaled, img.shape[1] - 1))
            ymax_scaled = max(0, min(ymax_scaled, img.shape[0] - 1))

            cv2.rectangle(doctor_annotated_img, 
                         (xmin_scaled, ymin_scaled), 
                         (xmax_scaled, ymax_scaled), 
                         (0, 0, 255), 2)  # 红色边框

        # 创建图像网格（2行2列）
        fig, axes = plt.subplots(2, 2, figsize=(16, 14))

        # 1. 原始图像
        axes[0, 0].imshow(img, cmap='gray')
        axes[0, 0].set_title(f'1. 原始图像: {patient_id}')
        axes[0, 0].axis('off')

        # 2. 医生标注图像
        axes[0, 1].imshow(doctor_annotated_img, cmap='gray')
        axes[0, 1].set_title(f'2. 医生标注 (共{len(doctor_bboxes)}处)')
        axes[0, 1].axis('off')

        # 3. Grad-CAM热力图
        axes[1, 0].imshow(heatmap_resized)
        axes[1, 0].set_title('3. Grad-CAM热力图 (关注区域)')
        axes[1, 0].axis('off')

        # 4. 叠加效果 + 边界框对比
        axes[1, 1].imshow(superimposed_img)

        # 绘制医生标注框（蓝色）
        for bbox in doctor_bboxes:
            xmin, ymin, xmax, ymax = bbox
            scale_w = img.shape[1] / self.img_size[0]
            scale_h = img.shape[0] / self.img_size[1]

            xmin_scaled = int(xmin * scale_w)
            ymin_scaled = int(ymin * scale_h)
            xmax_scaled = int(xmax * scale_w)
            ymax_scaled = int(ymax * scale_h)

            # 确保坐标在图像范围内
            xmin_scaled = max(0, min(xmin_scaled, img.shape[1] - 1))
            ymin_scaled = max(0, min(ymin_scaled, img.shape[0] - 1))
            xmax_scaled = max(0, min(xmax_scaled, img.shape[1] - 1))
            ymax_scaled = max(0, min(ymax_scaled, img.shape[0] - 1))

            rect = plt.Rectangle((xmin_scaled, ymin_scaled),
                                 xmax_scaled - xmin_scaled,
                                 ymax_scaled - ymin_scaled,
                                 fill=False, color='blue', linewidth=2, label='医生标注')
            axes[1, 1].add_patch(rect)

        # 绘制热力图边界框（红色）
        if heatmap_bbox is not None:
            xmin, ymin, xmax, ymax = heatmap_bbox
            scale_w = img.shape[1] / self.img_size[0]
            scale_h = img.shape[0] / self.img_size[1]

            xmin_scaled = int(xmin * scale_w)
            ymin_scaled = int(ymin * scale_h)
            xmax_scaled = int(xmax * scale_w)
            ymax_scaled = int(ymax * scale_h)

            # 确保坐标在图像范围内
            xmin_scaled = max(0, min(xmin_scaled, img.shape[1] - 1))
            ymin_scaled = max(0, min(ymin_scaled, img.shape[0] - 1))
            xmax_scaled = max(0, min(xmax_scaled, img.shape[1] - 1))
            ymax_scaled = max(0, min(ymax_scaled, img.shape[0] - 1))

            rect = plt.Rectangle((xmin_scaled, ymin_scaled),
                                 xmax_scaled - xmin_scaled,
                                 ymax_scaled - ymin_scaled,
                                 fill=False, color='red', linewidth=2, label='模型热力图')
            axes[1, 1].add_patch(rect)

        # 添加标题和图例
        title = f'4. 叠加对比 | 预测: {pred_class} ({pred_prob:.2f}) | IoU: {mean_iou:.4f}'
        if heatmap_bbox is None:
            title += "\n未检测到显著区域"
        axes[1, 1].set_title(title)
        axes[1, 1].axis('off')
        
        # 添加图例
        if heatmap_bbox is not None or doctor_bboxes:
            axes[1, 1].legend(loc='upper right')

        plt.tight_layout()
        
        # 保存图像
        save_path = f'evaluation_results/comparison_images/{patient_id}_comparison.png'
        plt.savefig(save_path, dpi=300, bbox_inches='tight')
        plt.close(fig)  # 关闭图形以避免内存泄漏

    def evaluate_dataset(self, sample_size=None, threshold=0.5):
        """评估整个数据集的样本"""
        # 获取有标注的患者ID
        unique_patients = self.annotations['patientId'].unique()

        # 如果指定了样本量，则随机抽样
        if sample_size and sample_size < len(unique_patients):
            np.random.seed(42)  # 设置随机种子，保证结果可复现
            unique_patients = np.random.choice(unique_patients, size=sample_size, replace=False)

        # 存储所有结果
        results = []

        # 遍历患者并评估
        for patient_id in tqdm(unique_patients, desc="评估图像"):
            try:
                _, metrics = self.evaluate_image(patient_id, threshold=threshold, visualize=False)
                if metrics:
                    results.append(metrics)
            except Exception as e:
                print(f"评估患者 {patient_id} 时出错: {e}")

        # 转换为DataFrame
        results_df = pd.DataFrame(results)

        # 保存结果
        results_df.to_csv('evaluation_results/evaluation_summary.csv', index=False)

        return results_df

    def visualize_top_cases(self, results_df, num_cases=5, sort_by='mean_iou'):
        """可视化表现最好/最差的案例"""
        # 确保有有效结果
        if len(results_df) == 0:
            print("没有结果可用于可视化")
            return
            
        # 按指定指标排序
        valid_results = results_df[results_df['has_heatmap_bbox']].sort_values(
            by=sort_by, ascending=False
        )
        
        # 取前N个案例
        top_cases = valid_results.head(num_cases)
        print(f"\n可视化{num_cases}个表现最好的案例...")
        
        # 为每个案例生成可视化
        for _, row in top_cases.iterrows():
            self.evaluate_image(row['patient_id'], visualize=True)
            
        # 可视化表现最差的案例
        bottom_cases = valid_results.tail(num_cases)
        print(f"\n可视化{num_cases}个表现最差的案例...")
        
        # 创建目录保存最差案例
        os.makedirs('evaluation_results/worst_cases', exist_ok=True)
        
        # 为每个案例生成可视化
        for _, row in bottom_cases.iterrows():
            self.evaluate_image(row['patient_id'], visualize=True)
            
            # 复制到最差案例目录
            src = f'evaluation_results/comparison_images/{row["patient_id"]}_comparison.png'
            dst = f'evaluation_results/worst_cases/{row["patient_id"]}_comparison.png'
            if os.path.exists(src):
                os.system(f'copy "{src}" "{dst}"')  # Windows系统
                # 对于Linux/Mac系统，请使用: os.system(f'cp "{src}" "{dst}"')

    def summarize_results(self, results_df):
        """总结评估结果"""
        print("\n===== 评估结果总结 =====")
        print(f"评估样本数: {len(results_df)}")

        # 只考虑有热力图边界框的情况
        valid_results = results_df[results_df['has_heatmap_bbox']]

        if len(valid_results) > 0:
            print(f"平均IoU: {valid_results['mean_iou'].mean():.4f}")
            print(f"IoU中位数: {valid_results['mean_iou'].median():.4f}")
            print(f"IoU标准差: {valid_results['mean_iou'].std():.4f}")
            print(f"模型预测准确率: {sum(valid_results['pred_class'] == '肺炎') / len(valid_results):.4f}")

            # 绘制IoU分布直方图
            plt.figure(figsize=(10, 6))
            plt.hist(valid_results['mean_iou'], bins=20, alpha=0.7, color='blue')
            plt.axvline(valid_results['mean_iou'].mean(), color='red', linestyle='dashed', linewidth=2,
                        label=f'平均值: {valid_results["mean_iou"].mean():.4f}')
            plt.title('IoU分布直方图')
            plt.xlabel('交并比 (IoU)')
            plt.ylabel('频数')
            plt.grid(True, alpha=0.3)
            plt.legend()
            plt.savefig('evaluation_results/iou_distribution.png', dpi=300)
            plt.close()

            # 绘制预测概率与IoU的关系
            plt.figure(figsize=(10, 6))
            plt.scatter(valid_results['pred_prob'], valid_results['mean_iou'], alpha=0.5)
            plt.title('预测概率与IoU的关系')
            plt.xlabel('肺炎预测概率')
            plt.ylabel('交并比 (IoU)')
            plt.grid(True, alpha=0.3)
            plt.savefig('evaluation_results/probability_vs_iou.png', dpi=300)
            plt.close()
        else:
            print("没有有效的结果可用于总结")

        # 保存总结报告
        with open('evaluation_results/summary_report.txt', 'w') as f:
            f.write("===== 肺炎定位评估报告 =====\n")
            f.write(f"评估日期: {pd.Timestamp.now()}\n")
            f.write(f"评估样本总数: {len(results_df)}\n")
            f.write(f"有效定位样本数: {len(valid_results)}\n")

            if len(valid_results) > 0:
                f.write(f"平均IoU: {valid_results['mean_iou'].mean():.4f}\n")
                f.write(f"IoU中位数: {valid_results['mean_iou'].median():.4f}\n")
                f.write(f"IoU标准差: {valid_results['mean_iou'].std():.4f}\n")
                f.write(f"模型预测准确率: {sum(valid_results['pred_class'] == '肺炎') / len(valid_results):.4f}\n")

            f.write("\n详细结果已保存在 evaluation_summary.csv 文件中")


def main():
    # 配置参数 - 请根据实际情况修改这些路径
    MODEL_PATH = 'best_pneumonia_model.h5'  # 模型文件路径
    DATASET_DIR = 'rsna-pneumonia-detection-challenge'  # 数据集根目录
    ANNOTATIONS_FILE = os.path.join(DATASET_DIR, 'stage_2_train_labels.csv')  # 标注文件

    # 创建评估器实例
    print("加载模型并初始化评估器...")
    evaluator = PneumoniaEvaluator(MODEL_PATH, DATASET_DIR, ANNOTATIONS_FILE)

    # 1. 评估单张图像（示例）
    if not evaluator.annotations.empty:
        # 获取一个有标注的患者ID
        sample_patient_id = evaluator.annotations['patientId'].iloc[0]
        print(f"\n评估单个样本: {sample_patient_id}")
        try:
            iou, metrics = evaluator.evaluate_image(sample_patient_id, threshold=0.5, visualize=True)
            if iou is not None:
                print(f"样本 {sample_patient_id} 的IoU: {iou:.4f}")
            else:
                print(f"样本 {sample_patient_id} 评估失败")
        except Exception as e:
            print(f"评估样本时出错: {e}")
    else:
        print("标注文件中没有找到有效数据")
        return

    # 2. 评估多个样本
    print("\n开始评估数据集样本...")
    sample_size = 100  # 评估100个样本，None表示评估所有
    results_df = evaluator.evaluate_dataset(sample_size=sample_size, threshold=0.5)

    # 3. 可视化表现最好和最差的案例
    evaluator.visualize_top_cases(results_df, num_cases=5)  # 可视化5个最好和5个最差的案例

    # 4. 总结评估结果
    evaluator.summarize_results(results_df)

    print("\n评估完成！结果保存在 evaluation_results 目录中")


if __name__ == "__main__":
    # 设置GPU内存增长，避免OOM错误
    gpus = tf.config.experimental.list_physical_devices('GPU')
    if gpus:
        try:
            for gpu in gpus:
                tf.config.experimental.set_memory_growth(gpu, True)
        except RuntimeError as e:
            print(e)

    main()
    

D:\ProgramData\anaconda3\envs\tf_env\python.exe D:\workspace_py\deeplean\pneumonia_evaluator.py 
加载模型并初始化评估器...
2025-07-26 20:06:50.043683: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: SSE SSE2 SSE3 SSE4.1 SSE4.2 AVX AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
加载标注完成，共有 9555 个肺炎标注
涉及 6012 名患者
模型层名称列表：
- resnet50
- global_average_pooling2d
- dense
- batch_normalization
- dropout
- dense_1
- batch_normalization_1
- dropout_1
- dense_2

基础模型(resnet50)内部层列表（最后5层）：
- conv5_block3_2_relu
- conv5_block3_3_conv
- conv5_block3_3_bn
- conv5_block3_add
- conv5_block3_out
使用基础模型内部的卷积层: conv5_block3_out

评估单个样本: 00436515-870c-4b36-a041-de91049b9ab4
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评估图像:   0%|          | 0/100 [00:00<?, ?it/s]样本 00436515-870c-4b36-a041-de91049b9ab4 的IoU: 0.1578

开始评估数据集样本...
评估图像: 100%|██████████| 100/100 [00:53<00:00,  1.88it/s]

可视化5个表现最好的案例...
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.

可视化5个表现最差的案例...
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
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findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
ϵͳ�Ҳ���ָ�����ļ���
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
ϵͳ�Ҳ���ָ�����ļ���
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===== 评估结果总结 =====
评估样本数: 100
平均IoU: 0.0424
IoU中位数: 0.0187
IoU标准差: 0.0563
模型预测准确率: 0.7700
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
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findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
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评估完成！结果保存在 evaluation_results 目录中

Process finished with exit code 0

肺炎检测模型评估工具

这个代码是一个 "肺炎检测评估工具"，它能帮你看看电脑模型检测肺炎的水平怎么样，和医生标出来的肺炎位置比一比，准不准。

具体能干这几件事：

1. 准备工作 ：
   1. 把医院的 DICOM 格式的胸片图片转换成普通的 JPG 格式（电脑好处理）
   2. 加载一个已经训练好的肺炎检测模型
   3. 读取医生已经标好的肺炎位置数据（哪些图有肺炎，在哪里）
2. 核心功能 ：
   1. 让模型看每张胸片，预测有没有肺炎，概率多少
   2. 用 "热力图" 标出模型觉得可能有肺炎的地方（红颜色越亮表示模型越怀疑这里有问题）
   3. 把模型标的位置和医生标的位置做对比，算一个 "重合度分数"（IoU），分数越高说明模型标得越准
3. 结果展示 ：
   1. 每张图生成 4 张对比图：
      1. 原始胸片
      2. 医生标的肺炎位置（红框）
      3. 模型认为有问题的热力图
      4. 叠加对比（同时显示医生和模型标的位置，方便比较）
   2. 自动找出 5 个模型表现最好的和 5 个表现最差的案例
   3. 算一些统计数字：平均准确率多少，大部分模型的准确率在什么范围
4. 你只需要改改代码里的文件路径，告诉它模型在哪里、胸片在哪里，它就会自动运行，最后在 "evaluation_results" 文件夹里生成所有结果，不用懂复杂的原理～

简单说，就是给肺炎检测模型 "打分" 的工具，帮你看出模型哪里做得好，哪里还需要改进。

模块详细说明

一、导入库与基础设置

|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| import os # 处理文件路径、创建目录 import numpy as np # 处理数值计算（如图像数组） import pandas as pd # 处理表格数据（如医生标注的CSV文件） import matplotlib.pyplot as plt # 绘制图像和图表 import cv2 # 处理图像（如缩放、画框） from PIL import Image # 处理图像格式转换 import tensorflow as tf # 加载和运行深度学习模型 from tensorflow.keras.models import load_model # 加载训练好的模型 from tensorflow.keras.preprocessing.image import img_to_array # 图像转数组 import pydicom # 读取医学DICOM格式图像 from tqdm import tqdm # 显示进度条（方便看程序运行进度） import re # 正则表达式（这里未实际使用，可忽略） # 设置中文字体（避免图表中中文乱码） plt.rcParams["font.family"] = ["SimHei", "WenQuanYi Micro Hei", "Heiti TC", "Arial Unicode MS"] plt.rcParams['axes.unicode_minus'] = False # 正确显示负号 |

作用：导入代码运行所需的工具库，并设置中文字体确保图表正常显示中文。

二、核心类：PneumoniaEvaluator（肺炎评估器）

这个类是整个程序的核心，封装了所有评估肺炎检测模型的功能。

1. 初始化方法：init

|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def init(self, model_path, dataset_dir, annotations_file): # 加载训练好的肺炎检测模型 self.model = load_model(model_path) self.dataset_dir = dataset_dir # 数据集文件夹路径 self.annotations = self._load_annotations(annotations_file) # 加载医生标注数据 self.img_size = (224, 224) # 模型要求的输入图像尺寸（宽×高） # 创建保存结果的文件夹（如果不存在） os.makedirs('evaluation_results', exist_ok=True) os.makedirs('evaluation_results/comparison_images', exist_ok=True) # 创建存储JPG图像的文件夹（DICOM转JPG后存在这里） self.jpg_dir = os.path.join(dataset_dir, 'jpg_images') os.makedirs(self.jpg_dir, exist_ok=True) # 医学图像（DICOM）所在的文件夹 self.dicom_dir = os.path.join(dataset_dir, 'stage_2_train_images') # 创建用于生成热力图的模型（Grad-CAM） self.grad_cam_model, self.last_conv_layer_name = self._build_grad_cam_model() |

作用：初始化评估器的基本参数，加载模型、数据路径，创建必要的文件夹，为后续评估做准备。

2. 加载医生标注：_load_annotations

|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _load_annotations(self, annotations_file): # 读取标注文件（CSV格式） df = pd.read_csv(annotations_file) # 筛选出有肺炎的标注（Target=1表示有肺炎） pneumonia_df = df[df['Target'] == 1].reset_index(drop=True) print(f"加载标注完成，共有 {len(pneumonia_df)} 个肺炎标注") print(f"涉及 {pneumonia_df['patientId'].nunique()} 名患者") return pneumonia_df |

作用：从 CSV 文件中读取医生标注的肺炎数据，只保留有肺炎的案例（用于和模型结果对比）。

3. 构建热力图模型：_build_grad_cam_model

|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _build_grad_cam_model(self): # 打印模型的所有层（方便调试） print("模型层名称列表：") for layer in self.model.layers: print(f"- {layer.name}") # 如果模型使用了ResNet50作为基础模型 if 'resnet50' in [layer.name for layer in self.model.layers]: base_model = self.model.get_layer('resnet50') # 获取ResNet50基础模型 print("\n基础模型(resnet50)内部层列表（最后5层）：") for layer in base_model.layers[-5:]: print(f"- {layer.name}") # 选择ResNet50最后一个卷积层（用于生成热力图） last_conv_layer_name = "conv5_block3_out" if last_conv_layer_name in [l.name for l in base_model.layers]: last_conv_layer = base_model.get_layer(last_conv_layer_name) else: # 如果找不到指定层，自动选最后一个卷积层 conv_layers_in_base = [l for l in base_model.layers if isinstance(l, tf.keras.layers.Conv2D)] last_conv_layer = conv_layers_in_base[-1] if conv_layers_in_base else base_model.layers[-1] last_conv_layer_name = last_conv_layer.name # 构建Grad-CAM模型：输入→卷积层输出→模型最终输出（用于计算热力图） grad_model = tf.keras.models.Model( inputs=base_model.input, outputs=[last_conv_layer.output, self.model.output] ) return grad_model, last_conv_layer_name else: # 非ResNet50模型的处理（类似逻辑，选最后一个卷积层） conv_layers = [l for l in self.model.layers if isinstance(l, tf.keras.layers.Conv2D)] if conv_layers: last_conv_layer = conv_layers[-1] last_conv_layer_name = last_conv_layer.name else: last_conv_layer = self.model.layers[-1] last_conv_layer_name = last_conv_layer.name grad_model = tf.keras.models.Model( inputs=self.model.inputs, outputs=[last_conv_layer.output, self.model.output] ) return grad_model, last_conv_layer_name |

作用：构建用于生成 Grad-CAM 热力图的模型。热力图能显示模型 "关注" 图像的哪些区域（帮助理解模型为什么判断有肺炎），核心是利用模型最后一个卷积层的输出计算。

4. DICOM 转 JPG：_dicom_to_jpg

|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _dicom_to_jpg(self, dicom_path, jpg_path): # 如果已经转换过，直接返回 if os.path.exists(jpg_path): return jpg_path try: # 读取DICOM文件（医学图像格式） dicom = pydicom.dcmread(dicom_path) img = dicom.pixel_array # 获取图像像素数据 # 转换为8位灰度图（普通图像格式） img = (img - img.min()) / (img.max() - img.min()) * 255 # 归一化到0-255 img = img.astype(np.uint8) # 转换为整数类型 # 如果是黑白图（单通道），转为RGB（模型通常需要3通道输入） if len(img.shape) == 2: img = np.stack([img] * 3, axis=-1) # 保存为JPG Image.fromarray(img).save(jpg_path) return jpg_path except Exception as e: print(f"转换DICOM失败: {dicom_path}, 错误: {e}") return None |

作用：将医学专用的 DICOM 格式图像转换为普通 JPG 格式。因为模型通常只接受 JPG/PNG 等常见格式，且 DICOM 的像素值范围和普通图像不同，需要转换后才能被模型处理。

5. 预处理图像：_preprocess_image

|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _preprocess_image(self, image_path): # 打开图像并转为RGB img = Image.open(image_path).convert('RGB') orig_size = img.size # 记录原始尺寸（宽×高） img = img.resize(self.img_size) # 调整为模型要求的尺寸（224×224） img_array = img_to_array(img) # 转为数组 img_array = np.expand_dims(img_array, axis=0) / 255.0 # 增加批次维度+归一化（0-1之间） return img_array, img, orig_size |

作用：将图像处理成模型能接受的输入格式。模型训练时用的是固定尺寸（224×224）、归一化（0-1）的图像，所以输入图像必须做同样处理。

6. 生成热力图：_grad_cam

|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _grad_cam(self, img_array): # 用GradientTape记录梯度（用于计算热力图） with tf.GradientTape() as tape: last_conv_layer_output, preds = self.grad_cam_model(img_array) # 卷积层输出+模型预测结果 class_channel = preds[:, 0] # 肺炎类别的预测结果（因为模型输出是"是否肺炎"） # 计算梯度：预测结果对卷积层输出的梯度（反映每个卷积特征对预测的影响） grads = tape.gradient(class_channel, last_conv_layer_output) pooled_grads = tf.reduce_mean(grads, axis=(0, 1, 2)) # 平均梯度（简化为每个特征的重要性） # 计算热力图：卷积层输出×梯度权重（突出重要特征） last_conv_layer_output = last_conv_layer_output[0] # 取第一个样本 heatmap = last_conv_layer_output @ pooled_grads[..., tf.newaxis] # 矩阵乘法（加权求和） heatmap = tf.squeeze(heatmap) # 去掉多余维度 heatmap = tf.maximum(heatmap, 0) # 只保留正影响（ReLU激活） # 归一化到0-1（方便显示） heatmap = heatmap.numpy() if np.max(heatmap) > 0: heatmap /= np.max(heatmap) # 调整热力图尺寸和输入图像一致（224×224） heatmap = cv2.resize(heatmap, self.img_size) return heatmap |

作用：生成 Grad-CAM 热力图。热力图中越亮的区域，说明模型判断 "有肺炎" 时参考了该区域（帮助理解模型的决策依据）。

7. 热力图转边界框：_heatmap_to_bbox

|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _heatmap_to_bbox(self, heatmap, threshold=0.5): # 应用阈值：只保留热力图中亮度高于阈值的区域（认为是可能的肺炎区域） mask = (heatmap > threshold).astype(np.uint8) # 转为0/1的掩码 if np.sum(mask) == 0: # 如果没有符合条件的区域 return None # 找掩码中的轮廓（连续的区域） contours, _ = cv2.findContours(mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE) if not contours: # 没找到轮廓 return None # 选最大的轮廓（认为是最可能的肺炎区域） largest_contour = max(contours, key=cv2.contourArea) # 用边界框框住这个轮廓（xmin, ymin, xmax, ymax） x, y, w, h = cv2.boundingRect(largest_contour) return (x, y, x + w, y + h) |

作用：从热力图中提取出模型认为的肺炎区域，用矩形框（边界框）标记。阈值 0.5 表示只保留热力图中较亮的区域（模型更关注的部分）。

8. 调整边界框尺寸：_resize_bbox

|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _resize_bbox(self, bbox, original_size, target_size): xmin, ymin, xmax, ymax = bbox # 原始边界框坐标 orig_w, orig_h = original_size # 原始图像尺寸（宽×高） target_w, target_h = target_size # 目标尺寸（如模型输入尺寸224×224） # 计算缩放比例（目标尺寸/原始尺寸） scale_w = target_w / orig_w scale_h = target_h / orig_h # 按比例调整边界框坐标 new_xmin = int(xmin * scale_w) new_ymin = int(ymin * scale_h) new_xmax = int(xmax * scale_w) new_ymax = int(ymax * scale_h) return (new_xmin, new_ymin, new_xmax, new_ymax) |

作用：调整边界框的大小，使其适应不同尺寸的图像。比如医生标注的是原始图像的坐标，需要缩放到模型输入尺寸（224×224）后，才能和模型生成的边界框对比。

9. 计算交并比（IoU）：_calculate_iou

|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _calculate_iou(self, bbox1, bbox2): if bbox1 is None or bbox2 is None: # 有一个框不存在，重合度为0 return 0.0 # 两个框的坐标（xmin, ymin, xmax, ymax） x1_min, y1_min, x1_max, y1_max = bbox1 x2_min, y2_min, x2_max, y2_max = bbox2 # 计算两个框重叠区域的坐标 inter_x_min = max(x1_min, x2_min) # 重叠区域的左边界 inter_y_min = max(y1_min, y2_min) # 重叠区域的上边界 inter_x_max = min(x1_max, x2_max) # 重叠区域的右边界 inter_y_max = min(y1_max, y2_max) # 重叠区域的下边界 # 计算重叠区域的面积 inter_area = max(0, inter_x_max - inter_x_min) * max(0, inter_y_max - inter_y_min) # 计算两个框各自的面积 area1 = (x1_max - x1_min) * (y1_max - y1_min) area2 = (x2_max - x2_min) * (y2_max - y2_min) # 计算并集面积（总面积-重叠面积） union_area = area1 + area2 - inter_area # IoU = 重叠面积 / 并集面积（值越大，两个框越接近） if union_area == 0: return 0.0 return inter_area / union_area |

作用：计算模型生成的边界框和医生标注的边界框的重合度（IoU）。IoU 越接近 1，说明模型标得越准；接近 0 则说明模型标偏了。

10. 评估单张图像：evaluate_image

|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def evaluate_image(self, patient_id, threshold=0.5, visualize=True): # 构建图像路径（DICOM和转换后的JPG） dicom_path = os.path.join(self.dicom_dir, f"{patient_id}.dcm") jpg_path = os.path.join(self.jpg_dir, f"{patient_id}.jpg") if not os.path.exists(dicom_path): # 图像不存在，返回失败 print(f"DICOM图像 {patient_id}.dcm 不存在") return None, None # 转换DICOM为JPG jpg_path = self._dicom_to_jpg(dicom_path, jpg_path) if not jpg_path: print(f"无法转换或找到JPG图像: {patient_id}") return None, None # 预处理图像（调整尺寸、归一化） img_array, orig_img, orig_size = self._preprocess_image(jpg_path) # 模型预测：是否有肺炎（概率） pred_prob = self.model.predict(img_array, verbose=0)[0][0] pred_class = "肺炎" if pred_prob > 0.5 else "正常" # 概率>0.5判断为肺炎 # 生成热力图和边界框 try: heatmap = self._grad_cam(img_array) except Exception as e: print(f"生成Grad-CAM失败: {e}") heatmap = np.zeros(self.img_size) heatmap_bbox = None else: heatmap_bbox = self._heatmap_to_bbox(heatmap, threshold) # 从热力图得边界框 # 获取医生标注的边界框 annotations = self.annotations[self.annotations['patientId'] == patient_id] if len(annotations) == 0: # 没有医生标注，返回失败 if visualize: print(f"没有找到患者 {patient_id} 的肺炎标注") return None, None # 计算模型框和医生框的IoU（平均） ious = [] doctor_bboxes = [] for _, row in annotations.iterrows(): # 医生标注格式转换（x, y, width, height → xmin, ymin, xmax, ymax） xmin = int(row['x']) ymin = int(row['y']) xmax = int(row['x'] + row['width']) ymax = int(row['y'] + row['height']) doctor_bbox_orig = (xmin, ymin, xmax, ymax) # 调整医生框到模型输入尺寸（方便对比） doctor_bbox = self._resize_bbox(doctor_bbox_orig, orig_size, self.img_size) doctor_bboxes.append(doctor_bbox) # 计算IoU if heatmap_bbox is not None: iou = self._calculate_iou(heatmap_bbox, doctor_bbox) ious.append(iou) else: ious.append(0.0) mean_iou = np.mean(ious) # 平均IoU（该图像的模型表现） # 可视化结果（生成对比图） if visualize: self._visualize_results(orig_img, heatmap, heatmap_bbox, doctor_bboxes, patient_id, pred_class, pred_prob, mean_iou) # 返回评估指标 metrics = { 'patient_id': patient_id, 'pred_prob': float(pred_prob), 'pred_class': pred_class, 'mean_iou': float(mean_iou), 'num_annotations': len(doctor_bboxes), 'has_heatmap_bbox': heatmap_bbox is not None } return mean_iou, metrics |

作用：评估单张胸片的完整流程。包括：读取图像→模型预测→生成热力图和边界框→和医生标注对比→计算 IoU→可视化结果。是整个评估的核心步骤。

11. 可视化结果：_visualize_results

|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def _visualize_results(self, orig_img, heatmap, heatmap_bbox, doctor_bboxes, patient_id, pred_class, pred_prob, mean_iou): # 转换为数组 img = np.array(orig_img) # 调整热力图尺寸，叠加到原图上（方便看模型关注区域） heatmap_resized = cv2.resize(heatmap, (img.shape[1], img.shape[0])) heatmap_resized = np.uint8(255 * heatmap_resized) # 转为0-255 heatmap_resized = cv2.applyColorMap(heatmap_resized, cv2.COLORMAP_JET) # 上色（红=高关注） heatmap_resized = cv2.cvtColor(heatmap_resized, cv2.COLOR_BGR2RGB) # 转RGB superimposed_img = cv2.addWeighted(img, 0.6, heatmap_resized, 0.4, 0) # 叠加原图和热力图 # 创建医生标注的图像（只显示医生标的框） doctor_annotated_img = img.copy() for bbox in doctor_bboxes: # 调整医生框到原始图像尺寸 scale_w = img.shape[1] / self.img_size[0] scale_h = img.shape[0] / self.img_size[1] xmin_scaled = int(bbox[0] * scale_w) ymin_scaled = int(bbox[1] * scale_h) xmax_scaled = int(bbox[2] * scale_w) ymax_scaled = int(bbox[3] * scale_h) # 画框（红色） cv2.rectangle(doctor_annotated_img, (xmin_scaled, ymin_scaled), (xmax_scaled, ymax_scaled), (0, 0, 255), 2) # 创建2×2的图表（4张图） fig, axes = plt.subplots(2, 2, figsize=(16, 14)) # 1. 原始图像 axes[0, 0].imshow(img, cmap='gray') axes[0, 0].set_title(f'1. 原始图像: {patient_id}') axes[0, 0].axis('off') # 不显示坐标轴 # 2. 医生标注图像 axes[0, 1].imshow(doctor_annotated_img, cmap='gray') axes[0, 1].set_title(f'2. 医生标注 (共{len(doctor_bboxes)}处)') axes[0, 1].axis('off') # 3. 热力图（模型关注区域） axes[1, 0].imshow(heatmap_resized) axes[1, 0].set_title('3. Grad-CAM热力图 (关注区域)') axes[1, 0].axis('off') # 4. 叠加对比（同时显示医生框和模型框） axes[1, 1].imshow(superimposed_img) # 画医生框（蓝色） for bbox in doctor_bboxes: xmin_scaled = int(bbox[0] * scale_w) ymin_scaled = int(bbox[1] * scale_h) xmax_scaled = int(bbox[2] * scale_w) ymax_scaled = int(bbox[3] * scale_h) rect = plt.Rectangle((xmin_scaled, ymin_scaled), xmax_scaled-xmin_scaled, ymax_scaled-ymin_scaled, fill=False, color='blue', linewidth=2, label='医生标注') axes[1, 1].add_patch(rect) # 画模型框（红色） if heatmap_bbox is not None: xmin_scaled = int(heatmap_bbox[0] * scale_w) ymin_scaled = int(heatmap_bbox[1] * scale_h) xmax_scaled = int(heatmap_bbox[2] * scale_w) ymax_scaled = int(heatmap_bbox[3] * scale_h) rect = plt.Rectangle((xmin_scaled, ymin_scaled), xmax_scaled-xmin_scaled, ymax_scaled-ymin_scaled, fill=False, color='red', linewidth=2, label='模型热力图') axes[1, 1].add_patch(rect) # 标题和图例 title = f'4. 叠加对比 | 预测: {pred_class} ({pred_prob:.2f}) | IoU: {mean_iou:.4f}' if heatmap_bbox is None: title += "\n未检测到显著区域" axes[1, 1].set_title(title) axes[1, 1].axis('off') axes[1, 1].legend(loc='upper right') # 显示图例（区分医生框和模型框） plt.tight_layout() # 保存图像到文件夹 save_path = f'evaluation_results/comparison_images/{patient_id}_comparison.png' plt.savefig(save_path, dpi=300, bbox_inches='tight') plt.close(fig) # 关闭图表，释放内存 |

作用：生成 4 张对比图，直观展示模型表现：原始图像、医生标注、模型热力图、叠加对比（同时显示医生和模型的框）。方便人工检查模型哪里标得准、哪里标得差。

12. 评估数据集：evaluate_dataset

|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def evaluate_dataset(self, sample_size=None, threshold=0.5): # 获取所有有标注的患者ID unique_patients = self.annotations['patientId'].unique() # 如果指定了样本量（如100），随机抽样 if sample_size and sample_size < len(unique_patients): np.random.seed(42) # 固定随机种子，结果可重复 unique_patients = np.random.choice(unique_patients, size=sample_size, replace=False) # 存储所有评估结果 results = [] # 遍历患者，逐个评估（显示进度条） for patient_id in tqdm(unique_patients, desc="评估图像"): try: _, metrics = self.evaluate_image(patient_id, threshold=threshold, visualize=False) if metrics: results.append(metrics) except Exception as e: print(f"评估患者 {patient_id} 时出错: {e}") # 转换为表格（DataFrame），保存为CSV results_df = pd.DataFrame(results) results_df.to_csv('evaluation_results/evaluation_summary.csv', index=False) return results_df |

作用：批量评估多个样本（如 100 张胸片），收集所有结果并保存为 CSV 文件。方便后续统计分析。

13. 可视化最佳 / 最差案例：visualize_top_cases

|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def visualize_top_cases(self, results_df, num_cases=5, sort_by='mean_iou'): if len(results_df) == 0: print("没有结果可用于可视化") return # 筛选有有效边界框的结果，按IoU排序（从高到低） valid_results = results_df[results_df['has_heatmap_bbox']].sort_values(by=sort_by, ascending=False) # 可视化表现最好的5个案例 top_cases = valid_results.head(num_cases) print(f"\n可视化{num_cases}个表现最好的案例...") for _, row in top_cases.iterrows(): self.evaluate_image(row['patient_id'], visualize=True) # 生成对比图 # 可视化表现最差的5个案例 bottom_cases = valid_results.tail(num_cases) print(f"\n可视化{num_cases}个表现最差的案例...") os.makedirs('evaluation_results/worst_cases', exist_ok=True) # 创建文件夹 for _, row in bottom_cases.iterrows(): self.evaluate_image(row['patient_id'], visualize=True) # 复制到最差案例文件夹 src = f'evaluation_results/comparison_images/{row["patient_id"]}_comparison.png' dst = f'evaluation_results/worst_cases/{row["patient_id"]}_comparison.png' if os.path.exists(src): os.system(f'copy "{src}" "{dst}"') # Windows复制命令（Linux用cp） |

作用：从批量评估结果中，找出 IoU 最高（表现最好）和最低（表现最差）的案例，单独生成对比图。方便针对性分析模型的优缺点。

14. 总结评估结果：summarize_results

|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def summarize_results(self, results_df): print("\n===== 评估结果总结 =====") print(f"评估样本数: {len(results_df)}") # 只考虑有有效边界框的结果 valid_results = results_df[results_df['has_heatmap_bbox']] if len(valid_results) > 0: # 计算关键指标 print(f"平均IoU: {valid_results['mean_iou'].mean():.4f}") # 平均重合度 print(f"IoU中位数: {valid_results['mean_iou'].median():.4f}") # 中间水平 print(f"IoU标准差: {valid_results['mean_iou'].std():.4f}") # 波动程度 # 准确率（模型预测"肺炎"且实际有肺炎的比例） print(f"模型预测准确率: {sum(valid_results['pred_class'] == '肺炎') / len(valid_results):.4f}") # 绘制IoU分布直方图（看大多数样本的表现） plt.figure(figsize=(10, 6)) plt.hist(valid_results['mean_iou'], bins=20, alpha=0.7, color='blue') plt.axvline(valid_results['mean_iou'].mean(), color='red', linestyle='dashed', linewidth=2, label=f'平均值: {valid_results["mean_iou"].mean():.4f}') plt.title('IoU分布直方图') plt.xlabel('交并比 (IoU)') plt.ylabel('频数') plt.grid(True, alpha=0.3) plt.legend() plt.savefig('evaluation_results/iou_distribution.png', dpi=300) plt.close() # 绘制预测概率与IoU的关系（看模型自信度和准确性是否相关） plt.figure(figsize=(10, 6)) plt.scatter(valid_results['pred_prob'], valid_results['mean_iou'], alpha=0.5) plt.title('预测概率与IoU的关系') plt.xlabel('肺炎预测概率') plt.ylabel('交并比 (IoU)') plt.grid(True, alpha=0.3) plt.savefig('evaluation_results/probability_vs_iou.png', dpi=300) plt.close() else: print("没有有效的结果可用于总结") # 保存文字报告 with open('evaluation_results/summary_report.txt', 'w') as f: f.write("===== 肺炎定位评估报告 =====\n") f.write(f"评估日期: {pd.Timestamp.now()}\n") f.write(f"评估样本总数: {len(results_df)}\n") f.write(f"有效定位样本数: {len(valid_results)}\n") if len(valid_results) > 0: f.write(f"平均IoU: {valid_results['mean_iou'].mean():.4f}\n") f.write(f"IoU中位数: {valid_results['mean_iou'].median():.4f}\n") f.write(f"IoU标准差: {valid_results['mean_iou'].std():.4f}\n") f.write(f"模型预测准确率: {sum(valid_results['pred_class'] == '肺炎') / len(valid_results):.4f}\n") f.write("\n详细结果已保存在 evaluation_summary.csv 文件中") |

作用：统计批量评估的结果，计算平均 IoU、准确率等指标，绘制分布图，并生成文字报告。帮助整体了解模型的性能。

三、主函数：main

|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| def main(): # 配置文件路径（需要用户根据实际情况修改） MODEL_PATH = 'best_pneumonia_model.h5' # 训练好的模型路径 DATASET_DIR = 'rsna-pneumonia-detection-challenge' # 数据集文件夹 ANNOTATIONS_FILE = os.path.join(DATASET_DIR, 'stage_2_train_labels.csv') # 医生标注文件 # 创建评估器实例 print("加载模型并初始化评估器...") evaluator = PneumoniaEvaluator(MODEL_PATH, DATASET_DIR, ANNOTATIONS_FILE) # 1. 评估单张图像（示例） if not evaluator.annotations.empty: sample_patient_id = evaluator.annotations['patientId'].iloc[0] # 取第一个患者 print(f"\n评估单个样本: {sample_patient_id}") try: iou, metrics = evaluator.evaluate_image(sample_patient_id, threshold=0.5, visualize=True) if iou is not None: print(f"样本 {sample_patient_id} 的IoU: {iou:.4f}") else: print(f"样本 {sample_patient_id} 评估失败") except Exception as e: print(f"评估样本时出错: {e}") else: print("标注文件中没有找到有效数据") return # 2. 评估100个样本 print("\n开始评估数据集样本...") sample_size = 100 results_df = evaluator.evaluate_dataset(sample_size=sample_size, threshold=0.5) # 3. 可视化5个最好和最差的案例 evaluator.visualize_top_cases(results_df, num_cases=5) # 4. 总结结果 evaluator.summarize_results(results_df) print("\n评估完成！结果保存在 evaluation_results 目录中") if name == "main": # 设置GPU内存使用（避免内存溢出） gpus = tf.config.experimental.list_physical_devices('GPU') if gpus: try: for gpu in gpus: tf.config.experimental.set_memory_growth(gpu, True) # 动态分配GPU内存 except RuntimeError as e: print(e) main() # 运行主函数 |

作用：程序的入口，按步骤执行评估：初始化评估器→评估单张图像→批量评估→可视化最佳 / 最差案例→总结结果。用户只需修改文件路径，即可运行整个评估流程。

总结

这个代码是一个完整的 "肺炎检测模型评估工具"，核心功能是通过对比模型预测结果和医生标注，用 IoU 等指标评估模型的准确性，并通过热力图和对比图直观展示模型表现。整体流程清晰：预处理图像→模型预测→生成热力图→计算重合度→统计分析，适合用于医学图像模型的效果评估。
（注：文档部分内容可能由 AI 生成）