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基于深度学习的胸部 X 光图像肺炎分类系统（七）

news 2025/7/27 8:41:57

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'] = Falseclass 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_dirself.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_dfdef _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.nameprint(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.inputbase_model_output = base_model.output# 重建顶部模型（基础模型之后的层）x = base_model_outputtop_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_nameelse:# 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.nameelse:# 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.nameprint(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_namedef _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_pathtry: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()) * 255img = img.astype(np.uint8)# 如果是单通道，转换为RGBif len(img.shape) == 2:img = np.stack([img] * 3, axis=-1)# 保存为JPGImage.fromarray(img).save(jpg_path)return jpg_pathexcept Exception as e:print(f"转换DICOM失败: {dicom_path}, 错误: {e}")return Nonedef _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_sizedef _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 heatmapdef _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 = bboxorig_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_wscale_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 0.0x1_min, y1_min, x1_max, y1_max = bbox1x2_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IoUif union_area == 0:return 0.0return inter_area / union_areadef 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JPGjpg_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 = Noneelse:# 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IoUious = []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IoUmean_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, metricsdef _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 = bboxscale_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 = bboxscale_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_bboxscale_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IDunique_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DataFrameresults_df = pd.DataFrame(results)# 保存结果results_df.to_csv('evaluation_results/evaluation_summary.csv', index=False)return results_dfdef 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IDsample_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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findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' 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.
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 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
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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.
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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.
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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.
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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.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
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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.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.
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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.
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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.
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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 '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.
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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.
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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.
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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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
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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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
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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.
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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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
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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.
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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.
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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.
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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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not 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.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' not found.
findfont: Font family 'Heiti TC' not found.
findfont: Font family 'WenQuanYi Micro Hei' 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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�Ѹ���         0 ���ļ���===== 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
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findfont: Font family 'Heiti TC' not found.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：

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）
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
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
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）

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肺炎检测模型评估工具

模块详细说明

一、导入库与基础设置

二、核心类：PneumoniaEvaluator（肺炎评估器）

1. 初始化方法：init

2. 加载医生标注：_load_annotations

3. 构建热力图模型：_build_grad_cam_model

4. DICOM 转 JPG：_dicom_to_jpg

5. 预处理图像：_preprocess_image

6. 生成热力图：_grad_cam

7. 热力图转边界框：_heatmap_to_bbox

8. 调整边界框尺寸：_resize_bbox

9. 计算交并比（IoU）：_calculate_iou

10. 评估单张图像：evaluate_image

11. 可视化结果：_visualize_results

12. 评估数据集：evaluate_dataset

13. 可视化最佳 / 最差案例：visualize_top_cases

14. 总结评估结果：summarize_results

三、主函数：main

总结

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