FAMILY

What's the menging of  family?

今天知道了她的含义,很意外:

FAMILY=F(father)+A(and)+M(mother)+I(I)+(love)+Y(you)

祝福我的爸爸妈妈!我爱你们!

import pandas as pd import numpy as np import matplotlib.pyplot as plt from scipy.signal import savgol_filter # 修正函数名称 from sklearn.decomposition import PCA from sklearn.cluster import KMeans from sklearn.preprocessing import StandardScaler import seaborn as sns from matplotlib.ticker import MaxNLocator # 设置中文显示 plt.rcParams["font.family"] = ["SimHei", "WenQuanYi Micro Hei", "Heiti TC"] plt.rcParams["axes.unicode_minus"] = False # 解决负号显示问题 # 1. 读取数据 - 请将此处路径修改为你的文件实际路径 df = pd.read_excel('附件 1_预处理后.xlsx') # 修改为本地文件路径 # 提取光谱数据(排除No列) spectra_data = df.iloc[:, 1:].values # 所有样本的光谱数据 wavelengths = df.columns[1:].astype(int) # 波数 sample_ids = df['No'].values # 样本编号 # 2. SG平滑与一阶导数处理(使用论文问题一参数) window_length = 11 # 窗口大小 poly_order = 2 # 多项式阶数 # SG平滑 - 使用修正后的函数名称 sg_smoothed = savgol_filter(spectra_data, window_length, poly_order, axis=1) # 一阶导数 sg_first_deriv = np.gradient(sg_smoothed, axis=1) # 3. 数据标准化 scaler = StandardScaler() scaled_data = scaler.fit_transform(sg_first_deriv) # 4. PCA降维(根据论文问题一,SG一阶导数需要12个主成分) pca = PCA(n_components=12) pca_result = pca.fit_transform(scaled_data) # 5. K-means聚类(分为6个类别) kmeans = KMeans(n_clusters=6, random_state=42, n_init=10) clusters = kmeans.fit_predict(pca_result) # 6. 保存聚类结果 cluster_results = pd.DataFrame({ '样本编号': sample_ids, '聚类类别': clusters + 1 # 类别从1开始 }) cluster_results.to_excel('聚类结果.xlsx', index=False) print("聚类结果已保存至'聚类结果.xlsx'") # 7. 可视化聚类结果(图9SG风格) # 7.1 各类别中心光谱一阶导数曲线 plt.figure(figsize=(12, 8)) for cluster_id in range(6): # 获取该类别的所有样本 cluster_samples = sg_first_deriv[clusters == cluster_id] # 计算均值曲线 mean_curve = np.mean(cluster_samples, axis=0) # 绘制曲线 plt.plot(wavelengths, mean_curve, label=f'类别{cluster_id + 1}', linewidth=2) plt.xlabel('波数 (cm⁻¹)') plt.ylabel('SG一阶导数') plt.title('各类别SG一阶平滑导数平均曲线') plt.legend(loc='best') plt.grid(alpha=0.3) plt.tight_layout() plt.savefig('各类别SG一阶导数平均曲线.png', dpi=300) plt.show() # 7.2 PCA降维可视化(前2个主成分) plt.figure(figsize=(10, 8)) scatter = plt.scatter(pca_result[:, 0], pca_result[:, 1], c=clusters, cmap='tab10', alpha=0.7, s=50) plt.xlabel(f'主成分1 (贡献率: {pca.explained_variance_ratio_[0]:.2%})') plt.ylabel(f'主成分2 (贡献率: {pca.explained_variance_ratio_[1]:.2%})') plt.title('PCA降维聚类散点图 (前2个主成分)') plt.colorbar(scatter, label='聚类类别') plt.grid(alpha=0.3) plt.tight_layout() plt.savefig('PCA降维聚类散点图.png', dpi=300) plt.show() # 7.3 聚类类别数量统计 plt.figure(figsize=(8, 6)) sns.countplot(x=clusters + 1) plt.xlabel('聚类类别') plt.ylabel('样本数量') plt.title('各类别样本数量分布') plt.xticks(range(6), [f'类别{i+1}' for i in range(6)]) plt.gca().yaxis.set_major_locator(MaxNLocator(integer=True)) # 确保y轴为整数 plt.grid(axis='y', alpha=0.3) plt.tight_layout() plt.savefig('各类别样本数量分布.png', dpi=300) plt.show() # 8. 输出聚类中心的主成分值 cluster_centers = pd.DataFrame( kmeans.cluster_centers_, columns=[f'主成分{i+1}' for i in range(12)] ) cluster_centers.index.name = '聚类类别' cluster_centers.index += 1 # 类别从1开始 print("\n聚类中心的主成分值:") print(cluster_centers) 代码如上 报错内容如下 E:\Anaconda\python.exe "C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py" E:\Anaconda\Lib\site-packages\sklearn\cluster\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2. warnings.warn( 聚类结果已保存至'聚类结果.xlsx' findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py:66: UserWarning: Glyph 8315 (\N{SUPERSCRIPT MINUS}) missing from font(s) SimHei. plt.tight_layout() C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py:66: UserWarning: Glyph 185 (\N{SUPERSCRIPT ONE}) missing from font(s) SimHei. plt.tight_layout() findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py:67: UserWarning: Glyph 8315 (\N{SUPERSCRIPT MINUS}) missing from font(s) SimHei. plt.savefig('各类别SG一阶导数平均曲线.png', dpi=300) C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py:67: UserWarning: Glyph 185 (\N{SUPERSCRIPT ONE}) missing from font(s) SimHei. plt.savefig('各类别SG一阶导数平均曲线.png', dpi=300) findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py:68: UserWarning: Glyph 8315 (\N{SUPERSCRIPT MINUS}) missing from font(s) SimHei. plt.show() C:\Users\cheny\Desktop\PythonProject2\图 9SG 一阶平滑导数聚类特征类别.py:68: UserWarning: Glyph 185 (\N{SUPERSCRIPT ONE}) missing from font(s) SimHei. plt.show() findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found. findfont: Font family 'WenQuanYi Micro Hei' not found. findfont: Font family 'Heiti TC' not found.
08-05
评论
添加红包

请填写红包祝福语或标题

红包个数最小为10个

红包金额最低5元

当前余额3.43前往充值 >
需支付:10.00
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包
实付
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明:

1.余额是钱包充值的虚拟货币,按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载,可以购买VIP、付费专栏及课程。

余额充值