#-*-?coding:?utf-8?-*-
#畫出特征雷達圖
import?pandas?as?pd
import?numpy?as?np
import?matplotlib.pyplot?as?plt
from?sklearn.cluster?import?KMeans?#導入K均值聚類算法
inputfile?=?‘../tmp/zscoreddata1.xls‘?#待聚類的數據文件
k?=?5???????????????????????#需要進行的聚類類別數
#讀取數據并進行聚類分析
data?=?pd.read_excel（inputfile）?#讀取數據
#調用k-means算法，進行聚類分析
kmodel?=?KMeans（n_clusters?=?k?n_jobs?=?4）?#n_jobs是并行數，一般等于CPU數較好
kmodel.fit（data）?#訓練模型
labels?=?data.columns?#標簽
k?=?5?#數據個數
plot_data?=?kmodel.cluster_centers_
color?=?[‘b‘?‘g‘?‘r‘?‘c‘?‘y‘]?#指定顏色

angles?=?np.linspace（0?2*np.pi?k?endpoint=False）
plot_data?=?np.concatenate（（plot_data?plot_data[:[0]]）?axis=1）?#?閉合
angles?=?np.concatenate（（angles?[angles[0]]））?#?閉合

fig?=?plt.figure（）
ax?=?fig.add_subplot（111?polar=True）?#設置為極坐標方式
for?i?in?range（len（plot_data））:
??ax.plot（angles?plot_data[i]?‘o-‘?color?=?color[i]?label?=?‘client‘+str（i+1）?linewidth=2）#?畫線

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----
?????文件???????14336??2019-12-24?14:28??18-19-1數據挖掘考試要求.doc
?????目錄???????????0??2019-06-11?19:32??data_test\
?????目錄???????????0??2019-06-11?19:55??data_test\.idea\
?????文件?????????408??2019-06-11?19:32??data_test\.idea\data_test.iml
?????文件?????????277??2019-06-11?19:32??data_test\.idea\modules.xml
?????文件????????5981??2019-06-11?19:55??data_test\.idea\workspace.xml
?????目錄???????????0??2019-06-26?22:18??data_test\code\
?????文件????????1112??2019-06-11?19:36??data_test\code\cluster.py
?????文件?????????879??2019-01-01?16:17??data_test\code\data_clean.py
?????文件?????????813??2019-01-01?22:41??data_test\code\data_explore?2.py
?????文件????????1222??2019-01-01?13:29??data_test\code\data_explore.py
?????文件?????????670??2019-01-01?22:22??data_test\code\data_scale?.py
?????文件?????????556??2019-01-01?22:26??data_test\code\data_zscore.py
?????文件?????????841??2019-03-24?16:25??data_test\code\KMeans.py
?????文件?????????835??2019-06-26?22:19??data_test\code\新建文本文檔.txt
?????目錄???????????0??2019-06-11?00:30??data_test\data\
?????文件????14478308??2015-12-05?21:05??data_test\data\air_data.csv
?????文件?????1909015??2019-01-01?17:47??data_test\data\zscoredata1.csv
?????文件?????6883328??2015-12-05?21:04??data_test\data\zscoreddata.xls
?????文件???????11098??2019-01-01?15:09??data_test\data\客戶信息屬性說明.xlsx
?????目錄???????????0??2019-06-11?00:30??data_test\tmp\
?????文件????30204928??2019-01-01?16:18??data_test\tmp\data_cleaned.xls
?????文件????????9728??2019-01-01?13:29??data_test\tmp\explore1.xls
?????文件????????5632??2019-01-01?22:41??data_test\tmp\explore2.xls
?????文件?????????639??2019-03-24?16:33??data_test\tmp\kmeans.csv
?????文件?????????638??2019-01-02?15:08??data_test\tmp\kmeans2.csv
?????文件?????6883328??2019-01-01?22:26??data_test\tmp\zscoreddata1.xls
?????文件??????632495??2019-06-27?15:42??航空公司客戶價值分析數據挖掘設計文檔.docx