glass（扩大级别）.txt

chi2实验(序列)是基于概率统计的连续属性离散化方法

******************************
       除根号下2倍自由度
******************************
离散化前断点个数为：
117
112
74
80
114
56
107
14
28
aaaa=0.75
117
110
70
73
114
48
107
10
27
aaaa=0.9
117
86
54
46
98
42
92
10
13
aaaa=0.95
83
60
33
29
42
12
64
10
9
aaaa=0.975
28
6
14
11
7
8
16
5
3
aaaa=0.99
18
6
14
11
7
8
16
5
3
整体离散化后断点个数为：
18
6
14
11
7
8
16
5
3
x2等级为：0.975
不一致率为：0
aaaa=0.99
18
6
14
11
7
8
16
5
3
属性：1  x2级别为0.99
aaaa=0.99
18
4
14
11
7
8
16
5
3
aaaa=0.995
18
2
14
11
7
8
16
5
3
属性：2  x2级别为0.995
aaaa=0.99
18
2
6
11
7
8
16
5
3
aaaa=0.995
18
2
5
11
7
8
16
5
3
aaaa=0.996
18
2
3
11
7
8
16
5
3
aaaa=0.997
18
2
3
11
7
8
16
5
3
属性：3  x2级别为0.997
aaaa=0.99
18
2
3
10
7
8
16
5
3
属性：4  x2级别为0.99
aaaa=0.99
18
2
3
10
5
8
16
5
3
属性：5  x2级别为0.99
aaaa=0.99
18
2
3
10
5
7
16
5
3
aaaa=0.995
18
2
3
10
5
5
16
5
3
属性：6  x2级别为0.995
aaaa=0.99
18
2
3
10
5
5
14
5
3
属性：7  x2级别为0.99
aaaa=0.99
18
2
3
10
5
5
14
5
3
属性：8  x2级别为0.99
aaaa=0.99
18
2
3
10
5
5
14
5
2
属性：9  x2级别为0.99
单个属性离散化后断点个数为：
18
2
3
10
5
5
14
5
2
不一致率为：0
1,1.5202,10.73,3.42,0.29,71.35,0.02,8.61,0,0,1,
2,1.51747,13.79,3.42,1.27,72.14,0.48,7.08,0,0,1,
3,1.5159,10.73,3.42,1.4,72.78,0.32,7.08,0,0,1,
4,1.51747,10.73,3.42,1.27,72.14,0.48,8.22,0,0,1,
5,1.51711,10.73,3.42,0.29,72.78,0.48,8.07,0,0,1,
6,1.5159,10.73,3.42,1.4,72.78,0.48,8.07,0,0.12,1,
7,1.51711,10.73,3.42,0.29,72.78,0.48,8.17,0,0,1,
8,1.51747,10.73,3.42,0.29,72.78,0.48,8.22,0,0,1,
9,1.51898,13.79,3.42,1.27,71.35,0.48,8.22,0,0,1,
10,1.51747,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
11,1.51567,10.73,3.42,1.4,72.78,0.48,8.07,0,0.12,1,
12,1.51747,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
13,1.51567,10.73,3.42,1.4,72.78,0.48,8.03,0,0.12,1,
14,1.51747,10.73,3.42,1.27,72.78,0.48,8.22,0,0.12,1,
15,1.51747,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
16,1.51747,10.73,3.42,0.29,72.78,0.48,8.22,0,0,1,
17,1.51769,10.73,3.42,0.29,72.78,0.48,8.61,0,0,1,
18,1.52196,13.79,3.42,0.29,71.35,0.02,8.83,0,0,1,
19,1.51898,13.79,3.42,0.29,71.35,0.02,8.83,0,0,1,
20,1.51711,10.73,3.42,1.4,72.14,0.48,8.22,0,0,1,
21,1.51747,10.73,3.42,1.4,72.14,0.48,8.22,0,0.12,1,
22,1.51898,13.79,3.42,0.29,71.35,0.02,8.83,0,0,1,
23,1.51711,10.73,3.42,1.27,72.78,0.48,8.61,0,0,1,
24,1.51747,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
25,1.51711,10.73,3.42,0.29,72.78,0.48,8.22,0,0,1,
26,1.51747,10.73,3.42,0.29,72.78,0.48,8.22,0,0,1,
27,1.51769,10.73,3.42,1.4,72.14,0.48,8.22,0,0,1,
28,1.51711,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
29,1.51747,10.73,3.42,1.4,72.78,0.48,8.22,0,0,1,
30,1.51769,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
31,1.51747,10.73,3.42,1.27,72.78,0.48,8.61,0,0.12,1,
32,1.51747,10.73,3.42,0.29,72.78,0.48,8.22,0,0,1,
33,1.51769,10.73,3.42,0.29,72.78,0.48,8.22,0,0.12,1,
34,1.51747,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
35,1.51769,10.73,3.42,1.27,72.78,0.48,8.61,0,0,1,
36,1.51567,10.73,3.42,0.29,72.14,0.48,8.22,0,0,1,
37,1.51898,13.79,3.42,1.27,71.35,0.48,8.61,0,0,1,
38,1.51769,10.73,3.42,1.27,72.78,0.48,8.61,0,0,1,
39,1.52213,13.79,3.42,0.29,71.35,0.02,8.83,0,0,1,
40,1.52213,13.79,3.42,0.29,71.35,0.02,8.83,0,0,1,
41,1.51769,10.73,3.42,0.29,72.78,0.48,8.61,0,0,1,
42,1.51747,10.73,3.42,0.29,72.78,0.48,8.61,0,0,1,
43,1.51769,10.73,2.68,1.27,72.14,0.48,8.22,0,0,1,
44,1.52196,10.73,3.42,0.29,71.35,0.02,8.83,0,0,1,
45,1.51769,10.73,3.42,0.29,72.78,0.48,8.61,0,0.12,1,
46,1.51898,10.73,3.42,1.27,71.35,0.48,8.83,0,0,1,
47,1.518,10.73,2.68,0.29,72.14,0.48,8.83,0,0.12,1,
48,1.52667,13.79,3.42,0.29,71.35,0.02,8.83,0,0,1,
49,1.52223,10.73,3.42,0.29,71.35,0.02,8.83,0,0,1,
50,1.51898,10.73,2.68,0.29,71.35,0.48,8.83,0,0,1,
51,1.52223,10.73,3.42,0.29,71.35,0.02,8.83,0,0.12,1,
52,1.51898,10.73,2.68,1.27,72.14,0.48,8.83,0,0,1,
53,1.518,10.73,2.68,0.29,72.78,0.48,8.83,0,0,1,
54,1.518,10.73,2.68,1.27,72.78,0.48,8.83,0,0,1,
55,1.51769,10.73,2.68,1.27,72.78,0.48,8.83,0,0,1,
56,1.51769,10.73,2.68,1.27,73.44,0.48,8.83,0,0.12,1,
57,1.51115,10.73,3.42,0.29,72.78,0.48,8.22,0,0.12,1,
58,1.518,10.73,3.42,1.27,72.78,0.48,8.22,0,0,1,
59,1.51747,10.73,3.42,0.29,72.78,0.48,8.03,0,0,1,
60,1.51747,10.73,3.42,0.29,72.78,0.48,8.22,0,0,1,
61,1.51898,10.73,3.42,0.29,72.14,0.02,8.61,0,0,1,
62,1.51898,13.79,3.42,1.27,71.35,0.02,8.61,0.69,0,1,
63,1.5202,10.73,3.42,0.29,71.35,0.02,8.83,0,0,1,
64,1.52223,13.79,3.42,0.29,71.35,0,8.83,0,0,1,
65,1.5202,10.73,3.42,0.29,71.35,0.02,8.83,0,0,1,
66,1.5202,10.73,3.42,0.29,71.35,0.02,8.83,0,0,1,
67,1.5202,10.73,3.42,0.29,72.14,0.02,8.83,0,0.12,1,
68,1.5202,10.73,3.42,0.29,72.14,0.02,8.83,0,0.12,1,
69,1.5202,10.73,3.42,0.29,72.14,0.02,8.83,0,0.12,1,
70,1.52223,10.73,3.42,0.29,71.35,0.02,10.09,0,0,1,
71,1.51567,13.79,3.42,1.4,71.35,0.02,7.08,0,0.12,2,
72,1.518,10.73,3.42,1.27,71.35,0.48,8.22,0,0.12,2,
73,1.5159,10.73,3.42,1.4,72.78,0.48,7.08,0,0,2,
74,1.5159,10.73,3.42,1.4,72.78,0.48,7.86,0,0,2,
75,1.5159,10.73,3.42,1.4,72.78,0.48,7.86,0,0,2,
76,1.5159,10.73,3.42,1.4,72.78,0.48,7.86,0,0,2,
77,1.5159,10.73,3.42,1.4,72.14,0.48,8.03,0,0,2,
78,1.5159,10.73,3.42,1.4,72.78,0.48,8.03,0,0,2,
79,1.5159,13.79,3.42,0.29,72.78,0.32,7.86,0,0.12,2,
80,1.5159,10.73,3.42,1.87,72.78,0.48,7.86,0,0,2,
81,1.5159,10.73,3.42,2.08,72.14,0.48,7.86,0,0,2,
82,1.5159,10.73,3.42,1.4,72.78,0.48,7.86,0,0,2,
83,1.5159,10.73,3.42,0.29,72.78,0.48,8.1,0,0,2,
84,1.5159,10.73,3.42,1.4,72.78,0.48,8.03,0,0,2,
85,1.51115,13.79,2.68,2.08,72.14,0.76,7.08,0,0,2,
86,1.5159,10.73,3.42,1.4,72.14,0.32,8.18,0,0,2,
87,1.51567,10.73,3.42,1.4,72.78,0.32,8.03,0,0,2,
88,1.5159,10.73,3.42,1.4,72.14,0.48,8.07,0,0,2,
89,1.5159,10.73,3.42,1.4,72.78,0.48,8.1,0,0,2,
90,1.5159,10.73,3.42,1.87,72.78,0.48,8.07,0,0,2,
91,1.518,10.73,3.42,0.29,72.14,0.48,8.83,0,0.12,2,
92,1.5159,10.73,3.42,1.4,72.78,0.32,8.22,0,0,2,
93,1.51567,10.73,2.68,1.4,72.78,0.02,8.22,0,0.12,2,
94,1.5159,10.73,2.68,1.4,72.78,0.32,8.22,0,0,2,
95,1.5159,10.73,2.68,1.4,72.78,0.48,8.22,0,0,2,
96,1.518,10.73,3.42,1.4,72.14,0.48,8.22,0,0,2,
97,1.518,10.73,3.42,0.29,72.14,0.48,8.83,0,0.12,2,
98,1.51711,10.73,2.68,0.29,73.44,0.48,8.83,0,0.12,2,
99,1.5159,10.73,2.68,1.4,72.78,0.48,8.22,0,0,2,
100,1.518,10.73,2.68,1.4,72.78,0.48,8.79,0,0,2,
101,1.5159,10.73,2.68,1.4,72.78,0.48,8.79,0,0.12,2,
102,1.51711,10.73,2.68,1.4,72.78,0.48,8.83,0,0,2,
103,1.518,10.73,2.68,0.29,73.44,0.32,8.83,0,0.12,2,
104,1.52725,13.79,2.68,0.29,69.81,0.02,10.09,0,0,2,
105,1.5241,13.79,2.68,0.29,69.81,0.02,10.09,0,0,2,
106,1.5241,10.73,0,1.87,72.14,0.76,13.24,0,0.12,2,
107,1.52725,10.73,0,2.08,69.81,0.48,13.24,2.2,0.12,2,
108,1.52725,10.73,0,0.29,69.81,0.02,13.24,0,0.12,2,
109,1.52222,13.79,0,0.29,72.14,0.02,10.09,0,0,2,
110,1.518,10.73,0,0.29,73.44,0,10.09,0,0,2,
111,1.5241,10.73,0,0.29,72.78,0,13.24,0,0,2,
112,1.52725,10.73,0,0.29,72.78,0,13.24,0,0,2,
113,1.52725,10.73,0,0.29,71.35,0.02,13.24,0,0,2,
114,1.518,10.73,3.42,0.29,72.14,0.48,8.18,0,0.12,2,
115,1.518,10.73,3.42,0.29,72.14,0.48,8.22,0,0,2,
116,1.518,10.73,3.42,1.27,72.14,0.48,8.22,0,0,2,
117,1.518,10.73,3.42,1.4,72.14,0.48,8.22,0,0,2,
118,1.5159,10.73,3.42,1.79,71.35,0.48,7.86,0,0,2,
119,1.5159,10.73,3.42,1.4,72.14,0.48,8.03,0,0.12,2,
120,1.5159,10.73,3.42,1.4,72.14,0.48,7.86,0,0,2,
121,1.518,10.73,3.42,1.27,72.14,0.48,8.22,0,0,2,
122,1.5159,10.73,3.42,1.4,72.78,0.48,8.03,0,0.12,2,
123,1.5159,10.73,3.42,1.4,72.78,0.48,8.1,0,0,2,
124,1.5159,10.73,3.42,1.4,72.14,0.48,7.86,0,0,2,
125,1.5202,10.73,3.42,0.29,72.14,0.48,8.22,0,0,2,
126,1.518,10.73,3.42,1.4,72.14,0.48,8.22,0,0.12,2,
127,1.5159,10.73,3.42,0.29,72.14,0.48,8.22,0,0,2,
128,1.5202,10.73,0,1.4,71.35,0.48,8.83,0,0.12,2,
129,1.5202,10.73,0,1.4,72.14,0.48,8.83,0,0.12,2,
130,1.5202,13.79,0,1.4,71.35,0.32,10.09,0,0.12,2,
131,1.5202,10.73,0,1.27,72.14,0.32,10.09,0,0,2,
132,1.5241,10.73,0,1.27,69.81,0.02,13.24,0,0,2,
133,1.518,10.73,3.42,0.29,72.14,0.48,8.1,0,0,2,
134,1.518,10.73,3.42,1.4,71.35,0.48,8.18,0,0.12,2,
135,1.518,10.73,3.42,0.29,72.78,0.48,8.1,0,0,2,
136,1.51769,10.73,3.42,1.27,72.14,0.48,8.22,0,0.12,2,
137,1.518,10.73,3.42,0.29,72.78,0.48,8.22,0,0.12,2,
138,1.51711,10.73,3.42,1.4,72.78,0.48,8.1,0,0,2,
139,1.5159,10.73,3.42,1.4,72.78,0.48,7.86,0,0,2,
140,1.5159,10.73,3.42,1.4,72.78,0.48,7.86,0,0,2,
141,1.5159,10.73,3.42,1.4,72.14,0.48,8.1,0,0,2,
142,1.518,10.73,3.42,0.29,72.78,0.48,8.22,0,0.12,2,
143,1.5159,10.73,3.42,1.4,72.78,0.48,8.22,0,0.12,2,
144,1.5159,10.73,3.42,1.79,72.14,0.48,8.18,0,0,2,
145,1.5159,10.73,2.68,0.29,72.78,0.48,8.79,0,0.12,2,
146,1.518,10.73,3.42,0.29,72.14,0.48,8.61,0,0.12,2,
147,1.51769,10.73,3.42,0.29,72.14,0.02,8.22,0,0,3,
148,1.5159,10.73,3.42,1.27,72.14,0.48,8.22,0,0,3,
149,1.5159,10.73,3.42,1.27,72.14,0.48,8.22,0,0,3,
150,1.5159,10.73,3.42,1.27,72.78,0.48,8.22,0,0,3,
151,1.5159,10.73,3.42,1.4,72.14,0.48,8.22,0,0.12,3,
152,1.5202,13.79,3.42,0.29,71.35,0,8.83,0,0,3,
153,1.51769,10.73,3.42,0.29,72.78,0.02,8.83,0,0,3,
154,1.5159,10.73,2.68,0.29,72.14,0.48,8.22,0,0,3,
155,1.5159,10.73,3.42,1.27,72.14,0.48,8.79,0,0,3,
156,1.5159,10.73,2.68,0.29,72.78,0.48,8.22,0,0,3,
157,1.5159,10.73,2.68,1.27,72.14,0.48,8.61,0,0,3,
158,1.5202,13.79,3.42,0.29,71.35,0.02,8.83,0,0,3,
159,1.51769,10.73,2.68,1.4,71.35,0.48,8.79,0,0,3,
160,1.51769,10.73,2.68,1.4,71.35,0.48,8.79,0,0,3,
161,1.518,10.73,2.68,1.4,72.14,0.48,8.83,0,0,3,
162,1.51898,10.73,3.42,0.29,72.14,0.02,8.83,0,0.12,3,
163,1.52211,13.79,3.42,0.29,71.35,0.02,8.83,0,0.12,3,
164,1.51115,13.79,2.68,3.02,69.81,0.76,5.43,2.2,0,5,
165,1.51898,10.73,0,1.83,72.14,0.48,10.09,0,0,5,
166,1.5202,10.73,0,1.4,72.78,0.32,10.09,0,0,5,
167,1.5202,10.73,0,1.4,73.44,0.48,10.09,0,0,5,
168,1.51898,10.73,0,1.4,73.44,0.32,10.09,0,0,5,
169,1.5159,10.73,0,1.83,73.44,0.76,10.09,0,0,5,
170,1.51898,10.73,0,1.4,72.78,0.32,10.09,0,0,5,
171,1.52369,10.73,0,1.4,72.14,0.32,10.09,0,0,5,
172,1.51115,10.73,0,3.02,69.81,0.76,5.43,0,0,5,
173,1.51115,10.73,0,3.02,69.81,0.76,5.43,0,0,5,
174,1.5202,10.73,0,1.4,72.14,0.32,10.09,0,0,5,
175,1.5202,10.73,0,2.08,72.14,0.76,8.83,0,0.12,5,
176,1.5202,10.73,0,1.4,72.78,0.02,10.09,0,0.12,5,
177,1.51898,13.79,0,1.4,72.14,0,8.83,0,0,6,
178,1.51898,13.79,0,0.29,72.14,0,8.83,0,0,6,
179,1.518,13.79,0,1.4,72.14,0,8.83,0,0,6,
180,1.518,13.79,0,1.4,72.14,0,8.83,0,0,6,
181,1.51115,13.79,0,1.4,73.44,0,7.08,0,0,6,
182,1.518,13.79,0,1.4,72.14,0,8.83,0,0,6,
183,1.51898,13.79,0,2.08,72.14,0,10.09,0,0,6,
184,1.51898,13.79,0,0.29,73.44,0,10.09,0,0,6,
185,1.51115,13.79,0,0.29,73.44,0,5.43,0,0,6,
186,1.51115,10.73,2.68,1.79,72.78,0.76,5.43,0.76,0,7,
187,1.518,13.79,2.68,2.22,69.81,0.76,5.43,0.76,0,7,
188,1.52223,10.73,2.68,0.29,72.14,0.48,8.83,0,0,7,
189,1.52223,13.79,0,1.94,69.81,0.76,8.83,0,0,7,
190,1.52223,13.79,0,1.27,69.81,0.02,8.61,0.76,0,7,
191,1.5159,13.79,0,1.79,72.78,0,8.61,0.76,0,7,
192,1.5159,13.79,0,2.22,72.78,0,8.61,0.4,0,7,
193,1.5159,13.79,0,2.22,73.44,0.02,8.83,0.4,0,7,
194,1.51711,13.79,0,1.94,72.78,0,8.22,0.76,0,7,
195,1.5159,13.79,0,1.94,72.78,0,8.22,0.76,0,7,
196,1.51115,13.79,0,2.22,72.78,0.02,8.83,0.4,0,7,
197,1.51115,13.79,0,2.22,72.78,0.02,8.83,0.76,0,7,
198,1.51711,13.79,0,2.22,72.78,0,8.83,0.4,0,7,
199,1.51115,13.79,0,2.22,72.78,0.02,8.83,0.4,0,7,
200,1.5159,13.79,0,2.22,72.78,0.02,8.83,0.4,0,7,
201,1.51115,13.79,0,2.22,73.44,0,8.22,0.4,0,7,
202,1.5159,10.73,0,0.29,73.44,0.76,8.83,0,0,7,
203,1.51115,13.79,0,2.22,73.44,0,8.22,0.4,0,7,
204,1.5159,13.79,0,1.94,72.78,0,8.22,0.76,0,7,
205,1.5159,13.79,0,2.22,72.78,0,8.61,0.4,0,7,
206,1.51711,13.79,0,1.79,72.78,0,8.61,0.76,0,7,
207,1.5159,13.79,0,1.87,72.78,0,8.61,0.76,0,7,
208,1.518,13.79,0,1.79,72.78,0.76,5.43,2.2,0,7,
209,1.5159,13.79,0,2.22,72.78,0,8.83,0.4,0,7,
210,1.5159,13.79,0,2.22,72.14,0.02,8.83,0.76,0,7,
211,1.5159,13.79,0,1.94,72.78,0,8.22,0.76,0,7,
212,1.5202,13.79,0,1.94,72.78,0,8.22,0.76,0,7,
213,1.5159,13.79,0,1.94,73.44,0,8.22,0.76,0,7,
214,1.51711,13.79,0,2.08,72.78,0,8.61,0.76,0,7,
共：175

20次 80%训练 20%测试
average recog-right:0.511628
average recog-worng:0.390698
average recog-cannot:0.0976744
average nodenumber:121.5
averagerule:79.55

aaaa==  56
次数:0
recog-right:0.666667
recog-worng:0.185185
recog-cannot:0.148148
nodenumber:119
aaaa==  60
次数:1
recog-right:0.277778
recog-worng:0.722222
recog-cannot:0
nodenumber:125
aaaa==  57
次数:2
recog-right:0.462963
recog-worng:0.537037
recog-cannot:0
nodenumber:124
aaaa==  58
次数:3
recog-right:0.592593
recog-worng:0.351852
recog-cannot:0.0555556
nodenumber:121
aaaa==  56
次数:4
recog-right:0.37037
recog-worng:0.62963
recog-cannot:0
nodenumber:115
aaaa==  49
次数:5
recog-right:0.277778
recog-worng:0.611111
recog-cannot:0.111111
nodenumber:101
aaaa==  56
次数:6
recog-right:0.703704
recog-worng:0.166667
recog-cannot:0.12963
nodenumber:113
aaaa==  57
次数:7
recog-right:0.277778
recog-worng:0.555556
recog-cannot:0.166667
nodenumber:125
aaaa==  53
次数:8
recog-right:0.222222
recog-worng:0.685185
recog-cannot:0.0925926
nodenumber:111
aaaa==  50
次数:9
recog-right:0.666667
recog-worng:0.148148
recog-cannot:0.185185
nodenumber:116
aaaa==  60
次数:10
recog-right:0.259259
recog-worng:0.722222
recog-cannot:0.0185185
nodenumber:110
aaaa==  57
次数:11
recog-right:0.518519
recog-worng:0.222222
recog-cannot:0.259259
nodenumber:123
aaaa==  56
次数:12
recog-right:0.5
recog-worng:0.407407
recog-cannot:0.0925926
nodenumber:103
aaaa==  58
次数:13
recog-right:0.574074
recog-worng:0.240741
recog-cannot:0.185185
nodenumber:102
aaaa==  59
次数:14
recog-right:0.5
recog-worng:0.444444
recog-cannot:0.0555556
nodenumber:125
aaaa==  60
次数:15
recog-right:0.203704
recog-worng:0.796296
recog-cannot:0
nodenumber:121
aaaa==  50
次数:16
recog-right:0.685185
recog-worng:0.222222
recog-cannot:0.0925926
nodenumber:122
aaaa==  61
次数:17
recog-right:0.518519
recog-worng:0.388889
recog-cannot:0.0925926
nodenumber:117
aaaa==  53
次数:18
recog-right:0.259259
recog-worng:0.685185
recog-cannot:0.0555556
nodenumber:120
aaaa==  56
次数:19
recog-right:0.425926
recog-worng:0.444444
recog-cannot:0.12963
nodenumber:109
average recog-right:0.448148
average recog-worng:0.458333
average recog-cannot:0.0935185
average nodenumber:116.1
averagerule:75.5