pima.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：
15
105
45
47
122
173
310
48
aaaa=0.75
9
75
28
23
107
121
292
29
aaaa=0.9
6
38
13
18
82
72
223
23
aaaa=0.95
5
14
4
9
40
45
83
9
aaaa=0.975
5
13
4
9
28
39
54
7
整体离散化后断点个数为：
5
13
4
9
28
39
54
7
x2等级为：0.95
不一致率为：0
aaaa=0.975
4
13
4
9
28
39
54
7
属性：1  x2级别为0.975
aaaa=0.975
4
12
4
9
28
39
54
7
aaaa=0.99
4
5
4
9
28
39
54
7
属性：2  x2级别为0.99
aaaa=0.975
4
5
4
9
28
39
54
7
属性：3  x2级别为0.975
aaaa=0.975
4
5
4
4
28
39
54
7
属性：4  x2级别为0.975
aaaa=0.975
4
5
4
4
12
39
54
7
aaaa=0.99
4
5
4
4
8
39
54
7
aaaa=0.995
4
5
4
4
6
39
54
7
属性：5  x2级别为0.995
aaaa=0.975
4
5
4
4
5
33
54
7
aaaa=0.99
4
5
4
4
5
33
54
7
属性：6  x2级别为0.99
aaaa=0.975
4
5
4
4
5
33
37
7
属性：7  x2级别为0.975
aaaa=0.975
4
5
4
4
5
33
37
7
属性：8  x2级别为0.975
单个属性离散化后断点个数为：
4
5
4
4
5
33
37
7
不一致率为：0
1,3,128,62,32,0,33.3,0.545,43,1,
2,1,44,62,24,0,26.4,0.347,31,2,
3,7,155,62,0,0,23.3,0.545,31,1,
4,1,44,62,8,15,27.9,0.166,21,2,
5,0,128,0,32,114,42.9,1.893,31,1,
6,3,100,62,0,0,23.6,0.196,25,2,
7,3,44,44,32,15,30.3,0.243,25,1,
8,7,100,0,0,0,33.3,0.13,25,2,
9,1,155,62,32,114,30.3,0.13,43,1,
10,7,100,76,0,0,0,0.196,43,1,
11,3,100,76,0,0,37.2,0.186,25,2,
12,7,155,62,0,0,37.9,0.537,31,1,
13,7,128,76,0,0,26.4,1.4,55,2,
14,1,155,44,8,114,28.9,0.395,55,1,
15,3,155,62,8,114,23.6,0.545,43,1,
16,7,100,0,0,0,28.9,0.452,31,1,
17,0,100,76,32,114,45.4,0.545,31,1,
18,7,100,62,0,0,28.9,0.243,31,1,
19,1,100,0,32,15,42.9,0.178,31,2,
20,1,100,62,24,96,33.3,0.502,31,1,
21,3,100,76,32,114,38.1,0.545,25,2,
22,7,44,76,0,0,33.3,0.385,43,2,
23,7,155,76,0,0,38.1,0.447,31,1,
24,7,100,76,32,0,28.9,0.243,25,1,
25,7,128,76,32,114,33.3,0.243,43,1,
26,7,100,62,24,114,30.3,0.196,31,1,
27,7,128,76,0,0,38.1,0.243,43,1,
28,1,44,62,8,114,23,0.452,21,2,
29,7,128,76,8,100,18.2,0.243,55,2,
30,3,100,76,0,0,33.3,0.314,31,2,
31,3,100,62,24,0,33.3,0.545,55,2,
32,3,155,76,32,114,30.3,0.545,25,1,
33,3,44,44,8,15,23.6,0.243,21,2,
34,3,44,76,0,0,18.2,0.186,25,2,
35,7,100,76,24,0,26.4,0.502,43,2,
36,3,100,44,32,114,23.6,0.893,31,2,
37,7,128,76,0,0,33.1,0.404,31,2,
38,7,100,76,32,0,32.9,0.545,43,1,
39,1,44,62,32,0,38.1,0.502,25,1,
40,3,100,62,32,114,37,1.282,55,1,
41,3,155,62,24,15,33.3,0.243,25,2,
42,7,128,76,0,0,38.1,0.545,31,2,
43,7,100,76,8,0,18.2,0.196,43,2,
44,7,155,76,24,114,45.4,0.545,43,1,
45,7,155,62,0,0,26.4,0.279,31,2,
46,0,155,62,32,0,41.8,1.893,25,1,
47,1,128,44,0,0,28.9,0.545,25,2,
48,1,44,62,24,0,27.9,0.545,21,2,
49,7,100,62,32,0,38.1,0.344,31,1,
50,7,100,0,0,0,0,0.303,21,2,
51,1,100,76,8,15,18.2,0.452,21,2,
52,1,100,44,8,15,23.6,0.502,25,2,
53,3,44,62,8,15,23.6,0.314,25,2,
54,7,155,76,32,114,33.3,0.452,55,1,
55,7,128,62,32,114,33.3,0.545,31,2,
56,1,44,44,8,0,23,0.243,21,2,
57,7,155,62,32,114,37.2,0.243,31,1,
58,0,100,76,32,100,46.1,0.893,31,2,
59,0,128,76,0,0,38.1,1.4,43,2,
60,0,100,62,32,114,41.3,0.166,21,2,
61,1,44,0,0,0,0,0.303,21,2,
62,7,128,62,0,0,32.9,0.243,31,1,
63,3,44,62,0,0,23.6,0.545,31,2,
64,1,128,44,32,114,23.6,0.545,21,2,
65,7,100,62,0,0,32.4,0.243,31,1,
66,3,44,62,24,0,28.9,0.196,31,2,
67,0,100,76,24,0,32.4,0.545,31,1,
68,1,100,76,0,0,42.7,0.545,43,2,
69,1,44,62,8,15,18.2,0.314,25,2,
70,3,128,76,24,100,28.9,0.186,25,2,
71,1,100,62,8,15,32.9,0.545,25,1,
72,3,128,62,32,114,28.5,0.404,25,2,
73,7,100,76,0,0,42.9,0.545,31,1,
74,3,128,76,8,114,33.3,0.196,21,2,
75,1,44,62,24,0,30.3,0.395,21,2,
76,1,0,44,8,0,23.6,0.13,21,2,
77,7,44,76,0,0,32.4,0.385,31,2,
78,3,44,62,32,0,37.2,0.347,25,2,
79,0,128,0,0,0,42.9,0.243,25,1,
80,1,100,62,8,0,23.6,0.303,21,2,
81,3,100,44,8,0,18.2,0.13,21,2,
82,1,44,0,0,0,0,0.078,21,2,
83,7,44,76,24,15,28.9,0.545,31,2,
84,0,100,62,24,0,23.6,0.196,21,2,
85,3,128,76,0,0,48.3,0.196,31,1,
86,1,100,62,24,114,32.4,0.545,25,2,
87,7,100,62,32,0,33.3,0.178,43,2,
88,1,100,62,24,15,38.1,0.314,25,2,
89,7,128,62,32,100,37,0.13,43,1,
90,1,100,62,8,0,26.4,0.13,21,2,
91,1,44,44,0,0,18.2,0.243,21,2,
92,3,100,76,8,114,30.3,0.404,31,2,
93,7,44,76,32,15,46.1,0.243,31,2,
94,3,128,62,0,0,23.6,0.272,55,1,
95,1,128,76,8,15,23.6,0.545,21,2,
96,3,128,62,24,114,33.3,0.243,31,2,
97,1,44,62,24,0,30.3,0.13,21,2,
98,1,44,44,8,15,18.2,0.314,21,2,
99,3,44,44,24,15,28.5,0.347,21,2,
100,1,100,76,32,114,48.3,0.314,31,1,
101,1,155,62,0,0,38.1,1.182,31,1,
102,1,128,44,0,0,23.6,0.178,21,2,
103,0,100,76,0,0,18.2,0.243,21,2,
104,1,44,62,8,15,26.4,0.279,21,2,
105,1,44,62,0,0,38.1,0.893,25,2,
106,1,100,44,24,114,28.5,0.545,21,2,
107,1,44,76,0,0,18.2,0.196,25,2,
108,3,128,44,24,114,28.9,0.279,31,2,
109,3,44,44,24,15,33.3,0.314,25,2,
110,0,44,76,24,15,37.2,0.243,21,1,
111,3,155,62,32,114,33.3,0.196,21,1,
112,7,155,62,24,114,33.3,0.537,43,1,
113,1,44,76,32,15,30.3,0.186,21,2,
114,3,44,62,0,0,33.3,0.385,25,2,
115,7,155,44,32,114,30.3,0.545,31,1,
116,3,128,76,0,0,30.3,0.537,55,1,
117,3,100,62,0,0,33.3,0.196,31,1,
118,3,44,44,0,0,33.3,0.545,25,2,
119,3,44,44,8,0,27.9,0.404,21,2,
120,3,44,76,8,15,23,0.196,21,2,
121,0,155,76,32,100,48.3,0.545,25,1,
122,3,100,62,32,0,33.3,0.243,21,2,
123,1,100,62,24,100,33.3,0.404,21,2,
124,3,128,76,0,0,26.4,0.186,66,2,
125,0,100,76,0,0,33.3,0.272,21,1,
126,1,44,0,32,96,48.3,0.452,25,1,
127,3,100,62,24,114,42.9,0.452,25,2,
128,1,100,44,32,15,33.3,0.243,21,2,
129,1,100,76,24,114,33.3,0.402,31,1,
130,0,100,76,0,0,27.9,0.545,55,1,
131,3,155,62,8,114,28.9,0.347,31,1,
132,7,100,44,0,0,33.3,1.114,31,1,
133,3,155,62,32,114,33.3,0.347,25,1,
134,7,44,62,24,0,38.1,0.452,31,2,
135,1,44,62,8,15,18.2,0.545,25,2,
136,1,100,44,8,114,33.3,0.078,31,2,
137,0,100,62,24,15,30.3,0.545,21,2,
138,0,44,44,24,15,28.5,0.502,21,2,
139,0,128,76,0,0,30.3,0.545,25,2,
140,3,100,62,24,114,36.7,0.13,25,2,
141,3,128,76,0,0,18.2,0.243,55,2,
142,3,100,76,24,0,38.1,0.279,31,2,
143,1,100,44,24,15,32.4,0.314,21,2,
144,7,100,62,0,0,32.4,0.272,31,1,
145,3,128,62,24,114,32.4,0.196,21,2,
146,0,100,62,8,0,0,0.545,21,2,
147,7,44,76,32,0,32.4,0.078,31,2,
148,1,100,62,32,114,30.3,1.4,31,2,
149,3,128,76,0,0,33.3,0.196,63,2,
150,1,44,62,8,0,26.4,0.078,21,2,
151,1,128,62,32,114,37.2,0.399,21,2,
152,3,100,62,0,0,18.2,0.404,31,2,
153,7,155,76,24,114,33.3,1.182,31,1,
154,1,128,76,32,114,38.1,0.545,21,2,
155,7,155,76,0,0,46.1,0.13,43,1,
156,7,128,76,32,0,48.3,0.314,31,1,
157,1,44,44,8,15,23.6,0.545,21,2,
158,1,100,44,8,114,23.6,0.545,21,2,
159,1,44,62,8,15,28.9,0.196,21,2,
160,7,155,62,32,114,40.9,0.545,43,1,
161,3,128,76,32,0,28.9,0.279,31,2,
162,7,100,62,32,100,37.2,0.196,43,2,
163,0,100,76,32,114,43.6,0.166,25,2,
164,1,100,62,8,0,28.9,0.347,21,2,
165,0,128,76,0,0,30.3,0.545,31,1,
166,3,100,62,8,114,28.9,0.545,31,1,
167,3,128,62,24,0,32.4,0.243,21,2,
168,3,100,62,0,0,28.9,0.545,31,2,
169,3,100,62,0,0,30.3,0.452,25,2,
170,3,100,76,8,15,27.9,0.452,25,2,
171,3,100,76,0,0,30.3,0.178,31,1,
172,3,128,62,8,114,33.3,0.537,25,1,
173,1,44,0,8,0,28.9,0.545,25,2,
174,1,44,44,32,15,43.5,0.545,21,2,
175,1,44,62,24,15,28.9,0.347,31,2,
176,7,155,62,32,114,32.4,0.545,31,1,
177,3,44,76,0,0,30.3,0.347,31,2,
178,0,128,76,32,114,48.3,0.314,25,1,
179,3,128,76,0,0,44.6,0.186,43,2,
180,3,128,76,0,0,38.1,0.893,31,1,
181,3,44,76,0,0,23,0.078,31,2,
182,0,100,62,8,15,33.3,0.545,21,2,
183,1,0,62,8,15,27.7,0.299,21,2,
184,3,44,44,0,0,26.4,0.243,25,2,
185,3,128,62,0,0,26.4,0.243,31,2,
186,7,155,62,24,0,33.3,0.545,31,1,
187,7,155,62,32,114,28.9,0.545,55,1,
188,1,128,76,32,15,30.3,1.282,31,1,
189,7,100,76,32,114,27.9,0.545,31,1,
190,3,128,76,32,114,30.3,0.347,25,1,
191,3,100,62,0,0,18.2,0.13,21,2,
192,7,100,62,32,15,33.1,0.347,31,2,
193,7,155,62,0,0,30.3,0.347,31,1,
194,7,128,0,0,0,48.3,0.545,31,1,
195,7,44,44,8,0,23.6,0.13,31,2,
196,3,155,76,32,114,38.1,0.395,25,1,
197,1,100,44,0,0,23.6,0.186,21,2,
198,3,100,62,8,15,22.9,0.545,21,1,
199,3,100,62,32,96,33.3,0.893,25,1,
200,3,128,44,24,114,30.3,0.13,25,1,
201,0,100,76,8,0,30.3,0.545,21,2,
202,1,128,76,0,0,38.1,0.196,25,2,
203,0,100,62,8,0,26.4,0.545,31,2,
204,1,44,62,8,15,18.2,0.196,25,2,
205,3,100,62,32,114,37.2,0.314,55,2,
206,3,100,62,24,0,23.6,0.404,25,2,
207,7,155,76,24,114,37.2,0.545,55,1,
208,3,155,76,0,0,37.2,0.13,43,1,
209,1,44,62,24,15,33.1,0.279,21,2,
210,7,155,76,32,0,33.3,0.347,31,1,
211,1,44,44,8,0,27.7,0.279,25,2,
212,0,128,76,32,0,42.7,0.347,21,2,
213,7,155,76,24,0,33.3,0.13,55,2,
214,0,128,62,24,114,41.8,0.404,21,1,
215,7,100,76,32,114,33.3,0.243,31,1,
216,7,128,62,32,114,41.8,0.545,31,1,
217,3,100,62,32,114,33.3,0.502,25,1,
218,3,100,62,24,114,28.9,0.452,31,2,
219,3,44,62,8,0,28.9,1.182,31,1,
220,3,100,62,0,0,37.2,0.243,31,1,
221,0,155,44,24,114,33.3,0.893,21,1,
222,1,155,76,0,0,30.3,0.545,66,1,
223,7,100,0,0,0,23.6,0.196,31,2,
224,7,128,44,32,114,28.5,0.545,55,2,
225,1,100,62,8,15,23.6,0.545,25,2,
226,1,44,76,24,15,33.3,0.078,21,2,
227,0,100,76,0,0,33.3,0.196,25,2,
228,3,155,44,32,0,37.2,0.545,21,1,
229,3,155,62,32,114,36.7,1.893,31,2,
230,0,100,76,24,15,44.6,0.078,21,2,
231,3,128,76,0,0,43.6,0.545,21,1,
232,3,128,76,32,114,46.1,0.196,43,1,
233,1,44,76,24,15,23.6,0.545,21,2,
234,3,100,62,0,0,33.3,0.385,25,2,
235,3,44,62,24,15,28.9,0.279,21,2,
236,3,155,62,0,0,43.6,0.452,25,1,
237,7,155,76,8,114,33.3,0.545,43,1,
238,0,155,76,24,0,43.6,0.545,21,1,
239,7,155,76,8,0,30.3,0.545,31,1,
240,0,100,76,0,0,18.2,0.545,25,2,
241,1,44,62,24,0,28.9,0.186,21,2,
242,3,44,62,32,15,33.1,0.404,21,2,
243,3,128,44,0,0,23.6,0.402,21,1,
244,3,100,44,8,114,26.4,1.282,31,1,
245,1,128,76,32,114,38.1,0.314,25,2,
246,7,155,76,8,0,28.9,1.182,43,1,
247,7,100,62,0,0,30.3,0.243,31,2,
248,0,155,76,32,114,48.3,0.404,21,2,
249,7,100,62,32,114,33.3,0.279,31,2,
250,1,100,76,8,0,28.9,0.13,21,2,
251,7,100,44,0,0,30.3,0.347,31,2,
252,1,128,76,0,0,27.9,0.279,25,2,
253,1,44,76,8,15,23.6,0.243,21,2,
254,0,44,62,32,0,33.3,0.196,25,2,
255,7,44,62,0,114,26.4,0.893,43,1,
256,1,100,62,32,0,33.3,0.537,21,1,
257,3,100,44,32,0,28.9,0.545,25,2,
258,1,100,62,8,0,28.5,0.078,25,2,
259,1,155,44,8,114,23.6,0.545,21,2,
260,7,155,76,24,114,33.3,1.282,43,1,
261,3,155,62,8,114,30.3,0.299,31,2,
262,3,128,0,0,0,28.9,0.545,25,1,
263,3,44,62,32,0,30.3,0.545,21,2,
264,3,128,76,8,0,32.4,0.196,63,2,
265,3,100,62,0,0,30.3,0.196,31,1,
266,3,44,62,8,15,33.3,0.893,43,2,
267,0,128,0,0,0,33.3,0.893,25,1,
268,1,128,62,32,0,38.1,1.076,21,2,
269,0,100,44,0,0,23.6,0.078,21,2,
270,1,128,0,0,0,26.4,0.239,25,1,
271,7,100,76,32,0,45.4,1.114,31,1,
272,1,100,62,32,15,23.6,0.127,21,2,
273,3,100,76,0,0,23,0.243,31,2,
274,1,44,76,32,15,33.1,0.404,21,2,
275,7,100,62,0,0,33.3,0.243,43,2,
276,1,100,62,32,15,38.1,0.545,25,2,
277,7,100,44,24,0,26.4,0.296,25,1,
278,0,100,62,8,114,27.7,0.452,21,2,
279,3,100,62,0,0,23.6,0.545,55,2,
280,1,100,62,8,114,23.6,0.545,21,2,
281,0,128,62,0,0,37.9,0.314,25,1,
282,7,128,76,24,114,33.3,0.279,31,2,
283,7,128,76,8,114,32.4,0.243,31,2,
284,7,155,76,0,0,30.3,0.13,43,1,
285,1,100,76,0,0,26.4,0.243,43,1,
286,7,128,62,24,114,23.6,0.545,43,2,
287,3,155,76,32,114,38.1,0.545,31,2,
288,1,100,76,32,114,45.4,0.545,25,1,
289,3,44,44,8,15,18.2,0.314,25,2,
290,3,100,62,32,15,33.3,0.243,31,2,
291,0,44,76,24,15,36.7,0.404,21,2,
292,0,100,62,24,15,33.3,0.545,25,1,
293,1,128,76,32,114,42.9,1.182,31,1,