iris.txt

chi2实验(序列)是基于概率统计的连续属性离散化方法

2   2   1   1   1   1   1   2   2   2   2   1   1   1   1   1   1   1   1   1   1   1   1
1   2   1   1   1   1   1   2   2   2   2   2   2   2   1   1   1   1
1   1   1   1   1   1   1   1
1   1   1   1   1   1   1
******************************
       Modified Chi2(序列)
******************************
离散化前断点个数为：
24
19
9
8
i=2 maxd=1.31517
i=2 maxd=0.970606
i=1 maxd=0.672114
i=1 maxd=0.55677
i=1 maxd=0.910438
i=1 maxd=0.992461
i=1 maxd=0.238431
i=2 maxd=0.228874
i=1 maxd=0.213242
i=4 maxd=0.189441
i=3 maxd=0.1648
i=2 maxd=0.150038
i=1 maxd=0.0843455
i=1 maxd=0.0603556
i=1 maxd=0.0583714
i=1 maxd=0.0607022
i=1 maxd=0.1348
i=1 maxd=0.01855
i=4 maxd=0.0148
i=1 maxd=0
i=2 maxd=1.12931
5.86667 5.17241 8.83007 2.94048 1.75 4.40108 5.38619 4.30714 3.4381 1.97778 13.2 0.644444 2.1 1.075 2.47273 0.667532 4.12484 4.57319 1.64069 4.56792 1.8 2.45 1.4 1.48571 2.6 79.2 3.92569 1.26667 6.496
3 0.642361 0.5 4.55366 78.2 5.25556 1.52063 2.63056 3.0963
-1.54833 -1.20121 -5.31042 -0.0852381 0.51 -0.815539 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.47769 0.335 0.173241 -0.815101 0.461364 -0.677418 -0.901593 0.564653 -0.898962 0.485 -0.799031 -0.0
565685 -0.117178 -0.905097 -55.0695 -1.8425 0.0377124 -3.66019 0.479163 0.579828 -2.28654 -54.3624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 3 3 3 3 3
*************
0.579828 0.564653 0.51 0.485 0.479163 0.47769 0.461364 0.335 0.173241 0.0377124 -0.0565685 -0.0852381 -0.117178 -0.14187 -0.465119 -0.677418 -0.799031 -0.815101 -0.815539 -0.898962 -0.901593 -0.905097
 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.54833 -1.8425 -2.11223 -2.28654 -2.78286 -3.66019 -5.31042 -8.40043 -54.3624
2 1 0 1 2 1 1 1 1 2 1 0 1 3 0 1 1 1 0 1 1 1 3 0 3 0 0 0 2 0 2 3 2 0 0 3
aaaa=0.75
11
15
8
6
i=1 maxd=1.27
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 0.644444 2.1 1.075 2.47273 0.667532 4.12484 4.57319 1.64069 4.56792 1.8 2.45 1.4 1.48571 2.6 79.2 3.92569 1.26667 6.4963 0.642361 0.
5 4.55366 78.2 5.25556 1.52063 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.47769 0.335 0.173241 -0.815101 0.461364 -0.677418 -0.901593 0.564653 -0.898962 0.485 -0.799031 -0.0565685 -0.117178 -
0.905097 -55.0695 -1.8425 0.0377124 -3.66019 0.479163 0.579828 -2.28654 -54.3624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 3 3 3 3 3
*************
0.579828 0.564653 0.485 0.479163 0.47769 0.461364 0.335 0.173241 0.0377124 -0.0565685 -0.117178 -0.14187 -0.465119 -0.677418 -0.799031 -0.815101 -0.898962 -0.901593 -0.905097 -0.926703 -1.20121 -1.256
03 -1.30809 -1.49772 -1.54833 -1.8425 -1.95349 -2.11223 -2.28654 -2.78286 -3.66019 -8.40043 -9.2557 -54.3624
2 1 1 2 1 1 1 1 2 1 1 3 0 1 1 1 1 1 1 3 0 3 0 0 0 2 0 0 2 3 2 0 0 3
i=2 maxd=1.62621
i=2 maxd=2.08429
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 0.644444 2.1 1.075 2.47273 0.667532 4.12484 4.57319 1.64069 11.1904 1.66667 2.6 79.2 3.92569 1.26667 6.4963 0.642361 0.5 4.55366 78.
2 5.25556 1.52063 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.47769 0.335 0.173241 -0.815101 0.461364 -0.677418 -0.901593 0.564653 -4.21018 0.551667 -0.905097 -55.0695 -1.8425 0.0
377124 -3.66019 0.479163 0.579828 -2.28654 -54.3624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 3 3 3 3 3
*************
0.579828 0.564653 0.551667 0.479163 0.47769 0.461364 0.335 0.173241 0.0377124 -0.14187 -0.465119 -0.677418 -0.815101 -0.901593 -0.905097 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.54833 -1.8425
-1.95349 -2.11223 -2.28654 -2.78286 -3.66019 -4.21018 -8.40043 -9.2557 -54.3624
2 1 1 2 1 1 1 1 2 3 0 1 1 1 1 3 0 3 0 0 0 2 0 0 2 3 2 1 0 0 3
i=2 maxd=1.33
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 0.644444 2.1 1.075 2.47273 0.667532 4.12484 4.57319 1.64069 14.806 79.2 3.92569 1.26667 6.4963 0.642361 0.5 4.55366 78.2 5.25556 1.5
2063 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.47769 0.335 0.173241 -0.815101 0.461364 -0.677418 -0.901593 0.564653 -6.01798 -55.0695 -1.8425 0.0377124 -3.66019 0.4
79163 0.579828 -2.28654 -54.3624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 3 3 3 3 3
*************
0.579828 0.564653 0.479163 0.47769 0.461364 0.335 0.173241 0.0377124 -0.14187 -0.465119 -0.677418 -0.815101 -0.901593 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.54833 -1.8425 -1.95349 -2.11223 -
2.28654 -2.78286 -3.66019 -6.01798 -8.40043 -9.2557 -54.3624
2 1 2 1 1 1 1 2 3 0 1 1 1 3 0 3 0 0 0 2 0 0 2 3 2 1 0 0 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 0.644444 2.1 1.075 2.47273 0.667532 4.12484 4.57319 1.64069 14.806 79.2 3.92569 1.26667 8.15266 1.83558 4.55366 78.2 5.25556 1.52063
 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.47769 0.335 0.173241 -0.815101 0.461364 -0.677418 -0.901593 0.564653 -6.01798 -55.0695 -1.8425 0.0377124 -4.83142 -0.
364568 -2.28654 -54.3624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 3 3 3 3 3
*************
0.564653 0.47769 0.461364 0.335 0.173241 0.0377124 -0.14187 -0.364568 -0.465119 -0.677418 -0.815101 -0.901593 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.54833 -1.8425 -1.95349 -2.11223 -2.28654
-2.78286 -4.83142 -6.01798 -8.40043 -9.2557 -54.3624
1 1 1 1 1 2 3 2 0 1 1 1 3 0 3 0 0 0 2 0 0 2 3 2 1 0 0 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 2 1.075 2.47273 0.667532 4.12484 4.57319 1.64069 14.806 79.2 3.92569 1.26667 8.15266 1.83558 4.55366 78.2 5.25556 1.52063 2.63056 3.
0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.385 0.173241 -0.815101 0.461364 -0.677418 -0.901593 0.564653 -6.01798 -55.0695 -1.8425 0.0377124 -4.83142 -0.364568 -
2.28654 -54.3624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 2 2 2 2 2 2 3 3 3 3 3
*************
0.564653 0.461364 0.385 0.173241 0.0377124 -0.14187 -0.364568 -0.465119 -0.677418 -0.815101 -0.901593 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.54833 -1.8425 -1.95349 -2.11223 -2.28654 -2.78286
 -4.83142 -6.01798 -8.40043 -9.2557 -54.3624
1 1 1 1 2 3 2 0 1 1 1 3 0 3 0 0 0 2 0 0 2 3 2 1 0 0 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 2 1.075 2.98571 5.796 4.57319 1.64069 14.806 79.2 3.92569 1.26667 8.15266 1.83558 4.55366 78.2 5.25556 1.52063 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 0.385 0.173241 -1.17784 -1.513 -0.901593 0.564653 -6.01798 -55.0695 -1.8425 0.0377124 -4.83142 -0.364568 -2.28654 -54.3
624 -2.78286 -0.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 2 2 2 2 2 2 3 3 3 3 3
*************
0.564653 0.385 0.173241 0.0377124 -0.14187 -0.364568 -0.465119 -0.901593 -0.926703 -1.17784 -1.20121 -1.25603 -1.30809 -1.49772 -1.513 -1.54833 -1.8425 -1.95349 -2.11223 -2.28654 -2.78286 -4.83142 -6.
01798 -8.40043 -9.2557 -54.3624
1 1 1 2 3 2 0 1 3 1 0 3 0 0 1 0 2 0 0 2 3 2 1 0 0 3
i=2 maxd=1.85333
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 8.24561 5.796 4.57319 1.64069 14.806 79.2 3.92569 1.26667 8.15266 1.83558 4.55366 78.2 5.25556 1.52063 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 -2.73781 -1.513 -0.901593 0.564653 -6.01798 -55.0695 -1.8425 0.0377124 -4.83142 -0.364568 -2.28654 -54.3624 -2.78286 -0
.14187 -0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 2 2 3 3 3 3 3
*************
0.564653 0.0377124 -0.14187 -0.364568 -0.465119 -0.901593 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.513 -1.54833 -1.8425 -1.95349 -2.11223 -2.28654 -2.73781 -2.78286 -4.83142 -6.01798 -8.40043
-9.2557 -54.3624
1 2 3 2 0 1 3 0 3 0 0 1 0 2 0 0 2 1 3 2 1 0 0 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 8.24561 5.796 4.57319 1.64069 14.806 79.2 2.05369 10.4437 1.83558 4.55366 78.2 5.25556 1.52063 2.63056 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 -2.73781 -1.513 -0.901593 0.564653 -6.01798 -55.0695 -0.518799 -6.45145 -0.364568 -2.28654 -54.3624 -2.78286 -0.14187 -
0.926703 -1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 2 3 3 3 3 3
*************
0.564653 -0.14187 -0.364568 -0.465119 -0.518799 -0.901593 -0.926703 -1.20121 -1.25603 -1.30809 -1.49772 -1.513 -1.54833 -1.95349 -2.11223 -2.28654 -2.73781 -2.78286 -6.01798 -6.45145 -8.40043 -9.2557
-54.3624
1 3 2 0 2 1 3 0 3 0 0 1 0 0 0 2 1 3 1 2 0 0 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.4381 1.97778 13.2 8.24561 5.796 4.57319 1.64069 14.806 79.2 2.05369 10.4437 1.83558 4.55366 78.2 6.13407 17.8727 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.49772 -0.465119 -8.40043 -2.73781 -1.513 -0.901593 0.564653 -6.01798 -55.0695 -0.518799 -6.45145 -0.364568 -2.28654 -54.3624 -3.40406 -11.7045 -
1.25603
0 0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 2 3 3 3 3
*************
0.564653 -0.364568 -0.465119 -0.518799 -0.901593 -1.20121 -1.25603 -1.30809 -1.49772 -1.513 -1.54833 -1.95349 -2.11223 -2.28654 -2.73781 -3.40406 -6.01798 -6.45145 -8.40043 -9.2557 -11.7045 -54.3624
1 2 0 2 1 0 3 0 0 1 0 0 0 2 1 3 1 2 0 0 3 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.0125 5.92727 8.24561 5.796 4.57319 1.64069 14.806 79.2 2.05369 10.4437 1.83558 4.55366 78.2 6.13407 17.8727 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.19678 -3.25783 -2.73781 -1.513 -0.901593 0.564653 -6.01798 -55.0695 -0.518799 -6.45145 -0.364568 -2.28654 -54.3624 -3.40406 -11.7045 -1.25603
0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 2 3 3 3 3
*************
0.564653 -0.364568 -0.518799 -0.901593 -1.19678 -1.20121 -1.25603 -1.30809 -1.513 -1.54833 -1.95349 -2.11223 -2.28654 -2.73781 -3.25783 -3.40406 -6.01798 -6.45145 -9.2557 -11.7045 -54.3624
1 2 2 1 0 0 3 0 1 0 0 0 2 1 0 3 1 2 0 3 3
i=2 maxd=1.12931
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.0125 5.92727 8.24561 5.796 4.57319 1.64069 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 17.8727 3.0963
-1.54833 -1.20121 -9.2557 -1.95349 -1.30809 -2.11223 -1.19678 -3.25783 -2.73781 -1.513 -0.901593 0.564653 -6.01798 -46.115 -18.3496 -0.364568 -2.28654 -54.3624 -3.40406 -11.7045 -1.25603
0 0 0 0 0 0 0 0 1 1 1 1 1 2 2 2 2 3 3 3 3
*************
0.564653 -0.364568 -0.901593 -1.19678 -1.20121 -1.25603 -1.30809 -1.513 -1.54833 -1.95349 -2.11223 -2.28654 -2.73781 -3.25783 -3.40406 -6.01798 -9.2557 -11.7045 -18.3496 -46.115
1 2 1 0 0 3 0 1 0 0 0 2 1 0 3 1 0 3 2 2
i=1 maxd=0
i=3 maxd=0.874423
5.86667 5.17241 21.2814 6.67698 5.38619 4.30714 3.0125 5.92727 8.24561 7.77273 4.02802 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 17.8727 3.0963
-0.628333 -0.281207 -8.3357 -1.03349 -0.388093 -1.12935 -0.2139 -2.27496 -1.81781 -1.58136 0.290988 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -10.7217 -0.273153
0 0 0 0 0 0 0 0 1 1 1 1 2 2 2 2 3 3 3 3
*************
0.61831 0.290988 -0.2139 -0.273153 -0.281207 -0.388093 -0.628333 -1.03349 -1.12935 -1.30366 -1.58136 -1.81781 -2.27496 -2.42118 -5.09798 -8.3357 -10.7217 -17.3667 -45.195
2 1 0 3 0 0 0 0 0 2 1 1 0 3 1 0 3 2 2
aaaa=0.9
8
5
5
5
i=1 maxd=1.44878
i=3 maxd=0.874423
5.86667 5.17241 21.2814 6.67698 5.06568 6.13763 8.24561 7.77273 4.02802 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 17.8727 3.0963
-0.628333 -0.281207 -8.3357 -1.03349 -0.227841 -2.4237 -1.81781 -1.58136 0.290988 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -10.7217 -0.273153
0 0 0 0 0 0 1 1 1 1 2 2 2 2 3 3 3 3
*************
0.61831 0.290988 -0.227841 -0.273153 -0.281207 -0.628333 -1.03349 -1.30366 -1.58136 -1.81781 -2.42118 -2.4237 -5.09798 -8.3357 -10.7217 -17.3667 -45.195
2 1 0 3 0 0 0 2 1 1 3 0 1 0 3 2 2
i=3 maxd=0.874423
5.86667 5.17241 21.2814 6.67698 5.06568 6.13763 8.24561 7.77273 4.02802 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
-0.628333 -0.281207 -8.3357 -1.03349 -0.227841 -2.4237 -1.81781 -1.58136 0.290988 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 0 0 0 1 1 1 1 2 2 2 2 3 3 3
*************
0.61831 0.290988 -0.227841 -0.281207 -0.628333 -1.03349 -1.30366 -1.58136 -1.81781 -2.42118 -2.4237 -5.09798 -8.3357 -17.3667 -32.4191 -45.195
2 1 0 0 0 0 2 1 1 3 0 1 0 2 3 2
i=1 maxd=1.54603
3.06397 21.2814 6.67698 5.06568 6.13763 8.24561 7.77273 4.02802 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
0.773013 -8.3357 -1.03349 -0.227841 -2.4237 -1.81781 -1.58136 0.290988 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 0 0 1 1 1 1 2 2 2 2 3 3 3
*************
0.773013 0.61831 0.290988 -0.227841 -1.03349 -1.30366 -1.58136 -1.81781 -2.42118 -2.4237 -5.09798 -8.3357 -17.3667 -32.4191 -45.195
0 2 1 0 0 2 1 1 3 0 1 0 2 3 2
i=1 maxd=1.54603
3.06397 41.458 14.7694 6.13763 8.24561 7.77273 4.02802 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
0.773013 -18.424 -5.07968 -2.4237 -1.81781 -1.58136 0.290988 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 0 1 1 1 1 2 2 2 2 3 3 3
*************
0.773013 0.61831 0.290988 -1.30366 -1.58136 -1.81781 -2.42118 -2.4237 -5.07968 -5.09798 -17.3667 -18.424 -32.4191 -45.195
0 2 1 2 1 1 3 0 0 1 2 0 3 2
i=1 maxd=1.54603
3.06397 41.458 14.7694 6.13763 5.44547 13.0549 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
0.773013 -18.424 -5.07968 -2.4237 -0.417734 -4.22243 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 0 1 1 1 2 2 2 2 3 3 3
*************
0.773013 0.61831 -0.417734 -1.30366 -2.42118 -2.4237 -4.22243 -5.07968 -5.09798 -17.3667 -18.424 -32.4191 -45.195
0 2 1 2 3 0 1 0 1 2 0 3 2
i=1 maxd=1.54603
3.06397 41.458 14.7694 6.13763 15.0021 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
0.773013 -18.424 -5.07968 -2.4237 -5.19605 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 0 1 1 2 2 2 2 3 3 3
*************
0.773013 0.61831 -1.30366 -2.42118 -2.4237 -5.07968 -5.09798 -5.19605 -17.3667 -18.424 -32.4191 -45.195
0 2 2 3 0 0 1 1 2 0 3 2
i=1 maxd=1.54603
3.06397 41.458 23.4491 15.0021 14.806 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
0.773013 -18.424 -9.41954 -5.19605 -5.09798 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 1 1 2 2 2 2 3 3 3
*************
0.773013 0.61831 -1.30366 -2.42118 -5.09798 -5.19605 -9.41954 -17.3667 -18.424 -32.4191 -45.195
0 2 2 3 1 1 0 2 0 3 2
i=1 maxd=1.54603
3.06397 41.458 23.4491 50.2248 95 27.2703 1.83558 4.55366 78.2 6.13407 48.5576
0.773013 -18.424 -9.41954 -22.8074 -45.195 -17.3667 0.61831 -1.30366 -53.3795 -2.42118 -32.4191
0 0 0 1 2 2 2 2 3 3 3
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