由相同的玻色子系集组成的力学系统等效于由一组振子组成的力学系统—这两个系统恰恰是从两种不同观点来看待的同一个系统,它使光的波动理论与微粒理论的統一得以实现。①
制作玻色子力学系统与制作振子力学系统是同一个问题。一个振子力学系统应该也可以理解成是模拟了光的波粒二象性。假设神经网络系统相当于振子系统。
假设一个场景
如图 按照公式
可以得到
如果ωa,ωb,ωc是已知的情况下ma,mb,mc是可以求出来的,而图C和图D是等价的。
再假设
可以得到
只要ω08, ωx0, ωx8是已知的ωx,ω0,ω8就都可以解出来。
现在假设弹簧并联过程就是分类的过程。
让一个二分类的网络模拟这个并联的过程。
制作一个带有1个3*3卷积核网络三层节点数分别是49*30*2的网络,分类minst的0和8,将28*28的图片缩小到9*9,让0向1,0收敛,让8向0,1收敛。将这个网络简写成
d2(minst0,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
就相当于A:m08=m0+m8
具体进样顺序 |
|||
δ=0.1 |
|||
初始化权重 |
|||
迭代次数 |
|||
minst 0-1 |
1 |
判断是否达到收敛 |
|
minst 8-1 |
2 |
判断是否达到收敛 |
|
梯度下降 |
|||
minst 0-2 |
3 |
判断是否达到收敛 |
|
minst 8-2 |
4 |
判断是否达到收敛 |
|
梯度下降 |
|||
…… |
|||
minst 0-4999 |
9997 |
判断是否达到收敛 |
|
minst 8-4999 |
9998 |
判断是否达到收敛 |
|
梯度下降 |
|||
…… |
|||
如果4999图片内没有达到收敛标准再次从头循环 |
|||
minst 0-1 |
9999 |
判断是否达到收敛 |
|
minst 8-1 |
10000 |
判断是否达到收敛 |
|
梯度下降 |
|||
…… |
|||
每当网路达到收敛标准记录迭代次数和对应的准确率测试结果 |
|||
将这一过程重复199次 |
|||
δ=0.01 |
|||
… |
|||
δ=1e-7 |
收敛条件是
if (Math.abs(f2[0]-y[0])< δ && Math.abs(f2[1]-y[1])< δ )
因为对应每个δ都有一个n与之对应,所以可以得到一条稳定的n(δ)曲线,这条曲线已经在《神经网络收敛精度计算实例:二分类minst0,8》2019-2-1的文中测出来
了。
再用同样的办法做另外的两个网络
d2(minstx,0)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
意思是用同样的网络分类minst的0和一张x图片,让0向1,0收敛,让x向0,1收敛
d2(minstx,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
意思是用同样的网络分类minst的8和一张x图片,让x向1,0收敛,让8向0,1收敛
这张图片x就是一个9*9的二维数组是固定不变的
double [][]x=new double[9][9];
for(int n=0 ;n<9;n++){
for(int m=0 ;m<9 ;m++){
x[n][m]=((double)(n+1)*(m+1)/100);
}}
相当于让三个对象两两分类,使其中的任何一个都成为其他两个的参照物。
A,B,C分别对应三个网络
d2(minst0,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
d2(minstx,0)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
d2(minstx,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
ωx0,ωx8都可以用实验的办法测出来。未知数ωx,ω0,ω8可以被解出来。
得到的具体数据是
δ |
实测ω08 |
实测ωx0 |
实测ωx8 |
计算ωx |
计算ω0 |
计算ω8 |
0.1 |
2617.37186 |
2472.38693 |
2748.65327 |
2582.13472 |
2375.53984 |
2952.19153 |
0.01 |
3487.04523 |
3167.76382 |
3534.80402 |
3203.43983 |
3133.25381 |
3996.18324 |
0.001 |
4888.63819 |
4400.33668 |
4771.20603 |
4314.11043 |
4491.94883 |
5413.21088 |
1.00E-04 |
6770.57789 |
6164.71859 |
7135.02513 |
6436.01682 |
5925.06902 |
8125.91238 |
9.00E-05 |
7345.49749 |
6342.79899 |
7245.14573 |
6277.85112 |
6409.80526 |
8863.94382 |
8.00E-05 |
7308.0201 |
6398.79899 |
7435.06533 |
6483.56203 |
6317.27579 |
8983.70177 |
7.00E-05 |
7442.36181 |
6637.88442 |
7540.90452 |
6707.51723 |
6570.37618 |
8789.49885 |
6.00E-05 |
7950.40704 |
6804.88945 |
7881.37688 |
6761.4539 |
6849.17298 |
9841.74107 |
5.00E-05 |
7781.10553 |
7217 |
8262.43216 |
7596.04025 |
6889.57045 |
9141.9287 |
4.00E-05 |
8625.35176 |
7507.39196 |
8644.1407 |
7519.77123 |
7495.07362 |
10493.3701 |
3.00E-05 |
9775.46231 |
7946.28643 |
9045.73869 |
7539.19088 |
8427.35718 |
12083.4462 |
2.00E-05 |
11628.4925 |
8857.38191 |
9891.03518 |
8013.41242 |
10040.1599 |
14329.1344 |
1.00E-05 |
14918.0603 |
10095.7136 |
11542.3015 |
8830.56044 |
12128.0526 |
21377.3336 |
9.00E-06 |
14988.0402 |
10820.3769 |
11856.8945 |
9447.98397 |
13041.4773 |
18186.3312 |
8.00E-06 |
16597.196 |
10830.608 |
12459.5578 |
9392.08822 |
13229.5688 |
25426.154 |
7.00E-06 |
17736.1608 |
11451.1809 |
12852.3518 |
9758.53062 |
14507.8738 |
24947.2318 |
6.00E-06 |
20981.809 |
11989.7337 |
13451.9899 |
9896.12183 |
16436.2452 |
34475.1857 |
5.00E-06 |
21156.4925 |
12050.6683 |
13320.1206 |
9858.94991 |
16941.4725 |
31876.4597 |
4.00E-06 |
24769.4322 |
13025.0905 |
15137.2864 |
10765.3592 |
17788.8691 |
100133.31 |
3.00E-06 |
32129.6181 |
14325.3719 |
17272.6834 |
11739.5264 |
20040.9686 |
#NUM! |
2.00E-06 |
53448.8945 |
15382.9698 |
17894.1809 |
11953.2326 |
26234.9159 |
#NUM! |
1.00E-06 |
73646.5528 |
19339.2412 |
23062.7538 |
15128.1501 |
31975.8469 |
#NUM! |
9.00E-07 |
81385.8995 |
20197.5528 |
24489.598 |
15875.5194 |
32704.8995 |
#NUM! |
8.00E-07 |
91615.0251 |
19328.6583 |
25726.7538 |
15677.8747 |
27897.0353 |
#NUM! |
7.00E-07 |
109482.387 |
21669.5729 |
23705.5377 |
16167.5877 |
48027.8628 |
#NUM! |
6.00E-07 |
109426.794 |
23628.8191 |
26100.2412 |
17745.6762 |
49589.6206 |
#NUM! |
5.00E-07 |
124867.05 |
24159.4422 |
28314.7437 |
18580.9226 |
43433.2525 |
#NUM! |
4.00E-07 |
137533.322 |
24202.1357 |
32780.9347 |
19668.6098 |
34720.7263 |
#NUM! |
3.00E-07 |
159985.317 |
30488.2161 |
34950 |
23215.6375 |
58102.55 |
#NUM! |
2.00E-07 |
187551.508 |
35339.0101 |
38126.995 |
26169.1729 |
84139.6802 |
#NUM! |
将计算到的ω0和ω8画成曲线
所以这个网络d2(minst0,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)的迭代次数n是由参与分类的对象的频率决定的,n的精确的表达式为
因为ω0和ω8是彼此区分的所以可以被分类。
再由质量可以得到方程组
所以如果假设mx=1则m0,m8,mx0,mx8,m08都可以解出来得到的数据是
δ |
mx |
m0 |
m8 |
mxo |
mx8 |
m08 |
0.1 |
1 |
1.181498 |
0.765013 |
2.181498 |
1.765013 |
1.946511 |
0.01 |
1 |
1.045302 |
0.642602 |
2.045302 |
1.642602 |
1.687905 |
0.001 |
1 |
0.922386 |
0.635145 |
1.922386 |
1.635145 |
1.557531 |
1.00E-04 |
1 |
1.179906 |
0.627321 |
2.179906 |
1.627321 |
1.807228 |
9.00E-05 |
1 |
0.959251 |
0.501612 |
1.959251 |
1.501612 |
1.460863 |
8.00E-05 |
1 |
1.053338 |
0.520855 |
2.053338 |
1.520855 |
1.574193 |
7.00E-05 |
1 |
1.042181 |
0.582365 |
2.042181 |
1.582365 |
1.624546 |
6.00E-05 |
1 |
0.97455 |
0.471994 |
1.97455 |
1.471994 |
1.446543 |
5.00E-05 |
1 |
1.215599 |
0.690397 |
2.215599 |
1.690397 |
1.905996 |
4.00E-05 |
1 |
1.006601 |
0.513546 |
2.006601 |
1.513546 |
1.520147 |
3.00E-05 |
1 |
0.800326 |
0.389285 |
1.800326 |
1.389285 |
1.189611 |
2.00E-05 |
1 |
0.637021 |
0.312748 |
1.637021 |
1.312748 |
0.949769 |
1.00E-05 |
1 |
0.530145 |
0.170636 |
1.530145 |
1.170636 |
0.70078 |
9.00E-06 |
1 |
0.524837 |
0.269891 |
1.524837 |
1.269891 |
0.794728 |
8.00E-06 |
1 |
0.504003 |
0.136447 |
1.504003 |
1.136447 |
0.640449 |
7.00E-06 |
1 |
0.45244 |
0.153012 |
1.45244 |
1.153012 |
0.605452 |
6.00E-06 |
1 |
0.362514 |
0.082398 |
1.362514 |
1.082398 |
0.444912 |
5.00E-06 |
1 |
0.338656 |
0.095658 |
1.338656 |
1.095658 |
0.434314 |
4.00E-06 |
1 |
0.366235 |
0.011558 |
1.366235 |
1.011558 |
0.377794 |
3.00E-06 |
1 |
0.343134 |
#NUM! |
1.343134 |
#NUM! |
#NUM! |
2.00E-06 |
1 |
0.207592 |
#NUM! |
1.207592 |
#NUM! |
#NUM! |
1.00E-06 |
1 |
0.223835 |
#NUM! |
1.223835 |
#NUM! |
#NUM! |
9.00E-07 |
1 |
0.23563 |
#NUM! |
1.23563 |
#NUM! |
#NUM! |
8.00E-07 |
1 |
0.315834 |
#NUM! |
1.315834 |
#NUM! |
#NUM! |
7.00E-07 |
1 |
0.113319 |
#NUM! |
1.113319 |
#NUM! |
#NUM! |
6.00E-07 |
1 |
0.128057 |
#NUM! |
1.128057 |
#NUM! |
#NUM! |
5.00E-07 |
1 |
0.183016 |
#NUM! |
1.183016 |
#NUM! |
#NUM! |
4.00E-07 |
1 |
0.3209 |
#NUM! |
1.3209 |
#NUM! |
#NUM! |
3.00E-07 |
1 |
0.159651 |
#NUM! |
1.159651 |
#NUM! |
#NUM! |
2.00E-07 |
1 |
0.096734 |
#NUM! |
1.096734 |
#NUM! |
#NUM! |
比较计算出来的m0和m8的曲线
这个结果表明被分类对象的质量也是特征分开的。
用弹簧可以从数学上解释这个系统,但是不能解释为什么一组图片会有质量,所以假设被分类对象可以看作是微观粒子。
对比两个系统
假设有一个微观粒子这个粒子由两部分组成(x,minst0),这个粒子满足方程
这个方程的解ωx0是可以稳定重现的,但是其他的5个变量
可能是全体实数集,就像波一样可能分布在整个空间。
现在想象minst 6,和minst 8是另外两个粒子,理解成分别用两个粒子minst 6 和minst 8去测量粒子(x,minst 0)的频率和质量,
δ |
计算ωx |
计算ω0 |
计算ω6 |
mx |
m0 |
m6 |
0.1 |
2564.038 |
2389.91 |
3393.647 |
1 |
1.151028508 |
0.570841592 |
δ |
计算ωx |
计算ω0 |
计算ω8 |
mx |
m0 |
m8 |
0.1 |
2582.135 |
2375.54 |
2952.192 |
1 |
1.181498458 |
0.765012857 |
他们在结果是不同的,这个现象表明了测量行为本身对结果的影响,也可以借用量子力学的说法是测量行为本身让这个系统退相干到了一点,由波变成了一个有确定质量的点。
参考书籍
实验数据 |
学习率 0.1 |
权重初始化方式 |
Random rand1 =new Random(); |
int ti1=rand1.nextInt(98)+1; |
int xx=1; |
if(ti1%2==0) |
{ xx=-1;} |
tw[a][b]=xx*((double)ti1/x); |
第一层第二层和卷积核的权重的初始化的x分别为1000,1000,200 |
d2(minst0,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)
的数据在《神经网络收敛精度计算实例:二分类minst0,8》2019-2-1已经给出了
d2(minstx,0)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)的数据已经在《神经网络与并联的弹簧》2019-2-2中给出了
d2(minstx,8)81-con(3*3)49-30-2-(2*k) ,k∈(0,1)的数据
x8 | ||||||||
f2[0] | f2[1] | 迭代次数n | 平均准确率p-ave | δ | 耗时ms/次 | 耗时ms/199次 | 耗时 min/199 | 最大准确率p-max |
0.497741 | 0.502465556 | 18.62312 | 0.505580615 | 0.5 | 778.040201 | 154846 | 2.5807667 | 0.75895599 |
0.390559 | 0.609266721 | 1911.598 | 0.728105728 | 0.4 | 1140.03518 | 226884 | 3.7814 | 0.91453429 |
0.284134 | 0.715881299 | 2168.402 | 0.725366855 | 0.3 | 1169.40704 | 232713 | 3.87855 | 0.92784033 |
0.181314 | 0.818730232 | 2390.714 | 0.727671109 | 0.2 | 1195.60302 | 237941 | 3.9656833 | 0.92016377 |
0.086946 | 0.913150479 | 2748.653 | 0.711055276 | 0.1 | 761.884422 | 151615 | 2.5269167 | 0.93142272 |
0.007666 | 0.992333908 | 3534.804 | 0.665973162 | 0.01 | 1395.8794 | 277781 | 4.6296833 | 0.91095189 |
7.11E-04 | 0.999289307 | 4771.206 | 0.651473848 | 0.001 | 1624.8392 | 323343 | 5.38905 | 0.92784033 |
7.06E-05 | 0.999929304 | 7135.025 | 0.630771565 | 1.00E-04 | 2086.32663 | 415181 | 6.9196833 | 0.89918117 |
6.33E-05 | 0.999936775 | 7245.146 | 0.625260386 | 9.00E-05 | 2142.06533 | 426271 | 7.1045167 | 0.93193449 |
5.61E-05 | 0.999943841 | 7435.065 | 0.626083334 | 8.00E-05 | 2139.30653 | 425739 | 7.09565 | 0.91709314 |
4.74E-05 | 0.999952653 | 7540.905 | 0.639456237 | 7.00E-05 | 2166.43719 | 431122 | 7.1853667 | 0.90020471 |
4.15E-05 | 0.99995846 | 7881.377 | 0.63774862 | 6.00E-05 | 2225.0804 | 442792 | 7.3798667 | 0.92067554 |
3.20E-05 | 0.999968031 | 8262.432 | 0.633399855 | 5.00E-05 | 2254.59296 | 448665 | 7.47775 | 0.88843398 |
2.77E-05 | 0.999972311 | 8644.141 | 0.621117358 | 4.00E-05 | 1411.48744 | 280918 | 4.6819667 | 0.90327533 |
1.99E-05 | 0.999980097 | 9045.739 | 0.631098173 | 3.00E-05 | 2401.42211 | 477883 | 7.9647167 | 0.92528147 |
1.32E-05 | 0.999986784 | 9891.035 | 0.616943469 | 2.00E-05 | 2566.70352 | 510776 | 8.5129333 | 0.92528147 |
6.48E-06 | 0.999993517 | 11542.3 | 0.612666711 | 1.00E-05 | 2859.64322 | 569072 | 9.4845333 | 0.89252815 |
5.71E-06 | 0.999994288 | 11856.89 | 0.640574932 | 9.00E-06 | 2921.88945 | 581457 | 9.69095 | 0.92630502 |
5.40E-06 | 0.999994599 | 12459.56 | 0.62915653 | 8.00E-06 | 3077.73367 | 612469 | 10.207817 | 0.93654043 |
4.63E-06 | 0.999995369 | 12852.35 | 0.626592533 | 7.00E-06 | 2444.55276 | 486467 | 8.1077833 | 0.88792221 |
4.17E-06 | 0.999995828 | 13451.99 | 0.619674627 | 6.00E-06 | 3300.38191 | 656793 | 10.94655 | 0.91351075 |
3.44E-06 | 0.999996565 | 13320.12 | 0.630018053 | 5.00E-06 | 3598.0804 | 716020 | 11.933667 | 0.89662231 |
2.74E-06 | 0.999997264 | 15137.29 | 0.620132392 | 4.00E-06 | 4537.29146 | 902939 | 15.048983 | 0.94216991 |
2.12E-06 | 0.99999788 | 17272.68 | 0.612206375 | 3.00E-06 | 4921.92965 | 979482 | 16.3247 | 0.92374616 |
1.38E-06 | 0.999998624 | 17894.18 | 0.622243767 | 2.00E-06 | 4741.07035 | 943473 | 15.72455 | 0.9283521 |
6.89E-07 | 0.999999311 | 23062.75 | 0.612743863 | 1.00E-06 | 6203.75377 | 1234547 | 20.575783 | 0.93244626 |
6.45E-07 | 0.999999355 | 24489.6 | 0.606466313 | 9.00E-07 | 6534.36683 | 1300339 | 21.672317 | 0.90071648 |
5.54E-07 | 0.999999445 | 25726.75 | 0.611715178 | 8.00E-07 | 6532.86432 | 1300040 | 21.667333 | 0.88331627 |
4.87E-07 | 0.999999514 | 23705.54 | 0.619777495 | 7.00E-07 | 6445.80402 | 1282715 | 21.378583 | 0.88996929 |
4.22E-07 | 0.99999958 | 26100.24 | 0.614716366 | 6.00E-07 | 6710.50251 | 1335390 | 22.2565 | 0.90071648 |
3.62E-07 | 0.999999638 | 28314.74 | 0.604362653 | 5.00E-07 | 7534.24623 | 1499316 | 24.9886 | 0.89764586 |
2.96E-07 | 0.999999703 | 32780.93 | 0.594253252 | 4.00E-07 | 8743.88945 | 1740042 | 29.0007 | 0.86591607 |
2.09E-07 | 0.99999979 | 34950 | 0.599561266 | 3.00E-07 | 8652.03015 | 1721762 | 28.696033 | 0.92067554 |
1.49E-07 | 0.999999851 | 38126.99 | 0.601554343 | 2.00E-07 | 9211.14573 | 1833018 | 30.5503 | 0.89457523 |
7.39E-08 | 0.999999926 | 48418.85 | 0.586931587 | 1.00E-07 | 12099.2261 | 2407746 | 40.1291 | 0.88843398 |
f2[0] f2[1] 迭代次数n 平均准确率p-ave δ 耗时ms/次
0.504613834 0.448282878 1 0.501535312 0.5 1959
0.536011063 0.453630712 1 0.501535312 0.5 921
0.500001469 0.499251807 75 0.501535312 0.5 893
0.48510306 0.527798157 2 0.498464688 0.5 847
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0.396282467 0.600234974 1870 0.740020471 0.4 1156
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0.396839864 0.60411897 1908 0.861310133 0.4 1131
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226884
0.283757965 0.718732156 2870 0.84493347 0.3 1355
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0.289464306 0.710769894 972 0.692937564 0.3 972
0.296662461 0.700585844 1880 0.506653019 0.3 1139
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0.296484755 0.709473247 1392 0.832650972 0.3 977
0.289991912 0.706893094 4388 0.709314227 0.3 1648
0.296674201 0.707909955 1916 0.799385875 0.3 1158
0.282580176 0.709125392 2282 0.699078813 0.3 1216
0.283457777 0.711084005 3120 0.839815763 0.3 1415
0.296415786 0.710605965 1642 0.737973388 0.3 1063
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0.279879438 0.720980012 1392 0.616683726 0.3 1028
0.292257947 0.709396004 3964 0.830603889 0.3 1541
0.297881314 0.707756437 1642 0.580348004 0.3 1113
0.289249161 0.713909973 1730 0.811668373 0.3 1120
0.293254291 0.705278208 3154 0.80962129 0.3 1395
0.279648225 0.728400353 1754 0.688331627 0.3 1113
0.290239768 0.711711322 2082 0.67604913 0.3 1182
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0.292854435 0.703224962 1880 0.858751279 0.3 1148
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0.290254685 0.71137491 1490 0.797850563 0.3 1083
0.283915908 0.718250983 1756 0.679631525 0.3 1114
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0.292089978 0.704577477 2328 0.879222108 0.3 1246
0.270512611 0.728197186 3710 0.660184237 0.3 1515
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0.298955631 0.70420134 1908 0.653531218 0.3 1109
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0.242513088 0.768135674 1392 0.771750256 0.3 985
0.287162423 0.705848608 2704 0.747185261 0.3 1272
232713
0.19205515 0.807815107 2632 0.850562948 0.2 1252
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0.198022713 0.803726546 1552 0.815250768 0.2 1000
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0.168811834 0.827113238 3732 0.772773797 0.2 1460
0.190969437 0.805023956 2440 0.914534289 0.2 1227
0.197823785 0.80252049 1506 0.778403275 0.2 1013
0.197858151 0.804077889 2092 0.715967247 0.2 1155
0.190317625 0.808372664 6010 0.834698055 0.2 1900
0.188125602 0.810553501 1160 0.786591607 0.2 1019
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237941
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151615
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277781
6.35E-04 0.999373156 5532 0.609007165 0.001 1758
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6.54E-04 0.999317786 7164 0.797338792 0.001 2061
9.30E-04 0.9990719 4732 0.505117707 0.001 1609
8.13E-04 0.999178129 5518 0.587512794 0.001 1768
9.22E-04 0.999085428 4952 0.554759468 0.001 1679
4.17E-04 0.999575493 4980 0.603377687 0.001 1642
3.29E-04 0.999672234 4706 0.544012282 0.001 1632
4.58E-04 0.999545789 3788 0.59825998 0.001 1423
7.75E-04 0.999219233 4732 0.538382805 0.001 1638
7.92E-04 0.999200484 7320 0.762538383 0.001 2121
4.67E-04 0.999532695 3788 0.579324463 0.001 1436
5.02E-04 0.999505183 3788 0.533265097 0.001 1420
9.67E-04 0.999051457 3272 0.665813715 0.001 1306
8.84E-04 0.999123054 4980 0.797850563 0.001 1662
6.06E-04 0.999405671 3788 0.721084954 0.001 1451
7.46E-04 0.999248915 3272 0.759467758 0.001 1332
8.34E-04 0.999145937 4706 0.501535312 0.001 1564
3.51E-04 0.999644578 7442 0.504094166 0.001 2088
8.56E-04 0.999123029 3222 0.628454452 0.001 1341
5.00E-04 0.99950358 4980 0.560388946 0.001 1651
9.76E-04 0.999037537 2786 0.745138178 0.001 1246
6.93E-04 0.999322454 5164 0.556806551 0.001 1708
9.64E-04 0.999038616 4026 0.553735926 0.001 1501
8.68E-04 0.999103356 4448 0.579324463 0.001 1547
6.51E-04 0.999336098 5602 0.917604913 0.001 1740
9.78E-04 0.999011894 3272 0.56345957 0.001 1370
5.31E-04 0.999471134 4616 0.690890481 0.001 1607
7.89E-04 0.999200608 5518 0.695496418 0.001 1732
9.69E-04 0.99905855 6900 0.736949846 0.001 2044
9.19E-04 0.999077517 4258 0.674002047 0.001 1527
6.68E-04 0.999334713 3030 0.614124872 0.001 1335
7.26E-04 0.999273196 3002 0.601842375 0.001 1262
6.54E-04 0.999351743 5464 0.667349028 0.001 1781
5.02E-04 0.999494934 12700 0.854657114 0.001 3157
3.22E-04 0.999680569 3788 0.685772774 0.001 1432
9.53E-04 0.999075154 2870 0.743602866 0.001 1214
8.92E-04 0.999091995 6322 0.826509724 0.001 1887
8.69E-04 0.999127203 3272 0.547594678 0.001 1352
6.25E-04 0.999357528 5920 0.89457523 0.001 1803
8.93E-04 0.99910968 8592 0.773285568 0.001 2339
9.25E-04 0.99907099 6370 0.818321392 0.001 1892
6.36E-04 0.999352395 4410 0.713920164 0.001 1539
8.42E-04 0.999140159 5538 0.613101331 0.001 1752
3.46E-04 0.999645375 6854 0.815762538 0.001 2020
8.89E-04 0.999092088 6650 0.773797339 0.001 1926
5.73E-04 0.999420973 4726 0.57727738 0.001 1588
7.01E-04 0.999296653 4862 0.507676561 0.001 1638
6.94E-04 0.999316268 3748 0.582395087 0.001 1397
9.22E-04 0.999074753 5870 0.505629478 0.001 1850
7.86E-04 0.999214889 7456 0.801432958 0.001 2168
9.77E-04 0.999017165 3004 0.77430911 0.001 1256
6.09E-04 0.999408599 3788 0.576765609 0.001 1434
8.54E-04 0.999148934 5614 0.500511771 0.001 1745
9.47E-04 0.999051239 3788 0.541453429 0.001 1426
7.81E-04 0.999188508 4854 0.532753327 0.001 1620
7.51E-04 0.999262441 4476 0.582906858 0.001 1570
4.56E-04 0.999555421 6010 0.807574207 0.001 1895
6.46E-04 0.999350246 4706 0.59160696 0.001 1612
5.61E-04 0.999444673 6650 0.568065507 0.001 1965
5.83E-04 0.999415078 5470 0.776356192 0.001 1780
6.55E-04 0.999335293 4448 0.656601842 0.001 1599
8.64E-04 0.999165376 3002 0.66888434 0.001 1294
7.03E-04 0.999302847 4616 0.552200614 0.001 1595
4.55E-04 0.999569376 4410 0.574718526 0.001 1532
5.31E-04 0.999477842 4706 0.603377687 0.001 1618
7.95E-04 0.999216123 4862 0.631525077 0.001 1606
5.58E-04 0.999446334 5538 0.650972364 0.001 1724
6.89E-04 0.999330865 3748 0.569600819 0.001 1424
7.29E-04 0.999263891 4980 0.841862845 0.001 1689
9.73E-04 0.999017693 4410 0.656090072 0.001 1541
9.61E-04 0.999047923 4710 0.804503582 0.001 1603
3.98E-04 0.99961581 4448 0.815250768 0.001 1554
5.12E-04 0.999483554 4980 0.558853634 0.001 1647
9.01E-04 0.999093127 4410 0.616171955 0.001 1526
4.01E-04 0.99960477 4388 0.509211873 0.001 1573
7.70E-04 0.999253433 3852 0.53531218 0.001 1477
9.69E-04 0.999026893 3720 0.64073695 0.001 1437
8.74E-04 0.999122729 4324 0.715455476 0.001 1519
7.50E-04 0.999243504 4006 0.57062436 0.001 1514
8.57E-04 0.999163246 6670 0.633060389 0.001 1965
7.70E-04 0.999239622 4036 0.568065507 0.001 1441
9.18E-04 0.99908548 4010 0.559365404 0.001 1467
3.68E-04 0.999635198 6456 0.666325486 0.001 1981
8.88E-04 0.999109624 4616 0.563971341 0.001 1628
4.04E-04 0.999589493 3788 0.72569089 0.001 1450
9.58E-04 0.999059936 3316 0.522006141 0.001 1367
7.33E-04 0.999243454 4264 0.621289662 0.001 1552
3.33E-04 0.999658238 3272 0.68321392 0.001 1346
6.47E-04 0.999351453 3748 0.670931423 0.001 1411
7.05E-04 0.999277596 4862 0.761003071 0.001 1683
6.44E-04 0.999375689 4410 0.635619243 0.001 1598
4.90E-04 0.999514184 4862 0.535823951 0.001 1690
5.64E-04 0.999418571 6456 0.859774821 0.001 1927
6.69E-04 0.999343021 5602 0.505117707 0.001 1845
3.23E-04 0.999678258 3788 0.550665302 0.001 1417
5.97E-04 0.9993863 3788 0.715455476 0.001 1434
5.54E-04 0.99943437 5596 0.87308086 0.001 1810
7.07E-04 0.999275798 5614 0.518935517 0.001 1809
3.82E-04 0.999629371 4710 0.550153531 0.001 1560
7.76E-04 0.999231764 4616 0.815762538 0.001 1640
3.61E-04 0.999653335 3272 0.649437052 0.001 1305
8.89E-04 0.99913524 6244 0.927840328 0.001 1944
6.18E-04 0.999397738 6670 0.674002047 0.001 2008
4.50E-04 0.999547746 4410 0.733367451 0.001 1572
5.65E-04 0.999452841 7320 0.706755374 0.001 2147
9.53E-04 0.999041063 4778 0.761514841 0.001 1606
6.00E-04 0.999419687 4862 0.623848516 0.001 1614
9.68E-04 0.999028627 4006 0.506653019 0.001 1477
1.98E-04 0.999807496 4862 0.65506653 0.001 1621
8.33E-04 0.999152638 4616 0.664278403 0.001 1618
6.41E-04 0.999333248 4410 0.603889458 0.001 1556
9.02E-04 0.999114818 6370 0.762026612 0.001 1886
8.34E-04 0.999177819 2976 0.532753327 0.001 1296
9.15E-04 0.999086992 4870 0.59825998 0.001 1676
4.24E-04 0.999575866 3788 0.721596725 0.001 1513
8.24E-04 0.999192385 3222 0.641760491 0.001 1324
5.57E-04 0.999426882 3788 0.677584442 0.001 1451
6.90E-04 0.999318967 4706 0.604912999 0.001 1599
6.72E-04 0.999368696 6010 0.751791198 0.001 1862
2.45E-04 0.99975702 5538 0.582906858 0.001 1751
8.28E-04 0.999160707 3316 0.515353122 0.001 1376
4.67E-04 0.99954045 4476 0.597748209 0.001 1502
5.42E-04 0.999458811 7880 0.49283521 0.001 2258
7.25E-04 0.99928445 4448 0.732855681 0.001 1552
4.50E-04 0.999562162 4980 0.855680655 0.001 1713
8.99E-04 0.999107491 5112 0.607471853 0.001 1692
9.68E-04 0.999026103 4616 0.559365404 0.001 1589
9.63E-04 0.999020253 5870 0.602865916 0.001 1830
8.65E-04 0.999135173 4010 0.615148414 0.001 1481
8.87E-04 0.999119662 4706 0.502558854 0.001 1620
7.92E-04 0.999171578 4710 0.620266121 0.001 1633
9.77E-04 0.999024627 3378 0.590071648 0.001 1330
4.89E-04 0.999523395 4476 0.567553736 0.001 1501
7.96E-04 0.999199662 3612 0.623848516 0.001 1391
9.16E-04 0.999083899 6786 0.847492323 0.001 1979
9.29E-04 0.999040621 4010 0.545035824 0.001 1554
9.68E-04 0.999056029 3720 0.69703173 0.001 1405
8.15E-04 0.999179482 3222 0.695496418 0.001 1355
9.12E-04 0.999101393 3732 0.636131013 0.001 1423
9.52E-04 0.999060886 5608 0.538382805 0.001 1800
8.12E-04 0.999173325 5518 0.5 0.001 1764
7.41E-04 0.999291048 4980 0.789662231 0.001 1668
9.56E-04 0.999034835 4410 0.59825998 0.001 1540
7.39E-04 0.99923179 4710 0.743091095 0.001 1577
6.87E-04 0.99930462 6010 0.57062436 0.001 1953
9.19E-04 0.999091287 6832 0.555271238 0.001 2070
6.07E-04 0.999388339 3788 0.730296827 0.001 1460
9.52E-04 0.999050873 4010 0.580348004 0.001 1509
4.99E-04 0.999497539 4862 0.651995906 0.001 1674
9.55E-04 0.999026486 4476 0.72517912 0.001 1561
1.87E-04 0.999810597 4706 0.536847492 0.001 1603
5.34E-04 0.999463119 5602 0.499488229 0.001 1741
7.18E-04 0.999288344 4862 0.696008188 0.001 1662
6.78E-04 0.999303097 4980 0.7814739 0.001 1672
4.51E-04 0.999547806 4980 0.782497441 0.001 1642
9.53E-04 0.999053022 3164 0.510747185 0.001 1379
323343
5.25E-05 0.99994777 10636 0.835721597 1.00E-04 2700
5.82E-05 0.999940297 10042 0.839303992 1.00E-04 2612
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7.54E-05 0.999923531 10168 0.698055271 1.00E-04 2670
7.54E-05 0.999925163 5614 0.571136131 1.00E-04 1796
8.44E-05 0.999916123 4710 0.803480041 1.00E-04 1637
9.23E-05 0.99990873 5532 0.680143296 1.00E-04 1822
7.04E-05 0.999928722 7256 0.674513818 1.00E-04 2113
9.24E-05 0.99990819 5518 0.622313204 1.00E-04 1759
9.48E-05 0.999902662 5602 0.691402252 1.00E-04 1789
9.81E-05 0.999902712 10042 0.506653019 1.00E-04 2613
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7.94E-05 0.999920344 7398 0.518935517 1.00E-04 2139
7.65E-05 0.999922635 7320 0.516888434 1.00E-04 2214
5.81E-05 0.999944074 8304 0.685772774 1.00E-04 2339
5.83E-05 0.99994025 4862 0.762538383 1.00E-04 1641
5.82E-05 0.999940735 7652 0.819344933 1.00E-04 2164
3.47E-05 0.999965051 7990 0.59825998 1.00E-04 2292
3.61E-05 0.999962779 8236 0.608495394 1.00E-04 2300
6.08E-05 0.999940235 4862 0.740532242 1.00E-04 1657
9.77E-05 0.999905155 7880 0.647389969 1.00E-04 2210
2.60E-05 0.999973919 10042 0.704708291 1.00E-04 2706
9.23E-05 0.999907777 7652 0.664790174 1.00E-04 2191
9.33E-05 0.999906085 7442 0.897645855 1.00E-04 2141
9.26E-05 0.999908182 5602 0.58444217 1.00E-04 1791
4.17E-05 0.999959229 5602 0.663766633 1.00E-04 1781
4.92E-05 0.999951894 7320 0.571647902 1.00E-04 2084
4.43E-05 0.999954647 7982 0.796315251 1.00E-04 2246
7.94E-05 0.999919495 6650 0.531218014 1.00E-04 2025
8.76E-05 0.999912809 7420 0.518935517 1.00E-04 2145
5.71E-05 0.999945508 5602 0.820880246 1.00E-04 1869
8.13E-05 0.999918146 7320 0.63408393 1.00E-04 2148
8.16E-05 0.999919798 7420 0.561412487 1.00E-04 2056
5.61E-05 0.999944906 7164 0.614124872 1.00E-04 2121
8.84E-05 0.999912108 7632 0.743091095 1.00E-04 2165
9.85E-05 0.999900281 8304 0.518935517 1.00E-04 2280
5.86E-05 0.99994189 9614 0.578812692 1.00E-04 2579
8.34E-05 0.999916572 6010 0.717502559 1.00E-04 1960
8.07E-05 0.999918813 7320 0.50716479 1.00E-04 2163
7.38E-05 0.999927542 7442 0.860798362 1.00E-04 2135
9.04E-05 0.999909421 6244 0.561924258 1.00E-04 1978
6.83E-05 0.999930473 5242 0.668372569 1.00E-04 1718
9.66E-05 0.999902779 6598 0.509723644 1.00E-04 2075
8.03E-05 0.999918295 7652 0.899181167 1.00E-04 2186
3.67E-05 0.999963685 7740 0.516376663 1.00E-04 2222
9.01E-05 0.999911521 6456 0.833162743 1.00E-04 2001
8.79E-05 0.999912914 9490 0.537871034 1.00E-04 2498
6.80E-05 0.999932051 9098 0.560388946 1.00E-04 2444
9.75E-05 0.999905034 8606 0.513306039 1.00E-04 2381
8.03E-05 0.999918417 5608 0.579836233 1.00E-04 1821
5.53E-05 0.999944608 6930 0.579836233 1.00E-04 2004
8.79E-05 0.99991079 7068 0.538382805 1.00E-04 2055
8.58E-05 0.999912268 4862 0.728249744 1.00E-04 1644
6.48E-05 0.999935038 5602 0.633060389 1.00E-04 1796
6.85E-05 0.999931909 7420 0.500511771 1.00E-04 2114
8.98E-05 0.999910373 9226 0.535823951 1.00E-04 2483
7.10E-05 0.999929788 8048 0.548106448 1.00E-04 2233
4.47E-05 0.999954457 6930 0.576765609 1.00E-04 2028
8.72E-05 0.99991299 4980 0.745138178 1.00E-04 1697
5.56E-05 0.999944704 10168 0.594165814 1.00E-04 2695
9.51E-05 0.999906147 6786 0.638689867 1.00E-04 2014
8.82E-05 0.99990981 7240 0.59825998 1.00E-04 2109
7.81E-05 0.999918737 5602 0.602354145 1.00E-04 1796
4.03E-05 0.999960093 8390 0.522517912 1.00E-04 2356
7.53E-05 0.999924532 7740 0.509723644 1.00E-04 2245
8.98E-05 0.999910971 6872 0.585977482 1.00E-04 2036
7.55E-05 0.999925506 8470 0.897645855 1.00E-04 2345
5.50E-05 0.999943121 7320 0.516888434 1.00E-04 2139
3.36E-05 0.999966068 8470 0.794779939 1.00E-04 2325
1.79E-05 0.999982012 7740 0.664790174 1.00E-04 2301
8.61E-05 0.999914525 7652 0.697543501 1.00E-04 2177
7.43E-05 0.999924747 7420 0.539918117 1.00E-04 2119
8.87E-05 0.999911537 6392 0.516376663 1.00E-04 1956
7.68E-05 0.999922369 8304 0.686284545 1.00E-04 2294
5.39E-05 0.999945974 7652 0.654554759 1.00E-04 2088
9.55E-05 0.999905839 7164 0.653019447 1.00E-04 2004
6.17E-05 0.999939309 5602 0.540429887 1.00E-04 1814
6.10E-05 0.999939273 9710 0.505629478 1.00E-04 2552
7.30E-05 0.999924188 4980 0.688331627 1.00E-04 1649
4.51E-05 0.999953347 8236 0.791709314 1.00E-04 2307
8.98E-05 0.999909854 8606 0.510235415 1.00E-04 2365
6.58E-05 0.999933972 6586 0.512794268 1.00E-04 1980
9.11E-05 0.999908601 10042 0.5 1.00E-04 2633
8.73E-05 0.999914318 8404 0.54912999 1.00E-04 2308
8.92E-05 0.999907067 5242 0.618730809 1.00E-04 1754
9.88E-05 0.999905458 6670 0.619242579 1.00E-04 2053
6.48E-05 0.999935552 7164 0.607983623 1.00E-04 2056
6.86E-05 0.999932318 7320 0.89406346 1.00E-04 2094
8.94E-05 0.99991052 6246 0.503582395 1.00E-04 1960
7.70E-05 0.999919619 5538 0.510747185 1.00E-04 1783
6.15E-05 0.999937849 6456 0.568577277 1.00E-04 1915
9.28E-05 0.999906275 8304 0.505629478 1.00E-04 2297
2.55E-05 0.999974876 10042 0.529170931 1.00E-04 2645
4.66E-05 0.999951515 7320 0.867451382 1.00E-04 2125
5.68E-05 0.99994239 7652 0.756397134 1.00E-04 2185
6.59E-05 0.999934884 6246 0.511770727 1.00E-04 1902
6.64E-05 0.999932421 5518 0.69703173 1.00E-04 1719
1.43E-05 0.999985465 10042 0.502047083 1.00E-04 2644
6.11E-05 0.999940023 5602 0.616683726 1.00E-04 1745
7.87E-05 0.999922147 5602 0.731320368 1.00E-04 1736
8.68E-05 0.999913889 6480 0.738996929 1.00E-04 1907
6.74E-05 0.999932152 7890 0.603377687 1.00E-04 2259
9.00E-05 0.999910452 7652 0.659672467 1.00E-04 2192
9.36E-05 0.99990436 7990 0.634595701 1.00E-04 2220
5.28E-05 0.999946394 5538 0.55629478 1.00E-04 1835
9.22E-05 0.99990864 10106 0.498464688 1.00E-04 2564
6.13E-05 0.999939447 5602 0.581883316 1.00E-04 1750
7.87E-05 0.999923433 6650 0.64790174 1.00E-04 2000
8.95E-05 0.999909155 8824 0.502047083 1.00E-04 2367
8.85E-05 0.999911911 7758 0.515864893 1.00E-04 2209
8.98E-05 0.999909828 4706 0.528659161 1.00E-04 1655
9.23E-05 0.999906416 4980 0.658137155 1.00E-04 1649
5.84E-05 0.999941871 4980 0.698055271 1.00E-04 1653
7.97E-05 0.999919383 6650 0.626407369 1.00E-04 2025
8.74E-05 0.999912989 5518 0.607471853 1.00E-04 1753
7.33E-05 0.9999267 5518 0.662743091 1.00E-04 1828
5.21E-05 0.999947507 5602 0.813715455 1.00E-04 1827
5.26E-05 0.999946862 7320 0.849539406 1.00E-04 2130
8.97E-05 0.999910757 4980 0.648925281 1.00E-04 1769
9.31E-05 0.999906993 5746 0.510747185 1.00E-04 1767
7.72E-05 0.999920777 4980 0.704708291 1.00E-04 1685
5.44E-05 0.999946013 5602 0.611054248 1.00E-04 1740
7.03E-05 0.999929714 7248 0.579324463 1.00E-04 2099
8.14E-05 0.999917809 7164 0.833674514 1.00E-04 2093
3.97E-05 0.999961154 7632 0.694984647 1.00E-04 2198
6.49E-05 0.999935871 7442 0.511258956 1.00E-04 2105
6.24E-05 0.999937609 7420 0.508188332 1.00E-04 2087
6.57E-05 0.999933065 7958 0.507676561 1.00E-04 2241
5.20E-05 0.999946249 6670 0.550153531 1.00E-04 1971
7.13E-05 0.999928204 7164 0.563971341 1.00E-04 2052
3.91E-05 0.999961438 7164 0.834186285 1.00E-04 2024
7.48E-05 0.999925337 7164 0.616683726 1.00E-04 2050
9.35E-05 0.999907547 8304 0.517911975 1.00E-04 2251
6.11E-05 0.999938729 6192 0.505117707 1.00E-04 1941
9.41E-05 0.999905198 8668 0.744626407 1.00E-04 2364
7.45E-05 0.999927331 7652 0.63408393 1.00E-04 2189
7.35E-05 0.999926193 7420 0.530706244 1.00E-04 2202
9.38E-05 0.999908366 6676 0.531218014 1.00E-04 2001
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415181
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426271
5.62E-05 0.999942968 6456 0.705220061 8.00E-05 2062
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4.50E-05 0.999955823 6650 0.751279427 8.00E-05 1973
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4.90E-05 0.999951754 5602 0.706243603 8.00E-05 1750
7.91E-05 0.999920488 6598 0.601842375 8.00E-05 2009
7.84E-05 0.999920369 7520 0.643807574 8.00E-05 2146
7.50E-05 0.999925055 6650 0.52814739 8.00E-05 1951
7.24E-05 0.999927989 6244 0.522006141 8.00E-05 1905
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4.86E-05 0.999950568 5602 0.600307062 8.00E-05 1880
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6.61E-05 0.999932168 6456 0.716990788 8.00E-05 1960
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4.09E-05 0.999957416 6456 0.814738997 8.00E-05 2049
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7.50E-05 0.99992433 6670 0.555783009 8.00E-05 2048
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6.70E-05 0.999932405 9710 0.575230297 8.00E-05 2505
4.11E-05 0.999958381 9852 0.533265097 8.00E-05 2604
7.16E-05 0.999928398 5602 0.535823951 8.00E-05 1807
7.16E-05 0.999927964 8236 0.649437052 8.00E-05 2269
4.57E-05 0.999954919 10042 0.693961105 8.00E-05 2590
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4.05E-05 0.999959933 8390 0.509211873 8.00E-05 2310
3.32E-05 0.999965083 10636 0.791709314 8.00E-05 2692
3.96E-05 0.999960233 6456 0.679631525 8.00E-05 1985
2.98E-05 0.999971042 5602 0.54912999 8.00E-05 1810
7.76E-05 0.999921857 7488 0.510747185 8.00E-05 2236
7.39E-05 0.999926647 6650 0.501023541 8.00E-05 1994
7.65E-05 0.999921314 8350 0.729785056 8.00E-05 2253
7.50E-05 0.999923961 10348 0.881780962 8.00E-05 2691
7.03E-05 0.999930901 5746 0.620266121 8.00E-05 1794
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3.23E-05 0.999967329 8236 0.524564995 8.00E-05 2241
3.49E-05 0.999968156 6650 0.83776868 8.00E-05 1970
6.40E-05 0.999937509 8928 0.616171955 8.00E-05 2493
7.75E-05 0.999921483 5614 0.513306039 8.00E-05 1798
1.68E-05 0.999983182 7164 0.689355169 8.00E-05 2103
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2.36E-05 0.999975956 7320 0.709825998 8.00E-05 2116
7.45E-05 0.999924538 5602 0.531218014 8.00E-05 1783
4.20E-05 0.999957014 5602 0.551688843 8.00E-05 1738
3.11E-05 0.999969064 10042 0.679631525 8.00E-05 2566
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7.75E-05 0.999921489 7022 0.639201638 8.00E-05 2064
4.34E-05 0.999957262 6650 0.506653019 8.00E-05 1975
5.06E-05 0.999950452 9946 0.654042989 8.00E-05 2542
7.42E-05 0.999927696 5602 0.559365404 8.00E-05 1774
6.90E-05 0.999931055 6290 0.61258956 8.00E-05 1953
7.14E-05 0.999927889 7880 0.853633572 8.00E-05 2293
6.84E-05 0.999929495 4980 0.59825998 8.00E-05 1707
5.17E-05 0.999948536 5602 0.624872057 8.00E-05 1782
4.04E-05 0.9999589 9708 0.877686796 8.00E-05 2506
7.93E-05 0.999920665 5608 0.517911975 8.00E-05 1820
7.70E-05 0.999923325 9778 0.51432958 8.00E-05 2543
7.41E-05 0.999924895 8304 0.607983623 8.00E-05 2273
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6.39E-05 0.999935338 7632 0.736438076 8.00E-05 2132
9.80E-06 0.999990168 10042 0.498464688 8.00E-05 2558
3.92E-05 0.999959615 7164 0.795291709 8.00E-05 2075
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7.44E-05 0.999926035 7442 0.587512794 8.00E-05 2159
7.86E-05 0.999921813 8668 0.784032753 8.00E-05 2330
7.61E-05 0.999924229 8316 0.539406346 8.00E-05 2269
4.26E-05 0.999958136 6650 0.498464688 8.00E-05 1988
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7.49E-05 0.999923903 5602 0.567041965 8.00E-05 1769
2.62E-05 0.999974204 6650 0.613613101 8.00E-05 1975
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5.86E-05 0.999941817 4980 0.714943705 8.00E-05 1717
4.70E-05 0.999952971 10276 0.674513818 8.00E-05 2690
3.98E-05 0.999960433 5602 0.773797339 8.00E-05 1774
7.99E-05 0.999920331 8304 0.512794268 8.00E-05 2304
6.54E-05 0.999934675 7420 0.545547595 8.00E-05 2109
7.97E-05 0.999921938 5746 0.672978506 8.00E-05 1838
7.83E-05 0.999922493 5538 0.513306039 8.00E-05 1775
4.36E-05 0.999956652 10280 0.518935517 8.00E-05 2699
7.86E-05 0.999925102 5614 0.505629478 8.00E-05 1764
7.63E-05 0.999923648 8350 0.550153531 8.00E-05 2301
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5.07E-05 0.99994858 5518 0.629477994 8.00E-05 1723
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6.43E-05 0.999935648 9718 0.545035824 8.00E-05 2511
3.89E-05 0.999961301 7320 0.783520983 8.00E-05 2152
2.75E-05 0.999972651 6244 0.759979529 8.00E-05 1870
7.75E-05 0.999923371 5290 0.749232344 8.00E-05 1743
7.51E-05 0.99992509 6456 0.515353122 8.00E-05 1995
4.05E-05 0.99996015 5596 0.773797339 8.00E-05 1794
7.05E-05 0.999929251 7442 0.509723644 8.00E-05 2088
6.45E-05 0.99993572 12060 0.873592631 8.00E-05 2992
5.82E-05 0.99994187 5534 0.504094166 8.00E-05 1751
5.63E-05 0.999943738 9802 0.511258956 8.00E-05 2580
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4.74E-05 0.999951939 7420 0.646878199 8.00E-05 2108
6.45E-05 0.999935198 7320 0.771238485 8.00E-05 2151
5.33E-05 0.999945909 7652 0.836233367 8.00E-05 2192
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7.48E-05 0.999926048 7420 0.603889458 8.00E-05 2132
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2.47E-05 0.99997522 5602 0.643807574 8.00E-05 1812
7.32E-05 0.999926636 10388 0.504605937 8.00E-05 2734
425739
5.96E-05 0.999940682 5518 0.644319345 7.00E-05 1795
5.78E-05 0.99994232 5532 0.618219038 7.00E-05 1789
2.12E-05 0.999979029 5602 0.653531218 7.00E-05 1801
5.69E-05 0.999942621 6786 0.63408393 7.00E-05 1990
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4.78E-05 0.999952649 7880 0.503070624 7.00E-05 2250
6.75E-05 0.99993199 7022 0.559877175 7.00E-05 2049
5.05E-05 0.99994885 9020 0.498464688 7.00E-05 2384
2.86E-05 0.999971218 5602 0.686796315 7.00E-05 1721
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6.90E-05 0.999930902 7652 0.734902764 7.00E-05 2151
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6.48E-05 0.99993475 9226 0.510235415 7.00E-05 2419
4.28E-05 0.999957967 8390 0.500511771 7.00E-05 2329
6.26E-05 0.999938609 6670 0.537359263 7.00E-05 1969
5.88E-05 0.999940701 7420 0.667860798 7.00E-05 2129
6.58E-05 0.999932028 6802 0.758444217 7.00E-05 2000
4.23E-05 0.999957285 7652 0.821903787 7.00E-05 2199
4.90E-05 0.999950757 10042 0.502558854 7.00E-05 2600
3.77E-05 0.999962333 7164 0.568577277 7.00E-05 2110
6.23E-05 0.999938799 5602 0.691914023 7.00E-05 1851
6.98E-05 0.999932902 5532 0.607983623 7.00E-05 1723
4.41E-05 0.999957036 8390 0.854145343 7.00E-05 2242
6.76E-05 0.999934836 8304 0.516376663 7.00E-05 2202
5.09E-05 0.999948762 9708 0.653531218 7.00E-05 2523
4.86E-05 0.999950718 7420 0.64790174 7.00E-05 2056
5.62E-05 0.999944358 6650 0.647389969 7.00E-05 2231
6.58E-05 0.999932393 6650 0.866939611 7.00E-05 1972
5.76E-05 0.999940467 7420 0.553735926 7.00E-05 2226
4.03E-05 0.99996136 7320 0.86642784 7.00E-05 2163
2.84E-05 0.999971107 6670 0.542988741 7.00E-05 1991
3.80E-05 0.999960157 6480 0.816274309 7.00E-05 2048
4.19E-05 0.999958667 5602 0.788126919 7.00E-05 1752
1.06E-05 0.999989381 10042 0.505629478 7.00E-05 2568
4.95E-05 0.999951211 8390 0.684237462 7.00E-05 2327
3.06E-06 0.999997011 10042 0.550153531 7.00E-05 2608
4.70E-05 0.999952624 8236 0.708290686 7.00E-05 2278
5.01E-05 0.99994956 7164 0.800409417 7.00E-05 2082
6.73E-05 0.999933889 7652 0.625383828 7.00E-05 2143
5.25E-05 0.999947675 8720 0.7395087 7.00E-05 2378
5.46E-05 0.999944422 9098 0.558341863 7.00E-05 2473
6.25E-05 0.999936865 6370 0.613101331 7.00E-05 1901
3.93E-05 0.999961008 7740 0.571136131 7.00E-05 2221
6.07E-05 0.999940534 7740 0.542988741 7.00E-05 2197
5.23E-05 0.999948309 4980 0.700102354 7.00E-05 1673
4.35E-05 0.999955597 5602 0.869498465 7.00E-05 1798
6.44E-05 0.999935474 7652 0.76765609 7.00E-05 2182
5.59E-05 0.999944344 9066 0.510235415 7.00E-05 2418
4.29E-05 0.999956396 7420 0.566530194 7.00E-05 2113
6.16E-05 0.999939019 8236 0.708802456 7.00E-05 2324
1.01E-05 0.9999898 5602 0.651995906 7.00E-05 1742
4.39E-05 0.999957474 7632 0.758444217 7.00E-05 2196
6.03E-05 0.999941468 6930 0.533776868 7.00E-05 1928
6.03E-05 0.99993983 7652 0.685772774 7.00E-05 2171
6.96E-05 0.999930002 6456 0.574206755 7.00E-05 1977
4.75E-05 0.999952505 7740 0.518423746 7.00E-05 2188
6.69E-05 0.999933393 4980 0.67604913 7.00E-05 1613
4.71E-05 0.999954252 5596 0.639713408 7.00E-05 1783
4.66E-05 0.999954257 7652 0.650460594 7.00E-05 2154
4.48E-05 0.999953518 8400 0.628454452 7.00E-05 2364
4.77E-05 0.999952068 9710 0.511770727 7.00E-05 2642
2.41E-05 0.999975818 8470 0.900204708 7.00E-05 2336
6.05E-05 0.99993939 10194 0.833162743 7.00E-05 2715
2.77E-05 0.999971708 5602 0.673490276 7.00E-05 1789
2.54E-05 0.999975106 4980 0.640225179 7.00E-05 1680
3.86E-05 0.999962235 7880 0.53531218 7.00E-05 2257
6.71E-05 0.999932692 9710 0.555783009 7.00E-05 2583
1.41E-05 0.999985496 5602 0.620777892 7.00E-05 1805
5.41E-05 0.999946739 5602 0.531218014 7.00E-05 1822
3.29E-05 0.99996789 5602 0.595189355 7.00E-05 1837
2.51E-05 0.999975173 6650 0.834698055 7.00E-05 2006
5.57E-05 0.999944822 4980 0.68986694 7.00E-05 1732
6.20E-05 0.999938554 9230 0.829580348 7.00E-05 2467
3.68E-05 0.999963008 7320 0.684749232 7.00E-05 2163
5.02E-05 0.999951154 12700 0.78863869 7.00E-05 3213
4.27E-05 0.999955706 8928 0.691914023 7.00E-05 2439
5.49E-05 0.999945466 10280 0.516376663 7.00E-05 2689
4.42E-05 0.999954195 5602 0.631013306 7.00E-05 1853
2.02E-05 0.999979716 7320 0.691914023 7.00E-05 2133
4.44E-05 0.999955843 6456 0.837256909 7.00E-05 2005
6.28E-05 0.999936273 5208 0.651484135 7.00E-05 1742
6.59E-05 0.999933477 8516 0.498464688 7.00E-05 2379
2.89E-05 0.99997107 7164 0.7185261 7.00E-05 2124
4.97E-05 0.999951309 5602 0.530194473 7.00E-05 1866
6.83E-05 0.999931724 8806 0.505117707 7.00E-05 2446
5.48E-05 0.999945136 5596 0.580859775 7.00E-05 1808
4.38E-05 0.999956304 5602 0.764585466 7.00E-05 1862
3.31E-05 0.999966502 8390 0.807062436 7.00E-05 2315
6.40E-05 0.999936815 7880 0.594165814 7.00E-05 2151
2.42E-05 0.999975708 10042 0.500511771 7.00E-05 2719
4.75E-05 0.999951757 4862 0.729785056 7.00E-05 1646
4.36E-05 0.999956771 5602 0.77430911 7.00E-05 1762
5.67E-05 0.999942981 6670 0.641248721 7.00E-05 1997
4.98E-05 0.999949678 10280 0.527123849 7.00E-05 2673
3.51E-05 0.999964946 7652 0.597236438 7.00E-05 2265
3.88E-05 0.999962457 9550 0.590583419 7.00E-05 2601
6.37E-05 0.999935259 7420 0.583418628 7.00E-05 2115
6.97E-05 0.999932721 6900 0.698055271 7.00E-05 2066
6.68E-05 0.999931609 7420 0.617707267 7.00E-05 2218
3.17E-05 0.999967625 5602 0.7395087 7.00E-05 1789
4.73E-05 0.999954054 7320 0.735926305 7.00E-05 2157
6.61E-05 0.999933278 5326 0.699590583 7.00E-05 1811
5.04E-05 0.999948018 5602 0.5419652 7.00E-05 1847
2.67E-05 0.999972379 7320 0.775332651 7.00E-05 2180
5.48E-05 0.999945372 6818 0.646366428 7.00E-05 2040
4.32E-05 0.99995644 5746 0.613101331 7.00E-05 1819
5.98E-06 0.999994119 10348 0.653019447 7.00E-05 2692
6.07E-05 0.999940767 8048 0.575230297 7.00E-05 2274
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431122
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442792
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448665
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280918
2.78E-05 0.999970486 5602 0.736438076 3.00E-05 1771
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1.49E-05 0.999985302 6930 0.527123849 3.00E-05 2011
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2.67E-05 0.999973466 8668 0.857215967 3.00E-05 2291
2.57E-05 0.99997435 6670 0.519447288 3.00E-05 1980
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1.68E-05 0.999982865 6930 0.5 3.00E-05 2051
1.60E-05 0.999984118 8390 0.624360287 3.00E-05 2291
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2.09E-05 0.999978572 6900 0.902251791 3.00E-05 2021
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2.54E-06 0.99999742 10042 0.569600819 3.00E-05 2573
1.29E-05 0.999986931 7164 0.72517912 3.00E-05 2010
8.71E-06 0.999991298 10042 0.52814739 3.00E-05 2583
1.16E-05 0.999988507 7164 0.757420676 3.00E-05 2033
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1.64E-05 0.99998333 10042 0.523029683 3.00E-05 2651
7.91E-06 0.999992052 5602 0.645854657 3.00E-05 1786
2.87E-05 0.999971433 6650 0.512794268 3.00E-05 1997
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1.48E-05 0.999984957 7164 0.644831116 3.00E-05 2079
5.27E-06 0.999994682 8236 0.614636643 3.00E-05 2230
2.37E-05 0.999975902 7982 0.536335722 3.00E-05 2218
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2.62E-05 0.999973991 8734 0.700102354 3.00E-05 2323
3.10E-06 0.999996912 10042 0.635107472 3.00E-05 2575
2.72E-05 0.999972911 7740 0.688331627 3.00E-05 2184
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7.44E-06 0.999992805 9718 0.530194473 3.00E-05 2541
7.98E-06 0.999992092 7740 0.695496418 3.00E-05 2160
1.14E-05 0.999988965 7164 0.730296827 3.00E-05 2081
1.99E-05 0.999979529 8236 0.597236438 3.00E-05 2275
1.08E-05 0.999989249 6650 0.560388946 3.00E-05 1991
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2.14E-05 0.999978154 11156 0.874616172 3.00E-05 2820
1.76E-05 0.999981902 7740 0.599795292 3.00E-05 2158
1.00E-05 0.999989979 7740 0.57011259 3.00E-05 2201
8.48E-06 0.999991603 5602 0.552200614 3.00E-05 1772
2.69E-05 0.999972982 7320 0.706755374 3.00E-05 2064
3.29E-06 0.999996687 10042 0.513306039 3.00E-05 2595
2.88E-05 0.99997088 7390 0.749232344 3.00E-05 2136
1.84E-05 0.999981405 5602 0.578300921 3.00E-05 1760
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1.89E-05 0.999981347 10276 0.713408393 3.00E-05 2616
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1.67E-05 0.999983019 13000 0.523029683 3.00E-05 3125
2.27E-05 0.999977784 6650 0.772773797 3.00E-05 2000
1.02E-05 0.999990049 5602 0.688331627 3.00E-05 1771
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1234547
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1833018
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9.81E-08 0.9999999 93306 0.503070624 1.00E-07 22208
6.04E-08 0.999999939 20038 0.57778915 1.00E-07 5554
3.59E-08 0.999999963 20272 0.535823951 1.00E-07 5563
9.07E-08 0.999999912 85714 0.519447288 1.00E-07 20448
7.22E-08 0.999999929 20038 0.845957011 1.00E-07 5653
9.80E-08 0.999999905 33376 0.566018424 1.00E-07 8532
7.94E-08 0.99999992 38224 0.661207779 1.00E-07 9757
8.97E-08 0.999999912 31938 0.54912999 1.00E-07 8205
6.29E-08 0.999999937 40030 0.555783009 1.00E-07 10086
9.94E-08 0.999999901 60032 0.519959058 1.00E-07 14579
4.95E-08 0.999999952 23780 0.64790174 1.00E-07 6673
9.33E-08 0.999999908 130232 0.501535312 1.00E-07 30251
8.77E-08 0.999999911 70256 0.511770727 1.00E-07 16940
4.42E-08 0.999999957 23780 0.592118731 1.00E-07 6402
4.67E-08 0.999999954 35858 0.543500512 1.00E-07 9210
6.81E-08 0.999999928 32964 0.534800409 1.00E-07 8426
9.34E-08 0.999999908 111142 0.499488229 1.00E-07 26169
3.02E-08 0.99999997 30380 0.791709314 1.00E-07 7983
9.65E-08 0.999999905 120236 0.517400205 1.00E-07 28306
8.23E-08 0.999999916 33798 0.51381781 1.00E-07 8724
8.52E-08 0.999999913 23780 0.714943705 1.00E-07 6513
9.75E-08 0.999999902 53812 0.535823951 1.00E-07 13114
5.44E-08 0.999999946 20038 0.736438076 1.00E-07 5648
8.58E-08 0.999999915 80252 0.506653019 1.00E-07 19594
4.55E-08 0.999999953 20038 0.779426817 1.00E-07 5609
5.75E-08 0.999999944 30380 0.569089048 1.00E-07 7912
8.65E-08 0.999999914 95710 0.529170931 1.00E-07 22736
5.57E-08 0.999999945 22968 0.527635619 1.00E-07 6171
6.03E-08 0.99999994 20920 0.562436029 1.00E-07 5861
8.00E-08 0.999999918 70018 0.531218014 1.00E-07 17085
7.92E-08 0.999999922 33776 0.693961105 1.00E-07 8749
9.70E-08 0.9999999 43326 0.499488229 1.00E-07 10916
8.19E-08 0.999999917 32964 0.674513818 1.00E-07 8526
8.39E-08 0.999999916 23210 0.520470829 1.00E-07 6372
2.45E-08 0.999999975 30034 0.568577277 1.00E-07 8049
7.04E-08 0.999999929 30916 0.582395087 1.00E-07 8020
2.01E-08 0.99999998 30034 0.649437052 1.00E-07 7898
4.10E-08 0.999999959 30840 0.54964176 1.00E-07 8011
9.36E-08 0.999999904 63292 0.51381781 1.00E-07 15297
9.91E-08 0.9999999 110240 0.499488229 1.00E-07 26254
8.32E-08 0.999999918 52956 0.693961105 1.00E-07 13043
5.50E-08 0.999999946 32964 0.630501535 1.00E-07 8627
8.85E-08 0.999999911 15598 0.522517912 1.00E-07 4646
9.08E-08 0.999999911 20384 0.583930399 1.00E-07 5722
9.09E-08 0.999999908 175450 0.501535312 1.00E-07 40971
9.17E-08 0.99999991 93306 0.502047083 1.00E-07 22456
8.90E-08 0.999999912 70736 0.499488229 1.00E-07 17143
9.14E-08 0.999999907 95710 0.516376663 1.00E-07 22791
7.84E-08 0.999999921 33454 0.888433982 1.00E-07 8611
7.35E-08 0.999999927 20038 0.581883316 1.00E-07 5604
4.28E-08 0.999999957 21152 0.666837257 1.00E-07 5898
6.06E-08 0.999999942 20038 0.70419652 1.00E-07 5602
6.62E-08 0.999999934 40030 0.518423746 1.00E-07 10253
8.93E-08 0.999999911 63318 0.533776868 1.00E-07 15558
9.67E-08 0.999999901 46440 0.571647902 1.00E-07 11688
9.02E-08 0.999999912 80014 0.500511771 1.00E-07 19276
6.30E-08 0.999999935 30034 0.561924258 1.00E-07 7832
9.18E-08 0.99999991 53768 0.68986694 1.00E-07 13363
9.92E-08 0.999999902 20384 0.719037871 1.00E-07 5648
5.47E-08 0.999999944 30916 0.519447288 1.00E-07 8084
6.34E-08 0.999999939 40030 0.536335722 1.00E-07 10136
5.04E-08 0.999999949 27732 0.859774821 1.00E-07 7375
7.30E-08 0.999999928 30034 0.683725691 1.00E-07 7916
4.27E-08 0.999999957 30034 0.550665302 1.00E-07 7916
9.06E-08 0.999999909 31148 0.57778915 1.00E-07 8166
5.06E-08 0.999999949 20384 0.755885363 1.00E-07 5695
5.69E-08 0.999999943 30034 0.644831116 1.00E-07 7821
9.52E-08 0.999999905 51638 0.530706244 1.00E-07 12823
9.94E-08 0.999999901 110240 0.503582395 1.00E-07 26136
9.21E-08 0.999999907 23210 0.51381781 1.00E-07 6418
8.30E-08 0.999999916 30752 0.506653019 1.00E-07 8152
9.35E-08 0.999999906 20920 0.584953941 1.00E-07 5852
8.75E-08 0.99999991 38224 0.688843398 1.00E-07 9647
8.38E-08 0.999999917 80252 0.512794268 1.00E-07 19421
4.57E-08 0.999999955 34850 0.581371546 1.00E-07 9056
7.00E-08 0.999999928 40030 0.561412487 1.00E-07 10063
6.40E-08 0.999999936 30034 0.596212897 1.00E-07 7972
7.44E-08 0.999999924 60022 0.501023541 1.00E-07 14777
4.16E-08 0.99999996 30380 0.504094166 1.00E-07 8026
4.88E-08 0.999999952 40030 0.529170931 1.00E-07 10177
8.89E-08 0.999999912 100244 0.5 1.00E-07 24016
5.50E-08 0.999999948 30034 0.547082907 1.00E-07 7972
5.25E-08 0.999999947 15598 0.764585466 1.00E-07 4651
5.97E-08 0.999999939 40030 0.636642784 1.00E-07 10108
3.65E-08 0.999999964 32964 0.581371546 1.00E-07 8661
9.48E-08 0.999999908 160220 0.499488229 1.00E-07 37700
9.23E-08 0.999999905 40030 0.719549642 1.00E-07 10155
7.22E-08 0.999999925 25594 0.576765609 1.00E-07 6898
8.62E-08 0.999999911 31380 0.733367451 1.00E-07 8251
9.55E-08 0.999999907 54368 0.499488229 1.00E-07 13618
7.86E-08 0.99999992 30034 0.7814739 1.00E-07 7935
6.63E-08 0.999999934 40030 0.516376663 1.00E-07 10126
9.59E-08 0.999999905 20920 0.617195496 1.00E-07 5895
4.46E-08 0.999999955 23780 0.67604913 1.00E-07 6534
2407746