在用glmnet包做logistics或者COX分析的变量筛选时,用lasso的方法,多次重复运行同样的代码,结果存在不一致的情况。也就是跑10次同样的代码,6次筛选出来的变量一致,还有4次筛出来的变量不一致。这种结果的不稳定是否是Lasso方法本身的问题?
glmnet包做lasso回归是否结果不稳定?
- 已编辑
把案例和代码贴上来才好讨论呀
根据这篇文章的结果
http://www.stat.cmu.edu/~ryantibs/papers/lassounique.pdf
在p>>n的情况下,如果不对设计阵进行限制,lasso的结果理论上确实不唯一而且不能保证每个结果筛选的变量一致。
但是从算法层面考虑可能还有其他原因,比如说如果用LARS-lasso计算,那是哪一步产生了分歧。因为从基础算法来看,似乎这是一个确定性的过程,所以就算可行解很多但是解出来应该是一个? 这点我就不是很清楚了。
更新,根据上面那篇文章的lemma 8,如果是用LARS-lasso求解的话应该是一样的才对
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QLW 难道是机密数据不能贴吗?
我也不是高手,只是最近在接触变量筛选所以了解了一下。
P远大于n的情况下用lasso不太一定好,根据这篇文章 https://rss.onlinelibrary.wiley.com/doi/abs/10.1111/j.1467-9868.2005.00503.x%4010.1111/%28ISSN%291467-9868.TOP_SERIES_B_RESEARCH
里面的结果,lasso会
1.In p>n case: Select at most n variable.
Lasso is not well defined if L1 -norm of the coefficients is larger than a certain value.
2.Group effect
Can't handle the group of variables which its pairwise correlation is high.
3.High correlation
In n>p situation, if the correlation between predictors is high, the prediction performance is dominated by Ridge Regression.
所以未必好使。
就算解出来是唯一的,解释性也不好
而且这样空对空的说未必有用,难说是代码哪里出bug或者其他什么原因也是有可能的。
对此,我只能说,试试看SCAD,Elastic net,或者group lasso或者relax lasso啥的吧。。。
以上
QLW
恕我不能同意你的观点。
本来想了很多关于中文知识的索引问题,但是感觉没法成话,所以还是只说最核心的吧。
节约别人的时间,就是节约自己的时间。
举个例子,您是从医学的观点出发进行数据分析,对统计以及数理细节其实并不关心,属于“理解当然更好,但是没有也无所谓”的情况。而您真正关心的是,哪个r包,哪个算法,或者跟确切一点,哪个语句能给出您所期待的答案。
为什么说会节约时间呢,很简单的一个问题,比如说对我来说,要复现你的问题,那首先得:
- 找一个p>n 的数据集
- 研究一下glmnet怎么用
- 再写一个310行的脚本跑一下看看结果
- 通过结果再去研究哪个方法跑出来的结果可能更好。
虽然1,2,3都是很简单的很容易做到的工作,但是很麻烦,这又不是我的工作内容。虽然培训班网上教程都讲烂了,但是不好意思我没空去看那些。包的手册虽然也能看没问题,但是还是很麻烦。那既然那么麻烦,就还是算了吧。那把我知道的东西告诉你,能帮多少算多少,剩下的就只有祝你好运了。
但是如果贴上来的话,我就不用去做1,2,3了,那直接解决4还是一个比较有意思的活。虽然不能保证能解决,但是至少在我有空的时候(比如昨天)可以尝试尝试,如果做到了,那直接可以把代码给你,互相都能省很多时间。
而且惰性是人类固有的东西,就比如打以上这段话的时间都够把网上培训班教程再看两遍再写一个脚本了,但是我还是懒得去做这些麻烦的事情而选择在这里慢慢打字,因为这样不费脑子,至少不费管理科的脑子。。。。。
以上
大家好,我也碰到楼主的问题,结果不稳定。
我的代码如下:
rawdata<-read.csv("rawdata.csv",header = TRUE)
dev = rawdata[rawdata$category==0,]
vad = rawdata[rawdata$category==1,]
write.csv(dev, "dev.csv")
write.csv(vad, "vad.csv")
sapply(dev[,c(1:24)],function(x)which(is.na(x)))
dev<-dev[which(dev$SBP!="NA"),]
dev<-dev[which(dev$DBP!="NA"),]
dev<-dev[which(dev$TC!="NA"),]
dev<-dev[which(dev$positive.ANA!="NA"),]
for (i in names(dev)[c(5,15:17)]){dev[,i] <- as.factor(dev[,i])}
xfactors <- model.matrix(dev$MN~ dev$male + dev$microhematuria + dev$DM + dev$positive.ANA)[,-1]
x <- as.matrix(data.frame(dev[,c(6:14,18:24)], xfactors))
write.csv(x,file='xdata.csv')
y <- dev[,4]
fit<-glmnet(x,y,alpha=1,family='binomial')
cv.fit <- cv.glmnet(x,y,alpha=1)
cv.fit$lambda.min
Coefficients <- coef(fit, s = cv.fit$lambda.min)
Active.Index <- which(Coefficients != 0)
Active.Coefficients <- Coefficients[Active.Index]
Active.Index
Active.Coefficients
row.names(Coefficients)[Active.Index]
自己试着在代码前加set.seed(n), 结果就稳定了,但是不同的n值,结果又不一样。
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id category diagnosis MN male age BMI SBP DBP TP Alb TC Cr eGFR microhematuria DM positive.ANA uPCX UCr UPCR UBMG Ualb UAMG UNAG
1 0 2 1 0 76 19.53212645 127 87 5.2 1.7 184 0.6 72.336118 0 0 1 1615.8554 24.2 15.495868 3404.9587 9118.1818 110.08264 161.15702
2 0 1 1 1 65 26.39797739 130 90 5.9 2.8 232 0.63 97.054804 0 0 1 661.25787 168.3 3.1931075 99.821747 2043.7908 15.918004 8.496732
3 0 2 1 1 48 18.93877551 100 60 3.7 1 387 0.54 125.3276 0 0 0 648.40079 76.1 6.8160315 245.7293 4607.8844 16.452037 23.653088
4 0 1 1 1 61 29.41176471 153 45 4.5 2.1 434 0.75 81.67611 1 0 0 703.13258 70.9 6.1748942 173.48378 4435.8251 18.067701 9.167842
5 0 1 1 1 68 21.953125 4.5 1.88 285 0.77 76.922044 1 0 0 535.2786 134.6 8.9093611 1548.2912 6971.0253 54.205052 49.257058
6 0 1 1 1 69 21.96712018 160 86 3.8 1.4 227 1.3 43.191473 1 0 0 895.96178 112.5 7.816 6181.3333 5408 53.244444 17.777778
7 0 1 1 1 63 28.76397107 168 89 5.1 1.9 315 0.93 63.954432 1 0 1 718.18048 88.1 8.0317821 4131.6686 4931.8956 38.365494 32.91714
8 0 1 1 1 57 30.44383913 135 68 5 1.9 485 0.66 95.78215 1 0 0 458.15746 95.9 3.5703858 110.5318 2548.488 14.296142 15.119917
9 0 1 1 1 63 20.33832645 110 60 5.5 2.6 168 0.87 68.8 0 0 1 568.0259 127.4 1.5615484 98.11617 1194.898 8.9874411 15.934066
10 0 1 1 1 67 26.171875 176 96 5.6 1.9 273 0.94 62.103545 1 0 1 531.25049 51.1 13.585127 4471.6243 7086.1057 65.362035 51.46771
11 0 2 1 0 37 19.14672216 121 83 4.7 2.3 266 0.47 116.17086 1 0 0 565.87471 85.4 2.6358314 258.7822 2100.4684 13.911007 21.428571
12 0 1 1 0 81 18.7692922 138 56 5.4 2 241 0.62 68.522699 0 0 0 244.73278 48.9 2.3315455 803.68098 1384.6626 17.93456 14.110429
13 0 1 1 0 64 16.50376542 112 68 5.6 3.36 241 0.58 78.864634 0 0 0 354.69072 9.2 11.246884 4065.2174 7547.8261 69.891304 128.26087
14 0 2 1 1 80 19.40990623 133 89 6.2 2.1 187 2.11 24.369684 1 0 1 501.58552 64.9 4.7966102 18181.818 2437.9045 71.587057 32.511556
15 0 1 1 1 52 29.51593861 150 110 5.3 2.1 533 0.62 105.30094 1 0 1 309.40554 97.4 3.5092402 261.80698 2663.655 36.293634 19.507187
16 0 6 0 0 51 52.54389337 131 74 6.4 3.3 275 0.63 76.894445 0 0 0 409.06302 60.3 12.325041 2305.141 7812.6036 9.3034826 26.202322
17 0 2 1 0 65 21.64412071 120 80 6.9 2.5 320 0.48 96.574423 0 0 0 181.9574 14.6 2.6070137 123.28767 1492.4658 23.835616 4.7945205
18 0 1 1 0 79 17.55555556 117 48 5.5 3 230 0.53 81.934987 1 0 0 144.1102 64.5 0.80753295 133.33333 593.64341 5.0852713 8.5271318
19 0 1 1 1 66 25.57771691 118 86 4.2 1.5 298 0.73 82.246497 0 0 1 208.49611 79.8 3.9736842 1110.2757 2452.005 38.345865 13.909774
20 0 3 0 0 39 36.73094582 180 100 4.8 2 175 1 50.096874 0 0 0 847.30199 75.5 6.2211921 3154.9669 5376.2914 24.728477 32.582781
21 0 1 1 0 38 16.66025887 99 53 6.4 3.3 236 0.51 105.43056 0 0 1 324.19053 90.8 1.3612335 205.94714 1675.1101 12.323789 14.647577
22 0 1 1 1 76 22.0734127 143 85 5.6 3.3 266 0.97 57.873527 1 0 0 198.55611 84.1 1.5357395 200.95125 1011.0583 12.009512 13.079667
23 0 11 0 1 76 22.35218715 112 53 5.3 1.8 265 0.58 101.58229 1 0 1 91.247098 115.4 2.7071057 146.44714 1744.1075 17.608319 20.277296
24 0 4 0 1 77 22.58270917 150 92 5 1.9 223 0.9 62.580292 1 1 0 622.31869 12.3 8.555323 19073.171 3995.122 55.772358 48.780488
25 0 2 1 1 69 20.02884153 130 60 4.4 1.9 251 1.05 54.559571 0 0 244.61313 228.5 3.5912473 17.50547 2836.3239 13.943107 10.853392
26 0 9 0 1 77 18.88374861 170 90 6.1 2.8 251 2.82 17.939336 1 0 1 342.10391 97.2 9.2613169 22223.251 5736.6255 110.5144 66.049383
27 0 1 1 1 52 23.89482965 150 100 5.7 2.9 190 1.1 56.237392 0 0 0 399.76061 280.3 3.8105601 190.51017 2845.8794 29.468427 8.740635
28 0 1 1 1 56 25.8585722 134 76 5.3 2.9 293 0.88 70.276111 0 0 0 273.27256 270.4 6.1264793 121.6716 4681.213 25.961538 41.420118
106 1 1 1 0 71 28.06612841 135 81 4.6 1.82 293 0.3 157.45787 0 0 1 239.24123 28.5 3.7417338 45.614035 2612.9825 17.964912 47.719298
107 1 1 1 1 87 22.18934911 128 74 5.2 2.5 210 0.48 120.19372 0 0 0 279.69251 24.6 0.92945382 402.43902 618.29268 12.642276 32.926829
109 1 1 1 0 71 15.78878119 99 50 4.8 1.5 352 0.43 106.19903 0 0 1 114.03932 65.7 8.0969505 531.20244 4506.3927 39.162861 29.832572
111 1 1 1 0 78 23.09837407 130 68 5.2 1.96 350 0.47 93.786421 0 0 1 256.35006 10.2 9.0620454 558.82353 5489.2157 45.392157 34.313725
112 1 1 1 0 69 20.79224195 158 97 4.6 2.5 413 0.49 92.815812 1 0 0 220.84458 67.1 3.304613 253.3532 2102.6826 24.38152 21.907601
113 1 1 1 1 69 22.60077585 142 75 4.4 2.2 181 0.66 90.671537 0 0 0 217.66084 32.6 3.1889687 239.2638 1969.0184 13.588957 20.245399
114 1 1 1 0 70 16.6659357 144 76 4 1.83 412 0.5 90.412785 1 0 1 867.42569 21.3 5.7423443 323.94366 3716.9014 27.042254 25.821596
115 1 1 1 0 61 21.35930625 119 71 5.5 2.6 305 0.52 90.104991 1 0 0 308.48887 159.3 2.7291526 175.76899 1839.7991 17.922159 28.939109
117 1 1 1 1 63 24.63853815 125 77 5.6 2.5 361 0.71 85.923975 0 0 1 371.65873 39.3 10.447516 129.77099 6341.4758 22.620865 19.847328
118 1 1 1 0 63 21.22788762 102 78 5.6 2.4 506 0.55 83.961202 1 0 1 299.51336 94.5 5.4893709 205.29101 2869.8413 22.666667 33.756614
119 1 1 1 1 75 19.69230769 119 72 4.1 1.6 369 0.7 83.008371 1 0 1 652.54455 34.8 6.0301823 181.03448 3106.6092 25.229885 25
121 1 1 1 1 78 20.82999519 129 72 5.2 2.4 254 0.7 82.079239 1 0 1 751.45822 51.3 9.5359557 680.31189 5901.5595 34.834308 32.553606
122 1 1 1 1 71 16.52892562 106 73 6.1 2.7 181 0.72 81.765262 0 0 1 794.36732 51.9 5.409164 148.36224 3839.1137 25.992293 56.454721
125 1 1 1 1 75 27.23922448 137 64 5.9 2.5 215 0.73 79.283705 0 0 0 149.95933 33 5.3356987 469.69697 3906.3636 41.848485 60.909091
126 1 1 1 1 65 24.37382659 121 75 5.4 2.8 214 0.77 77.924629 0 0 1 272.17524 102.9 2.7924126 247.81341 1606.6084 15.801749 9.0379009
127 1 1 1 1 63 22.86236854 118 90 4.9 2.4 297 0.78 77.524593 1 0 0 365.46638 220.1 4.2516982 94.502499 2874.6025 23.194003 9.0867787
128 1 1 1 1 68 22.40817899 174 150 5.2 2.5 261 0.77 76.922044 1 0 0 953.46964 72.6 3.211922 329.2011 2005.9229 27.038567 12.534435
129 1 1 1 1 64 22.00255102 133 88 5.4 2.6 214 0.79 76.106901 0 0 0 471.22513 132.4 3.7962716 617.06949 2485.0453 29.493958 6.4954683
130 1 1 1 1 68 25.00362897 146 92 5.3 2.5 334 0.78 75.843816 0 0 1 37.898232 81.4 1.5662231 103.1941 909.82801 10.798526 22.972973
131 1 1 1 1 65 26.171875 132 82 5.4 2.7 233 0.79 75.769001 0 0 0 307.29053 81.2 9.0755323 1299.2611 6058.4975 35.381773 21.921182
133 1 1 1 1 67 25.703125 164 95 5.6 2.9 288 0.83 71.161784 0 0 0 840.21353 118.1 4.5750601 937.34124 2881.1177 28.010161 23.116003
135 1 1 1 0 69 20.9274673 120 80 4.5 1.7 322 0.64 69.300375 0 0 1 377.26455 25.6 3.5573637 578.125 1910.5469 27.851563 16.40625
136 1 1 1 1 79 21.34146341 150 75 5.1 2 264 0.82 68.781303 1 0 1 486.40817 87.1 8.9676016 6714.1217 5177.3823 93.111366 25.832377
137 1 1 1 1 64 24.25067894 190 103 4.9 2.3 299 0.88 67.633838 0 0 1 66.449345 80.8 3.1773274 125 1771.9059 10.878713 23.638614
142 1 1 1 0 61 24.92695398 128 76 4.4 1.6 512 0.7 65.090746 1 0 1 603.54699 49.6 11.206744 2967.7419 6450.4032 54.616935 38.709677
144 1 1 1 1 64 27.77670615 126 79 5.8 2.3 169 0.93 63.666024 0 0 0 252.95425 51.7 5.5844876 268.8588 3447.5822 16.634429 16.054159
145 1 1 1 1 71 24.34175829 134 72 4.9 2.5 254 0.91 63.284784 1 0 0 931.13362 87.5 5.3668472 297.14286 4892.1143 25.965714 15.428571
149 1 1 1 1 72 18.73070573 162 78 5.1 1.8 410.2 0.93 61.549844 0 0 1 326.96513 17.4 7.3033286 293.10345 4508.6207 20 16.666667
150 1 1 1 1 68 23.04765011 161 85 5.1 1.4 253 0.99 58.431464 0 0 1 572.90925 75.1 10.93342 17885.486 6051.5313 116.60453 164.98003
151 1 1 1 1 71 22.62209565 162 88 4.9 2.2 344 0.98 58.356503 1 0 1 402.11058 106.2 4.6889679 410.54614 2493.7853 24.971751 22.881356
154 1 1 1 1 60 17.74622893 122 82 4.4 1.1 304 1.05 56.792532 1 0 1 29.416801 174.1 8.1780989 190.12062 4191.8438 30.769673 18.724871
156 1 1 1 1 79 23.30905307 145 107 5.1 1.6 354 0.98 56.595438 0 0 0 129.6895 101.3 1.5034587 493.58342 997.6308 11.076012 11.846002
158 1 1 1 1 69 24.84098009 130 84 5.1 2.3 258 1.02 56.317511 0 0 0 440.74983 112.7 8.4251366 3089.6185 4405.5013 50.665484 11.801242
160 1 1 1 1 65 24.809215 153 77 5.1 2.7 215 1.05 55.50275 1 0 0 301.88676 184.2 4.6621546 958.7405 3018.4582 26.737242 40.065147
162 1 1 1 1 65 24.98446068 115 79 6.2 1.9 247 1.06 54.930175 1 0 1 813.06406 115.8 4.1054563 240.93264 2284.715 23.972366 5.3540587
163 1 1 1 1 78 19.805839 167 84 4.9 2.2 327 1.02 54.370333 1 0 0 326.47966 63.1 7.402433 153.72425 4459.4295 23.993661 25.832013
168 1 1 1 1 60 24.91549837 150 80 3.6 1.7 433 1.14 51.906102 1 0 0 472.39647 152 2.5594878 244.73684 1648.0263 17.756579 13.618421
172 1 1 1 1 69 26.06631408 150 80 4.8 1.5 541 1.14 49.865265 1 0 0 45.508267 305 5.0896054 8.852459 3626.5574 24.298361 7.3114754
173 1 1 1 0 79 22.34778209 165 79 4.7 2.4 268 0.85 48.870062 1 0 0 267.06854 124.9 3.2856084 970.3763 2008.4868 20.584468 13.931145
176 1 1 1 1 69 27.99302203 165 99 6.4 2.2 279 1.2 47.144144 1 0 0 208.0183 241.2 3.385116 40.215589 2022.471 21.467662 26.533997
178 1 1 1 0 75 24.5603263 154 78 6.2 2.4 297 0.93 44.955542 1 0 0 237.0981 29.3 9.7785838 1470.9898 8325.5973 52.25256 32.081911
179 1 1 1 1 74 24.22884353 170 110 4.4 1.8 346 1.24 44.578854 0 0 0 686.9973 120.2 10.644511 10202.163 5606.4892 68.169717 160.56572
186 1 1 1 1 67 21.52694726 150 65 5.9 1.4 233 1.45 38.652863 0 0 1 176.29283 114.9 6.7557319 1874.6736 3877.1976 31.723238 39.773716
190 1 1 1 1 73 23.41679522 148 85 4.6 1.6 367 1.75 30.700429 0 0 0 137.31584 114.4 4.7919092 9464.1608 3768.6189 47.70979 32.604895
191 1 1 1 0 35 20.63503867 98 70 6.7 2.4 181 0.47 118.03847 0 0 1 183.7425 58.5 0.38211983 138.46154 202.73504 3.9487179 9.0598291
192 1 1 1 1 74 22.67573696 140 80 5.2 1.82 487 1.8 29.652691 1 0 1 390.28142 126.7 14.1516 8677.9795 8696.9219 74.656669 96.764009
194 1 1 1 1 73 24.81265015 110 75 3.9 1.5 268 1.86 28.719767 1 0 1 66.344618 74.8 7.0881109 601.60428 4306.2834 42.807487 25
196 1 1 1 0 35 22.43230252 134 70 5.8 2.99 302 0.5 110.31268 0 0 1 741.24773 51.6 2.9075525 170.54264 1818.2171 14.786822 11.627907
205 1 1 1 1 78 19.73256729 131 72 5.4 1.7 200 0.57 102.76459 0 1 0 847.98511 111.8 3.1976773 433.81038 1443.5599 21.359571 60.733453
207 1 1 1 1 40 24.76756592 144 87 5.2 2.2 352 0.7 99.419885 1 0 1 1381.6018 208.2 16.081232 1413.5447 9521.6138 71.753122 21.613833
208 1 1 1 0 45 20.04267642 135 80 4.9 1.8 324 0.52 98.32558 0 0 1 555.33289 80.6 9.0610705 399.50372 5058.6849 27.146402 42.555831
211 1 1 1 1 67 22.78616065 120 75 5.2 2.33 413 2.2 24.496715 1 0 0 329.02606 30.5 6.2544852 3232.7869 3564.2623 38 37.704918
217 1 1 1 1 53 18.95549887 170 110 4.8 1.9 415 0.74 86.296872 1 0 0 469.80716 26.1 6.5306972 218.3908 4034.4828 22.337165 40.229885
218 1 1 1 0 54 36.05191476 133 81 4.9 2.6 252 0.56 86.046153 1 0 0 243.75507 83.1 0.27189106 98.676294 149.33815 5.4512635 14.079422
221 1 1 1 1 37 30.34607438 165 116 4.8 2.2 358 0.85 82.213574 0 0 0 478.87233 165.9 10.569198 126.58228 6772.1519 35.768535 38.698011
222 1 1 1 1 64 28.98393889 113 76 3.8 1.5 348 2.54 21.209967 0 0 0 196.97432 37.4 9.2542889 6120.3209 4810.9626 88.983957 44.385027
232 1 1 1 1 56 28.3755102 127 88 4.9 2.4 217 0.81 76.946551 1 0 1 105.78779 108 6.6139585 164.81481 4443.7963 17.861111 15.277778
235 1 1 1 1 42 24.30248706 128 80 4.4 1.9 397 0.9 74.471119 1 0 0 878.36326 157.1 2.8128165 122.85169 2136.5372 20.241884 21.387651
236 1 1 1 1 66 23.12467037 157 92 4.3 1.9 361 0.8 74.406722 1 1 0 500.9497 110 13.442439 2556.3636 8160 68.481818 28.727273
237 1 1 1 1 73 24.75605499 171 97 4.2 1.9 393 0.78 74.315016 1 1 0 1296.5062 27.4 10.537154 1565.6934 6174.0876 44.416058 31.386861
241 1 1 1 1 65 24.3158834 130 80 4.6 2.2 273 0.85 69.937691 1 1 0 768.36053 185.4 4.0771521 720.6041 2312.2977 20.080906 37.702265
242 1 1 1 1 68 25.92572262 110 60 5.5 2.4 417 0.84 69.937505 0 1 0 366.18529 218.2 1.2533081 50.412466 819.2484 8.2859762 16.911091
246 1 1 1 1 72 21.89055055 56 84 4.2 1.8 412 3.14 16.259466 0 0 1 198.74321 71.3 31.072262 14025.245 17671.809 183.92707 77.419355
247 1 1 1 1 67 26.53375883 155 90 6.2 2.9 289 0.93 62.834464 1 1 0 66.200063 220.3 6.03186 25.873808 3808.443 27.975488 20.835225
253 1 1 1 0 68 33.32756233 138 82 5.2 2 304 0.77 56.845391 1 1 1 722.28399 12.8 6.1994617 695.3125 3738.2813 28.671875 16.40625
254 1 1 1 0 71 22.58672865 132 83 5 2.3 438 0.78 55.3584 0 1 1 555.60899 10.8 16.444562 1620.3704 9936.1111 77.592593 27.777778
255 1 1 1 1 81 32.04998174 146 75 5.1 2.39 347 1 54.962506 1 1 1 711.96739 277.2 5.7970297 44.011544 4221.5007 16.179654 30.519481
258 1 1 1 1 46 25.51020408 118 72 4.1 1.56 826 1.2 52.962192 1 0 0 1528.1041 30.2 12.06668 864.23841 7539.404 51.02649 21.523179
261 1 1 1 1 56 22.98539751 156 66 5.8 2.2 243 1.17 51.460788 1 0 0 310.77383 126.1 3.8046557 5421.8874 2359.0801 31.586043 27.359239
273 1 1 1 1 60 25.71166208 159 94 4.5 2 308 1.5 38.443992 1 1 0 783.96693 36.5 21.265988 22515.068 11518.904 124.71233 50.136986
305 1 1 1 0 52 18.19812892 142 111 7.3 2.3 229 4.13 9.7747093 0 0 0 148.64864 29.7 5.5323816 12696.97 2528.9562 80.841751 21.548822
306 1 1 1 0 58 30.11662181 128 56 6.1 2.8 151 1.21 36.289012 0 1 1 48.841134 76.2 1.1456003 9.1863517 681.49606 9.5669291 11.417323
313 1 1 1 0 62 26.85367716 148 85 3.5 1.4 283 0.83 53.772264 1 0 1 1170.9334 32.4 14.416467 11253.086 10320.37 60.740741 87.654321
314 1 1 1 0 69 20.81165453 140 60 5.2 2.4 200 0.82 52.842594 0 0 0 145.46906 126.4 1.1665636 108.38608 768.35443 11.81962 12.737342
29 0 6 0 0 65 17.20659784 160 90 5.1 2.8 266 1.4 29.941666 1 0 1 361.14853 88.2 9.414966 448.97959 7954.6485 34.024943 40.816327
30 0 1 1 0 75 22.31327843 155 102 5 3 220 0.74 57.725019 0 0 0 142.53651 50.9 2.4946896 341.84676 1459.725 16.208251 8.8408644
31 0 2 1 1 18 20.87572465 125 111 5.6 2 268 0.7 125.02627 1 0 0 297.15758 220.2 2.599455 33.605813 1895.1408 7.8882834 13.033606
32 0 1 1 0 74 17.65606842 130 67 5.6 2.6 332 0.58 75.646082 0 0 0 98.309799 84.4 3.1504739 319.90521 2521.327 7.9146919 4.3838863
33 0 1 1 1 75 22.58270917 128 83 5.1 1.8 210 1.18 46.883522 0 0 0 148.36362 30.4 6.4703947 7082.2368 3981.5789 53.453947 49.671053
34 0 1 1 1 66 26.71086725 136 72 7.4 4.53 295 0.8 74.406722 0 0 1 117.58582 24.5 3.8655982 179.59184 2824.0816 21.183673 0
35 0 2 1 0 44 21.11838192 83 69 4.1 1.1 208 0.72 69.319193 0 0 1 254.34372 183 3.1513661 477.04918 1744.8087 13.923497 38.251366
36 0 3 0 0 42 24.73246136 119 68 4.7 2.7 155 0.62 82.736494 0 0 1 214.627 205.9 1.6852841 422.04954 1453.1326 8.3681399 13.453133
37 0 1 1 1 39 22.3046875 130 68 6.7 4.07 196 0.72 97.105636 0 0 1 180.47605 35.6 1.2726177 44.94382 923.31461 13.202247 1.1235955
38 0 1 1 1 63 26.0932752 132 90 6.3 3.2 318 0.8 75.406806 0 0 0 113.15443 52.2 2.516044 47.89272 1745.2107 15.881226 12.068966
39 0 9 0 0 74 19.07879633 138 74 6.4 2.9 164 1.2 34.146986 1 0 0 155.6611 108.3 1.32524 1125.5771 802.86242 11.22807 19.66759
40 0 3 0 1 74 20.51913409 125 78 9.7 2.6 110 1.15 48.4 0 0 1 118.516 124.6 1.4799358 27329.856 410.35313 48.426966 24.719101
41 0 2 0 1 50 17.62538055 108 75 4.4 0.7 224 0.83 77.397317 0 0 1 154.43521 71 5.0070423 1161.9718 2026.0563 31.478873 36.197183
42 0 9 0 0 17 20.95717116 110 60 6.1 3.7 201 0.7 93.922593 1 0 1 327.68181 46.2 0.98814002 64.935065 673.16017 5.5411255 6.0606061
124 1 2 1 0 60 30.74363426 120 70 4.6 1.6 450 0.58 80.339021 1 0 1 193.89011 20.4 5.1913861 303.92157 3379.902 38.72549 19.607843
198 1 2 1 0 25 22.35555556 110 78 5.3 2 317 0.55 109.46634 0 0 1 905.34576 186.9 11.79426 1919.7432 5720.1712 34.531835 36.864633
260 1 2 1 0 27 21.8299522 128 81 4.4 2.4 410 1.05 52.779306 0 0 1 386.16079 136.7 7.9556713 7266.2765 5039.5026 46.371617 27.724945
43 0 6 0 1 56 26.0899654 141 91 5.1 2.7 336 1.18 50.983876 1 0 1 178.24733 196.9 6.1046216 28.440833 5759.7765 22.544439 18.080244
44 0 3 0 0 61 29.93056859 179 108 4.7 2.3 225 5.81 6.4275848 1 0 1 307.81172 175.8 10.782708 245.16496 10231.513 120.20478 78.327645
45 0 3 0 0 33 21.40625 150 90 6.1 2.6 172 1 52.557254 1 0 1 356.42541 85.8 6.3310023 3052.4476 3450.3497 30.722611 34.265734
46 0 4 0 1 59 20.39542144 137 98 5.8 2.8 262 1.15 51.661114 0 1 0 571.51368 47.5 6.2189474 4871.5789 4225.2632 44.631579 5.6842105
47 0 2 1 0 49 16.64932362 159 91 5.1 2 242 1 46.920204 0 0 1 207.77089 70.5 9.4893617 7795.7447 5790.3546 58.950355 57.446809
48 0 11 0 0 81 22.82688093 124 70 5.4 2.2 190 0.75 55.640874 0 0 0 61.025015 47.6 3.3451954 113.44538 2222.0588 16.869748 1.8907563
49 0 11 0 0 63 23.80540166 121 74 5 2.8 391 0.54 85.663666 0 0 0 65.456143 60.3 1.058595 152.57048 629.1874 13.134328 8.9552239
50 0 9 0 0 56 21.90096953 148 68 5.7 3 351 2.4 17.328665 0 0 0 254.82947 51.4 7.5291829 73431.907 3579.3774 204.28016 57.198444
51 0 8 0 0 59 26.56434475 149 92 5.1 2.5 293 0.54 87.291683 0 0 0 70.948851 103.3 1.4586714 149.08035 928.94482 12.85576 22.749274
52 0 2 1 0 69 18.86486267 220 110 7.1 1.9 251 1.8 22.357764 1 0 0 142.91028 59.4 5.9023569 715.48822 3115.3199 42.390572 23.569024
53 0 4 0 1 58 25.52426036 140 90 4.6 1.8 231 1.14 52.4136 1 1 0 462.75863 34.3 12.282799 8895.0437 8005.8309 82.332362 45.772595
164 1 3 0 0 62 29.99480609 143 92 4.6 1.9 322 0.83 53.772264 0 0 1 918.75416 47.9 5.2805626 3352.8184 2693.1106 20.584551 41.962422
177 1 3 0 1 71 21.77777778 124 68 6.1 2.07 188 1.2 46.759117 1 0 1 424.83626 100.3 5.0453197 3396.8096 2831.2064 48.205384 35.992024
180 1 3 0 0 16 23.20034353 107 64 6.7 2.9 149 0.41 171.58456 0 0 1 1437.2574 101.6 4.0494901 308.07087 2936.0236 13.444882 23.228346
203 1 3 0 1 16 20.83081753 5.5 2.7 182 0.86 103.24713 1 0 0 454.1894 230.7 4.3567534 235.37061 2813.6107 21.309059 7.4122237
210 1 3 0 0 38 18.86145405 120 60 6.4 1.8 168 0.56 95.176685 1 0 0 108.4832 241.7 2.7924379 2762.1018 1334.0505 35.899876 30.409599
269 1 3 0 0 70 25.5367036 183 59 7.6 2.85 135 1 42.354839 1 1 1 583.20537 51.3 2.5393197 325.53606 1475.4386 12.631579 27.095517
54 0 4 0 1 48 26.36560303 140 80 7.4 4.3 177 0.81 80.427188 1 1 0 350.99306 21.4 0.33946797 46.728972 179.90654 10.654206 12.616822
55 0 8 0 1 79 23.93768438 130 82 3.8 1.7 208 1.97 26.365542 1 0 0 77.274501 33 5.3789257 7087.8788 4172.7273 66.484848 20.909091
56 0 1 1 1 61 34.81611682 152 64 4.3 1.7 307 1.7 33.365754 1 1 0 472.01738 97.8 18.199387 618108.38 168670.76 1354.7035 887.52556
57 0 9 0 1 78 22.95908766 184 80 6 3.1 266 1.16 47.233871 1 0 0 54.369573 202.5 1.8528395 32.098765 1323.358 8.637037 15.160494
58 0 4 0 0 35 28.13365651 182 87 5.2 2.5 410 0.82 64.207578 0 1 0 627.77193 39.9 6.4160401 2872.1805 5152.8822 32.556391 31.328321
59 0 2 1 0 42 22.71626784 162 98 4.2 1.9 354 1.05 46.493531 1 0 1 172.29707 96.8 6.0320248 5779.9587 3404.4421 27.634298 36.157025
60 0 3 0 0 31 29.19188323 142 88 4.9 2.16 310 1.95 25.770776 1 0 0 339.1423 178.5 5.1428571 356.30252 3166.6106 29.938375 55.798319
61 0 6 0 1 37 19.53212645 165 102 3.5 1.1 238 1.52 43.530229 1 0 0 205.89559 77.2 7.0712435 33797.927 3682.772 87.694301 64.119171
62 0 8 0 0 54 24.67105263 116 70 3.6 1.4 493 0.51 95.316346 1 0 0 44.228159 63.4 11.826498 44.164038 7858.0442 50.173502 38.328076
63 0 6 0 0 68 23.34311043 200 4.9 2 278 0.89 48.515827 0 0 0 59.296215 299.5 11.472454 54.09015 14354.925 38.410684 14.190317
64 0 1 1 1 55 21.8299522 110 80 4.8 2.5 350 1.21 49.85979 0 0 1 87.743388 62.3 4.2552167 1168.5393 3134.8315 29.357945 32.102729
65 0 8 0 0 50 29.42143327 167 90 4.5 1.4 500 0.6 81.572601 0 0 0 56.543484 153.9 0.05631667 183.88564 8.8369071 1.5789474 11.890838
120 1 5 0 1 72 16.8525225 114 60 4.7 1.4 200 0.71 82.693366 1 0 0 1648.4884 25.7 14.411926 4688.716 6785.214 83.618677 80.933852
140 1 5 0 1 81 22.92005273 120 60 4.9 2.5 295 0.85 65.65718 0 0 1 84.392486 72.6 4.2922057 141.87328 2831.1295 18.209366 15.702479
153 1 5 0 1 86 21.2437304 133 45 5.5 2.5 287 0.95 57.144054 0 0 1 193.17165 70.6 5.2812155 950.42493 3013.881 36.968839 28.753541
166 1 5 0 0 69 21.33389226 160 100 5 2.1 422 0.82 52.842594 1 0 0 202.4714 50.7 20.194596 6443.787 9743.5897 90.098619 84.812623
170 1 5 0 1 74 23.97775179 104 59 5.1 2.3 217 1.1 50.821635 0 0 0 38.973081 15.8 5.2664054 63.291139 3304.4304 31.329114 16.455696
189 1 5 0 1 74 16.6796875 111 52 4.6 1.6 171 1.55 34.922823 1 0 1 111.76211 42.3 3.7309736 26822.695 1853.9007 90.685579 31.678487
276 1 5 0 1 67 29.66686021 110 60 4.4 1.7 348 1.57 35.432683 0 1 1 40.514027 299.1 9.9237958 710.13039 7008.6927 39.21431 36.977599
66 0 6 0 1 43 22.31818842 137 87 3.7 1.5 308 0.82 81.900005 1 0 0 70.309732 159.7 5.4470883 107.07577 3318.7226 21.177207 14.589856
67 0 9 0 1 55 26.14738668 135 85 6.1 4 188 0.8 78.403814 0 1 0 187.04044 153.3 0.47674328 75.668624 345.8578 3.0658839 4.109589
68 0 6 0 1 63 23.14049587 130 80 5.8 2.8 260 1.8 31.054381 1 0 0 80.228637 147.1 2.532291 2 2096.533 15.084976 22.161795
69 0 8 0 1 19 21.19375574 142 76 5 2.4 234 0.63 138.14046 0 0 1 57.097853 33.7 9.8456973 68.249258 6700.2967 28.575668 0
70 0 3 0 0 33 22.7824019 132 80 5.6 3 241 0.9 58.978179 1 0 1 129.66199 130.9 3.2459893 299.46524 2279.9083 15.599694 39.877769
71 0 1 1 0 65 21.09619051 113 53 5.4 3.3 223 0.44 106.21915 0 1 0 76.965638 82.8 0.16117355 124.39614 54.468599 6.8115942 16.545894
72 0 1 1 1 79 23.29169942 124 87 5.5 2.4 413 1.58 33.562314 1 1 0 151.08324 82.1 1.3980975 136.419 908.76979 18.112058 15.712546
73 0 3 0 0 76 22.37034332 165 82 6.3 1.8 205 1.14 35.842538 1 0 1 42.124487 61.3 5.1729201 40.783034 3807.6672 34.5677 60.195759
74 0 1 1 1 57 22.10028959 127 76 6.4 3.9 220 0.8 77.604195 0 0 1 37.981611 257 0.15274562 54.863813 81.984436 4.6614786 3.6575875
75 0 4 0 0 73 28.99930748 154 84 4.4 2 299 1.49 27.052458 1 1 1 195.52633 68.6 9.9023324 2839.6501 7714.2857 63.556851 37.463557
76 0 8 0 1 46 26.81221871 108 62 4 1.2 697 0.93 69.995462 0 0 0 60.05647 220.3 2.1720381 110.30413 1411.2574 14.906945 6.8996823
77 0 4 0 0 70 22.22222222 180 80 5.5 3 257 1.13 37.05401 0 1 0 168.47861 37.1 4.9245283 33226.415 3286.2534 68.571429 27.22372
78 0 2 1 0 27 34.15415753 160 90 4.4 2.3 377 6 7.8405639 0 0 0 294.34866 476.4 12.836062 100.33585 13053.736 130.10076 0
123 1 6 0 1 63 23.21206835 136 68 4.7 1.4 469 0.75 80.923372 0 0 1 122.95632 79.8 1.6478005 131.57895 994.48622 15.576441 29.448622
134 1 6 0 1 64 22.83737024 145 84 5.1 2.3 444 0.86 69.356437 1 0 1 107.9822 221.2 5.1528577 91.772152 335.75949 14.425859 19.665461
146 1 6 0 1 76 20.4237159 138 72 5.2 2.56 309 0.9 62.815515 1 0 1 30.274414 81.3 5.3191767 36.900369 4294.5879 19.618696 12.300123
159 1 6 0 1 67 20.76124567 150 80 5.2 2.7 278 1.03 56.19198 1 0 0 281.01648 118.2 8.4424345 917.9357 5223.3503 25.592217 70.219966
174 1 6 0 1 73 21.796875 135 80 5 1.6 205 1.16 48.140548 0 0 0 191.59229 62 9.509822 40824.194 4699.6774 99.516129 20
185 1 6 0 0 85 25.88296399 143 69 4.7 2.5 206 1.02 39.200748 1 0 0 158.06551 88.6 14.709523 919.86456 10346.501 39.72912 47.404063
199 1 6 0 0 66 24.14151925 144 86 6 2.71 298 1.5 27.643512 1 0 0 128.31897 223.1 10.892681 2451.8153 6915.2846 74.051995 29.359032
233 1 6 0 1 50 32.4258566 125 85 3.8 1.3 578 0.84 76.389875 0 0 0 96.481415 126.5 4.4451097 869.56522 2513.913 21.581028 34.703557
244 1 6 0 0 49 35.31315172 168 102 5.7 2.7 368 0.75 64.275116 1 0 1 248.53563 150.7 7.7452028 55.739881 5254.1473 21.745189 25.016589
252 1 6 0 1 59 22.19741849 145 95 3.9 1.5 195 1.03 58.280501 1 0 1 222.13952 90.1 4.0344547 43.285239 2359.2675 18.657048 35.738069
262 1 6 0 1 56 28.05687409 174 95 4.9 1.8 430 1.23 48.720931 0 0 0 214.15252 62.8 9.3083988 5901.2739 6165.9236 57.484076 49.522293
272 1 6 0 1 32 32.29786616 145 63 6.9 2.3 169 1.72 39.642001 0 0 0 39.173324 61 5.2594737 116.39344 2.295082 6.9344262 5.0819672
116 1 7 0 1 66 29.21010994 154 79 6 2.9 288 0.69 87.476564 1 0 0 150.90437 98.9 3.489552 96.056623 2304.3478 21.375126 34.681496
167 1 7 0 1 63 24.76336314 133 82 4.4 2.4 246 1.11 52.699641 1 0 0 300.27965 44.3 3.5834119 1893.9052 2334.9887 36.523702 27.990971
169 1 7 0 1 72 32.45464853 5 2.4 365 1.1 51.222846 1 0 0 614.18757 102 11.628574 10299.02 7402.9412 79.509804 82.45098
183 1 7 0 1 64 21.39080276 138 78 5.4 2.1 250 1.38 41.342845 1 0 0 101.25655 82.2 4.3161999 1000 2794.4039 26.192214 26.155718
187 1 7 0 1 77 19.03311106 97 47 4.5 1.6 374 1.4 38.593558 1 0 1 21.362983 19 3.4342893 163.15789 1973.1579 30.052632 52.105263
220 1 7 0 0 24 32.05520212 116 73 5 2.2 303 0.71 83.762361 1 0 0 365.93624 172.1 3.3537123 131.90006 1707.5537 10.650784 41.894248
234 1 7 0 0 30 19.31360947 132 76 4.9 2.6 249 0.74 75.088403 1 0 0 50.787579 78.7 6.3619139 522.23634 3983.9898 17.191868 37.865311
263 1 7 0 1 75 23.01117686 136 82 6.1 2.7 165 1.14 48.686128 1 1 1 459.73971 20.1 9.5626075 13875.622 5333.3333 62.537313 53.233831
285 1 7 0 1 64 26.171875 157 66 6 2.5 158 2.15 25.453084 1 1 1 137.85076 124.4 8.8549267 6098.8746 4560.2894 61.953376 27.009646
297 1 7 0 1 36 30.59932153 135 80 5.3 1.9 202 3.52 17.507544 0 0 1 49.103618 59.1 9.7240337 49576.988 5334.8562 125.53299 42.301184
79 0 4 0 0 43 26.2226847 128 52 7 3.9 162 0.55 93.687994 1 1 1 152.4586 42.3 1.408158 165.48463 896.21749 10.638298 13.238771
80 0 2 1 0 64 20.77360294 160 84 4.6 2.3 313 1.61 25.81101 0 0 0 56.774541 127.3 1.607227 1915.161 1158.6803 36.260801 7.6983504
81 0 9 0 0 24 17.4817898 110 65 7.1 4.3 196 0.6 100.69968 1 0 0 57.809353 158.7 0.4626516 2 331.569 2.9741651 3.3396345
82 0 8 0 0 28 20.44674202 117 75 4.7 1.3 407 0.56 103.89487 0 0 0 41.913883 344.8 7.1334107 127.32019 7352.9582 31.960557 56.264501
83 0 6 0 1 45 26.00681732 140 78 7.4 4.3 177 1 65.062349 1 0 1 42.979432 44.5 0.96661897 325.8427 669.88764 12.179775 2.9213483
84 0 8 0 1 50 20.41522491 123 85 4.3 1.2 345 0.94 67.545352 0 0 0 30.08871 211.1 3.4073899 44.05495 2603.5054 40.265277 27.001421
85 0 11 0 0 50 23.36528628 132 87 6.1 4.1 233 1.11 41.615818 0 0 0 44.376494 30.1 1.8482832 57953.488 592.02658 64.784053 3.654485
86 0 9 0 1 56 24.0928019 138 68 6.5 3.1 307 1.68 34.640441 1 0 0 37.476606 54.2 2.6376131 2979.7048 1695.203 27.306273 4.0590406
87 0 8 0 0 19 23.2093849 118 60 3.8 1.7 481 0.56 116.12512 0 0 0 30.823408 94 6.1202128 96.808511 4687.234 14.787234 13.829787
88 0 8 0 1 57 27.17310162 128 68 4.2 1 410 1.03 58.860199 0 0 0 21.54759 451.6 6.2770151 1.9929141 5132.4181 21.412755 20.81488
89 0 8 0 1 16 19.93617555 94 58 4.5 1 678 0.71 127.3335 0 0 0 26.788498 299.3 15.540595 230.20381 10702.305 51.045773 30.103575
90 0 4 0 0 62 25.4355687 163 79 7.4 4 194 0.69 65.815601 0 1 1 55.86087 71.3 1.0074821 218.79383 650.49088 3.772791 8.1346424
108 1 8 0 1 65 19.98163453 159 98 5.6 2.98 272 0.52 119.72585 0 0 1 155.58056 16.5 6.4073109 6630.303 3172.1212 0.54545455 11.515152
132 1 8 0 1 63 22.34796525 133 78 6.4 2.7 473 0.8 75.406806 0 0 0 4.366418 186 3.1564712 19.354839 2195.5914 14.241935 17.311828
138 1 8 0 1 71 21.51385851 104 63 3.4 1.3 630 0.86 67.320802 0 0 0 22.842274 108.5 0.99306241 185.25346 458.24885 16.663594 26.728111
139 1 8 0 1 63 27.0884384 140 80 4.5 1.8 348 0.89 67.105532 0 0 0 47.892548 45.8 3.7758678 113.53712 2466.1572 23.0131 6.3318777
141 1 8 0 0 60 20.40837415 147 79 5 1.9 395 0.7 65.400264 0 0 1 38.319091 157.3 2.1300976 171.01081 1226.8913 17.151939 10.48951
143 1 8 0 1 71 24.97704316 170 89 5.8 2.63 281 0.9 64.054446 1 0 1 21.795066 48 2.1886982 8.3333333 1450.8333 16.416667 11.666667
147 1 8 0 0 70 20.34279778 141 91 4.4 1.1 572 0.7 62.569945 1 0 1 25.499706 233.7 9.4772423 106.97475 6189.1314 36.996149 24.261874
148 1 8 0 0 68 22.6280765 127 65 5.1 2 351 0.71 62.121149 0 0 0 39.977624 30.9 8.3258913 48.543689 5619.7411 18.381877 9.7087379
155 1 8 0 1 70 24.08203125 123 72 5.4 2.6 0 1.01 56.693205 0 0 0 32.016889 100.6 5.9572149 223.65805 4131.2127 27.992048 16.600398
157 1 8 0 0 66 25.23011177 122 75 4 1.5 413 0.78 56.530856 1 0 0 54.344548 137.4 6.8038808 123.72635 4050.9461 24.672489 19.723435
161 1 8 0 1 75 20.82093992 179 95 5.6 2.6 204 1.02 54.985801 0 0 1 103.1526 28.1 5.5726514 153.02491 3516.726 30.427046 23.487544
171 1 8 0 1 71 24.84098009 128 62 4.6 1.2 512 1.12 50.425019 1 0 1 27.805253 32.6 5.2140491 116.56442 3835.8896 36.472393 25.766871
175 1 8 0 1 78 20.96436059 143 85 4.8 1.3 591 1.15 47.683392 1 0 0 33.852797 212.8 9.0143078 26.315789 5143.3271 32.053571 15.930451
182 1 8 0 1 77 27.80003205 128 70 4.8 1.4 209 1.3 41.852833 0 0 1 134.86213 47.1 8.4559325 653.92781 4955.414 44.309979 44.798301
193 1 8 0 1 25 20.625 131 76 3.7 1.49 515 0.7 113.77732 0 0 0 507.04185 29.5 7.1001908 162.71186 4704.0678 23.79661 13.559322
195 1 8 0 1 69 26.8359375 140 85 5.8 2.12 278 1.9 28.516459 1 0 0 46.202113 76.2 15.367915 8603.6745 9463.2546 69.015748 93.044619
197 1 8 0 1 17 19.26717144 132 76 5.3 2.56 378 0.8 109.82025 0 0 0 62.553871 129.5 7.8234544 155.98456 5369.112 25.436293 17.220077
200 1 8 0 0 37 19.6282647 118 64 5.3 1.9 402 0.51 106.2406 0 0 1 106.4232 152.3 27.619746 420.22324 15137.886 63.558766 61.06369
202 1 8 0 1 31 18.42653421 106 71 4.8 2.2 334 0.72 103.7192 0 0 0 28.376057 35.9 4.1522913 100.27855 2286.351 13.704735 7.2423398
204 1 8 0 0 72 23.28164381 130 90 4.1 1.1 332 1.52 26.573873 0 0 0 25.059661 40 4.7541858 152.5 2675 34.075 41.5
206 1 8 0 1 43 22.02252125 126 80 4.6 1.9 445 0.68 100.51515 0 0 0 49.678977 36.2 5.6518225 118.78453 3968.5083 38.812155 27.071823
212 1 8 0 0 49 22.11562936 110 70 5.1 2.2 486 0.53 93.972784 1 0 1 458.61678 136.2 5.2767023 124.08223 3293.6858 18.649046 15.418502
214 1 8 0 1 59 26.2335558 113 78 3.6 0.8 454 0.69 90.337132 0 0 0 30.129582 251.7 9.7505908 53.63528 7020.6595 32.908224 5.1648788
215 1 8 0 1 35 23.73702422 126 77 4.1 1.12 619 0.8 89.263468 1 0 1 17.023838 27 1.4818164 66.666667 877.03704 12.703704 7.037037
216 1 8 0 0 38 26.796875 136 79 4 1.34 468 0.6 88.257335 0 0 0 19.542761 334.8 6.5024603 126.64277 4538.8292 26.409797 10.454002
219 1 8 0 0 36 22.15102251 122 82 4.5 1.6 409 0.63 84.978447 0 0 1 25.395685 49.7 3.1140746 136.82093 1848.8934 11.408451 7.2434608
224 1 8 0 0 40 30.8012487 100 45 3.9 1.6 327 0.64 81.038997 1 0 0 29.836241 350.6 14.67461 8.2715345 9660.0114 52.467199 59.269823
225 1 8 0 1 47 25.30693205 126 77 4 1.4 489 0.81 80.914627 0 0 0 14.30393 418 6.1220019 27.511962 3752.1531 21.212919 13.397129
226 1 8 0 1 46 23.05010331 135 83 4.8 2.1 342 0.82 80.33002 0 0 0 33.426395 62.2 6.4814751 61.093248 4952.09 20.62701 23.472669
227 1 8 0 0 57 21.27062971 174 100 6.3 2.8 261 0.59 80.019896 1 0 0 29.323744 37 0.803921 0 671.62162 10.891892 17.297297
228 1 8 0 0 50 22.8291861 136 85 5 2 288 0.62 78.698285 0 0 0 83.911039 7.9 7.1550656 772.1519 4362.0253 26.582278 10.126582
229 1 8 0 1 48 22.66270867 138 91 4.6 2.2 437 0.83 78.30943 0 0 0 96.964022 128.4 3.0058398 85.669782 1811.7601 16.448598 14.174455
230 1 8 0 1 36 22.03172568 130 72 4.1 1.59 391 0.9 77.839781 1 0 1 278.29756 185.5 7.836834 129.38005 5284.6361 47.439353 20.107817
231 1 8 0 0 32 20.96436059 120 81 5.2 2.8 250 0.71 77.124345 1 0 0 155.93249 286.3 5.6051669 41.564792 3051.3447 10.84876 7.2651065
238 1 8 0 0 39 21.484375 124 80 4.8 1.5 453 0.72 71.761065 0 0 0 46.58623 8.5 15.394493 258.82353 9268.2353 56.117647 42.352941
239 1 8 0 1 23 24.74093729 125 74 3.9 0.96 674 1.1 71.072607 1 0 0 32.607869 317.6 5.6210041 95.088161 3371.8514 21.309824 22.418136
243 1 8 0 0 42 26.75321258 110 77 5.7 2.1 503 0.73 69.198776 0 0 0 0 13.6 2.3262601 139.70588 1306.6176 15.882353 11.029412
245 1 8 0 1 51 25.8203125 156 116 4.8 2.3 334 0.99 63.460602 1 0 0 117.35201 309.6 10.157638 48.77261 5451.8734 28.882429 15.342377
248 1 8 0 1 42 27.91005917 118 79 3.4 1.2 435 1.06 62.265082 1 0 0 18.948851 278.5 10.481353 57.809695 5440.9336 40.373429 28.545781
249 1 8 0 0 16 22.25798797 98 66 4.2 1.7 493 1.04 61.976816 0 0 0 34.910455 217.4 7.2790551 163.29347 4716.1914 18.597056 23.045078
250 1 8 0 1 17 19.84946168 119 36 4.9 1.68 388 1.4 59.538627 1 0 0 84.085604 275.1 19.535049 86.150491 9874.2276 47.85169 30.388949
256 1 8 0 1 74 19.67516685 110 70 6 2.8 325 1.04 54.037812 0 1 0 0 29.6 15.010493 364.86486 10269.595 54.324324 33.108108
266 1 8 0 1 58 27.00408163 127 66 4.3 1.8 435 1.29 45.783897 1 0 0 1043.9959 11 1.4343792 2227.2727 934.54545 24.272727 2.7272727
270 1 8 0 1 62 22.82426459 137 72 4.1 1.27 379 1.4 41.069673 1 1 0 92.815978 51.2 11.377724 22101.563 7135.1563 108.92578 37.890625
298 1 8 0 1 50 25.95155709 164 87 3.7 1.8 327 3.26 17.327555 1 0 0 41.308355 215.2 9.3991788 481.87732 5982.342 67.802045 48.373606
302 1 8 0 1 81 23.91883029 200 100 4.4 2 262 4 12.061822 0 1 0 135.41021 85.4 8.0020369 502.34192 6928.5714 58.770492 29.742389
309 1 8 0 1 55 33.03210217 152 78 4.4 2.1 494 2.23 25.543013 1 1 0 144.41651 57.3 6.2416156 1273.9965 3995.986 29.5637 36.474695
91 0 6 0 0 69 20.65064482 150 90 6 2.6 365 1.05 40.319523 1 0 1 16.958622 20.2 6.276775 371.28713 4099.0099 30.29703 42.574257
92 0 3 0 0 15 19.921875 110 50 7.6 4.1 176 0.62 111.18123 0 1 1 98.312948 90.2 0.11127915 39.911308 85.809313 0.75388027 0
93 0 4 0 1 78 22.49134948 159 70 4.8 2 283 3.75 13.0852 0 1 0 60.943696 37.8 10.878307 55682.54 5192.0635 113.28042 22.222222
94 0 11 0 0 63 24.10518627 130 89 7.4 3.2 195 2.57 15.544208 0 0 0 23.544851 88.2 0.4279928 680.27211 259.63719 31.655329 13.492063
95 0 3 0 1 21 19.83516296 130 80 6.1 3.5 113 1.11 72.233965 1 0 1 36.193246 366 0.123959 13.114754 53.306011 4.6120219 5.4371585
96 0 3 0 0 38 19.97918835 139 83 5.1 2.54 367 3.77 11.817642 0 0 0 48.9147 163.8 4.6355311 2 3779.6093 33.675214 50.793651
97 0 6 0 1 39 36.57355947 136 85 4.5 1.79 496 1.02 66.337271 0 0 0 18.258495 355.5 8.4438819 106.61041 6914.2053 49.566807 49.985935
98 0 4 0 1 60 22.37567995 119 69 5.2 2.2 298 1.73 32.888941 0 1 0 53.147866 61.3 5.5106036 3778.1403 4725.938 37.553018 15.823817
188 1 9 0 1 67 19.77769867 149 91 6.2 2.9 140 1.55 35.933158 1 0 0 179.96116 92.3 11.471958 29351.029 6500.5417 138.21235 58.504875
209 1 9 0 1 64 24.64094742 161 81 6 2.6 200 2.22 24.576381 1 0 0 426.16422 128.6 15.624217 8196.7341 7940.902 139.16019 122.78383
213 1 9 0 1 76 24.30689051 146 82 5.7 2.88 126 2.15 24.228167 0 0 1 58.503499 41.9 5.5939887 3248.21 3149.4033 53.556086 21.479714
268 1 9 0 0 74 24.56320219 145 96 4.7 1.9 155 0.93 45.129063 1 1 0 982.95595 66.1 11.451279 18930.408 5454.0091 56.580938 38.729198
277 1 9 0 1 70 28.05086296 150 99 4.4 2.2 300 1.65 33.138371 1 1 0 261.63495 63.3 2.940372 2129.5419 1743.2859 30.473934 19.747235
278 1 9 0 1 56 18.47038012 139 146 5 2.6 279 1.81 31.927977 0 0 0 432.17467 105.4 5.0611123 1478.1784 3635.4839 26.907021 20.777989
286 1 9 0 1 75 21.33821064 147 75 5.5 2.5 144 2.1 24.954636 1 1 0 357.9289 69.3 19.817235 29799.423 10538.24 86.666667 92.352092
288 1 9 0 1 52 28.37035898 160 103 5.4 2.5 304 2.52 22.707879 0 0 0 272.77066 45.2 4.7068159 3017.6991 3012.3894 31.371681 33.849558
290 1 9 0 1 37 23.1882121 156 106 5.5 1.8 145 2.91 21.390892 1 0 1 79.591235 119 9.6701021 893.27731 4593.2773 109.52101 67.983193
240 1 10 0 1 68 22.23098713 149 68 6.6 1.3 183 0.83 70.859852 0 1 0 731.92919 15.3 12.178733 55915.033 4000 110.06536 120.91503
251 1 10 0 0 61 22.62946071 145 81 6.7 2.1 250 0.76 59.490338 0 1 0 970.09365 33.5 5.4247744 1388.0597 2962.6866 20.208955 35.820896
257 1 10 0 1 62 27.20621856 210 108 5.8 2.6 219 1.1 53.468958 1 1 1 131.21166 65.7 3.7495754 578.38661 1873.3638 37.092846 35.768645
259 1 10 0 1 69 20.47498965 154 92 6.2 1.9 259 1.08 52.903749 0 1 1 136.0232 59.4 7.9913735 1688.5522 3846.2963 43.047138 26.936027
275 1 10 0 1 64 24.21875 164 68 5.2 2.4 246 1.5 37.738466 0 1 0 833.12598 14.1 9.8606687 18638.298 5516.3121 81.77305 23.404255
279 1 10 0 1 47 0 195 100 5.4 2.6 227 0.57 118.84545 1 1 0 703.38967 44.4 4.497318 173.42342 3070.9459 19.527027 15.540541
282 1 10 0 1 70 21.82644326 118 60 4.7 1.5 103 1.89 28.563366 0 1 0 297.61306 18 5.0057729 18150 2157.7778 58.5 47.222222
283 1 10 0 1 52 28.73563218 150 100 4.5 1.5 436 0.64 101.70631 1 1 0 43.546828 100.1 4.996554 93.906094 3302.6973 20.669331 20.879121
291 1 10 0 1 71 18.92006803 136 64 5.1 1.7 138 2.52 20.766265 0 1 0 79.735934 50.2 9.5698634 26709.163 4346.6135 110.47809 28.685259
294 1 10 0 1 64 20.15763056 142 72 5.9 2.3 256 2.78 19.215119 0 1 1 97.473739 79.2 12.139852 41680.556 5135.7323 79.065657 25.252525
295 1 10 0 1 71 25.78052321 124 62 4.7 1.8 174 2.74 18.949226 0 1 1 73.003963 51.9 7.071731 16042.389 4015.7996 77.764933 15.028902
299 1 10 0 0 49 26.95098836 160 79 5.3 2.8 195 0.78 61.575564 1 1 1 158.82037 63.4 1.5042374 566.24606 797.63407 8.4542587 10.094637
303 1 10 0 1 59 24.33747972 170 110 4.9 2.4 223 1.39 41.986436 0 1 1 347.41299 45.3 9.5543302 10205.298 5458.2781 62.781457 23.84106
304 1 10 0 1 52 34.47809627 155 95 5.4 1.81 223 1.5 40.055756 1 1 0 307.90426 115 12.898932 33337.391 6386.9565 94.33913 34.086957
307 1 10 0 1 53 21.75453515 138 93 4.8 2.4 260 1.71 34.517299 1 1 0 331.75577 71.2 9.917723 15001.404 5558.7079 67.050562 18.398876
308 1 10 0 0 56 23.7491822 114 91 6.2 2.7 385 1.29 34.176774 0 1 0 200.60662 65.7 4.8792496 14092.846 2450.8371 44.444444 28.158295
310 1 10 0 1 53 23.87474759 167 94 5.5 2.7 230 3.07 18.197225 0 1 0 71.599971 165.6 6.1073194 7668.4783 3382.8502 44.299517 15.57971
312 1 10 0 1 43 25.39343112 160 85 5.2 2.4 220 6.79 8.1083176 1 1 0 15.695971 157.1 6.8953711 3910.2482 4007.6384 75.98345 12.730745
99 0 11 0 1 66 21.96449704 103 66 5.9 4.1 0.75 79.850125 1 1 0 14.492169 39.8 1.4389089 2 961.55779 26.331658 7.2864322
100 0 6 0 1 40 28.25096981 120 79 6.6 4.3 185 0.86 79.372344 0 0 0 5.8483525 168.6 0.75180308 2 657.94781 3.0664294 3.4994069
101 0 8 0 1 51 34.5428719 108 73 3.4 1.4 485 1.61 37.278771 1 0 0 5.3531661 165.7 3.1050091 10.259505 2318.6482 32.528666 15.992758
102 0 6 0 0 54 17.86655676 151 82 5.8 3.1 199 1.08 41.945326 0 0 1 4.20487 161.4 0.62177492 17.348203 438.72367 8.4386617 6.0718711
103 0 6 0 0 53 29.453125 136 78 7.1 4.24 198 1.21 37.240182 0 0 0 4.4141989 51.3 0.96750817 502.92398 696.49123 11.890838 4.8732943
104 0 11 0 0 72 23.30905307 130 80 6 3.1 276 6.04 5.8740458 0 0 0 2.2209595 33.1 2.2868436 3794.5619 1242.9003 128.67069 15.70997
105 0 4 0 0 29 22.40817899 190 130 5.7 2.2 300 4.83 9.738673 0 1 0 31.908595 125.8 7.4419714 14228.935 4416.5342 120.9062 27.18601
152 1 12 0 1 67 23.42355741 150 85 5.5 2.9 272 1 58.038778 1 0 0 814.623 29.5 7.3594927 5281.3559 3835.2542 48.779661 40
201 1 12 0 1 74 24.81265015 165 82 4.8 1.6 373 1.95 27.166542 1 0 1 1.2968842 167.8 4.9122753 124.55304 3443.9809 16.36472 19.54708
223 1 12 0 0 46 19.89924697 126 74 5.5 2.8 279 0.61 82.050991 1 0 1 465.17317 12.9 7.8972842 558.13953 6528.6822 35.348837 38.75969
264 1 12 0 0 66 22.08888889 137 81 6.5 2.9 162 0.9 48.338788 1 1 0 19.7077 17.3 2.8488008 104.04624 1730.6358 11.849711 30.057803
265 1 12 0 1 60 20.2020202 149 100 6.7 2.1 217 4.25 12.303108 1 0 0 10.42359 142 2.4293998 91.549296 1639.0141 42.971831 13.802817
267 1 12 0 1 39 23.93898977 178 136 5.2 2.9 160 1.45 45.147072 1 0 0 56.685717 286.8 2.062766 4.5327755 1383.159 10.153417 9.2398884
271 1 12 0 1 76 31.99217133 115 51 5.4 2.1 155 4.72 10.249807 1 0 0 173.59896 236.7 7.9581835 132.2349 4439.7972 44.499366 145.07816
274 1 12 0 0 79 19.62145402 147 83 5.7 2 220 1.07 37.991054 0 1 1 487.04253 51.6 7.7318668 28686.047 4160.8527 78.178295 95.155039
280 1 12 0 0 75 21.45726808 140 72 6.8 2.8 195 1.4 28.736873 1 1 1 211.00979 29.2 4.218453 9037.6712 2260.6164 42.328767 50
281 1 12 0 1 63 20.92866812 170 80 6.7 2.8 187 6.7 7.3733552 1 0 0 159.80304 61.4 6.8003891 73607.492 3178.9902 104.36482 34.85342
284 1 12 0 1 79 20.62970678 157 77 5 2.1 244 2.03 25.514208 1 1 0 445.0434 105.4 11.037578 54989.564 4643.5484 119.67742 73.055028
289 1 12 0 1 71 23.07322544 183 98 5.9 2.7 236 8.25 5.6740083 1 0 1 95.76496 54.9 5.7523946 65739.526 3382.6958 102.29508 30.054645
292 1 12 0 1 64 19.296875 123 83 6.8 2.24 153 9.2 5.1885284 1 0 1 0 88.1 0.52030535 560.72645 8.399546 68.569807 30.192963
293 1 12 0 1 42 30.00414951 198 111 5.6 2.5 268 0.87 77.284984 1 1 0 563.54794 206.4 5.737598 609.49612 3543.6047 19.166667 16.424419
300 1 12 0 1 61 27.22117202 153 92 5.2 2.4 92 11.97 3.9443647 1 0 1 1.796057 44 0.90537344 16993.182 440.90909 49.568182 10.227273
311 1 12 0 1 39 27.42857143 220 130 5.8 2.9 240 6.24 9.1460642 0 1 1 1.1794055 80 2.6923397 13992.5 1474.625 78.4375 9.875
110 1 13 0 0 64 22.62771506 130 60 4.9 2.1 424 0.47 99.2653 0 0 0 83.836384 120.2 7.7371439 1768.7188 4388.5191 26.447587 14.309484
165 1 13 0 1 74 25.78125 155 80 5.9 2.7 251 1.05 53.475042 1 0 0 132.55496 192.3 2.4691289 1628.1851 1514.6646 40.109204 45.345814
181 1 13 0 1 69 21.0076678 148 86 4.3 2 440 1.31 42.830904 1 0 0 138.59689 310.6 4.4212976 20.927238 2734.0631 26.007727 25.692209
184 1 13 0 1 87 17.2879069 206 155 4.4 2 300 1.32 39.742193 0 0 0 26.865211 27.2 3.0080922 779.41176 1540.8088 13.161765 11.764706
287 1 13 0 1 70 21.68286832 140 80 8.3 2.7 146 2.28 23.263651 1 1 0 33.248243 64.5 2.7755475 2651.1628 1108.3721 72.387597 27.131783
296 1 13 0 1 41 20.6822814 150 90 5.7 2.93 161 3.2 18.719691 1 0 0 0.3734464 153.5 3.3931339 1796.0912 1898.3062 174.87296 39.543974
301 1 13 0 1 67 22.11007122 148 70 6.8 2 107 12.61 3.6269031 0 0 1 120.98262 47.3 4.6291157 248160.68 806.55391 299.38689 57.082452
这个是数据,谢谢!
贴代码不用 markdown 贴,贴数据又把原始数据搞成 markdown。这真的是,我该说点什么好呢...