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File | Version | Author | Date | Message |
---|---|---|---|---|
Rmd | 7be583a | Matthew Stephens | 2019-10-05 | wflow_publish(“primepca.Rmd”) |
I briefly experiment with primePCA package for PCA with missing data and compare its results with those from softImpute. To make the two comparable I run both with no centering (set center=FALSE
in primePCA).
library("primePCA")
library("softImpute")
Loading required package: Matrix
Loaded softImpute 1.4
This first try is 50% missingness in every row, a rank 1 matrix:
set.seed(123)
n = 100
p = 200
missprob = rep(0.5,100) #make every row have 50% missing
u = rnorm(n)
v = rnorm(p)
X = u %*% t(v) + rnorm(n*p)
for(i in 1:n){
for(j in 1:p){
if(runif(1)<missprob[i]){X[i,j]=NA}
}
}
res.p = primePCA(X, 1,trace.it=TRUE,center=FALSE)
Step 1
100 rows selected
MSE: 0.968833
F-norm sine theta difference: 0.05781094
Step 2
100 rows selected
MSE: 0.9666323
F-norm sine theta difference: 0.02964436
Step 3
100 rows selected
MSE: 0.9659507
F-norm sine theta difference: 0.01625277
Step 4
100 rows selected
MSE: 0.9657148
F-norm sine theta difference: 0.009455378
Step 5
100 rows selected
MSE: 0.9656257
F-norm sine theta difference: 0.005764032
Step 6
100 rows selected
MSE: 0.9655898
F-norm sine theta difference: 0.003635175
Step 7
100 rows selected
MSE: 0.9655747
F-norm sine theta difference: 0.002349793
Step 8
100 rows selected
MSE: 0.9655681
F-norm sine theta difference: 0.001547189
Step 9
100 rows selected
MSE: 0.9655652
F-norm sine theta difference: 0.001032633
Step 10
100 rows selected
MSE: 0.9655638
F-norm sine theta difference: 0.0006970548
Step 11
100 rows selected
MSE: 0.9655632
F-norm sine theta difference: 0.0004761158
Step 12
100 rows selected
MSE: 0.9655629
F-norm sine theta difference: 0.0003266135
Step 13
100 rows selected
MSE: 0.9655627
F-norm sine theta difference: 0.0002257068
Step 14
100 rows selected
MSE: 0.9655627
F-norm sine theta difference: 0.0001573049
Step 15
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 0.0001102077
Step 16
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 7.749123e-05
Step 17
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 5.473344e-05
Step 18
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 4.080174e-05
Step 19
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 2.944105e-05
Step 20
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 2.066318e-05
Step 21
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 1.440328e-05
Step 22
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 1.072085e-05
Step 23
100 rows selected
MSE: 0.9655626
F-norm sine theta difference: 9.113093e-06
Convergence threshold is hit.
res.s = softImpute(X,1)
plot(res.s$v,res.p$V_cur,main="v from prime vs softimpute")
abline(a=0,b=1,col=2)
This is the same but missingness varies by row (uniform on 0,1).
set.seed(123)
n = 100
p = 200
missprob = runif(n) #
u = rnorm(n)
v = rnorm(p)
X = u %*% t(v) + rnorm(n*p)
for(i in 1:n){
for(j in 1:p){
if(runif(1)<missprob[i]){X[i,j]=NA}
}
}
res.p = primePCA(X, 1,trace.it=TRUE,center=FALSE)
Step 1
100 rows selected
MSE: 0.9726793
F-norm sine theta difference: 0.04919653
Step 2
100 rows selected
MSE: 0.9708138
F-norm sine theta difference: 0.02657165
Step 3
100 rows selected
MSE: 0.9701554
F-norm sine theta difference: 0.01552468
Step 4
100 rows selected
MSE: 0.9698923
F-norm sine theta difference: 0.009684526
Step 5
100 rows selected
MSE: 0.9697756
F-norm sine theta difference: 0.006378726
Step 6
100 rows selected
MSE: 0.9697195
F-norm sine theta difference: 0.004390405
Step 7
100 rows selected
MSE: 0.9696911
F-norm sine theta difference: 0.003112314
Step 8
100 rows selected
MSE: 0.969676
F-norm sine theta difference: 0.002254117
Step 9
100 rows selected
MSE: 0.9696679
F-norm sine theta difference: 0.001652757
Step 10
100 rows selected
MSE: 0.9696634
F-norm sine theta difference: 0.001221776
Step 11
100 rows selected
MSE: 0.969661
F-norm sine theta difference: 0.0009084723
Step 12
100 rows selected
MSE: 0.9696596
F-norm sine theta difference: 0.0006780536
Step 13
100 rows selected
MSE: 0.9696588
F-norm sine theta difference: 0.000506893
Step 14
100 rows selected
MSE: 0.9696584
F-norm sine theta difference: 0.0003788364
Step 15
100 rows selected
MSE: 0.9696582
F-norm sine theta difference: 0.0002845123
Step 16
100 rows selected
MSE: 0.969658
F-norm sine theta difference: 0.0002138663
Step 17
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 0.0001598658
Step 18
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 0.0001213745
Step 19
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 9.203949e-05
Step 20
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 7.750291e-05
Step 21
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 5.488484e-05
Step 22
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 4.049146e-05
Step 23
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 2.986458e-05
Step 24
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 2.176991e-05
Step 25
100 rows selected
MSE: 0.9696579
F-norm sine theta difference: 1.599991e-05
Step 26
100 rows selected
MSE: 0.9696578
F-norm sine theta difference: 1.211284e-05
Step 27
100 rows selected
MSE: 0.9696578
F-norm sine theta difference: 1.174769e-05
Step 28
100 rows selected
MSE: 0.9696578
F-norm sine theta difference: 1.027336e-05
Step 29
100 rows selected
MSE: 0.9696578
F-norm sine theta difference: 6.508465e-06
Convergence threshold is hit.
res.s = softImpute(X,1)
plot(res.s$v,res.p$V_cur,main="v from prime vs softimpute")
abline(a=0,b=-1,col=2)
This example has higher missingness (0.8,1)
set.seed(123)
n = 100
p = 200
missprob = 0.8+ 0.2*runif(n) #at least 80% missing
u = rnorm(n)
v = rnorm(p)
X = u %*% t(v) + rnorm(n*p)
for(i in 1:n){
for(j in 1:p){
if(runif(1)<missprob[i]){X[i,j]=NA}
}
}
res.p = primePCA(X, 1,trace.it=TRUE,center=FALSE)
Step 1
95 rows selected
MSE: 0.9114651
F-norm sine theta difference: 0.02787461
Step 2
95 rows selected
MSE: 0.9013405
F-norm sine theta difference: 0.02525255
Step 3
95 rows selected
MSE: 0.8927288
F-norm sine theta difference: 0.02302103
Step 4
95 rows selected
MSE: 0.8853558
F-norm sine theta difference: 0.02108955
Step 5
95 rows selected
MSE: 0.8790087
F-norm sine theta difference: 0.0193945
Step 6
95 rows selected
MSE: 0.8735179
F-norm sine theta difference: 0.0178935
Step 7
95 rows selected
MSE: 0.8687472
F-norm sine theta difference: 0.01655482
Step 8
95 rows selected
MSE: 0.864585
F-norm sine theta difference: 0.01535521
Step 9
95 rows selected
MSE: 0.8609398
F-norm sine theta difference: 0.014276
Step 10
95 rows selected
MSE: 0.8577356
F-norm sine theta difference: 0.01330184
Step 11
95 rows selected
MSE: 0.8549094
F-norm sine theta difference: 0.01241985
Step 12
95 rows selected
MSE: 0.852408
F-norm sine theta difference: 0.01161994
Step 13
95 rows selected
MSE: 0.8501873
F-norm sine theta difference: 0.01089167
Step 14
95 rows selected
MSE: 0.8482095
F-norm sine theta difference: 0.01022807
Step 15
95 rows selected
MSE: 0.8464429
F-norm sine theta difference: 0.009621565
Step 16
95 rows selected
MSE: 0.8448603
F-norm sine theta difference: 0.009066491
Step 17
95 rows selected
MSE: 0.8434387
F-norm sine theta difference: 0.008557665
Step 18
95 rows selected
MSE: 0.8421581
F-norm sine theta difference: 0.008090199
Step 19
95 rows selected
MSE: 0.8410015
F-norm sine theta difference: 0.007659942
Step 20
95 rows selected
MSE: 0.8399543
F-norm sine theta difference: 0.007263443
Step 21
95 rows selected
MSE: 0.8390038
F-norm sine theta difference: 0.006897267
Step 22
95 rows selected
MSE: 0.8381389
F-norm sine theta difference: 0.006558812
Step 23
95 rows selected
MSE: 0.83735
F-norm sine theta difference: 0.006245276
Step 24
95 rows selected
MSE: 0.8366288
F-norm sine theta difference: 0.005954803
Step 25
95 rows selected
MSE: 0.8359681
F-norm sine theta difference: 0.005684578
Step 26
95 rows selected
MSE: 0.8353615
F-norm sine theta difference: 0.005433201
Step 27
95 rows selected
MSE: 0.8348034
F-norm sine theta difference: 0.005199125
Step 28
95 rows selected
MSE: 0.834289
F-norm sine theta difference: 0.004980693
Step 29
95 rows selected
MSE: 0.8338138
F-norm sine theta difference: 0.004776482
Step 30
95 rows selected
MSE: 0.8333741
F-norm sine theta difference: 0.004585422
Step 31
95 rows selected
MSE: 0.8329666
F-norm sine theta difference: 0.004405888
Step 32
95 rows selected
MSE: 0.8325881
F-norm sine theta difference: 0.004237907
Step 33
95 rows selected
MSE: 0.8322362
F-norm sine theta difference: 0.004079837
Step 34
95 rows selected
MSE: 0.8319084
F-norm sine theta difference: 0.003930955
Step 35
95 rows selected
MSE: 0.8316026
F-norm sine theta difference: 0.003790501
Step 36
95 rows selected
MSE: 0.831317
F-norm sine theta difference: 0.003657873
Step 37
95 rows selected
MSE: 0.8310499
F-norm sine theta difference: 0.003532721
Step 38
95 rows selected
MSE: 0.8307997
F-norm sine theta difference: 0.003414044
Step 39
95 rows selected
MSE: 0.8305651
F-norm sine theta difference: 0.003301607
Step 40
95 rows selected
MSE: 0.8303449
F-norm sine theta difference: 0.003194916
Step 41
95 rows selected
MSE: 0.8301379
F-norm sine theta difference: 0.003093502
Step 42
95 rows selected
MSE: 0.8299432
F-norm sine theta difference: 0.002997117
Step 43
95 rows selected
MSE: 0.8297598
F-norm sine theta difference: 0.002905227
Step 44
95 rows selected
MSE: 0.8295869
F-norm sine theta difference: 0.0028176
Step 45
95 rows selected
MSE: 0.8294239
F-norm sine theta difference: 0.002734116
Step 46
95 rows selected
MSE: 0.8292699
F-norm sine theta difference: 0.00265449
Step 47
95 rows selected
MSE: 0.8291243
F-norm sine theta difference: 0.002578079
Step 48
95 rows selected
MSE: 0.8289866
F-norm sine theta difference: 0.00250501
Step 49
95 rows selected
MSE: 0.8288563
F-norm sine theta difference: 0.002435185
Step 50
95 rows selected
MSE: 0.8287328
F-norm sine theta difference: 0.002368235
Step 51
95 rows selected
MSE: 0.8286158
F-norm sine theta difference: 0.002303927
Step 52
95 rows selected
MSE: 0.8285047
F-norm sine theta difference: 0.002242404
Step 53
95 rows selected
MSE: 0.8283993
F-norm sine theta difference: 0.002183311
Step 54
95 rows selected
MSE: 0.8282992
F-norm sine theta difference: 0.002126251
Step 55
95 rows selected
MSE: 0.828204
F-norm sine theta difference: 0.002071493
Step 56
95 rows selected
MSE: 0.8281135
F-norm sine theta difference: 0.002018908
Step 57
95 rows selected
MSE: 0.8280273
F-norm sine theta difference: 0.001968235
Step 58
95 rows selected
MSE: 0.8279453
F-norm sine theta difference: 0.001919361
Step 59
95 rows selected
MSE: 0.8278671
F-norm sine theta difference: 0.001872393
Step 60
95 rows selected
MSE: 0.8277926
F-norm sine theta difference: 0.001826795
Step 61
95 rows selected
MSE: 0.8277215
F-norm sine theta difference: 0.001783313
Step 62
95 rows selected
MSE: 0.8276537
F-norm sine theta difference: 0.001741076
Step 63
95 rows selected
MSE: 0.827589
F-norm sine theta difference: 0.001700428
Step 64
95 rows selected
MSE: 0.8275271
F-norm sine theta difference: 0.001660966
Step 65
95 rows selected
MSE: 0.827468
F-norm sine theta difference: 0.001623068
Step 66
95 rows selected
MSE: 0.8274115
F-norm sine theta difference: 0.001586193
Step 67
95 rows selected
MSE: 0.8273574
F-norm sine theta difference: 0.001550802
Step 68
95 rows selected
MSE: 0.8273056
F-norm sine theta difference: 0.001516274
Step 69
95 rows selected
MSE: 0.8272561
F-norm sine theta difference: 0.001482962
Step 70
95 rows selected
MSE: 0.8272086
F-norm sine theta difference: 0.001450712
Step 71
95 rows selected
MSE: 0.8271632
F-norm sine theta difference: 0.001419471
Step 72
95 rows selected
MSE: 0.8271196
F-norm sine theta difference: 0.00138938
Step 73
95 rows selected
MSE: 0.8270777
F-norm sine theta difference: 0.001360048
Step 74
95 rows selected
MSE: 0.8270376
F-norm sine theta difference: 0.001331741
Step 75
95 rows selected
MSE: 0.8269991
F-norm sine theta difference: 0.001304168
Step 76
95 rows selected
MSE: 0.8269621
F-norm sine theta difference: 0.001277432
Step 77
95 rows selected
MSE: 0.8269266
F-norm sine theta difference: 0.001251716
Step 78
95 rows selected
MSE: 0.8268924
F-norm sine theta difference: 0.001226587
Step 79
95 rows selected
MSE: 0.8268596
F-norm sine theta difference: 0.001202332
Step 80
95 rows selected
MSE: 0.826828
F-norm sine theta difference: 0.001178697
Step 81
95 rows selected
MSE: 0.8267977
F-norm sine theta difference: 0.00115573
Step 82
95 rows selected
MSE: 0.8267684
F-norm sine theta difference: 0.001133484
Step 83
95 rows selected
MSE: 0.8267403
F-norm sine theta difference: 0.001111963
Step 84
95 rows selected
MSE: 0.8267132
F-norm sine theta difference: 0.001090909
Step 85
95 rows selected
MSE: 0.826687
F-norm sine theta difference: 0.001070552
Step 86
95 rows selected
MSE: 0.8266618
F-norm sine theta difference: 0.001050729
Step 87
95 rows selected
MSE: 0.8266376
F-norm sine theta difference: 0.001031479
Step 88
95 rows selected
MSE: 0.8266141
F-norm sine theta difference: 0.001012835
Step 89
95 rows selected
MSE: 0.8265915
F-norm sine theta difference: 0.0009945157
Step 90
95 rows selected
MSE: 0.8265697
F-norm sine theta difference: 0.0009768203
Step 91
95 rows selected
MSE: 0.8265486
F-norm sine theta difference: 0.0009596187
Step 92
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MSE: 0.8265283
F-norm sine theta difference: 0.0009428516
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MSE: 0.8265086
F-norm sine theta difference: 0.0009265503
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MSE: 0.8264896
F-norm sine theta difference: 0.0009108539
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MSE: 0.8264712
F-norm sine theta difference: 0.0008952657
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MSE: 0.8264535
F-norm sine theta difference: 0.000880433
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F-norm sine theta difference: 0.0008655477
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MSE: 0.8264196
F-norm sine theta difference: 0.0008513683
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MSE: 0.8264035
F-norm sine theta difference: 0.0008373911
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MSE: 0.8263879
F-norm sine theta difference: 0.0008238617
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MSE: 0.8263728
F-norm sine theta difference: 0.0008106802
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F-norm sine theta difference: 0.000797882
Step 103
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MSE: 0.826344
F-norm sine theta difference: 0.0007854245
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MSE: 0.8263302
F-norm sine theta difference: 0.0007731979
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MSE: 0.8263169
F-norm sine theta difference: 0.0007612278
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MSE: 0.8263039
F-norm sine theta difference: 0.0007497686
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MSE: 0.8262914
F-norm sine theta difference: 0.0007385286
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MSE: 0.8262792
F-norm sine theta difference: 0.0007272515
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MSE: 0.8262673
F-norm sine theta difference: 0.000716559
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MSE: 0.8262558
F-norm sine theta difference: 0.000705853
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MSE: 0.8262447
F-norm sine theta difference: 0.0006958176
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MSE: 0.8262338
F-norm sine theta difference: 0.000685777
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MSE: 0.8262233
F-norm sine theta difference: 0.0006759822
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MSE: 0.826213
F-norm sine theta difference: 0.0006663135
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MSE: 0.826203
F-norm sine theta difference: 0.0006571417
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MSE: 0.8261933
F-norm sine theta difference: 0.0006481247
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MSE: 0.8261839
F-norm sine theta difference: 0.0006391846
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MSE: 0.8261747
F-norm sine theta difference: 0.0006305854
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MSE: 0.8261657
F-norm sine theta difference: 0.0006219011
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MSE: 0.826157
F-norm sine theta difference: 0.0006137272
Step 121
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MSE: 0.8261485
F-norm sine theta difference: 0.0006055124
Step 122
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MSE: 0.8261402
F-norm sine theta difference: 0.000597848
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MSE: 0.8261322
F-norm sine theta difference: 0.000589989
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MSE: 0.8261243
F-norm sine theta difference: 0.0005824307
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MSE: 0.8261166
F-norm sine theta difference: 0.0005749597
Step 126
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MSE: 0.8261092
F-norm sine theta difference: 0.0005678739
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MSE: 0.8261019
F-norm sine theta difference: 0.0005606763
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MSE: 0.8260948
F-norm sine theta difference: 0.0005537568
Step 129
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MSE: 0.8260878
F-norm sine theta difference: 0.0005471372
Step 130
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MSE: 0.826081
F-norm sine theta difference: 0.0005405924
Step 131
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MSE: 0.8260744
F-norm sine theta difference: 0.0005339697
Step 132
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MSE: 0.8260679
F-norm sine theta difference: 0.0005276249
Step 133
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MSE: 0.8260616
F-norm sine theta difference: 0.0005214265
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MSE: 0.8260555
F-norm sine theta difference: 0.0005154214
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MSE: 0.8260494
F-norm sine theta difference: 0.0005093906
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MSE: 0.8260435
F-norm sine theta difference: 0.0005035648
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MSE: 0.8260378
F-norm sine theta difference: 0.0004975429
Step 138
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MSE: 0.8260321
F-norm sine theta difference: 0.0004922835
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MSE: 0.8260266
F-norm sine theta difference: 0.0004868522
Step 140
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MSE: 0.8260212
F-norm sine theta difference: 0.0004812964
Step 141
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MSE: 0.826016
F-norm sine theta difference: 0.0004758066
Step 142
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MSE: 0.8260108
F-norm sine theta difference: 0.0004711365
Step 143
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MSE: 0.8260057
F-norm sine theta difference: 0.0004659749
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MSE: 0.8260008
F-norm sine theta difference: 0.0004610318
Step 145
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MSE: 0.8259959
F-norm sine theta difference: 0.0004562038
Step 146
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MSE: 0.8259912
F-norm sine theta difference: 0.0004513657
Step 147
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MSE: 0.8259865
F-norm sine theta difference: 0.000446784
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MSE: 0.825982
F-norm sine theta difference: 0.0004422256
Step 149
95 rows selected
MSE: 0.8259775
F-norm sine theta difference: 0.0004377837
Step 150
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MSE: 0.8259731
F-norm sine theta difference: 0.0004334001
Step 151
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MSE: 0.8259688
F-norm sine theta difference: 0.0004289843
Step 152
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MSE: 0.8259646
F-norm sine theta difference: 0.0004249395
Step 153
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MSE: 0.8259605
F-norm sine theta difference: 0.0004207586
Step 154
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MSE: 0.8259565
F-norm sine theta difference: 0.0004163492
Step 155
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MSE: 0.8259525
F-norm sine theta difference: 0.0004126021
Step 156
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MSE: 0.8259486
F-norm sine theta difference: 0.0004085609
Step 157
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MSE: 0.8259448
F-norm sine theta difference: 0.0004047014
Step 158
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MSE: 0.825941
F-norm sine theta difference: 0.0004009125
Step 159
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MSE: 0.8259373
F-norm sine theta difference: 0.0003971416
Step 160
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MSE: 0.8259337
F-norm sine theta difference: 0.0003934737
Step 161
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MSE: 0.8259302
F-norm sine theta difference: 0.0003898515
Step 162
95 rows selected
MSE: 0.8259267
F-norm sine theta difference: 0.0003866466
Step 163
95 rows selected
MSE: 0.8259233
F-norm sine theta difference: 0.0003828926
Step 164
95 rows selected
MSE: 0.8259199
F-norm sine theta difference: 0.00037948
Step 165
95 rows selected
MSE: 0.8259166
F-norm sine theta difference: 0.0003761124
Step 166
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MSE: 0.8259133
F-norm sine theta difference: 0.0003732202
Step 167
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MSE: 0.8259101
F-norm sine theta difference: 0.0003692566
Step 168
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MSE: 0.825907
F-norm sine theta difference: 0.0003662951
Step 169
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MSE: 0.8259039
F-norm sine theta difference: 0.0003631979
Step 170
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MSE: 0.8259009
F-norm sine theta difference: 0.0003601435
Step 171
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MSE: 0.8258979
F-norm sine theta difference: 0.000357196
Step 172
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MSE: 0.825895
F-norm sine theta difference: 0.0003542169
Step 173
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MSE: 0.8258921
F-norm sine theta difference: 0.0003512402
Step 174
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MSE: 0.8258892
F-norm sine theta difference: 0.0003485219
Step 175
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MSE: 0.8258865
F-norm sine theta difference: 0.0003454649
Step 176
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MSE: 0.8258837
F-norm sine theta difference: 0.0003426109
Step 177
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MSE: 0.825881
F-norm sine theta difference: 0.0003399887
Step 178
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MSE: 0.8258783
F-norm sine theta difference: 0.0003372355
Step 179
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MSE: 0.8258757
F-norm sine theta difference: 0.0003343793
Step 180
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MSE: 0.8258731
F-norm sine theta difference: 0.0003317473
Step 181
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MSE: 0.8258706
F-norm sine theta difference: 0.0003293
Step 182
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MSE: 0.8258681
F-norm sine theta difference: 0.0003267252
Step 183
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MSE: 0.8258656
F-norm sine theta difference: 0.0003244414
Step 184
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MSE: 0.8258632
F-norm sine theta difference: 0.000321679
Step 185
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MSE: 0.8258608
F-norm sine theta difference: 0.0003192931
Step 186
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MSE: 0.8258585
F-norm sine theta difference: 0.0003168282
Step 187
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MSE: 0.8258562
F-norm sine theta difference: 0.0003147114
Step 188
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MSE: 0.8258539
F-norm sine theta difference: 0.0003122075
Step 189
95 rows selected
MSE: 0.8258516
F-norm sine theta difference: 0.000309954
Step 190
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MSE: 0.8258494
F-norm sine theta difference: 0.0003076009
Step 191
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MSE: 0.8258472
F-norm sine theta difference: 0.0003053747
Step 192
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MSE: 0.8258451
F-norm sine theta difference: 0.0003031595
Step 193
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MSE: 0.8258429
F-norm sine theta difference: 0.0003009291
Step 194
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MSE: 0.8258408
F-norm sine theta difference: 0.0002990333
Step 195
95 rows selected
MSE: 0.8258388
F-norm sine theta difference: 0.0002967334
Step 196
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MSE: 0.8258367
F-norm sine theta difference: 0.0002945883
Step 197
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MSE: 0.8258347
F-norm sine theta difference: 0.000292511
Step 198
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MSE: 0.8258328
F-norm sine theta difference: 0.0002904923
Step 199
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MSE: 0.8258308
F-norm sine theta difference: 0.0002883946
Step 200
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MSE: 0.8258289
F-norm sine theta difference: 0.0002864031
Step 201
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MSE: 0.825827
F-norm sine theta difference: 0.0002845654
Step 202
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MSE: 0.8258251
F-norm sine theta difference: 0.0002826934
Step 203
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MSE: 0.8258233
F-norm sine theta difference: 0.0002807086
Step 204
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MSE: 0.8258214
F-norm sine theta difference: 0.0002788352
Step 205
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MSE: 0.8258196
F-norm sine theta difference: 0.0002769985
Step 206
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MSE: 0.8258179
F-norm sine theta difference: 0.0002750672
Step 207
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MSE: 0.8258161
F-norm sine theta difference: 0.000273331
Step 208
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MSE: 0.8258144
F-norm sine theta difference: 0.0002715083
Step 209
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MSE: 0.8258127
F-norm sine theta difference: 0.0002693582
Step 210
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MSE: 0.825811
F-norm sine theta difference: 0.0002680061
Step 211
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MSE: 0.8258093
F-norm sine theta difference: 0.0002663032
Step 212
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MSE: 0.8258077
F-norm sine theta difference: 0.0002645748
Step 213
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MSE: 0.8258061
F-norm sine theta difference: 0.0002628957
Step 214
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MSE: 0.8258044
F-norm sine theta difference: 0.000261201
Step 215
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MSE: 0.8258029
F-norm sine theta difference: 0.0002595333
Step 216
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MSE: 0.8258013
F-norm sine theta difference: 0.00025794
Step 217
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MSE: 0.8257998
F-norm sine theta difference: 0.0002561709
Step 218
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MSE: 0.8257982
F-norm sine theta difference: 0.0002547074
Step 219
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MSE: 0.8257967
F-norm sine theta difference: 0.0002528062
Step 220
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MSE: 0.8257952
F-norm sine theta difference: 0.0002518661
Step 221
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MSE: 0.8257938
F-norm sine theta difference: 0.0002500609
Step 222
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MSE: 0.8257923
F-norm sine theta difference: 0.0002485922
Step 223
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MSE: 0.8257909
F-norm sine theta difference: 0.0002469112
Step 224
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MSE: 0.8257895
F-norm sine theta difference: 0.0002454002
Step 225
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MSE: 0.8257881
F-norm sine theta difference: 0.0002439056
Step 226
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MSE: 0.8257867
F-norm sine theta difference: 0.0002425752
Step 227
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MSE: 0.8257853
F-norm sine theta difference: 0.0002411427
Step 228
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MSE: 0.825784
F-norm sine theta difference: 0.0002395501
Step 229
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MSE: 0.8257826
F-norm sine theta difference: 0.0002382336
Step 230
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MSE: 0.8257813
F-norm sine theta difference: 0.0002369545
Step 231
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MSE: 0.82578
F-norm sine theta difference: 0.0002356009
Step 232
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MSE: 0.8257787
F-norm sine theta difference: 0.0002340734
Step 233
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MSE: 0.8257775
F-norm sine theta difference: 0.00023278
Step 234
95 rows selected
MSE: 0.8257762
F-norm sine theta difference: 0.000231471
Step 235
95 rows selected
MSE: 0.825775
F-norm sine theta difference: 0.0002303725
Step 236
95 rows selected
MSE: 0.8257737
F-norm sine theta difference: 0.0002287851
Step 237
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MSE: 0.8257725
F-norm sine theta difference: 0.0002276154
Step 238
95 rows selected
MSE: 0.8257713
F-norm sine theta difference: 0.0002262636
Step 239
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MSE: 0.8257701
F-norm sine theta difference: 0.0002247432
Step 240
95 rows selected
MSE: 0.8257689
F-norm sine theta difference: 0.0002238021
Step 241
95 rows selected
MSE: 0.8257678
F-norm sine theta difference: 0.0002224869
Step 242
95 rows selected
MSE: 0.8257666
F-norm sine theta difference: 0.0002211354
Step 243
95 rows selected
MSE: 0.8257655
F-norm sine theta difference: 0.000219907
Step 244
95 rows selected
MSE: 0.8257644
F-norm sine theta difference: 0.0002186686
Step 245
95 rows selected
MSE: 0.8257632
F-norm sine theta difference: 0.0002174184
Step 246
95 rows selected
MSE: 0.8257621
F-norm sine theta difference: 0.0002162335
Step 247
95 rows selected
MSE: 0.8257611
F-norm sine theta difference: 0.000215096
Step 248
95 rows selected
MSE: 0.82576
F-norm sine theta difference: 0.000213821
Step 249
95 rows selected
MSE: 0.8257589
F-norm sine theta difference: 0.0002134564
Step 250
95 rows selected
MSE: 0.8257579
F-norm sine theta difference: 0.0002115405
Step 251
95 rows selected
MSE: 0.8257568
F-norm sine theta difference: 0.0002104258
Step 252
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MSE: 0.8257558
F-norm sine theta difference: 0.0002091449
Step 253
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MSE: 0.8257548
F-norm sine theta difference: 0.0002080912
Step 254
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MSE: 0.8257538
F-norm sine theta difference: 0.000207217
Step 255
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MSE: 0.8257528
F-norm sine theta difference: 0.0002059218
Step 256
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MSE: 0.8257518
F-norm sine theta difference: 0.0002051586
Step 257
95 rows selected
MSE: 0.8257508
F-norm sine theta difference: 0.0002037881
Step 258
95 rows selected
MSE: 0.8257498
F-norm sine theta difference: 0.000202689
Step 259
95 rows selected
MSE: 0.8257489
F-norm sine theta difference: 0.0002017231
Step 260
95 rows selected
MSE: 0.8257479
F-norm sine theta difference: 0.000200436
Step 261
95 rows selected
MSE: 0.825747
F-norm sine theta difference: 0.000199527
Step 262
95 rows selected
MSE: 0.8257461
F-norm sine theta difference: 0.0001983782
Step 263
95 rows selected
MSE: 0.8257451
F-norm sine theta difference: 0.0001974211
Step 264
95 rows selected
MSE: 0.8257442
F-norm sine theta difference: 0.0001963354
Step 265
95 rows selected
MSE: 0.8257433
F-norm sine theta difference: 0.0001953337
Step 266
95 rows selected
MSE: 0.8257424
F-norm sine theta difference: 0.0001942478
Step 267
95 rows selected
MSE: 0.8257416
F-norm sine theta difference: 0.0001937315
Step 268
95 rows selected
MSE: 0.8257407
F-norm sine theta difference: 0.0001924682
Step 269
95 rows selected
MSE: 0.8257398
F-norm sine theta difference: 0.0001914344
Step 270
95 rows selected
MSE: 0.825739
F-norm sine theta difference: 0.0001903869
Step 271
95 rows selected
MSE: 0.8257381
F-norm sine theta difference: 0.0001895423
Step 272
95 rows selected
MSE: 0.8257373
F-norm sine theta difference: 0.0001884768
Step 273
95 rows selected
MSE: 0.8257365
F-norm sine theta difference: 0.0001874504
Step 274
95 rows selected
MSE: 0.8257357
F-norm sine theta difference: 0.0001865141
Step 275
95 rows selected
MSE: 0.8257348
F-norm sine theta difference: 0.0001856402
Step 276
95 rows selected
MSE: 0.825734
F-norm sine theta difference: 0.0001846131
Step 277
95 rows selected
MSE: 0.8257332
F-norm sine theta difference: 0.0001839431
Step 278
95 rows selected
MSE: 0.8257325
F-norm sine theta difference: 0.000182826
Step 279
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MSE: 0.8257317
F-norm sine theta difference: 0.0001819779
Step 280
95 rows selected
MSE: 0.8257309
F-norm sine theta difference: 0.000180962
Step 281
95 rows selected
MSE: 0.8257301
F-norm sine theta difference: 0.0001801217
Step 282
95 rows selected
MSE: 0.8257294
F-norm sine theta difference: 0.00017922
Step 283
95 rows selected
MSE: 0.8257286
F-norm sine theta difference: 0.000178389
Step 284
95 rows selected
MSE: 0.8257279
F-norm sine theta difference: 0.0001774884
Step 285
95 rows selected
MSE: 0.8257272
F-norm sine theta difference: 0.0001768952
Step 286
95 rows selected
MSE: 0.8257264
F-norm sine theta difference: 0.0001757619
Step 287
95 rows selected
MSE: 0.8257257
F-norm sine theta difference: 0.0001744958
Step 288
95 rows selected
MSE: 0.825725
F-norm sine theta difference: 0.0001739947
Step 289
95 rows selected
MSE: 0.8257243
F-norm sine theta difference: 0.0001731345
Step 290
95 rows selected
MSE: 0.8257236
F-norm sine theta difference: 0.0001722137
Step 291
95 rows selected
MSE: 0.8257229
F-norm sine theta difference: 0.0001714263
Step 292
95 rows selected
MSE: 0.8257222
F-norm sine theta difference: 0.000170469
Step 293
95 rows selected
MSE: 0.8257215
F-norm sine theta difference: 0.0001697786
Step 294
95 rows selected
MSE: 0.8257209
F-norm sine theta difference: 0.0001689783
Step 295
95 rows selected
MSE: 0.8257202
F-norm sine theta difference: 0.0001681764
Step 296
95 rows selected
MSE: 0.8257195
F-norm sine theta difference: 0.0001673726
Step 297
95 rows selected
MSE: 0.8257189
F-norm sine theta difference: 0.0001663965
Step 298
95 rows selected
MSE: 0.8257182
F-norm sine theta difference: 0.0001657808
Step 299
95 rows selected
MSE: 0.8257176
F-norm sine theta difference: 0.0001649887
Step 300
95 rows selected
MSE: 0.825717
F-norm sine theta difference: 0.0001641519
Step 301
95 rows selected
MSE: 0.8257163
F-norm sine theta difference: 0.0001634444
Step 302
95 rows selected
MSE: 0.8257157
F-norm sine theta difference: 0.0001625298
Step 303
95 rows selected
MSE: 0.8257151
F-norm sine theta difference: 0.0001617071
Step 304
95 rows selected
MSE: 0.8257145
F-norm sine theta difference: 0.0001611661
Step 305
95 rows selected
MSE: 0.8257139
F-norm sine theta difference: 0.000160322
Step 306
95 rows selected
MSE: 0.8257133
F-norm sine theta difference: 0.0001593692
Step 307
95 rows selected
MSE: 0.8257127
F-norm sine theta difference: 0.0001587662
Step 308
95 rows selected
MSE: 0.8257121
F-norm sine theta difference: 0.0001578269
Step 309
95 rows selected
MSE: 0.8257115
F-norm sine theta difference: 0.0001572884
Step 310
95 rows selected
MSE: 0.8257109
F-norm sine theta difference: 0.0001569113
Step 311
95 rows selected
MSE: 0.8257103
F-norm sine theta difference: 0.0001558019
Step 312
95 rows selected
MSE: 0.8257098
F-norm sine theta difference: 0.0001551784
Step 313
95 rows selected
MSE: 0.8257092
F-norm sine theta difference: 0.0001544733
Step 314
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MSE: 0.8257087
F-norm sine theta difference: 0.0001536427
Step 315
95 rows selected
MSE: 0.8257081
F-norm sine theta difference: 0.000152982
Step 316
95 rows selected
MSE: 0.8257076
F-norm sine theta difference: 0.0001522424
Step 317
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MSE: 0.825707
F-norm sine theta difference: 0.0001516092
Step 318
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MSE: 0.8257065
F-norm sine theta difference: 0.0001508572
Step 319
95 rows selected
MSE: 0.825706
F-norm sine theta difference: 0.0001500738
Step 320
95 rows selected
MSE: 0.8257054
F-norm sine theta difference: 0.0001494606
Step 321
95 rows selected
MSE: 0.8257049
F-norm sine theta difference: 0.0001487311
Step 322
95 rows selected
MSE: 0.8257044
F-norm sine theta difference: 0.0001476148
Step 323
95 rows selected
MSE: 0.8257039
F-norm sine theta difference: 0.0001474253
Step 324
95 rows selected
MSE: 0.8257034
F-norm sine theta difference: 0.000146719
Step 325
95 rows selected
MSE: 0.8257029
F-norm sine theta difference: 0.0001460345
Step 326
95 rows selected
MSE: 0.8257024
F-norm sine theta difference: 0.0001453703
Step 327
95 rows selected
MSE: 0.8257019
F-norm sine theta difference: 0.0001447312
Step 328
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MSE: 0.8257014
F-norm sine theta difference: 0.0001440545
Step 329
95 rows selected
MSE: 0.8257009
F-norm sine theta difference: 0.0001434207
Step 330
95 rows selected
MSE: 0.8257004
F-norm sine theta difference: 0.0001427427
Step 331
95 rows selected
MSE: 0.8256999
F-norm sine theta difference: 0.0001422047
Step 332
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MSE: 0.8256995
F-norm sine theta difference: 0.0001415654
Step 333
95 rows selected
MSE: 0.825699
F-norm sine theta difference: 0.000140787
Step 334
95 rows selected
MSE: 0.8256985
F-norm sine theta difference: 0.0001401715
Step 335
95 rows selected
MSE: 0.8256981
F-norm sine theta difference: 0.0001397396
Step 336
95 rows selected
MSE: 0.8256976
F-norm sine theta difference: 0.0001389084
Step 337
95 rows selected
MSE: 0.8256972
F-norm sine theta difference: 0.0001383122
Step 338
95 rows selected
MSE: 0.8256967
F-norm sine theta difference: 0.0001377263
Step 339
95 rows selected
MSE: 0.8256963
F-norm sine theta difference: 0.0001370717
Step 340
95 rows selected
MSE: 0.8256958
F-norm sine theta difference: 0.0001364595
Step 341
95 rows selected
MSE: 0.8256954
F-norm sine theta difference: 0.0001358089
Step 342
95 rows selected
MSE: 0.825695
F-norm sine theta difference: 0.0001350966
Step 343
95 rows selected
MSE: 0.8256945
F-norm sine theta difference: 0.0001343118
Step 344
95 rows selected
MSE: 0.8256941
F-norm sine theta difference: 0.0001340494
Step 345
95 rows selected
MSE: 0.8256937
F-norm sine theta difference: 0.0001333636
Step 346
95 rows selected
MSE: 0.8256933
F-norm sine theta difference: 0.0001327121
Step 347
95 rows selected
MSE: 0.8256929
F-norm sine theta difference: 0.0001322469
Step 348
95 rows selected
MSE: 0.8256925
F-norm sine theta difference: 0.000131572
Step 349
95 rows selected
MSE: 0.8256921
F-norm sine theta difference: 0.0001310599
Step 350
95 rows selected
MSE: 0.8256917
F-norm sine theta difference: 0.0001305123
Step 351
95 rows selected
MSE: 0.8256913
F-norm sine theta difference: 0.0001298327
Step 352
95 rows selected
MSE: 0.8256909
F-norm sine theta difference: 0.0001294021
Step 353
95 rows selected
MSE: 0.8256905
F-norm sine theta difference: 0.0001287398
Step 354
95 rows selected
MSE: 0.8256901
F-norm sine theta difference: 0.0001280348
Step 355
95 rows selected
MSE: 0.8256897
F-norm sine theta difference: 0.0001276588
Step 356
95 rows selected
MSE: 0.8256893
F-norm sine theta difference: 0.0001270899
Step 357
95 rows selected
MSE: 0.8256889
F-norm sine theta difference: 0.0001264843
Step 358
95 rows selected
MSE: 0.8256886
F-norm sine theta difference: 0.0001259432
Step 359
95 rows selected
MSE: 0.8256882
F-norm sine theta difference: 0.0001255695
Step 360
95 rows selected
MSE: 0.8256878
F-norm sine theta difference: 0.0001247944
Step 361
95 rows selected
MSE: 0.8256875
F-norm sine theta difference: 0.000124369
Step 362
95 rows selected
MSE: 0.8256871
F-norm sine theta difference: 0.0001237304
Step 363
95 rows selected
MSE: 0.8256867
F-norm sine theta difference: 0.000123106
Step 364
95 rows selected
MSE: 0.8256864
F-norm sine theta difference: 0.0001224843
Step 365
95 rows selected
MSE: 0.825686
F-norm sine theta difference: 0.000122149
Step 366
95 rows selected
MSE: 0.8256857
F-norm sine theta difference: 0.0001216324
Step 367
95 rows selected
MSE: 0.8256853
F-norm sine theta difference: 0.0001209831
Step 368
95 rows selected
MSE: 0.825685
F-norm sine theta difference: 0.0001206412
Step 369
95 rows selected
MSE: 0.8256847
F-norm sine theta difference: 0.0001200356
Step 370
95 rows selected
MSE: 0.8256843
F-norm sine theta difference: 0.0001198527
Step 371
95 rows selected
MSE: 0.825684
F-norm sine theta difference: 0.0001189614
Step 372
95 rows selected
MSE: 0.8256837
F-norm sine theta difference: 0.0001185569
Step 373
95 rows selected
MSE: 0.8256833
F-norm sine theta difference: 0.0001179302
Step 374
95 rows selected
MSE: 0.825683
F-norm sine theta difference: 0.0001174242
Step 375
95 rows selected
MSE: 0.8256827
F-norm sine theta difference: 0.0001168786
Step 376
95 rows selected
MSE: 0.8256824
F-norm sine theta difference: 0.000116397
Step 377
95 rows selected
MSE: 0.825682
F-norm sine theta difference: 0.0001159226
Step 378
95 rows selected
MSE: 0.8256817
F-norm sine theta difference: 0.0001154051
Step 379
95 rows selected
MSE: 0.8256814
F-norm sine theta difference: 0.000114902
Step 380
95 rows selected
MSE: 0.8256811
F-norm sine theta difference: 0.0001144966
Step 381
95 rows selected
MSE: 0.8256808
F-norm sine theta difference: 0.000114328
Step 382
95 rows selected
MSE: 0.8256805
F-norm sine theta difference: 0.0001130926
Step 383
95 rows selected
MSE: 0.8256802
F-norm sine theta difference: 0.0001129517
Step 384
95 rows selected
MSE: 0.8256799
F-norm sine theta difference: 0.0001121419
Step 385
95 rows selected
MSE: 0.8256796
F-norm sine theta difference: 0.0001119249
Step 386
95 rows selected
MSE: 0.8256793
F-norm sine theta difference: 0.0001114898
Step 387
95 rows selected
MSE: 0.825679
F-norm sine theta difference: 0.0001112271
Step 388
95 rows selected
MSE: 0.8256787
F-norm sine theta difference: 0.000110455
Step 389
95 rows selected
MSE: 0.8256784
F-norm sine theta difference: 0.0001101383
Step 390
95 rows selected
MSE: 0.8256782
F-norm sine theta difference: 0.0001095336
Step 391
95 rows selected
MSE: 0.8256779
F-norm sine theta difference: 0.0001090575
Step 392
95 rows selected
MSE: 0.8256776
F-norm sine theta difference: 0.0001088072
Step 393
95 rows selected
MSE: 0.8256773
F-norm sine theta difference: 0.0001081529
Step 394
95 rows selected
MSE: 0.825677
F-norm sine theta difference: 0.0001077422
Step 395
95 rows selected
MSE: 0.8256768
F-norm sine theta difference: 0.0001070238
Step 396
95 rows selected
MSE: 0.8256765
F-norm sine theta difference: 0.0001068318
Step 397
95 rows selected
MSE: 0.8256762
F-norm sine theta difference: 0.0001063569
Step 398
95 rows selected
MSE: 0.825676
F-norm sine theta difference: 0.0001060075
Step 399
95 rows selected
MSE: 0.8256757
F-norm sine theta difference: 0.0001054867
Step 400
95 rows selected
MSE: 0.8256755
F-norm sine theta difference: 0.0001049661
Step 401
95 rows selected
MSE: 0.8256752
F-norm sine theta difference: 0.0001045986
Step 402
95 rows selected
MSE: 0.8256749
F-norm sine theta difference: 0.0001041523
Step 403
95 rows selected
MSE: 0.8256747
F-norm sine theta difference: 0.0001037307
Step 404
95 rows selected
MSE: 0.8256744
F-norm sine theta difference: 0.0001032596
Step 405
95 rows selected
MSE: 0.8256742
F-norm sine theta difference: 0.0001029047
Step 406
95 rows selected
MSE: 0.8256739
F-norm sine theta difference: 0.0001025289
Step 407
95 rows selected
MSE: 0.8256737
F-norm sine theta difference: 0.0001019856
Step 408
95 rows selected
MSE: 0.8256734
F-norm sine theta difference: 0.0001016743
Step 409
95 rows selected
MSE: 0.8256732
F-norm sine theta difference: 0.0001010771
Step 410
95 rows selected
MSE: 0.825673
F-norm sine theta difference: 0.000100875
Step 411
95 rows selected
MSE: 0.8256727
F-norm sine theta difference: 0.0001002758
Step 412
95 rows selected
MSE: 0.8256725
F-norm sine theta difference: 9.977492e-05
Step 413
95 rows selected
MSE: 0.8256723
F-norm sine theta difference: 9.94177e-05
Step 414
95 rows selected
MSE: 0.825672
F-norm sine theta difference: 9.899891e-05
Step 415
95 rows selected
MSE: 0.8256718
F-norm sine theta difference: 9.857399e-05
Step 416
95 rows selected
MSE: 0.8256716
F-norm sine theta difference: 9.825503e-05
Step 417
95 rows selected
MSE: 0.8256713
F-norm sine theta difference: 9.770758e-05
Step 418
95 rows selected
MSE: 0.8256711
F-norm sine theta difference: 9.733828e-05
Step 419
95 rows selected
MSE: 0.8256709
F-norm sine theta difference: 9.694372e-05
Step 420
95 rows selected
MSE: 0.8256707
F-norm sine theta difference: 9.662884e-05
Step 421
95 rows selected
MSE: 0.8256705
F-norm sine theta difference: 9.615613e-05
Step 422
95 rows selected
MSE: 0.8256702
F-norm sine theta difference: 9.571132e-05
Step 423
95 rows selected
MSE: 0.82567
F-norm sine theta difference: 9.533109e-05
Step 424
95 rows selected
MSE: 0.8256698
F-norm sine theta difference: 9.487577e-05
Step 425
95 rows selected
MSE: 0.8256696
F-norm sine theta difference: 9.453857e-05
Step 426
95 rows selected
MSE: 0.8256694
F-norm sine theta difference: 9.421103e-05
Step 427
95 rows selected
MSE: 0.8256692
F-norm sine theta difference: 9.36817e-05
Step 428
95 rows selected
MSE: 0.825669
F-norm sine theta difference: 9.346855e-05
Step 429
95 rows selected
MSE: 0.8256688
F-norm sine theta difference: 9.29769e-05
Step 430
95 rows selected
MSE: 0.8256686
F-norm sine theta difference: 9.258635e-05
Step 431
95 rows selected
MSE: 0.8256684
F-norm sine theta difference: 9.222068e-05
Step 432
95 rows selected
MSE: 0.8256682
F-norm sine theta difference: 9.182378e-05
Step 433
95 rows selected
MSE: 0.825668
F-norm sine theta difference: 9.135937e-05
Step 434
95 rows selected
MSE: 0.8256678
F-norm sine theta difference: 9.109015e-05
Step 435
95 rows selected
MSE: 0.8256676
F-norm sine theta difference: 9.071613e-05
Step 436
95 rows selected
MSE: 0.8256674
F-norm sine theta difference: 9.039051e-05
Step 437
95 rows selected
MSE: 0.8256672
F-norm sine theta difference: 9.024749e-05
Step 438
95 rows selected
MSE: 0.825667
F-norm sine theta difference: 8.963754e-05
Step 439
95 rows selected
MSE: 0.8256668
F-norm sine theta difference: 8.919678e-05
Step 440
95 rows selected
MSE: 0.8256666
F-norm sine theta difference: 8.880645e-05
Step 441
95 rows selected
MSE: 0.8256664
F-norm sine theta difference: 8.842355e-05
Step 442
95 rows selected
MSE: 0.8256663
F-norm sine theta difference: 8.814344e-05
Step 443
95 rows selected
MSE: 0.8256661
F-norm sine theta difference: 8.775789e-05
Step 444
95 rows selected
MSE: 0.8256659
F-norm sine theta difference: 8.755458e-05
Step 445
95 rows selected
MSE: 0.8256657
F-norm sine theta difference: 8.705279e-05
Step 446
95 rows selected
MSE: 0.8256655
F-norm sine theta difference: 8.661434e-05
Step 447
95 rows selected
MSE: 0.8256654
F-norm sine theta difference: 8.62819e-05
Step 448
95 rows selected
MSE: 0.8256652
F-norm sine theta difference: 8.603232e-05
Step 449
95 rows selected
MSE: 0.825665
F-norm sine theta difference: 8.55293e-05
Step 450
95 rows selected
MSE: 0.8256648
F-norm sine theta difference: 8.535e-05
Step 451
95 rows selected
MSE: 0.8256647
F-norm sine theta difference: 8.486579e-05
Step 452
95 rows selected
MSE: 0.8256645
F-norm sine theta difference: 8.447875e-05
Step 453
95 rows selected
MSE: 0.8256643
F-norm sine theta difference: 8.432826e-05
Step 454
95 rows selected
MSE: 0.8256642
F-norm sine theta difference: 8.384059e-05
Step 455
95 rows selected
MSE: 0.825664
F-norm sine theta difference: 8.362331e-05
Step 456
95 rows selected
MSE: 0.8256638
F-norm sine theta difference: 8.315752e-05
Step 457
95 rows selected
MSE: 0.8256637
F-norm sine theta difference: 8.278577e-05
Step 458
95 rows selected
MSE: 0.8256635
F-norm sine theta difference: 8.250129e-05
Step 459
95 rows selected
MSE: 0.8256634
F-norm sine theta difference: 8.212587e-05
Step 460
95 rows selected
MSE: 0.8256632
F-norm sine theta difference: 8.172167e-05
Step 461
95 rows selected
MSE: 0.825663
F-norm sine theta difference: 8.144624e-05
Step 462
95 rows selected
MSE: 0.8256629
F-norm sine theta difference: 8.114667e-05
Step 463
95 rows selected
MSE: 0.8256627
F-norm sine theta difference: 8.081503e-05
Step 464
95 rows selected
MSE: 0.8256626
F-norm sine theta difference: 8.042583e-05
Step 465
95 rows selected
MSE: 0.8256624
F-norm sine theta difference: 8.015171e-05
Step 466
95 rows selected
MSE: 0.8256623
F-norm sine theta difference: 7.954132e-05
Step 467
95 rows selected
MSE: 0.8256621
F-norm sine theta difference: 7.950013e-05
Step 468
95 rows selected
MSE: 0.825662
F-norm sine theta difference: 7.916763e-05
Step 469
95 rows selected
MSE: 0.8256618
F-norm sine theta difference: 7.884255e-05
Step 470
95 rows selected
MSE: 0.8256617
F-norm sine theta difference: 7.856276e-05
Step 471
95 rows selected
MSE: 0.8256615
F-norm sine theta difference: 7.834646e-05
Step 472
95 rows selected
MSE: 0.8256614
F-norm sine theta difference: 7.790639e-05
Step 473
95 rows selected
MSE: 0.8256613
F-norm sine theta difference: 7.761137e-05
Step 474
95 rows selected
MSE: 0.8256611
F-norm sine theta difference: 7.72749e-05
Step 475
95 rows selected
MSE: 0.825661
F-norm sine theta difference: 7.691553e-05
Step 476
95 rows selected
MSE: 0.8256608
F-norm sine theta difference: 7.672836e-05
Step 477
95 rows selected
MSE: 0.8256607
F-norm sine theta difference: 7.648731e-05
Step 478
95 rows selected
MSE: 0.8256606
F-norm sine theta difference: 7.597904e-05
Step 479
95 rows selected
MSE: 0.8256604
F-norm sine theta difference: 7.570769e-05
Step 480
95 rows selected
MSE: 0.8256603
F-norm sine theta difference: 7.545688e-05
Step 481
95 rows selected
MSE: 0.8256602
F-norm sine theta difference: 7.51474e-05
Step 482
95 rows selected
MSE: 0.82566
F-norm sine theta difference: 7.478396e-05
Step 483
95 rows selected
MSE: 0.8256599
F-norm sine theta difference: 7.448633e-05
Step 484
95 rows selected
MSE: 0.8256598
F-norm sine theta difference: 7.420817e-05
Step 485
95 rows selected
MSE: 0.8256596
F-norm sine theta difference: 7.389702e-05
Step 486
95 rows selected
MSE: 0.8256595
F-norm sine theta difference: 7.359179e-05
Step 487
95 rows selected
MSE: 0.8256594
F-norm sine theta difference: 7.329185e-05
Step 488
95 rows selected
MSE: 0.8256593
F-norm sine theta difference: 7.300031e-05
Step 489
95 rows selected
MSE: 0.8256591
F-norm sine theta difference: 7.267927e-05
Step 490
95 rows selected
MSE: 0.825659
F-norm sine theta difference: 7.242278e-05
Step 491
95 rows selected
MSE: 0.8256589
F-norm sine theta difference: 7.218228e-05
Step 492
95 rows selected
MSE: 0.8256588
F-norm sine theta difference: 7.199076e-05
Step 493
95 rows selected
MSE: 0.8256586
F-norm sine theta difference: 7.16597e-05
Step 494
95 rows selected
MSE: 0.8256585
F-norm sine theta difference: 7.127012e-05
Step 495
95 rows selected
MSE: 0.8256584
F-norm sine theta difference: 7.095988e-05
Step 496
95 rows selected
MSE: 0.8256583
F-norm sine theta difference: 7.065328e-05
Step 497
95 rows selected
MSE: 0.8256582
F-norm sine theta difference: 7.040671e-05
Step 498
95 rows selected
MSE: 0.825658
F-norm sine theta difference: 7.005797e-05
Step 499
95 rows selected
MSE: 0.8256579
F-norm sine theta difference: 6.966397e-05
Step 500
95 rows selected
MSE: 0.8256578
F-norm sine theta difference: 6.952906e-05
Step 501
95 rows selected
MSE: 0.8256577
F-norm sine theta difference: 6.937239e-05
Step 502
95 rows selected
MSE: 0.8256576
F-norm sine theta difference: 6.899887e-05
Step 503
95 rows selected
MSE: 0.8256575
F-norm sine theta difference: 6.873188e-05
Step 504
95 rows selected
MSE: 0.8256574
F-norm sine theta difference: 6.8413e-05
Step 505
95 rows selected
MSE: 0.8256573
F-norm sine theta difference: 6.81102e-05
Step 506
95 rows selected
MSE: 0.8256572
F-norm sine theta difference: 6.780793e-05
Step 507
95 rows selected
MSE: 0.825657
F-norm sine theta difference: 6.763736e-05
Step 508
95 rows selected
MSE: 0.8256569
F-norm sine theta difference: 6.75654e-05
Step 509
95 rows selected
MSE: 0.8256568
F-norm sine theta difference: 6.705227e-05
Step 510
95 rows selected
MSE: 0.8256567
F-norm sine theta difference: 6.679475e-05
Step 511
95 rows selected
MSE: 0.8256566
F-norm sine theta difference: 6.6495e-05
Step 512
95 rows selected
MSE: 0.8256565
F-norm sine theta difference: 6.626112e-05
Step 513
95 rows selected
MSE: 0.8256564
F-norm sine theta difference: 6.630184e-05
Step 514
95 rows selected
MSE: 0.8256563
F-norm sine theta difference: 6.638131e-05
Step 515
95 rows selected
MSE: 0.8256562
F-norm sine theta difference: 6.599702e-05
Step 516
95 rows selected
MSE: 0.8256561
F-norm sine theta difference: 6.523292e-05
Step 517
95 rows selected
MSE: 0.825656
F-norm sine theta difference: 6.495081e-05
Step 518
95 rows selected
MSE: 0.8256559
F-norm sine theta difference: 6.469742e-05
Step 519
95 rows selected
MSE: 0.8256558
F-norm sine theta difference: 6.452314e-05
Step 520
95 rows selected
MSE: 0.8256557
F-norm sine theta difference: 6.422735e-05
Step 521
95 rows selected
MSE: 0.8256556
F-norm sine theta difference: 6.377226e-05
Step 522
95 rows selected
MSE: 0.8256555
F-norm sine theta difference: 6.362916e-05
Step 523
95 rows selected
MSE: 0.8256554
F-norm sine theta difference: 6.337672e-05
Step 524
95 rows selected
MSE: 0.8256553
F-norm sine theta difference: 6.315652e-05
Step 525
95 rows selected
MSE: 0.8256552
F-norm sine theta difference: 6.303869e-05
Step 526
95 rows selected
MSE: 0.8256551
F-norm sine theta difference: 6.274207e-05
Step 527
95 rows selected
MSE: 0.825655
F-norm sine theta difference: 6.237384e-05
Step 528
95 rows selected
MSE: 0.825655
F-norm sine theta difference: 6.21831e-05
Step 529
95 rows selected
MSE: 0.8256549
F-norm sine theta difference: 6.192964e-05
Step 530
95 rows selected
MSE: 0.8256548
F-norm sine theta difference: 6.160623e-05
Step 531
95 rows selected
MSE: 0.8256547
F-norm sine theta difference: 6.141891e-05
Step 532
95 rows selected
MSE: 0.8256546
F-norm sine theta difference: 6.1156e-05
Step 533
95 rows selected
MSE: 0.8256545
F-norm sine theta difference: 6.094189e-05
Step 534
95 rows selected
MSE: 0.8256544
F-norm sine theta difference: 6.070868e-05
Step 535
95 rows selected
MSE: 0.8256543
F-norm sine theta difference: 6.041814e-05
Step 536
95 rows selected
MSE: 0.8256543
F-norm sine theta difference: 6.020944e-05
Step 537
95 rows selected
MSE: 0.8256542
F-norm sine theta difference: 5.99407e-05
Step 538
95 rows selected
MSE: 0.8256541
F-norm sine theta difference: 5.997761e-05
Step 539
95 rows selected
MSE: 0.825654
F-norm sine theta difference: 5.955179e-05
Step 540
95 rows selected
MSE: 0.8256539
F-norm sine theta difference: 5.925044e-05
Step 541
95 rows selected
MSE: 0.8256538
F-norm sine theta difference: 5.885425e-05
Step 542
95 rows selected
MSE: 0.8256538
F-norm sine theta difference: 5.879673e-05
Step 543
95 rows selected
MSE: 0.8256537
F-norm sine theta difference: 5.856468e-05
Step 544
95 rows selected
MSE: 0.8256536
F-norm sine theta difference: 5.831534e-05
Step 545
95 rows selected
MSE: 0.8256535
F-norm sine theta difference: 5.818555e-05
Step 546
95 rows selected
MSE: 0.8256534
F-norm sine theta difference: 5.786746e-05
Step 547
95 rows selected
MSE: 0.8256534
F-norm sine theta difference: 5.761341e-05
Step 548
95 rows selected
MSE: 0.8256533
F-norm sine theta difference: 5.740426e-05
Step 549
95 rows selected
MSE: 0.8256532
F-norm sine theta difference: 5.721956e-05
Step 550
95 rows selected
MSE: 0.8256531
F-norm sine theta difference: 5.697456e-05
Step 551
95 rows selected
MSE: 0.825653
F-norm sine theta difference: 5.678484e-05
Step 552
95 rows selected
MSE: 0.825653
F-norm sine theta difference: 5.648806e-05
Step 553
95 rows selected
MSE: 0.8256529
F-norm sine theta difference: 5.651402e-05
Step 554
95 rows selected
MSE: 0.8256528
F-norm sine theta difference: 5.608625e-05
Step 555
95 rows selected
MSE: 0.8256527
F-norm sine theta difference: 5.586e-05
Step 556
95 rows selected
MSE: 0.8256527
F-norm sine theta difference: 5.574621e-05
Step 557
95 rows selected
MSE: 0.8256526
F-norm sine theta difference: 5.537042e-05
Step 558
95 rows selected
MSE: 0.8256525
F-norm sine theta difference: 5.523162e-05
Step 559
95 rows selected
MSE: 0.8256525
F-norm sine theta difference: 5.501034e-05
Step 560
95 rows selected
MSE: 0.8256524
F-norm sine theta difference: 5.475209e-05
Step 561
95 rows selected
MSE: 0.8256523
F-norm sine theta difference: 5.450813e-05
Step 562
95 rows selected
MSE: 0.8256522
F-norm sine theta difference: 5.428102e-05
Step 563
95 rows selected
MSE: 0.8256522
F-norm sine theta difference: 5.409525e-05
Step 564
95 rows selected
MSE: 0.8256521
F-norm sine theta difference: 5.393784e-05
Step 565
95 rows selected
MSE: 0.825652
F-norm sine theta difference: 5.368826e-05
Step 566
95 rows selected
MSE: 0.825652
F-norm sine theta difference: 5.35881e-05
Step 567
95 rows selected
MSE: 0.8256519
F-norm sine theta difference: 5.333254e-05
Step 568
95 rows selected
MSE: 0.8256518
F-norm sine theta difference: 5.316686e-05
Step 569
95 rows selected
MSE: 0.8256518
F-norm sine theta difference: 5.289407e-05
Step 570
95 rows selected
MSE: 0.8256517
F-norm sine theta difference: 5.259904e-05
Step 571
95 rows selected
MSE: 0.8256516
F-norm sine theta difference: 5.239736e-05
Step 572
95 rows selected
MSE: 0.8256516
F-norm sine theta difference: 5.232478e-05
Step 573
95 rows selected
MSE: 0.8256515
F-norm sine theta difference: 5.202119e-05
Step 574
95 rows selected
MSE: 0.8256514
F-norm sine theta difference: 5.165276e-05
Step 575
95 rows selected
MSE: 0.8256514
F-norm sine theta difference: 5.161355e-05
Step 576
95 rows selected
MSE: 0.8256513
F-norm sine theta difference: 5.149229e-05
Step 577
95 rows selected
MSE: 0.8256513
F-norm sine theta difference: 5.12836e-05
Step 578
95 rows selected
MSE: 0.8256512
F-norm sine theta difference: 5.095108e-05
Step 579
95 rows selected
MSE: 0.8256511
F-norm sine theta difference: 5.081377e-05
Step 580
95 rows selected
MSE: 0.8256511
F-norm sine theta difference: 5.061581e-05
Step 581
95 rows selected
MSE: 0.825651
F-norm sine theta difference: 5.041995e-05
Step 582
95 rows selected
MSE: 0.825651
F-norm sine theta difference: 5.022473e-05
Step 583
95 rows selected
MSE: 0.8256509
F-norm sine theta difference: 5.006095e-05
Step 584
95 rows selected
MSE: 0.8256508
F-norm sine theta difference: 4.977391e-05
Step 585
95 rows selected
MSE: 0.8256508
F-norm sine theta difference: 4.965652e-05
Step 586
95 rows selected
MSE: 0.8256507
F-norm sine theta difference: 4.941508e-05
Step 587
95 rows selected
MSE: 0.8256507
F-norm sine theta difference: 4.92789e-05
Step 588
95 rows selected
MSE: 0.8256506
F-norm sine theta difference: 4.903527e-05
Step 589
95 rows selected
MSE: 0.8256505
F-norm sine theta difference: 4.88537e-05
Step 590
95 rows selected
MSE: 0.8256505
F-norm sine theta difference: 4.864319e-05
Step 591
95 rows selected
MSE: 0.8256504
F-norm sine theta difference: 4.872651e-05
Step 592
95 rows selected
MSE: 0.8256504
F-norm sine theta difference: 4.820134e-05
Step 593
95 rows selected
MSE: 0.8256503
F-norm sine theta difference: 4.811053e-05
Step 594
95 rows selected
MSE: 0.8256503
F-norm sine theta difference: 4.786285e-05
Step 595
95 rows selected
MSE: 0.8256502
F-norm sine theta difference: 4.783943e-05
Step 596
95 rows selected
MSE: 0.8256502
F-norm sine theta difference: 4.756127e-05
Step 597
95 rows selected
MSE: 0.8256501
F-norm sine theta difference: 4.729591e-05
Step 598
95 rows selected
MSE: 0.8256501
F-norm sine theta difference: 4.715687e-05
Step 599
95 rows selected
MSE: 0.82565
F-norm sine theta difference: 4.696087e-05
Step 600
95 rows selected
MSE: 0.82565
F-norm sine theta difference: 4.687544e-05
Step 601
95 rows selected
MSE: 0.8256499
F-norm sine theta difference: 4.662578e-05
Step 602
95 rows selected
MSE: 0.8256499
F-norm sine theta difference: 4.669784e-05
Step 603
95 rows selected
MSE: 0.8256498
F-norm sine theta difference: 4.623646e-05
Step 604
95 rows selected
MSE: 0.8256497
F-norm sine theta difference: 4.606551e-05
Step 605
95 rows selected
MSE: 0.8256497
F-norm sine theta difference: 4.593126e-05
Step 606
95 rows selected
MSE: 0.8256497
F-norm sine theta difference: 4.569858e-05
Step 607
95 rows selected
MSE: 0.8256496
F-norm sine theta difference: 4.552974e-05
Step 608
95 rows selected
MSE: 0.8256496
F-norm sine theta difference: 4.531296e-05
Step 609
95 rows selected
MSE: 0.8256495
F-norm sine theta difference: 4.518843e-05
Step 610
95 rows selected
MSE: 0.8256495
F-norm sine theta difference: 4.500671e-05
Step 611
95 rows selected
MSE: 0.8256494
F-norm sine theta difference: 4.486769e-05
Step 612
95 rows selected
MSE: 0.8256494
F-norm sine theta difference: 4.514465e-05
Step 613
95 rows selected
MSE: 0.8256493
F-norm sine theta difference: 4.449459e-05
Step 614
95 rows selected
MSE: 0.8256493
F-norm sine theta difference: 4.430619e-05
Step 615
95 rows selected
MSE: 0.8256492
F-norm sine theta difference: 4.413427e-05
Step 616
95 rows selected
MSE: 0.8256492
F-norm sine theta difference: 4.397417e-05
Step 617
95 rows selected
MSE: 0.8256491
F-norm sine theta difference: 4.383749e-05
Step 618
95 rows selected
MSE: 0.8256491
F-norm sine theta difference: 4.36444e-05
Step 619
95 rows selected
MSE: 0.825649
F-norm sine theta difference: 4.344986e-05
Step 620
95 rows selected
MSE: 0.825649
F-norm sine theta difference: 4.340483e-05
Step 621
95 rows selected
MSE: 0.825649
F-norm sine theta difference: 4.330949e-05
Step 622
95 rows selected
MSE: 0.8256489
F-norm sine theta difference: 4.301242e-05
Step 623
95 rows selected
MSE: 0.8256489
F-norm sine theta difference: 4.278204e-05
Step 624
95 rows selected
MSE: 0.8256488
F-norm sine theta difference: 4.260014e-05
Step 625
95 rows selected
MSE: 0.8256488
F-norm sine theta difference: 4.250106e-05
Step 626
95 rows selected
MSE: 0.8256487
F-norm sine theta difference: 4.228561e-05
Step 627
95 rows selected
MSE: 0.8256487
F-norm sine theta difference: 4.235064e-05
Step 628
95 rows selected
MSE: 0.8256487
F-norm sine theta difference: 4.196614e-05
Step 629
95 rows selected
MSE: 0.8256486
F-norm sine theta difference: 4.179888e-05
Step 630
95 rows selected
MSE: 0.8256486
F-norm sine theta difference: 4.165218e-05
Step 631
95 rows selected
MSE: 0.8256485
F-norm sine theta difference: 4.151588e-05
Step 632
95 rows selected
MSE: 0.8256485
F-norm sine theta difference: 4.161031e-05
Step 633
95 rows selected
MSE: 0.8256484
F-norm sine theta difference: 4.116344e-05
Step 634
95 rows selected
MSE: 0.8256484
F-norm sine theta difference: 4.113829e-05
Step 635
95 rows selected
MSE: 0.8256484
F-norm sine theta difference: 4.09137e-05
Step 636
95 rows selected
MSE: 0.8256483
F-norm sine theta difference: 4.066656e-05
Step 637
95 rows selected
MSE: 0.8256483
F-norm sine theta difference: 4.058779e-05
Step 638
95 rows selected
MSE: 0.8256483
F-norm sine theta difference: 4.039517e-05
Step 639
95 rows selected
MSE: 0.8256482
F-norm sine theta difference: 4.025193e-05
Step 640
95 rows selected
MSE: 0.8256482
F-norm sine theta difference: 4.007641e-05
Step 641
95 rows selected
MSE: 0.8256481
F-norm sine theta difference: 4.011369e-05
Step 642
95 rows selected
MSE: 0.8256481
F-norm sine theta difference: 3.977465e-05
Step 643
95 rows selected
MSE: 0.8256481
F-norm sine theta difference: 3.972659e-05
Step 644
95 rows selected
MSE: 0.825648
F-norm sine theta difference: 3.936322e-05
Step 645
95 rows selected
MSE: 0.825648
F-norm sine theta difference: 3.930772e-05
Step 646
95 rows selected
MSE: 0.825648
F-norm sine theta difference: 3.912629e-05
Step 647
95 rows selected
MSE: 0.8256479
F-norm sine theta difference: 3.911903e-05
Step 648
95 rows selected
MSE: 0.8256479
F-norm sine theta difference: 3.884213e-05
Step 649
95 rows selected
MSE: 0.8256478
F-norm sine theta difference: 3.895223e-05
Step 650
95 rows selected
MSE: 0.8256478
F-norm sine theta difference: 3.851753e-05
Step 651
95 rows selected
MSE: 0.8256478
F-norm sine theta difference: 3.833038e-05
Step 652
95 rows selected
MSE: 0.8256477
F-norm sine theta difference: 3.826268e-05
Step 653
95 rows selected
MSE: 0.8256477
F-norm sine theta difference: 3.807723e-05
Step 654
95 rows selected
MSE: 0.8256477
F-norm sine theta difference: 3.791726e-05
Step 655
95 rows selected
MSE: 0.8256476
F-norm sine theta difference: 3.784862e-05
Step 656
95 rows selected
MSE: 0.8256476
F-norm sine theta difference: 3.766732e-05
Step 657
95 rows selected
MSE: 0.8256476
F-norm sine theta difference: 3.763399e-05
Step 658
95 rows selected
MSE: 0.8256475
F-norm sine theta difference: 3.736049e-05
Step 659
95 rows selected
MSE: 0.8256475
F-norm sine theta difference: 3.748386e-05
Step 660
95 rows selected
MSE: 0.8256475
F-norm sine theta difference: 3.712707e-05
Step 661
95 rows selected
MSE: 0.8256474
F-norm sine theta difference: 3.699419e-05
Step 662
95 rows selected
MSE: 0.8256474
F-norm sine theta difference: 3.71917e-05
Step 663
95 rows selected
MSE: 0.8256474
F-norm sine theta difference: 3.66456e-05
Step 664
95 rows selected
MSE: 0.8256473
F-norm sine theta difference: 3.654214e-05
Step 665
95 rows selected
MSE: 0.8256473
F-norm sine theta difference: 3.648028e-05
Step 666
95 rows selected
MSE: 0.8256473
F-norm sine theta difference: 3.627264e-05
Step 667
95 rows selected
MSE: 0.8256473
F-norm sine theta difference: 3.618172e-05
Step 668
95 rows selected
MSE: 0.8256472
F-norm sine theta difference: 3.597718e-05
Step 669
95 rows selected
MSE: 0.8256472
F-norm sine theta difference: 3.58015e-05
Step 670
95 rows selected
MSE: 0.8256472
F-norm sine theta difference: 3.563521e-05
Step 671
95 rows selected
MSE: 0.8256471
F-norm sine theta difference: 3.541358e-05
Step 672
95 rows selected
MSE: 0.8256471
F-norm sine theta difference: 3.544993e-05
Step 673
95 rows selected
MSE: 0.8256471
F-norm sine theta difference: 3.525975e-05
Step 674
95 rows selected
MSE: 0.825647
F-norm sine theta difference: 3.521011e-05
Step 675
95 rows selected
MSE: 0.825647
F-norm sine theta difference: 3.495998e-05
Step 676
95 rows selected
MSE: 0.825647
F-norm sine theta difference: 3.484206e-05
Step 677
95 rows selected
MSE: 0.825647
F-norm sine theta difference: 3.465393e-05
Step 678
95 rows selected
MSE: 0.8256469
F-norm sine theta difference: 3.487776e-05
Step 679
95 rows selected
MSE: 0.8256469
F-norm sine theta difference: 3.438369e-05
Step 680
95 rows selected
MSE: 0.8256469
F-norm sine theta difference: 3.441083e-05
Step 681
95 rows selected
MSE: 0.8256468
F-norm sine theta difference: 3.420926e-05
Step 682
95 rows selected
MSE: 0.8256468
F-norm sine theta difference: 3.39765e-05
Step 683
95 rows selected
MSE: 0.8256468
F-norm sine theta difference: 3.391382e-05
Step 684
95 rows selected
MSE: 0.8256468
F-norm sine theta difference: 3.3798e-05
Step 685
95 rows selected
MSE: 0.8256467
F-norm sine theta difference: 3.364429e-05
Step 686
95 rows selected
MSE: 0.8256467
F-norm sine theta difference: 3.370395e-05
Step 687
95 rows selected
MSE: 0.8256467
F-norm sine theta difference: 3.382756e-05
Step 688
95 rows selected
MSE: 0.8256467
F-norm sine theta difference: 3.327838e-05
Step 689
95 rows selected
MSE: 0.8256466
F-norm sine theta difference: 3.319121e-05
Step 690
95 rows selected
MSE: 0.8256466
F-norm sine theta difference: 3.317401e-05
Step 691
95 rows selected
MSE: 0.8256466
F-norm sine theta difference: 3.285978e-05
Step 692
95 rows selected
MSE: 0.8256466
F-norm sine theta difference: 3.285587e-05
Step 693
95 rows selected
MSE: 0.8256465
F-norm sine theta difference: 3.266347e-05
Step 694
95 rows selected
MSE: 0.8256465
F-norm sine theta difference: 3.24931e-05
Step 695
95 rows selected
MSE: 0.8256465
F-norm sine theta difference: 3.237935e-05
Step 696
95 rows selected
MSE: 0.8256465
F-norm sine theta difference: 3.238575e-05
Step 697
95 rows selected
MSE: 0.8256464
F-norm sine theta difference: 3.217011e-05
Step 698
95 rows selected
MSE: 0.8256464
F-norm sine theta difference: 3.202545e-05
Step 699
95 rows selected
MSE: 0.8256464
F-norm sine theta difference: 3.184334e-05
Step 700
95 rows selected
MSE: 0.8256464
F-norm sine theta difference: 3.185274e-05
Step 701
95 rows selected
MSE: 0.8256463
F-norm sine theta difference: 3.168534e-05
Step 702
95 rows selected
MSE: 0.8256463
F-norm sine theta difference: 3.173035e-05
Step 703
95 rows selected
MSE: 0.8256463
F-norm sine theta difference: 3.130711e-05
Step 704
95 rows selected
MSE: 0.8256463
F-norm sine theta difference: 3.127352e-05
Step 705
95 rows selected
MSE: 0.8256462
F-norm sine theta difference: 3.170045e-05
Step 706
95 rows selected
MSE: 0.8256462
F-norm sine theta difference: 3.10485e-05
Step 707
95 rows selected
MSE: 0.8256462
F-norm sine theta difference: 3.094239e-05
Step 708
95 rows selected
MSE: 0.8256462
F-norm sine theta difference: 3.095082e-05
Step 709
95 rows selected
MSE: 0.8256461
F-norm sine theta difference: 3.075951e-05
Step 710
95 rows selected
MSE: 0.8256461
F-norm sine theta difference: 3.050095e-05
Step 711
95 rows selected
MSE: 0.8256461
F-norm sine theta difference: 3.059445e-05
Step 712
95 rows selected
MSE: 0.8256461
F-norm sine theta difference: 3.034997e-05
Step 713
95 rows selected
MSE: 0.8256461
F-norm sine theta difference: 3.046994e-05
Step 714
95 rows selected
MSE: 0.825646
F-norm sine theta difference: 3.016925e-05
Step 715
95 rows selected
MSE: 0.825646
F-norm sine theta difference: 2.996141e-05
Step 716
95 rows selected
MSE: 0.825646
F-norm sine theta difference: 2.982638e-05
Step 717
95 rows selected
MSE: 0.825646
F-norm sine theta difference: 2.996106e-05
Step 718
95 rows selected
MSE: 0.825646
F-norm sine theta difference: 2.977609e-05
Step 719
95 rows selected
MSE: 0.8256459
F-norm sine theta difference: 3.01042e-05
Step 720
95 rows selected
MSE: 0.8256459
F-norm sine theta difference: 2.948592e-05
Step 721
95 rows selected
MSE: 0.8256459
F-norm sine theta difference: 2.930986e-05
Step 722
95 rows selected
MSE: 0.8256459
F-norm sine theta difference: 2.948929e-05
Step 723
95 rows selected
MSE: 0.8256459
F-norm sine theta difference: 2.911131e-05
Step 724
95 rows selected
MSE: 0.8256458
F-norm sine theta difference: 2.897246e-05
Step 725
95 rows selected
MSE: 0.8256458
F-norm sine theta difference: 2.884428e-05
Step 726
95 rows selected
MSE: 0.8256458
F-norm sine theta difference: 2.90867e-05
Step 727
95 rows selected
MSE: 0.8256458
F-norm sine theta difference: 2.876142e-05
Step 728
95 rows selected
MSE: 0.8256458
F-norm sine theta difference: 2.87965e-05
Step 729
95 rows selected
MSE: 0.8256457
F-norm sine theta difference: 2.834951e-05
Step 730
95 rows selected
MSE: 0.8256457
F-norm sine theta difference: 2.831059e-05
Step 731
95 rows selected
MSE: 0.8256457
F-norm sine theta difference: 2.843115e-05
Step 732
95 rows selected
MSE: 0.8256457
F-norm sine theta difference: 2.808682e-05
Step 733
95 rows selected
MSE: 0.8256457
F-norm sine theta difference: 2.801924e-05
Step 734
95 rows selected
MSE: 0.8256456
F-norm sine theta difference: 2.797572e-05
Step 735
95 rows selected
MSE: 0.8256456
F-norm sine theta difference: 2.777256e-05
Step 736
95 rows selected
MSE: 0.8256456
F-norm sine theta difference: 2.775397e-05
Step 737
95 rows selected
MSE: 0.8256456
F-norm sine theta difference: 2.766675e-05
Step 738
95 rows selected
MSE: 0.8256456
F-norm sine theta difference: 2.84491e-05
Step 739
95 rows selected
MSE: 0.8256456
F-norm sine theta difference: 2.815946e-05
Step 740
95 rows selected
MSE: 0.8256455
F-norm sine theta difference: 2.726763e-05
Step 741
95 rows selected
MSE: 0.8256455
F-norm sine theta difference: 2.720042e-05
Step 742
95 rows selected
MSE: 0.8256455
F-norm sine theta difference: 2.709078e-05
Step 743
95 rows selected
MSE: 0.8256455
F-norm sine theta difference: 2.696594e-05
Step 744
95 rows selected
MSE: 0.8256455
F-norm sine theta difference: 2.686217e-05
Step 745
95 rows selected
MSE: 0.8256454
F-norm sine theta difference: 2.679484e-05
Step 746
95 rows selected
MSE: 0.8256454
F-norm sine theta difference: 2.670067e-05
Step 747
95 rows selected
MSE: 0.8256454
F-norm sine theta difference: 2.65672e-05
Step 748
95 rows selected
MSE: 0.8256454
F-norm sine theta difference: 2.644828e-05
Step 749
95 rows selected
MSE: 0.8256454
F-norm sine theta difference: 2.6329e-05
Step 750
95 rows selected
MSE: 0.8256454
F-norm sine theta difference: 2.626521e-05
Step 751
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.624108e-05
Step 752
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.610971e-05
Step 753
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.600053e-05
Step 754
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.588437e-05
Step 755
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.57314e-05
Step 756
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.566869e-05
Step 757
95 rows selected
MSE: 0.8256453
F-norm sine theta difference: 2.555486e-05
Step 758
95 rows selected
MSE: 0.8256452
F-norm sine theta difference: 2.546572e-05
Step 759
95 rows selected
MSE: 0.8256452
F-norm sine theta difference: 2.583789e-05
Step 760
95 rows selected
MSE: 0.8256452
F-norm sine theta difference: 2.525071e-05
Step 761
95 rows selected
MSE: 0.8256452
F-norm sine theta difference: 2.507104e-05
Step 762
95 rows selected
MSE: 0.8256452
F-norm sine theta difference: 2.528878e-05
Step 763
95 rows selected
MSE: 0.8256452
F-norm sine theta difference: 2.498796e-05
Step 764
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.4934e-05
Step 765
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.499134e-05
Step 766
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.478809e-05
Step 767
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.464594e-05
Step 768
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.451442e-05
Step 769
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.442888e-05
Step 770
95 rows selected
MSE: 0.8256451
F-norm sine theta difference: 2.428135e-05
Step 771
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.425173e-05
Step 772
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.4622e-05
Step 773
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.405948e-05
Step 774
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.39473e-05
Step 775
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.391303e-05
Step 776
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.380747e-05
Step 777
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.37068e-05
Step 778
95 rows selected
MSE: 0.825645
F-norm sine theta difference: 2.362865e-05
Step 779
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.355626e-05
Step 780
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.341729e-05
Step 781
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.350955e-05
Step 782
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.336621e-05
Step 783
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.317075e-05
Step 784
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.31209e-05
Step 785
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.300048e-05
Step 786
95 rows selected
MSE: 0.8256449
F-norm sine theta difference: 2.281394e-05
Step 787
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.292964e-05
Step 788
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.298045e-05
Step 789
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.262648e-05
Step 790
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.256521e-05
Step 791
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.243994e-05
Step 792
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.241685e-05
Step 793
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.22946e-05
Step 794
95 rows selected
MSE: 0.8256448
F-norm sine theta difference: 2.223754e-05
Step 795
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.264143e-05
Step 796
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.204094e-05
Step 797
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.201705e-05
Step 798
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.296405e-05
Step 799
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.186934e-05
Step 800
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.173816e-05
Step 801
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.163848e-05
Step 802
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.156107e-05
Step 803
95 rows selected
MSE: 0.8256447
F-norm sine theta difference: 2.147315e-05
Step 804
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.139149e-05
Step 805
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.160671e-05
Step 806
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.123074e-05
Step 807
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.118406e-05
Step 808
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.193865e-05
Step 809
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.104022e-05
Step 810
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.088327e-05
Step 811
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.107492e-05
Step 812
95 rows selected
MSE: 0.8256446
F-norm sine theta difference: 2.082035e-05
Step 813
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.06606e-05
Step 814
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.060252e-05
Step 815
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.053062e-05
Step 816
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.044092e-05
Step 817
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.039414e-05
Step 818
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.030497e-05
Step 819
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.036481e-05
Step 820
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.045028e-05
Step 821
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 2.018317e-05
Step 822
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 1.998541e-05
Step 823
95 rows selected
MSE: 0.8256445
F-norm sine theta difference: 1.992587e-05
Step 824
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.985496e-05
Step 825
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 2.006617e-05
Step 826
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 2.026971e-05
Step 827
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.967895e-05
Step 828
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.958689e-05
Step 829
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.946226e-05
Step 830
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.939713e-05
Step 831
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.939124e-05
Step 832
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.924917e-05
Step 833
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.917752e-05
Step 834
95 rows selected
MSE: 0.8256444
F-norm sine theta difference: 1.91001e-05
Step 835
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.903495e-05
Step 836
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.914414e-05
Step 837
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.889817e-05
Step 838
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.881198e-05
Step 839
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.874175e-05
Step 840
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.860918e-05
Step 841
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.862845e-05
Step 842
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.852498e-05
Step 843
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.880823e-05
Step 844
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.845978e-05
Step 845
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.859315e-05
Step 846
95 rows selected
MSE: 0.8256443
F-norm sine theta difference: 1.832347e-05
Step 847
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.822082e-05
Step 848
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.820286e-05
Step 849
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.822283e-05
Step 850
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.798357e-05
Step 851
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.79166e-05
Step 852
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.78579e-05
Step 853
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.78167e-05
Step 854
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.779752e-05
Step 855
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.788742e-05
Step 856
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.780794e-05
Step 857
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.75785e-05
Step 858
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.757242e-05
Step 859
95 rows selected
MSE: 0.8256442
F-norm sine theta difference: 1.739955e-05
Step 860
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.730704e-05
Step 861
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.733371e-05
Step 862
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.719467e-05
Step 863
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.711378e-05
Step 864
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.706286e-05
Step 865
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.698938e-05
Step 866
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.685877e-05
Step 867
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.686717e-05
Step 868
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.682119e-05
Step 869
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.701461e-05
Step 870
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.665429e-05
Step 871
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.663202e-05
Step 872
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.652118e-05
Step 873
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.65486e-05
Step 874
95 rows selected
MSE: 0.8256441
F-norm sine theta difference: 1.646184e-05
Step 875
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.634584e-05
Step 876
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.673609e-05
Step 877
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.63122e-05
Step 878
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.632583e-05
Step 879
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.623615e-05
Step 880
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.606173e-05
Step 881
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.612773e-05
Step 882
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.591949e-05
Step 883
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.594955e-05
Step 884
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.583361e-05
Step 885
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.575711e-05
Step 886
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.570939e-05
Step 887
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.564148e-05
Step 888
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.650134e-05
Step 889
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.593994e-05
Step 890
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.562927e-05
Step 891
95 rows selected
MSE: 0.825644
F-norm sine theta difference: 1.54594e-05
Step 892
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.564474e-05
Step 893
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.542621e-05
Step 894
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.583237e-05
Step 895
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.536666e-05
Step 896
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.512715e-05
Step 897
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.592171e-05
Step 898
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.502339e-05
Step 899
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.498111e-05
Step 900
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.502635e-05
Step 901
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.498309e-05
Step 902
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.478982e-05
Step 903
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.472689e-05
Step 904
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.481802e-05
Step 905
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.474199e-05
Step 906
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.492016e-05
Step 907
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.513099e-05
Step 908
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.463204e-05
Step 909
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.445256e-05
Step 910
95 rows selected
MSE: 0.8256439
F-norm sine theta difference: 1.490976e-05
Step 911
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.583092e-05
Step 912
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.428391e-05
Step 913
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.420686e-05
Step 914
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.413727e-05
Step 915
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.426582e-05
Step 916
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.418045e-05
Step 917
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.402118e-05
Step 918
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.401696e-05
Step 919
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.387353e-05
Step 920
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.388523e-05
Step 921
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.400234e-05
Step 922
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.378572e-05
Step 923
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.377708e-05
Step 924
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.368622e-05
Step 925
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.371921e-05
Step 926
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.351304e-05
Step 927
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.414508e-05
Step 928
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.344035e-05
Step 929
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.338143e-05
Step 930
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.331359e-05
Step 931
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.344674e-05
Step 932
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.326604e-05
Step 933
95 rows selected
MSE: 0.8256438
F-norm sine theta difference: 1.327295e-05
Step 934
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.319258e-05
Step 935
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.306383e-05
Step 936
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.299239e-05
Step 937
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.309004e-05
Step 938
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.299093e-05
Step 939
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.286555e-05
Step 940
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.316117e-05
Step 941
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.285206e-05
Step 942
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.273282e-05
Step 943
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.309643e-05
Step 944
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.318616e-05
Step 945
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.264654e-05
Step 946
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.257961e-05
Step 947
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.249001e-05
Step 948
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.250981e-05
Step 949
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.250118e-05
Step 950
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.25367e-05
Step 951
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.230559e-05
Step 952
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.255519e-05
Step 953
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.221669e-05
Step 954
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.213923e-05
Step 955
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.281355e-05
Step 956
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.206395e-05
Step 957
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.347758e-05
Step 958
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.205679e-05
Step 959
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.196528e-05
Step 960
95 rows selected
MSE: 0.8256437
F-norm sine theta difference: 1.190466e-05
Step 961
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.186302e-05
Step 962
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.29474e-05
Step 963
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.183376e-05
Step 964
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.181653e-05
Step 965
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.175737e-05
Step 966
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.164818e-05
Step 967
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.161801e-05
Step 968
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.160112e-05
Step 969
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.15269e-05
Step 970
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.15501e-05
Step 971
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.139728e-05
Step 972
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.166918e-05
Step 973
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.169138e-05
Step 974
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.14614e-05
Step 975
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.139846e-05
Step 976
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.119265e-05
Step 977
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.184746e-05
Step 978
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.118004e-05
Step 979
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.176197e-05
Step 980
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.107167e-05
Step 981
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.108951e-05
Step 982
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.099711e-05
Step 983
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.11884e-05
Step 984
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.09675e-05
Step 985
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.11404e-05
Step 986
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.147531e-05
Step 987
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.080567e-05
Step 988
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.07475e-05
Step 989
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.098399e-05
Step 990
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.063632e-05
Step 991
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.059618e-05
Step 992
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.054666e-05
Step 993
95 rows selected
MSE: 0.8256436
F-norm sine theta difference: 1.053136e-05
Step 994
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.046893e-05
Step 995
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.058224e-05
Step 996
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.048836e-05
Step 997
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.04106e-05
Step 998
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.029483e-05
Step 999
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.048834e-05
Step 1000
95 rows selected
MSE: 0.8256435
F-norm sine theta difference: 1.26539e-05
Max iteration number is hit.
res.s = softImpute(X,1)
plot(res.s$v,res.p$V_cur,main="v from prime vs softimpute")
abline(a=0,b=-1,col=2)
cor(cbind(v,res.p$V_cur,res.s$v))
v
v 1.0000000 -0.9011763 0.9083774
-0.9011763 1.0000000 -0.9911967
0.9083774 -0.9911967 1.0000000
…and higher missingness again, (0.9,1). (I increased n so that every column has sufficient non-missing entries):
set.seed(123)
n = 1000
p = 200
missprob = 0.9+ 0.1*runif(n) #at least 90% missing
u = rnorm(n)
v = rnorm(p)
X = u %*% t(v) + rnorm(n*p)
for(i in 1:n){
for(j in 1:p){
if(runif(1)<missprob[i]){X[i,j]=NA}
}
}
res.p = primePCA(X, 1,trace.it=TRUE,center=FALSE)
Step 1
917 rows selected
MSE: 0.9219908
F-norm sine theta difference: 0.007938048
Step 2
917 rows selected
MSE: 0.9190606
F-norm sine theta difference: 0.007656406
Step 3
917 rows selected
MSE: 0.9163312
F-norm sine theta difference: 0.007384664
Step 4
917 rows selected
MSE: 0.9137887
F-norm sine theta difference: 0.007122818
Step 5
917 rows selected
MSE: 0.9114198
F-norm sine theta difference: 0.006870771
Step 6
917 rows selected
MSE: 0.9092122
F-norm sine theta difference: 0.006628342
Step 7
917 rows selected
MSE: 0.9071546
F-norm sine theta difference: 0.006395333
Step 8
917 rows selected
MSE: 0.9052362
F-norm sine theta difference: 0.006171377
Step 9
917 rows selected
MSE: 0.9034472
F-norm sine theta difference: 0.005956259
Step 10
917 rows selected
MSE: 0.9017783
F-norm sine theta difference: 0.005749621
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917 rows selected
MSE: 0.900221
F-norm sine theta difference: 0.005551147
Step 12
917 rows selected
MSE: 0.8987673
F-norm sine theta difference: 0.005360498
Step 13
917 rows selected
MSE: 0.89741
F-norm sine theta difference: 0.005177375
Step 14
917 rows selected
MSE: 0.8961421
F-norm sine theta difference: 0.005001457
Step 15
917 rows selected
MSE: 0.8949575
F-norm sine theta difference: 0.004832445
Step 16
917 rows selected
MSE: 0.8938502
F-norm sine theta difference: 0.004670045
Step 17
917 rows selected
MSE: 0.8928148
F-norm sine theta difference: 0.004513991
Step 18
917 rows selected
MSE: 0.8918464
F-norm sine theta difference: 0.004363989
Step 19
917 rows selected
MSE: 0.8909402
F-norm sine theta difference: 0.004219825
Step 20
917 rows selected
MSE: 0.890092
F-norm sine theta difference: 0.004081216
Step 21
917 rows selected
MSE: 0.8892978
F-norm sine theta difference: 0.003947939
Step 22
917 rows selected
MSE: 0.8885538
F-norm sine theta difference: 0.003819734
Step 23
917 rows selected
MSE: 0.8878566
F-norm sine theta difference: 0.003696489
Step 24
917 rows selected
MSE: 0.8872031
F-norm sine theta difference: 0.00357788
Step 25
917 rows selected
MSE: 0.8865902
F-norm sine theta difference: 0.003463759
Step 26
917 rows selected
MSE: 0.8860153
F-norm sine theta difference: 0.003353926
Step 27
917 rows selected
MSE: 0.8854757
F-norm sine theta difference: 0.003248204
Step 28
917 rows selected
MSE: 0.8849691
F-norm sine theta difference: 0.003146415
Step 29
917 rows selected
MSE: 0.8844934
F-norm sine theta difference: 0.003048393
Step 30
917 rows selected
MSE: 0.8840465
F-norm sine theta difference: 0.00295398
Step 31
917 rows selected
MSE: 0.8836265
F-norm sine theta difference: 0.002863023
Step 32
917 rows selected
MSE: 0.8832315
F-norm sine theta difference: 0.002775372
Step 33
917 rows selected
MSE: 0.8828601
F-norm sine theta difference: 0.002690896
Step 34
917 rows selected
MSE: 0.8825107
F-norm sine theta difference: 0.002609454
Step 35
917 rows selected
MSE: 0.8821819
F-norm sine theta difference: 0.002530928
Step 36
917 rows selected
MSE: 0.8818722
F-norm sine theta difference: 0.002455192
Step 37
917 rows selected
MSE: 0.8815806
F-norm sine theta difference: 0.002382128
Step 38
917 rows selected
MSE: 0.8813059
F-norm sine theta difference: 0.002311517
Step 39
917 rows selected
MSE: 0.8810471
F-norm sine theta difference: 0.002243596
Step 40
917 rows selected
MSE: 0.880803
F-norm sine theta difference: 0.002177915
Step 41
917 rows selected
MSE: 0.8805728
F-norm sine theta difference: 0.0021145
Step 42
917 rows selected
MSE: 0.8803557
F-norm sine theta difference: 0.002053258
Step 43
917 rows selected
MSE: 0.8801508
F-norm sine theta difference: 0.001994098
Step 44
917 rows selected
MSE: 0.8799575
F-norm sine theta difference: 0.00193694
Step 45
917 rows selected
MSE: 0.8797749
F-norm sine theta difference: 0.001881702
Step 46
917 rows selected
MSE: 0.8796024
F-norm sine theta difference: 0.001828312
Step 47
917 rows selected
MSE: 0.8794395
F-norm sine theta difference: 0.001776693
Step 48
917 rows selected
MSE: 0.8792856
F-norm sine theta difference: 0.001726789
Step 49
917 rows selected
MSE: 0.87914
F-norm sine theta difference: 0.001678502
Step 50
917 rows selected
MSE: 0.8790024
F-norm sine theta difference: 0.001631802
Step 51
917 rows selected
MSE: 0.8788723
F-norm sine theta difference: 0.001586612
Step 52
917 rows selected
MSE: 0.8787492
F-norm sine theta difference: 0.001542882
Step 53
917 rows selected
MSE: 0.8786326
F-norm sine theta difference: 0.001500546
Step 54
917 rows selected
MSE: 0.8785224
F-norm sine theta difference: 0.001459574
Step 55
917 rows selected
MSE: 0.8784179
F-norm sine theta difference: 0.001419879
Step 56
917 rows selected
MSE: 0.8783191
F-norm sine theta difference: 0.001381442
Step 57
917 rows selected
MSE: 0.8782254
F-norm sine theta difference: 0.001344208
Step 58
917 rows selected
MSE: 0.8781367
F-norm sine theta difference: 0.001308133
Step 59
917 rows selected
MSE: 0.8780526
F-norm sine theta difference: 0.00127317
Step 60
917 rows selected
MSE: 0.8779728
F-norm sine theta difference: 0.001239284
Step 61
917 rows selected
MSE: 0.8778973
F-norm sine theta difference: 0.001206446
Step 62
917 rows selected
MSE: 0.8778256
F-norm sine theta difference: 0.001174595
Step 63
917 rows selected
MSE: 0.8777576
F-norm sine theta difference: 0.001143714
Step 64
917 rows selected
MSE: 0.8776931
F-norm sine theta difference: 0.001113756
Step 65
917 rows selected
MSE: 0.8776319
F-norm sine theta difference: 0.001084701
Step 66
917 rows selected
MSE: 0.8775738
F-norm sine theta difference: 0.001056504
Step 67
917 rows selected
MSE: 0.8775187
F-norm sine theta difference: 0.001029152
Step 68
917 rows selected
MSE: 0.8774663
F-norm sine theta difference: 0.001002604
Step 69
917 rows selected
MSE: 0.8774166
F-norm sine theta difference: 0.0009768381
Step 70
917 rows selected
MSE: 0.8773693
F-norm sine theta difference: 0.0009518162
Step 71
917 rows selected
MSE: 0.8773245
F-norm sine theta difference: 0.000927522
Step 72
917 rows selected
MSE: 0.8772818
F-norm sine theta difference: 0.0009039299
Step 73
917 rows selected
MSE: 0.8772413
F-norm sine theta difference: 0.0008810095
Step 74
917 rows selected
MSE: 0.8772028
F-norm sine theta difference: 0.0008587647
Step 75
917 rows selected
MSE: 0.8771662
F-norm sine theta difference: 0.0008371456
Step 76
917 rows selected
MSE: 0.8771314
F-norm sine theta difference: 0.0008161366
Step 77
917 rows selected
MSE: 0.8770983
F-norm sine theta difference: 0.000795724
Step 78
917 rows selected
MSE: 0.8770668
F-norm sine theta difference: 0.000775883
Step 79
917 rows selected
MSE: 0.8770368
F-norm sine theta difference: 0.0007565969
Step 80
917 rows selected
MSE: 0.8770083
F-norm sine theta difference: 0.0007378524
Step 81
917 rows selected
MSE: 0.8769812
F-norm sine theta difference: 0.0007196231
Step 82
917 rows selected
MSE: 0.8769553
F-norm sine theta difference: 0.0007019384
Step 83
917 rows selected
MSE: 0.8769308
F-norm sine theta difference: 0.000684667
Step 84
917 rows selected
MSE: 0.8769074
F-norm sine theta difference: 0.0006679015
Step 85
917 rows selected
MSE: 0.8768851
F-norm sine theta difference: 0.0006516004
Step 86
917 rows selected
MSE: 0.8768639
F-norm sine theta difference: 0.0006357309
Step 87
917 rows selected
MSE: 0.8768437
F-norm sine theta difference: 0.0006203013
Step 88
917 rows selected
MSE: 0.8768244
F-norm sine theta difference: 0.0006052892
Step 89
917 rows selected
MSE: 0.8768061
F-norm sine theta difference: 0.0005906793
Step 90
917 rows selected
MSE: 0.8767886
F-norm sine theta difference: 0.0005764564
Step 91
917 rows selected
MSE: 0.876772
F-norm sine theta difference: 0.0005626169
Step 92
917 rows selected
MSE: 0.8767561
F-norm sine theta difference: 0.0005491479
Step 93
917 rows selected
MSE: 0.876741
F-norm sine theta difference: 0.0005360285
Step 94
917 rows selected
MSE: 0.8767265
F-norm sine theta difference: 0.000523273
Step 95
917 rows selected
MSE: 0.8767128
F-norm sine theta difference: 0.0005108282
Step 96
917 rows selected
MSE: 0.8766997
F-norm sine theta difference: 0.0004987223
Step 97
917 rows selected
MSE: 0.8766872
F-norm sine theta difference: 0.0004869309
Step 98
917 rows selected
MSE: 0.8766752
F-norm sine theta difference: 0.0004754474
Step 99
917 rows selected
MSE: 0.8766639
F-norm sine theta difference: 0.000464261
Step 100
917 rows selected
MSE: 0.876653
F-norm sine theta difference: 0.0004533687
Step 101
917 rows selected
MSE: 0.8766427
F-norm sine theta difference: 0.0004427568
Step 102
917 rows selected
MSE: 0.8766328
F-norm sine theta difference: 0.0004324162
Step 103
917 rows selected
MSE: 0.8766234
F-norm sine theta difference: 0.0004223449
Step 104
917 rows selected
MSE: 0.8766144
F-norm sine theta difference: 0.0004125259
Step 105
917 rows selected
MSE: 0.8766058
F-norm sine theta difference: 0.0004029572
Step 106
917 rows selected
MSE: 0.8765976
F-norm sine theta difference: 0.0003936348
Step 107
917 rows selected
MSE: 0.8765898
F-norm sine theta difference: 0.0003845487
Step 108
917 rows selected
MSE: 0.8765823
F-norm sine theta difference: 0.0003756896
Step 109
917 rows selected
MSE: 0.8765751
F-norm sine theta difference: 0.0003670551
Step 110
917 rows selected
MSE: 0.8765683
F-norm sine theta difference: 0.0003586546
Step 111
916 rows selected
MSE: 0.8767144
F-norm sine theta difference: 0.0004308473
Step 112
916 rows selected
MSE: 0.8767056
F-norm sine theta difference: 0.0004192893
Step 113
916 rows selected
MSE: 0.8766974
F-norm sine theta difference: 0.0004081179
Step 114
916 rows selected
MSE: 0.8766895
F-norm sine theta difference: 0.000397306
Step 115
916 rows selected
MSE: 0.8766821
F-norm sine theta difference: 0.0003868485
Step 116
916 rows selected
MSE: 0.876675
F-norm sine theta difference: 0.0003767315
Step 117
916 rows selected
MSE: 0.8766683
F-norm sine theta difference: 0.000366939
Step 118
917 rows selected
MSE: 0.8765262
F-norm sine theta difference: 0.0003214816
Step 119
917 rows selected
MSE: 0.8765211
F-norm sine theta difference: 0.0003112937
Step 120
917 rows selected
MSE: 0.8765163
F-norm sine theta difference: 0.0003017897
Step 121
917 rows selected
MSE: 0.8765118
F-norm sine theta difference: 0.0002928905
Step 122
917 rows selected
MSE: 0.8765075
F-norm sine theta difference: 0.0002845316
Step 123
917 rows selected
MSE: 0.8765035
F-norm sine theta difference: 0.0002766381
Step 124
917 rows selected
MSE: 0.8764997
F-norm sine theta difference: 0.0002691867
Step 125
917 rows selected
MSE: 0.8764961
F-norm sine theta difference: 0.0002621002
Step 126
917 rows selected
MSE: 0.8764926
F-norm sine theta difference: 0.0002553509
Step 127
917 rows selected
MSE: 0.8764894
F-norm sine theta difference: 0.0002489048
Step 128
917 rows selected
MSE: 0.8764863
F-norm sine theta difference: 0.0002427356
Step 129
917 rows selected
MSE: 0.8764833
F-norm sine theta difference: 0.0002368075
Step 130
917 rows selected
MSE: 0.8764805
F-norm sine theta difference: 0.0002311156
Step 131
917 rows selected
MSE: 0.8764778
F-norm sine theta difference: 0.0002256203
Step 132
917 rows selected
MSE: 0.8764752
F-norm sine theta difference: 0.0002203238
Step 133
917 rows selected
MSE: 0.8764728
F-norm sine theta difference: 0.0002152062
Step 134
917 rows selected
MSE: 0.8764704
F-norm sine theta difference: 0.0002102889
Step 135
917 rows selected
MSE: 0.8764682
F-norm sine theta difference: 0.0002054412
Step 136
916 rows selected
MSE: 0.876617
F-norm sine theta difference: 0.0002963702
Step 137
916 rows selected
MSE: 0.8766129
F-norm sine theta difference: 0.0002878977
Step 138
916 rows selected
MSE: 0.876609
F-norm sine theta difference: 0.0002797553
Step 139
916 rows selected
MSE: 0.8766053
F-norm sine theta difference: 0.0002719143
Step 140
916 rows selected
MSE: 0.8766018
F-norm sine theta difference: 0.0002643777
Step 141
917 rows selected
MSE: 0.8764595
F-norm sine theta difference: 0.0002074374
Step 142
917 rows selected
MSE: 0.8764575
F-norm sine theta difference: 0.0001994111
Step 143
917 rows selected
MSE: 0.8764555
F-norm sine theta difference: 0.0001920946
Step 144
917 rows selected
MSE: 0.8764537
F-norm sine theta difference: 0.000185367
Step 145
917 rows selected
MSE: 0.876452
F-norm sine theta difference: 0.0001791915
Step 146
917 rows selected
MSE: 0.8764505
F-norm sine theta difference: 0.0001734893
Step 147
917 rows selected
MSE: 0.876449
F-norm sine theta difference: 0.0001682007
Step 148
917 rows selected
MSE: 0.8764476
F-norm sine theta difference: 0.0001632721
Step 149
917 rows selected
MSE: 0.8764462
F-norm sine theta difference: 0.0001586635
Step 150
917 rows selected
MSE: 0.876445
F-norm sine theta difference: 0.0001543318
Step 151
917 rows selected
MSE: 0.8764438
F-norm sine theta difference: 0.0001502481
Step 152
917 rows selected
MSE: 0.8764427
F-norm sine theta difference: 0.0001463789
Step 153
917 rows selected
MSE: 0.8764416
F-norm sine theta difference: 0.0001426989
Step 154
917 rows selected
MSE: 0.8764406
F-norm sine theta difference: 0.000139202
Step 155
917 rows selected
MSE: 0.8764396
F-norm sine theta difference: 0.0001358543
Step 156
916 rows selected
MSE: 0.8765896
F-norm sine theta difference: 0.000247387
Step 157
916 rows selected
MSE: 0.8765867
F-norm sine theta difference: 0.0002398783
Step 158
916 rows selected
MSE: 0.876584
F-norm sine theta difference: 0.0002326848
Step 159
916 rows selected
MSE: 0.8765815
F-norm sine theta difference: 0.000225789
Step 160
916 rows selected
MSE: 0.8765791
F-norm sine theta difference: 0.0002191833
Step 161
916 rows selected
MSE: 0.8765769
F-norm sine theta difference: 0.0002128377
Step 162
917 rows selected
MSE: 0.876438
F-norm sine theta difference: 0.0001665999
Step 163
917 rows selected
MSE: 0.8764367
F-norm sine theta difference: 0.0001572279
Step 164
917 rows selected
MSE: 0.8764355
F-norm sine theta difference: 0.0001488478
Step 165
917 rows selected
MSE: 0.8764345
F-norm sine theta difference: 0.0001413118
Step 166
917 rows selected
MSE: 0.8764336
F-norm sine theta difference: 0.0001345592
Step 167
917 rows selected
MSE: 0.8764327
F-norm sine theta difference: 0.00012848
Step 168
917 rows selected
MSE: 0.8764319
F-norm sine theta difference: 0.0001229966
Step 169
917 rows selected
MSE: 0.8764312
F-norm sine theta difference: 0.0001180358
Step 170
917 rows selected
MSE: 0.8764305
F-norm sine theta difference: 0.0001135361
Step 171
917 rows selected
MSE: 0.8764299
F-norm sine theta difference: 0.0001094373
Step 172
917 rows selected
MSE: 0.8764293
F-norm sine theta difference: 0.0001056905
Step 173
917 rows selected
MSE: 0.8764287
F-norm sine theta difference: 0.0001022479
Step 174
917 rows selected
MSE: 0.8764282
F-norm sine theta difference: 9.906542e-05
Step 175
917 rows selected
MSE: 0.8764277
F-norm sine theta difference: 9.613347e-05
Step 176
917 rows selected
MSE: 0.8764273
F-norm sine theta difference: 9.340103e-05
Step 177
917 rows selected
MSE: 0.8764268
F-norm sine theta difference: 9.084661e-05
Step 178
917 rows selected
MSE: 0.8764264
F-norm sine theta difference: 8.844408e-05
Step 179
917 rows selected
MSE: 0.876426
F-norm sine theta difference: 8.618225e-05
Step 180
917 rows selected
MSE: 0.8764257
F-norm sine theta difference: 8.404142e-05
Step 181
916 rows selected
MSE: 0.8765772
F-norm sine theta difference: 0.0002230124
Step 182
916 rows selected
MSE: 0.8765749
F-norm sine theta difference: 0.0002158663
Step 183
916 rows selected
MSE: 0.8765727
F-norm sine theta difference: 0.0002090281
Step 184
916 rows selected
MSE: 0.8765707
F-norm sine theta difference: 0.0002024957
Step 185
916 rows selected
MSE: 0.8765687
F-norm sine theta difference: 0.0001962507
Step 186
916 rows selected
MSE: 0.876567
F-norm sine theta difference: 0.0001902765
Step 187
917 rows selected
MSE: 0.8764275
F-norm sine theta difference: 0.00013675
Step 188
917 rows selected
MSE: 0.8764267
F-norm sine theta difference: 0.0001271114
Step 189
917 rows selected
MSE: 0.8764259
F-norm sine theta difference: 0.0001184885
Step 190
917 rows selected
MSE: 0.8764253
F-norm sine theta difference: 0.0001107788
Step 191
917 rows selected
MSE: 0.8764248
F-norm sine theta difference: 0.0001038969
Step 192
917 rows selected
MSE: 0.8764243
F-norm sine theta difference: 9.774828e-05
Step 193
917 rows selected
MSE: 0.8764238
F-norm sine theta difference: 9.225566e-05
Step 194
917 rows selected
MSE: 0.8764234
F-norm sine theta difference: 8.73524e-05
Step 195
917 rows selected
MSE: 0.8764231
F-norm sine theta difference: 8.295569e-05
Step 196
917 rows selected
MSE: 0.8764227
F-norm sine theta difference: 7.902126e-05
Step 197
917 rows selected
MSE: 0.8764224
F-norm sine theta difference: 7.54896e-05
Step 198
917 rows selected
MSE: 0.8764222
F-norm sine theta difference: 7.231338e-05
Step 199
917 rows selected
MSE: 0.8764219
F-norm sine theta difference: 6.944275e-05
Step 200
917 rows selected
MSE: 0.8764217
F-norm sine theta difference: 6.684821e-05
Step 201
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 6.449095e-05
Step 202
917 rows selected
MSE: 0.8764212
F-norm sine theta difference: 6.233184e-05
Step 203
917 rows selected
MSE: 0.8764211
F-norm sine theta difference: 6.035822e-05
Step 204
916 rows selected
MSE: 0.8765724
F-norm sine theta difference: 0.0002126373
Step 205
916 rows selected
MSE: 0.8765703
F-norm sine theta difference: 0.00020569
Step 206
916 rows selected
MSE: 0.8765684
F-norm sine theta difference: 0.0001990382
Step 207
916 rows selected
MSE: 0.8765665
F-norm sine theta difference: 0.0001926857
Step 208
916 rows selected
MSE: 0.8765648
F-norm sine theta difference: 0.0001866214
Step 209
917 rows selected
MSE: 0.8764234
F-norm sine theta difference: 0.0001163763
Step 210
917 rows selected
MSE: 0.8764228
F-norm sine theta difference: 0.0001074301
Step 211
917 rows selected
MSE: 0.8764223
F-norm sine theta difference: 9.942331e-05
Step 212
917 rows selected
MSE: 0.8764218
F-norm sine theta difference: 9.229881e-05
Step 213
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 8.5865e-05
Step 214
917 rows selected
MSE: 0.8764211
F-norm sine theta difference: 8.015599e-05
Step 215
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 7.505841e-05
Step 216
917 rows selected
MSE: 0.8764206
F-norm sine theta difference: 7.050692e-05
Step 217
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 6.646076e-05
Step 218
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 6.284525e-05
Step 219
917 rows selected
MSE: 0.87642
F-norm sine theta difference: 5.961881e-05
Step 220
917 rows selected
MSE: 0.8764198
F-norm sine theta difference: 5.672717e-05
Step 221
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 5.41406e-05
Step 222
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 5.182427e-05
Step 223
916 rows selected
MSE: 0.8765704
F-norm sine theta difference: 0.0002077602
Step 224
916 rows selected
MSE: 0.8765684
F-norm sine theta difference: 0.0002009229
Step 225
916 rows selected
MSE: 0.8765665
F-norm sine theta difference: 0.000194386
Step 226
916 rows selected
MSE: 0.8765648
F-norm sine theta difference: 0.0001881467
Step 227
916 rows selected
MSE: 0.8765631
F-norm sine theta difference: 0.0001821948
Step 228
917 rows selected
MSE: 0.8764223
F-norm sine theta difference: 0.0001150344
Step 229
917 rows selected
MSE: 0.8764217
F-norm sine theta difference: 0.0001056472
Step 230
917 rows selected
MSE: 0.8764212
F-norm sine theta difference: 9.721538e-05
Step 231
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 8.965441e-05
Step 232
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 8.288756e-05
Step 233
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 7.683321e-05
Step 234
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 7.142236e-05
Step 235
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 6.659345e-05
Step 236
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 6.22805e-05
Step 237
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 5.841521e-05
Step 238
917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 5.500596e-05
Step 239
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 5.194754e-05
Step 240
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 4.921126e-05
Step 241
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 4.677058e-05
Step 242
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 4.459733e-05
Step 243
916 rows selected
MSE: 0.8765698
F-norm sine theta difference: 0.0002067369
Step 244
916 rows selected
MSE: 0.8765678
F-norm sine theta difference: 0.0001998845
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MSE: 0.876566
F-norm sine theta difference: 0.000193348
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MSE: 0.8765643
F-norm sine theta difference: 0.0001871069
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MSE: 0.8765626
F-norm sine theta difference: 0.0001811492
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917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 0.0001117483
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917 rows selected
MSE: 0.876421
F-norm sine theta difference: 0.000102367
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917 rows selected
MSE: 0.8764205
F-norm sine theta difference: 9.393499e-05
Step 251
917 rows selected
MSE: 0.8764202
F-norm sine theta difference: 8.637819e-05
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917 rows selected
MSE: 0.8764198
F-norm sine theta difference: 7.9594e-05
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917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 7.352288e-05
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MSE: 0.8764193
F-norm sine theta difference: 6.810821e-05
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917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 6.323658e-05
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MSE: 0.8764189
F-norm sine theta difference: 5.889839e-05
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MSE: 0.8764188
F-norm sine theta difference: 5.503404e-05
Step 258
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 5.157032e-05
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917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 4.849145e-05
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917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 4.574548e-05
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917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 4.329054e-05
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917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.10991e-05
Step 263
916 rows selected
MSE: 0.8765695
F-norm sine theta difference: 0.0002060722
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MSE: 0.8765676
F-norm sine theta difference: 0.0001992339
Step 265
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MSE: 0.8765657
F-norm sine theta difference: 0.0001926991
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MSE: 0.876564
F-norm sine theta difference: 0.0001864747
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916 rows selected
MSE: 0.8765624
F-norm sine theta difference: 0.0001805379
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917 rows selected
MSE: 0.8764212
F-norm sine theta difference: 0.0001105044
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MSE: 0.8764207
F-norm sine theta difference: 0.0001010872
Step 270
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MSE: 0.8764202
F-norm sine theta difference: 9.261879e-05
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MSE: 0.8764198
F-norm sine theta difference: 8.501798e-05
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MSE: 0.8764195
F-norm sine theta difference: 7.823322e-05
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MSE: 0.8764193
F-norm sine theta difference: 7.20767e-05
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MSE: 0.876419
F-norm sine theta difference: 6.660647e-05
Step 275
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MSE: 0.8764188
F-norm sine theta difference: 6.170485e-05
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MSE: 0.8764187
F-norm sine theta difference: 5.73318e-05
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MSE: 0.8764185
F-norm sine theta difference: 5.34169e-05
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MSE: 0.8764184
F-norm sine theta difference: 4.994131e-05
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MSE: 0.8764183
F-norm sine theta difference: 4.681228e-05
Step 280
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MSE: 0.8764182
F-norm sine theta difference: 4.404142e-05
Step 281
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MSE: 0.8764181
F-norm sine theta difference: 4.155999e-05
Step 282
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 3.934884e-05
Step 283
916 rows selected
MSE: 0.8765694
F-norm sine theta difference: 0.000205719
Step 284
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MSE: 0.8765674
F-norm sine theta difference: 0.0001988865
Step 285
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MSE: 0.8765656
F-norm sine theta difference: 0.0001923752
Step 286
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MSE: 0.8765639
F-norm sine theta difference: 0.0001861575
Step 287
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MSE: 0.8765622
F-norm sine theta difference: 0.0001802247
Step 288
917 rows selected
MSE: 0.876421
F-norm sine theta difference: 0.0001099461
Step 289
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MSE: 0.8764205
F-norm sine theta difference: 0.0001004986
Step 290
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 9.200192e-05
Step 291
917 rows selected
MSE: 0.8764197
F-norm sine theta difference: 8.436875e-05
Step 292
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 7.751475e-05
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917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 7.137802e-05
Step 294
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.587564e-05
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917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.095111e-05
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MSE: 0.8764185
F-norm sine theta difference: 5.654785e-05
Step 297
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MSE: 0.8764184
F-norm sine theta difference: 5.261449e-05
Step 298
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 4.91016e-05
Step 299
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MSE: 0.8764182
F-norm sine theta difference: 4.596944e-05
Step 300
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MSE: 0.8764181
F-norm sine theta difference: 4.317096e-05
Step 301
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.067024e-05
Step 302
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.844897e-05
Step 303
916 rows selected
MSE: 0.8765693
F-norm sine theta difference: 0.0002055388
Step 304
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001987192
Step 305
916 rows selected
MSE: 0.8765655
F-norm sine theta difference: 0.0001922062
Step 306
916 rows selected
MSE: 0.8765638
F-norm sine theta difference: 0.0001859963
Step 307
916 rows selected
MSE: 0.8765622
F-norm sine theta difference: 0.0001800488
Step 308
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001096658
Step 309
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 0.0001001981
Step 310
917 rows selected
MSE: 0.87642
F-norm sine theta difference: 9.168654e-05
Step 311
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.403846e-05
Step 312
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MSE: 0.8764193
F-norm sine theta difference: 7.717215e-05
Step 313
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.101412e-05
Step 314
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.549453e-05
Step 315
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.05579e-05
Step 316
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MSE: 0.8764185
F-norm sine theta difference: 5.614556e-05
Step 317
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MSE: 0.8764183
F-norm sine theta difference: 5.219381e-05
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MSE: 0.8764182
F-norm sine theta difference: 4.866421e-05
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MSE: 0.8764181
F-norm sine theta difference: 4.552314e-05
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917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.271361e-05
Step 321
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.021237e-05
Step 322
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.797118e-05
Step 323
916 rows selected
MSE: 0.8765693
F-norm sine theta difference: 0.0002054424
Step 324
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001986258
Step 325
916 rows selected
MSE: 0.8765655
F-norm sine theta difference: 0.0001921187
Step 326
916 rows selected
MSE: 0.8765638
F-norm sine theta difference: 0.0001859123
Step 327
916 rows selected
MSE: 0.8765622
F-norm sine theta difference: 0.0001799871
Step 328
916 rows selected
MSE: 0.8765607
F-norm sine theta difference: 0.0001743264
Step 329
917 rows selected
MSE: 0.8764217
F-norm sine theta difference: 0.0001224788
Step 330
917 rows selected
MSE: 0.8764211
F-norm sine theta difference: 0.000111841
Step 331
917 rows selected
MSE: 0.8764206
F-norm sine theta difference: 0.0001022593
Step 332
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 9.362431e-05
Step 333
917 rows selected
MSE: 0.8764197
F-norm sine theta difference: 8.586491e-05
Step 334
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 7.889432e-05
Step 335
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.262862e-05
Step 336
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.701959e-05
Step 337
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.199992e-05
Step 338
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 5.749791e-05
Step 339
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.346341e-05
Step 340
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MSE: 0.8764183
F-norm sine theta difference: 4.987859e-05
Step 341
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.667028e-05
Step 342
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.379162e-05
Step 343
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.122981e-05
Step 344
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.893863e-05
Step 345
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.687986e-05
Step 346
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.505989e-05
Step 347
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.340746e-05
Step 348
916 rows selected
MSE: 0.8765699
F-norm sine theta difference: 0.0002074074
Step 349
916 rows selected
MSE: 0.8765679
F-norm sine theta difference: 0.000200507
Step 350
916 rows selected
MSE: 0.876566
F-norm sine theta difference: 0.0001939166
Step 351
916 rows selected
MSE: 0.8765643
F-norm sine theta difference: 0.0001876434
Step 352
916 rows selected
MSE: 0.8765626
F-norm sine theta difference: 0.0001816507
Step 353
916 rows selected
MSE: 0.8765611
F-norm sine theta difference: 0.0001759187
Step 354
917 rows selected
MSE: 0.8764214
F-norm sine theta difference: 0.0001187728
Step 355
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001084282
Step 356
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.912072e-05
Step 357
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.074279e-05
Step 358
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.321189e-05
Step 359
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.644613e-05
Step 360
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.038875e-05
Step 361
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.494346e-05
Step 362
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.007377e-05
Step 363
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.57178e-05
Step 364
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.182161e-05
Step 365
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.834009e-05
Step 366
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.522748e-05
Step 367
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.245669e-05
Step 368
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.99743e-05
Step 369
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.776411e-05
Step 370
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.578629e-05
Step 371
916 rows selected
MSE: 0.8765695
F-norm sine theta difference: 0.0002062091
Step 372
916 rows selected
MSE: 0.8765675
F-norm sine theta difference: 0.00019935
Step 373
916 rows selected
MSE: 0.8765657
F-norm sine theta difference: 0.0001928087
Step 374
916 rows selected
MSE: 0.8765639
F-norm sine theta difference: 0.0001865659
Step 375
916 rows selected
MSE: 0.8765623
F-norm sine theta difference: 0.0001806057
Step 376
917 rows selected
MSE: 0.8764207
F-norm sine theta difference: 0.0001077047
Step 377
917 rows selected
MSE: 0.8764202
F-norm sine theta difference: 9.837893e-05
Step 378
917 rows selected
MSE: 0.8764198
F-norm sine theta difference: 9.000843e-05
Step 379
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.247565e-05
Step 380
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.57142e-05
Step 381
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.965142e-05
Step 382
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.420975e-05
Step 383
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.9351e-05
Step 384
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.500341e-05
Step 385
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 5.111597e-05
Step 386
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.764019e-05
Step 387
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.453973e-05
Step 388
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.177314e-05
Step 389
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.930536e-05
Step 390
916 rows selected
MSE: 0.876569
F-norm sine theta difference: 0.0002045829
Step 391
916 rows selected
MSE: 0.876567
F-norm sine theta difference: 0.000197788
Step 392
916 rows selected
MSE: 0.8765652
F-norm sine theta difference: 0.0001913125
Step 393
916 rows selected
MSE: 0.8765635
F-norm sine theta difference: 0.0001851327
Step 394
916 rows selected
MSE: 0.8765619
F-norm sine theta difference: 0.0001792346
Step 395
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001107619
Step 396
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 0.0001011727
Step 397
917 rows selected
MSE: 0.87642
F-norm sine theta difference: 9.254692e-05
Step 398
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.479143e-05
Step 399
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.782714e-05
Step 400
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.157792e-05
Step 401
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.597358e-05
Step 402
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.09303e-05
Step 403
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.646646e-05
Step 404
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.244999e-05
Step 405
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.886154e-05
Step 406
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.566036e-05
Step 407
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.280354e-05
Step 408
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.024533e-05
Step 409
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.796699e-05
Step 410
916 rows selected
MSE: 0.8765691
F-norm sine theta difference: 0.0002051709
Step 411
916 rows selected
MSE: 0.8765672
F-norm sine theta difference: 0.0001983528
Step 412
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001918502
Step 413
916 rows selected
MSE: 0.8765636
F-norm sine theta difference: 0.0001856531
Step 414
916 rows selected
MSE: 0.876562
F-norm sine theta difference: 0.000179721
Step 415
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001095808
Step 416
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 0.000100102
Step 417
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.157762e-05
Step 418
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.391522e-05
Step 419
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.702633e-05
Step 420
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.086038e-05
Step 421
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.532702e-05
Step 422
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.036869e-05
Step 423
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.593062e-05
Step 424
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.19689e-05
Step 425
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.842926e-05
Step 426
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.526239e-05
Step 427
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.243988e-05
Step 428
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.992063e-05
Step 429
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.766932e-05
Step 430
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002052772
Step 431
916 rows selected
MSE: 0.8765672
F-norm sine theta difference: 0.0001984558
Step 432
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001919525
Step 433
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857413
Step 434
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798129
Step 435
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093753
Step 436
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.99102e-05
Step 437
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.139674e-05
Step 438
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.37432e-05
Step 439
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.68674e-05
Step 440
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.070468e-05
Step 441
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.517566e-05
Step 442
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.022636e-05
Step 443
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.581e-05
Step 444
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.1849e-05
Step 445
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.830196e-05
Step 446
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.514159e-05
Step 447
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.233187e-05
Step 448
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.980975e-05
Step 449
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.756475e-05
Step 450
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053003
Step 451
916 rows selected
MSE: 0.8765672
F-norm sine theta difference: 0.0001984878
Step 452
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001919771
Step 453
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857714
Step 454
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798395
Step 455
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093375
Step 456
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.986895e-05
Step 457
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.134783e-05
Step 458
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.369285e-05
Step 459
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.681641e-05
Step 460
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.0649e-05
Step 461
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.512151e-05
Step 462
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.017129e-05
Step 463
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.574204e-05
Step 464
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.178264e-05
Step 465
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.824391e-05
Step 466
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.508794e-05
Step 467
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.226824e-05
Step 468
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.975465e-05
Step 469
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.750806e-05
Step 470
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053104
Step 471
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001984926
Step 472
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.000191991
Step 473
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857825
Step 474
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.000179893
Step 475
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093254
Step 476
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.98554e-05
Step 477
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.133264e-05
Step 478
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.367338e-05
Step 479
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.679224e-05
Step 480
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.062254e-05
Step 481
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.5095e-05
Step 482
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.014199e-05
Step 483
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.571161e-05
Step 484
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.175143e-05
Step 485
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.821253e-05
Step 486
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.505058e-05
Step 487
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.223418e-05
Step 488
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.972332e-05
Step 489
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.747085e-05
Step 490
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053149
Step 491
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001985028
Step 492
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001920083
Step 493
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857895
Step 494
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798787
Step 495
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093228
Step 496
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.984702e-05
Step 497
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.132241e-05
Step 498
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.366031e-05
Step 499
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.678017e-05
Step 500
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.060677e-05
Step 501
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.506738e-05
Step 502
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.012286e-05
Step 503
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.569039e-05
Step 504
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.173028e-05
Step 505
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.819355e-05
Step 506
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.503138e-05
Step 507
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.221059e-05
Step 508
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.970509e-05
Step 509
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.744736e-05
Step 510
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053241
Step 511
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001985002
Step 512
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001920018
Step 513
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857992
Step 514
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798793
Step 515
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093189
Step 516
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.984106e-05
Step 517
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.134484e-05
Step 518
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.364747e-05
Step 519
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.677129e-05
Step 520
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.059424e-05
Step 521
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.506016e-05
Step 522
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.010841e-05
Step 523
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.567055e-05
Step 524
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.171201e-05
Step 525
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.816992e-05
Step 526
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.501534e-05
Step 527
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.219063e-05
Step 528
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.967838e-05
Step 529
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.742678e-05
Step 530
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053187
Step 531
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001985013
Step 532
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001920069
Step 533
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001858046
Step 534
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798839
Step 535
916 rows selected
MSE: 0.8765606
F-norm sine theta difference: 0.0001742405
Step 536
917 rows selected
MSE: 0.8764217
F-norm sine theta difference: 0.000122282
Step 537
917 rows selected
MSE: 0.8764211
F-norm sine theta difference: 0.0001116499
Step 538
917 rows selected
MSE: 0.8764205
F-norm sine theta difference: 0.0001020607
Step 539
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 9.342515e-05
Step 540
917 rows selected
MSE: 0.8764197
F-norm sine theta difference: 8.566e-05
Step 541
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 7.868111e-05
Step 542
917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 7.241778e-05
Step 543
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.679902e-05
Step 544
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.176656e-05
Step 545
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.726008e-05
Step 546
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.32295e-05
Step 547
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.962449e-05
Step 548
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.640634e-05
Step 549
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.353176e-05
Step 550
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.096037e-05
Step 551
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.866767e-05
Step 552
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.661005e-05
Step 553
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.478103e-05
Step 554
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.313304e-05
Step 555
916 rows selected
MSE: 0.8765698
F-norm sine theta difference: 0.000207349
Step 556
916 rows selected
MSE: 0.8765679
F-norm sine theta difference: 0.0002004427
Step 557
916 rows selected
MSE: 0.876566
F-norm sine theta difference: 0.0001938653
Step 558
916 rows selected
MSE: 0.8765642
F-norm sine theta difference: 0.0001875842
Step 559
916 rows selected
MSE: 0.8765626
F-norm sine theta difference: 0.0001815893
Step 560
916 rows selected
MSE: 0.8765611
F-norm sine theta difference: 0.0001758646
Step 561
917 rows selected
MSE: 0.8764214
F-norm sine theta difference: 0.0001186745
Step 562
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001083299
Step 563
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.901579e-05
Step 564
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.063595e-05
Step 565
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.310483e-05
Step 566
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.634066e-05
Step 567
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.027574e-05
Step 568
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.483069e-05
Step 569
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 5.995836e-05
Step 570
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.559904e-05
Step 571
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.170011e-05
Step 572
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.821655e-05
Step 573
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.51068e-05
Step 574
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.232921e-05
Step 575
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.984706e-05
Step 576
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.76345e-05
Step 577
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.566089e-05
Step 578
916 rows selected
MSE: 0.8765695
F-norm sine theta difference: 0.0002061712
Step 579
916 rows selected
MSE: 0.8765675
F-norm sine theta difference: 0.0001993164
Step 580
916 rows selected
MSE: 0.8765656
F-norm sine theta difference: 0.0001927779
Step 581
916 rows selected
MSE: 0.8765639
F-norm sine theta difference: 0.0001865366
Step 582
916 rows selected
MSE: 0.8765623
F-norm sine theta difference: 0.0001805783
Step 583
917 rows selected
MSE: 0.8764207
F-norm sine theta difference: 0.0001076442
Step 584
917 rows selected
MSE: 0.8764202
F-norm sine theta difference: 9.832143e-05
Step 585
917 rows selected
MSE: 0.8764198
F-norm sine theta difference: 8.995213e-05
Step 586
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.24147e-05
Step 587
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.565363e-05
Step 588
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.957536e-05
Step 589
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.415683e-05
Step 590
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.92924e-05
Step 591
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.493814e-05
Step 592
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 5.105122e-05
Step 593
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.757588e-05
Step 594
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.447772e-05
Step 595
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.17057e-05
Step 596
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.923733e-05
Step 597
916 rows selected
MSE: 0.876569
F-norm sine theta difference: 0.0002045555
Step 598
916 rows selected
MSE: 0.876567
F-norm sine theta difference: 0.0001977685
Step 599
916 rows selected
MSE: 0.8765652
F-norm sine theta difference: 0.000191292
Step 600
916 rows selected
MSE: 0.8765635
F-norm sine theta difference: 0.0001851137
Step 601
916 rows selected
MSE: 0.8765619
F-norm sine theta difference: 0.0001792142
Step 602
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001107287
Step 603
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 0.0001011355
Step 604
917 rows selected
MSE: 0.87642
F-norm sine theta difference: 9.250851e-05
Step 605
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.475815e-05
Step 606
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.779681e-05
Step 607
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.154097e-05
Step 608
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.594743e-05
Step 609
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.09267e-05
Step 610
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.642899e-05
Step 611
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.241307e-05
Step 612
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.882669e-05
Step 613
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.562516e-05
Step 614
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.276088e-05
Step 615
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.023098e-05
Step 616
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.793097e-05
Step 617
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.589108e-05
Step 618
916 rows selected
MSE: 0.8765694
F-norm sine theta difference: 0.0002060168
Step 619
916 rows selected
MSE: 0.8765675
F-norm sine theta difference: 0.0001991743
Step 620
916 rows selected
MSE: 0.8765656
F-norm sine theta difference: 0.0001926459
Step 621
916 rows selected
MSE: 0.8765639
F-norm sine theta difference: 0.0001864228
Step 622
916 rows selected
MSE: 0.8765623
F-norm sine theta difference: 0.0001804689
Step 623
916 rows selected
MSE: 0.8765608
F-norm sine theta difference: 0.0001747906
Step 624
917 rows selected
MSE: 0.8764216
F-norm sine theta difference: 0.0001210515
Step 625
917 rows selected
MSE: 0.876421
F-norm sine theta difference: 0.0001105118
Step 626
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 0.0001010462
Step 627
917 rows selected
MSE: 0.87642
F-norm sine theta difference: 9.246575e-05
Step 628
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.47797e-05
Step 629
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.787441e-05
Step 630
917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 7.167994e-05
Step 631
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.612422e-05
Step 632
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.114159e-05
Step 633
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.66857e-05
Step 634
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.270259e-05
Step 635
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.91405e-05
Step 636
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.595615e-05
Step 637
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.311977e-05
Step 638
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.057416e-05
Step 639
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.830631e-05
Step 640
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.628122e-05
Step 641
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.446497e-05
Step 642
916 rows selected
MSE: 0.8765696
F-norm sine theta difference: 0.0002067388
Step 643
916 rows selected
MSE: 0.8765676
F-norm sine theta difference: 0.0001998612
Step 644
916 rows selected
MSE: 0.8765658
F-norm sine theta difference: 0.0001932962
Step 645
916 rows selected
MSE: 0.8765641
F-norm sine theta difference: 0.0001870328
Step 646
916 rows selected
MSE: 0.8765624
F-norm sine theta difference: 0.0001810552
Step 647
916 rows selected
MSE: 0.8765609
F-norm sine theta difference: 0.0001753502
Step 648
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 0.0001197114
Step 649
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001092994
Step 650
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 9.9921e-05
Step 651
917 rows selected
MSE: 0.87642
F-norm sine theta difference: 9.147879e-05
Step 652
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.388856e-05
Step 653
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.70734e-05
Step 654
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.096111e-05
Step 655
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.54704e-05
Step 656
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.055841e-05
Step 657
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.616057e-05
Step 658
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.222712e-05
Step 659
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.871047e-05
Step 660
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.557476e-05
Step 661
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.276788e-05
Step 662
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.026635e-05
Step 663
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.802962e-05
Step 664
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.602998e-05
Step 665
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.424724e-05
Step 666
916 rows selected
MSE: 0.8765697
F-norm sine theta difference: 0.0002068244
Step 667
916 rows selected
MSE: 0.8765677
F-norm sine theta difference: 0.0001999499
Step 668
916 rows selected
MSE: 0.8765658
F-norm sine theta difference: 0.0001933853
Step 669
916 rows selected
MSE: 0.8765641
F-norm sine theta difference: 0.0001871208
Step 670
916 rows selected
MSE: 0.8765625
F-norm sine theta difference: 0.0001811328
Step 671
916 rows selected
MSE: 0.8765609
F-norm sine theta difference: 0.000175433
Step 672
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 0.0001195606
Step 673
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.000109175
Step 674
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 9.978127e-05
Step 675
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.13472e-05
Step 676
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.37646e-05
Step 677
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.695462e-05
Step 678
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.084114e-05
Step 679
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.535931e-05
Step 680
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.045304e-05
Step 681
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.605756e-05
Step 682
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.212876e-05
Step 683
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.861821e-05
Step 684
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.548097e-05
Step 685
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.268362e-05
Step 686
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.018407e-05
Step 687
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.794476e-05
Step 688
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.595527e-05
Step 689
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.419964e-05
Step 690
916 rows selected
MSE: 0.8765697
F-norm sine theta difference: 0.0002068515
Step 691
916 rows selected
MSE: 0.8765677
F-norm sine theta difference: 0.0001999704
Step 692
916 rows selected
MSE: 0.8765658
F-norm sine theta difference: 0.0001934042
Step 693
916 rows selected
MSE: 0.8765641
F-norm sine theta difference: 0.0001871425
Step 694
916 rows selected
MSE: 0.8765625
F-norm sine theta difference: 0.0001811643
Step 695
916 rows selected
MSE: 0.876561
F-norm sine theta difference: 0.0001754596
Step 696
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 0.0001195465
Step 697
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001091349
Step 698
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 9.975743e-05
Step 699
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.132073e-05
Step 700
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.374034e-05
Step 701
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.69195e-05
Step 702
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.081077e-05
Step 703
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.5321e-05
Step 704
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.041388e-05
Step 705
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.602427e-05
Step 706
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.209349e-05
Step 707
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.858528e-05
Step 708
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.544681e-05
Step 709
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.264485e-05
Step 710
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.014539e-05
Step 711
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.791533e-05
Step 712
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.59127e-05
Step 713
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.412564e-05
Step 714
916 rows selected
MSE: 0.8765697
F-norm sine theta difference: 0.0002068501
Step 715
916 rows selected
MSE: 0.8765677
F-norm sine theta difference: 0.0001999798
Step 716
916 rows selected
MSE: 0.8765659
F-norm sine theta difference: 0.0001934261
Step 717
916 rows selected
MSE: 0.8765641
F-norm sine theta difference: 0.0001871545
Step 718
916 rows selected
MSE: 0.8765625
F-norm sine theta difference: 0.0001811762
Step 719
916 rows selected
MSE: 0.876561
F-norm sine theta difference: 0.0001754684
Step 720
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 0.0001195438
Step 721
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001091316
Step 722
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 9.975129e-05
Step 723
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.131032e-05
Step 724
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.372475e-05
Step 725
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.689511e-05
Step 726
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.079099e-05
Step 727
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.530748e-05
Step 728
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.039855e-05
Step 729
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.600046e-05
Step 730
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.207234e-05
Step 731
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.8557e-05
Step 732
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.542674e-05
Step 733
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.26225e-05
Step 734
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.012342e-05
Step 735
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.788819e-05
Step 736
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.59083e-05
Step 737
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.410209e-05
Step 738
916 rows selected
MSE: 0.8765697
F-norm sine theta difference: 0.0002068542
Step 739
916 rows selected
MSE: 0.8765677
F-norm sine theta difference: 0.0001999823
Step 740
916 rows selected
MSE: 0.8765659
F-norm sine theta difference: 0.0001934198
Step 741
916 rows selected
MSE: 0.8765641
F-norm sine theta difference: 0.000187159
Step 742
916 rows selected
MSE: 0.8765625
F-norm sine theta difference: 0.0001811814
Step 743
916 rows selected
MSE: 0.876561
F-norm sine theta difference: 0.0001754731
Step 744
917 rows selected
MSE: 0.8764215
F-norm sine theta difference: 0.0001195474
Step 745
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001091321
Step 746
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 9.974756e-05
Step 747
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.130688e-05
Step 748
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.371568e-05
Step 749
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.689661e-05
Step 750
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.078491e-05
Step 751
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.529615e-05
Step 752
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.038839e-05
Step 753
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.59869e-05
Step 754
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.205428e-05
Step 755
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.854197e-05
Step 756
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.540689e-05
Step 757
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.260562e-05
Step 758
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.010371e-05
Step 759
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.786474e-05
Step 760
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.58722e-05
Step 761
916 rows selected
MSE: 0.8765694
F-norm sine theta difference: 0.0002060994
Step 762
916 rows selected
MSE: 0.8765674
F-norm sine theta difference: 0.0001992439
Step 763
916 rows selected
MSE: 0.8765656
F-norm sine theta difference: 0.0001927054
Step 764
916 rows selected
MSE: 0.8765639
F-norm sine theta difference: 0.0001864575
Step 765
916 rows selected
MSE: 0.8765623
F-norm sine theta difference: 0.0001805005
Step 766
917 rows selected
MSE: 0.8764207
F-norm sine theta difference: 0.0001077676
Step 767
917 rows selected
MSE: 0.8764202
F-norm sine theta difference: 9.840859e-05
Step 768
917 rows selected
MSE: 0.8764198
F-norm sine theta difference: 9.006696e-05
Step 769
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.253548e-05
Step 770
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.577116e-05
Step 771
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.970523e-05
Step 772
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.427503e-05
Step 773
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.940073e-05
Step 774
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.504783e-05
Step 775
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 5.115429e-05
Step 776
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.768025e-05
Step 777
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.457574e-05
Step 778
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.180715e-05
Step 779
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.933672e-05
Step 780
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.712458e-05
Step 781
916 rows selected
MSE: 0.8765693
F-norm sine theta difference: 0.0002054514
Step 782
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001986338
Step 783
916 rows selected
MSE: 0.8765655
F-norm sine theta difference: 0.0001921268
Step 784
916 rows selected
MSE: 0.8765638
F-norm sine theta difference: 0.0001859196
Step 785
916 rows selected
MSE: 0.8765622
F-norm sine theta difference: 0.0001799937
Step 786
916 rows selected
MSE: 0.8765606
F-norm sine theta difference: 0.0001743357
Step 787
917 rows selected
MSE: 0.8764217
F-norm sine theta difference: 0.0001220558
Step 788
917 rows selected
MSE: 0.876421
F-norm sine theta difference: 0.000111431
Step 789
917 rows selected
MSE: 0.8764205
F-norm sine theta difference: 0.0001018572
Step 790
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 9.324184e-05
Step 791
917 rows selected
MSE: 0.8764197
F-norm sine theta difference: 8.549109e-05
Step 792
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 7.853099e-05
Step 793
917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 7.227413e-05
Step 794
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.666853e-05
Step 795
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.164493e-05
Step 796
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.714684e-05
Step 797
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.312622e-05
Step 798
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.952255e-05
Step 799
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.627445e-05
Step 800
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.345193e-05
Step 801
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.088912e-05
Step 802
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.860694e-05
Step 803
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.655311e-05
Step 804
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.472002e-05
Step 805
916 rows selected
MSE: 0.8765696
F-norm sine theta difference: 0.0002066559
Step 806
916 rows selected
MSE: 0.8765676
F-norm sine theta difference: 0.000199773
Step 807
916 rows selected
MSE: 0.8765657
F-norm sine theta difference: 0.0001932086
Step 808
916 rows selected
MSE: 0.876564
F-norm sine theta difference: 0.0001869441
Step 809
916 rows selected
MSE: 0.8765624
F-norm sine theta difference: 0.0001809642
Step 810
917 rows selected
MSE: 0.8764207
F-norm sine theta difference: 0.0001066946
Step 811
917 rows selected
MSE: 0.8764202
F-norm sine theta difference: 9.747294e-05
Step 812
917 rows selected
MSE: 0.8764198
F-norm sine theta difference: 8.917988e-05
Step 813
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 8.172721e-05
Step 814
917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 7.503688e-05
Step 815
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.903772e-05
Step 816
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.366026e-05
Step 817
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.884919e-05
Step 818
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.454731e-05
Step 819
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 5.069743e-05
Step 820
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.726207e-05
Step 821
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.420168e-05
Step 822
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.145959e-05
Step 823
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.901861e-05
Step 824
916 rows selected
MSE: 0.876569
F-norm sine theta difference: 0.0002046471
Step 825
916 rows selected
MSE: 0.876567
F-norm sine theta difference: 0.0001978459
Step 826
916 rows selected
MSE: 0.8765652
F-norm sine theta difference: 0.0001913787
Step 827
916 rows selected
MSE: 0.8765635
F-norm sine theta difference: 0.0001851965
Step 828
916 rows selected
MSE: 0.8765619
F-norm sine theta difference: 0.0001792938
Step 829
917 rows selected
MSE: 0.8764209
F-norm sine theta difference: 0.0001105467
Step 830
917 rows selected
MSE: 0.8764204
F-norm sine theta difference: 0.0001009762
Step 831
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.236137e-05
Step 832
917 rows selected
MSE: 0.8764196
F-norm sine theta difference: 8.462028e-05
Step 833
917 rows selected
MSE: 0.8764193
F-norm sine theta difference: 7.766366e-05
Step 834
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.142507e-05
Step 835
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.58283e-05
Step 836
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.081957e-05
Step 837
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.633918e-05
Step 838
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.232692e-05
Step 839
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.874606e-05
Step 840
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.555548e-05
Step 841
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.269236e-05
Step 842
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.014597e-05
Step 843
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.786866e-05
Step 844
916 rows selected
MSE: 0.8765691
F-norm sine theta difference: 0.0002051766
Step 845
916 rows selected
MSE: 0.8765672
F-norm sine theta difference: 0.0001983588
Step 846
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001918535
Step 847
916 rows selected
MSE: 0.8765636
F-norm sine theta difference: 0.0001856532
Step 848
916 rows selected
MSE: 0.876562
F-norm sine theta difference: 0.0001797295
Step 849
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001095207
Step 850
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 0.0001000473
Step 851
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.15224e-05
Step 852
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.386495e-05
Step 853
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.698045e-05
Step 854
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.081026e-05
Step 855
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.527569e-05
Step 856
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.031924e-05
Step 857
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.588472e-05
Step 858
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.191568e-05
Step 859
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.838e-05
Step 860
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.521851e-05
Step 861
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.239514e-05
Step 862
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.98748e-05
Step 863
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.762995e-05
Step 864
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.000205268
Step 865
916 rows selected
MSE: 0.8765672
F-norm sine theta difference: 0.0001984544
Step 866
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001919545
Step 867
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857414
Step 868
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798169
Step 869
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093533
Step 870
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.988827e-05
Step 871
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.137433e-05
Step 872
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.372209e-05
Step 873
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.684365e-05
Step 874
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.068184e-05
Step 875
917 rows selected
MSE: 0.8764188
F-norm sine theta difference: 6.515246e-05
Step 876
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.020243e-05
Step 877
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.576603e-05
Step 878
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.181665e-05
Step 879
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.82798e-05
Step 880
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.512658e-05
Step 881
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.23042e-05
Step 882
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.9785e-05
Step 883
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.754075e-05
Step 884
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002052959
Step 885
916 rows selected
MSE: 0.8765672
F-norm sine theta difference: 0.0001984531
Step 886
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001919767
Step 887
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857718
Step 888
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.000179843
Step 889
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093199
Step 890
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.984993e-05
Step 891
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.133223e-05
Step 892
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.367723e-05
Step 893
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.679137e-05
Step 894
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.063688e-05
Step 895
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.506867e-05
Step 896
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.016107e-05
Step 897
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.573259e-05
Step 898
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.177374e-05
Step 899
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.823546e-05
Step 900
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.507567e-05
Step 901
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.22586e-05
Step 902
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.974157e-05
Step 903
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.749642e-05
Step 904
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053034
Step 905
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001984891
Step 906
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.000191988
Step 907
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857839
Step 908
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798588
Step 909
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.000109317
Step 910
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.984235e-05
Step 911
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.132761e-05
Step 912
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.366197e-05
Step 913
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.678718e-05
Step 914
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.061807e-05
Step 915
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.508703e-05
Step 916
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.013594e-05
Step 917
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.570366e-05
Step 918
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.174097e-05
Step 919
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.820586e-05
Step 920
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.504733e-05
Step 921
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.222484e-05
Step 922
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.971067e-05
Step 923
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.746577e-05
Step 924
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053105
Step 925
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001984972
Step 926
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001919955
Step 927
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857872
Step 928
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798645
Step 929
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093151
Step 930
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.983882e-05
Step 931
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.131496e-05
Step 932
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.364572e-05
Step 933
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.678413e-05
Step 934
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.060219e-05
Step 935
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.507205e-05
Step 936
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.011691e-05
Step 937
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.568554e-05
Step 938
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.172362e-05
Step 939
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.819726e-05
Step 940
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.502451e-05
Step 941
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.220679e-05
Step 942
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.968967e-05
Step 943
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.744455e-05
Step 944
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.0002053169
Step 945
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001985041
Step 946
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001920014
Step 947
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001857825
Step 948
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798768
Step 949
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001093149
Step 950
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.98373e-05
Step 951
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.131373e-05
Step 952
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.364679e-05
Step 953
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.676369e-05
Step 954
917 rows selected
MSE: 0.876419
F-norm sine theta difference: 7.059211e-05
Step 955
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.505675e-05
Step 956
917 rows selected
MSE: 0.8764186
F-norm sine theta difference: 6.010557e-05
Step 957
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.567241e-05
Step 958
917 rows selected
MSE: 0.8764183
F-norm sine theta difference: 5.170976e-05
Step 959
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.817396e-05
Step 960
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.500821e-05
Step 961
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.219001e-05
Step 962
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.967374e-05
Step 963
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.742654e-05
Step 964
916 rows selected
MSE: 0.8765692
F-norm sine theta difference: 0.00020532
Step 965
916 rows selected
MSE: 0.8765673
F-norm sine theta difference: 0.0001985038
Step 966
916 rows selected
MSE: 0.8765654
F-norm sine theta difference: 0.0001920069
Step 967
916 rows selected
MSE: 0.8765637
F-norm sine theta difference: 0.0001858413
Step 968
916 rows selected
MSE: 0.8765621
F-norm sine theta difference: 0.0001798817
Step 969
916 rows selected
MSE: 0.8765606
F-norm sine theta difference: 0.0001742237
Step 970
917 rows selected
MSE: 0.8764217
F-norm sine theta difference: 0.0001222943
Step 971
917 rows selected
MSE: 0.8764211
F-norm sine theta difference: 0.0001116484
Step 972
917 rows selected
MSE: 0.8764205
F-norm sine theta difference: 0.0001020605
Step 973
917 rows selected
MSE: 0.8764201
F-norm sine theta difference: 9.344202e-05
Step 974
917 rows selected
MSE: 0.8764197
F-norm sine theta difference: 8.565747e-05
Step 975
917 rows selected
MSE: 0.8764194
F-norm sine theta difference: 7.867179e-05
Step 976
917 rows selected
MSE: 0.8764191
F-norm sine theta difference: 7.242041e-05
Step 977
917 rows selected
MSE: 0.8764189
F-norm sine theta difference: 6.680318e-05
Step 978
917 rows selected
MSE: 0.8764187
F-norm sine theta difference: 6.176929e-05
Step 979
917 rows selected
MSE: 0.8764185
F-norm sine theta difference: 5.725638e-05
Step 980
917 rows selected
MSE: 0.8764184
F-norm sine theta difference: 5.322951e-05
Step 981
917 rows selected
MSE: 0.8764182
F-norm sine theta difference: 4.962767e-05
Step 982
917 rows selected
MSE: 0.8764181
F-norm sine theta difference: 4.640894e-05
Step 983
917 rows selected
MSE: 0.876418
F-norm sine theta difference: 4.353197e-05
Step 984
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 4.096357e-05
Step 985
917 rows selected
MSE: 0.8764179
F-norm sine theta difference: 3.866766e-05
Step 986
917 rows selected
MSE: 0.8764178
F-norm sine theta difference: 3.659888e-05
Step 987
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.478192e-05
Step 988
917 rows selected
MSE: 0.8764177
F-norm sine theta difference: 3.312302e-05
Step 989
916 rows selected
MSE: 0.8765698
F-norm sine theta difference: 0.000207348
Step 990
916 rows selected
MSE: 0.8765679
F-norm sine theta difference: 0.0002004645
Step 991
916 rows selected
MSE: 0.876566
F-norm sine theta difference: 0.0001938701
Step 992
916 rows selected
MSE: 0.8765642
F-norm sine theta difference: 0.0001875808
Step 993
916 rows selected
MSE: 0.8765626
F-norm sine theta difference: 0.0001815887
Step 994
916 rows selected
MSE: 0.8765611
F-norm sine theta difference: 0.0001758632
Step 995
917 rows selected
MSE: 0.8764214
F-norm sine theta difference: 0.0001186657
Step 996
917 rows selected
MSE: 0.8764208
F-norm sine theta difference: 0.0001083259
Step 997
917 rows selected
MSE: 0.8764203
F-norm sine theta difference: 9.901679e-05
Step 998
917 rows selected
MSE: 0.8764199
F-norm sine theta difference: 9.063499e-05
Step 999
917 rows selected
MSE: 0.8764195
F-norm sine theta difference: 8.310214e-05
Step 1000
917 rows selected
MSE: 0.8764192
F-norm sine theta difference: 7.634041e-05
Max iteration number is hit.
res.s = softImpute(X,1)
plot(res.s$v,res.p$V_cur,main="v from prime vs softimpute")
abline(a=0,b=-1,col=2)
cor(cbind(v,res.p$V_cur,res.s$v))
v
v 1.0000000 0.9878358 -0.9867028
0.9878358 1.0000000 -0.9983583
-0.9867028 -0.9983583 1.0000000
Interestingly, the results from trace.it=TRUE
in primePCA suggest it is maybe entering an infinite loop in this case. I guess that maybe this is probably because of changes in the rows selected, and indeed was able to avoid it by setting very large thresh_sigma=1e100
. (In this case it appears to just filter out the rows with only one entry; in the other case it sometimes filters out one additional row).
sessionInfo()
R version 3.6.0 (2019-04-26)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS Mojave 10.14.4
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRlapack.dylib
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] softImpute_1.4 Matrix_1.2-17 primePCA_1.0
loaded via a namespace (and not attached):
[1] workflowr_1.4.0 Rcpp_1.0.2 lattice_0.20-38 digest_0.6.20
[5] rprojroot_1.3-2 MASS_7.3-51.4 grid_3.6.0 backports_1.1.4
[9] git2r_0.26.1 magrittr_1.5 evaluate_0.14 stringi_1.4.3
[13] fs_1.3.1 whisker_0.3-2 rmarkdown_1.14 tools_3.6.0
[17] stringr_1.4.0 glue_1.3.1 xfun_0.8 yaml_2.2.0
[21] compiler_3.6.0 htmltools_0.3.6 knitr_1.23