R Graphical Manual

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Last data update: 2014.03.03

R: Print Function

print.PRSP

R Documentation

Print Function

Description

S3-generic print function to display the cross-validated estimated values of the PRSP object.

Usage

  ## S3 method for class 'PRSP'
print(x, ...)

Arguments

`x`	Object of class `PRSP` as generated by the main function `sbh`.
`...`	Further generic arguments passed to the print function.

Value

Display of the cross-validated fitted values of its argument.

Note

End-user print function.

Author(s)

"Jean-Eudes Dazard, Ph.D." jxd101@case.edu
"Michael Choe, M.D." mjc206@case.edu
"Michael LeBlanc, Ph.D." mleblanc@fhcrc.org
"Alberto Santana, MBA." ahs4@case.edu

Maintainer: "Jean-Eudes Dazard, Ph.D." jxd101@case.edu

Acknowledgments: This project was partially funded by the National Institutes of Health NIH - National Cancer Institute (R01-CA160593) to J-E. Dazard and J.S. Rao.

References

Dazard J-E., Choe M., LeBlanc M. and Rao J.S. (2015). "Cross-validation and Peeling Strategies for Survival Bump Hunting using Recursive Peeling Methods." Statistical Analysis and Data Mining (in press).
Dazard J-E., Choe M., LeBlanc M. and Rao J.S. (2014). "Cross-Validation of Survival Bump Hunting by Recursive Peeling Methods." In JSM Proceedings, Survival Methods for Risk Estimation/Prediction Section. Boston, MA, USA. American Statistical Association IMS - JSM, p. 3366-3380.
Dazard J-E., Choe M., LeBlanc M. and Rao J.S. (2015). "R package PRIMsrc: Bump Hunting by Patient Rule Induction Method for Survival, Regression and Classification." In JSM Proceedings, Statistical Programmers and Analysts Section. Seattle, WA, USA. American Statistical Association IMS - JSM, (in press).
Dazard J-E. and J.S. Rao (2010). "Local Sparse Bump Hunting." J. Comp Graph. Statistics, 19(4):900-92.

Examples

#===================================================
# Loading the library and its dependencies
#===================================================
library("PRIMsrc")

#=================================================================================
# Simulated dataset #1 (n=250, p=3)
# Non Replicated Combined Cross-Validation (RCCV)
# Peeling criterion = LRT
# Optimization criterion = LRT
#=================================================================================
CVCOMB.synt1 <- sbh(dataset = Synthetic.1, 
                    cvtype = "combined", cvcriterion = "lrt",
                    B = 1, K = 5, 
                    vs = TRUE, cpv = FALSE, 
                    decimals = 2, probval = 0.5, 
                    arg = "beta=0.05,
                           alpha=0.1,
                           minn=10,
                           L=NULL,
                           peelcriterion="lr"",
                    parallel = FALSE, conf = NULL, seed = 123)

print(CVCOMB.synt1)

Results


R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> library(PRIMsrc)
Loading required package: parallel
Loading required package: survival
Loading required package: Hmisc
Loading required package: lattice
Loading required package: Formula
Loading required package: ggplot2

Attaching package: 'Hmisc'

The following objects are masked from 'package:base':

    format.pval, round.POSIXt, trunc.POSIXt, units

Loading required package: glmnet
Loading required package: Matrix
Loading required package: foreach
Loaded glmnet 2.0-5

Loading required package: MASS
PRIMsrc 0.6.3
Type PRIMsrc.news() to see new features, changes, and bug fixes

> png(filename="/home/ddbj/snapshot/RGM3/R_CC/result/PRIMsrc/print.Rd_%03d_medium.png", width=480, height=480)
> ### Name: print.PRSP
> ### Title: Print Function
> ### Aliases: print print.PRSP
> ### Keywords: Exploratory Survival/Risk Analysis Survival/Risk Estimation &
> ###   Prediction Non-Parametric Method Cross-Validation Bump Hunting
> ###   Rule-Induction Method
> 
> ### ** Examples
> 
> #===================================================
> # Loading the library and its dependencies
> #===================================================
> library("PRIMsrc")
> 
> #=================================================================================
> # Simulated dataset #1 (n=250, p=3)
> # Non Replicated Combined Cross-Validation (RCCV)
> # Peeling criterion = LRT
> # Optimization criterion = LRT
> #=================================================================================
> CVCOMB.synt1 <- sbh(dataset = Synthetic.1, 
+                     cvtype = "combined", cvcriterion = "lrt",
+                     B = 1, K = 5, 
+                     vs = TRUE, cpv = FALSE, 
+                     decimals = 2, probval = 0.5, 
+                     arg = "beta=0.05,
+                            alpha=0.1,
+                            minn=10,
+                            L=NULL,
+                            peelcriterion="lr"",
+                     parallel = FALSE, conf = NULL, seed = 123)

Survival dataset provided.

Requested single 5-fold cross-validation without replications 
Cross-validation technique:  COMBINED 
Cross-validation criterion:  LRT 
Variable pre-selection: TRUE 
Computation of permutation p-values: FALSE 
Peeling criterion:  LRT 
Parallelization: FALSE 

Pre-selection of covariates and determination of directions of peeling... 
Pre-selected covariates:
X1 X2 X3 
 1  2  3 
Directions of peeling at each step of pre-selected covariates:
X1 X2 X3 
 1 -1 -1 
Fitting and cross-validating the Survival Bump Hunting model using the PRSP algorithm ... 
replicate : 1
seed : 123
Fold : 1
Fold : 2
Fold : 3
Fold : 4
Fold : 5
Success! 1 (replicated) cross-validation(s) has(ve) completed 
Generating cross-validated optimal peeling lengths from all replicates ...
Generating cross-validated box memberships at each step ...
Generating cross-validated box rules for the pre-selected covariates at each step ...
Generating cross-validated modal trace values of covariate usage at each step ...
Covariates used for peeling at each step, based on covariate trace modal values:
X1 X2 
 1  2 
Generating cross-validated box statistics at each step ...
Finished!
> 
> print(CVCOMB.synt1)
Selected covariates:
X1 X2 X3 
 1  2  3 

Used covariates:
X1 X2 
 1  2 

Maximum number of peeling steps (counting step #0):
[1] 25

Optimal number of peeling steps (counting step #0):
[1] 13

Modal trace values of covariate usage at each peeling step:
 step0  step1  step2  step3  step4  step5  step6  step7  step8  step9 step10 
     0      2      1      1      2      2      2      1      1      1      1 
step11 step12 
     1      2 

Cross-validated permutation p-values at each peeling step:
NULL

Decision rules for the used covariates (columns) at each peeling step (rows):
                    X1              X2
step0  X1>=0.00 +/- NA X2<=1.00 +/- NA
step1  X1>=0.03 +/- NA X2<=0.89 +/- NA
step2  X1>=0.04 +/- NA X2<=0.89 +/- NA
step3  X1>=0.15 +/- NA X2<=0.89 +/- NA
step4  X1>=0.15 +/- NA X2<=0.87 +/- NA
step5  X1>=0.15 +/- NA X2<=0.82 +/- NA
step6  X1>=0.21 +/- NA X2<=0.74 +/- NA
step7  X1>=0.21 +/- NA X2<=0.74 +/- NA
step8  X1>=0.27 +/- NA X2<=0.74 +/- NA
step9  X1>=0.39 +/- NA X2<=0.69 +/- NA
step10 X1>=0.39 +/- NA X2<=0.68 +/- NA
step11 X1>=0.45 +/- NA X2<=0.61 +/- NA
step12 X1>=0.45 +/- NA X2<=0.61 +/- NA

Box endpoint quantities of interest (columns) at each peeling step (rows):
       Support Size  LHR    LRT  CER  EFT EFP MEFT MEFP
step0     1.00  250 0.00   0.00 1.00 0.62 0.5 3.00 0.42
step1     0.91  228 1.04  16.87 0.44 0.33 0.5 3.00 0.37
step2     0.82  205 0.89  18.78 0.42 0.29 0.5 3.00 0.35
step3     0.73  182 0.97  28.30 0.39 0.16 0.5 3.00 0.32
step4     0.65  162 1.16  43.93 0.35 0.08 0.5 3.00 0.27
step5     0.59  148 1.34  58.53 0.33 0.04 0.5 3.00 0.23
step6     0.52  130 1.75  93.23 0.29 0.02 0.5 3.00 0.18
step7     0.48  120 1.92 103.33 0.28 0.01 0.5 3.00 0.16
step8     0.44  110 1.98 103.19 0.28 0.01 0.5 3.00 0.15
step9     0.38   95 2.51 137.03 0.27 0.00 0.5 2.58 0.10
step10    0.33   82 3.20 176.41 0.27 0.00 0.5 2.58 0.06
step11    0.29   72 4.05 217.13 0.27 0.00 0.5 1.25 0.02
step12    0.27   68 4.33 226.57 0.28 0.00 0.5 0.69 0.00

Individual observation box membership indicator (columns) at each peeling step (rows):
           1     2     3     4     5     6     7    8    9   10    11    12
step0   TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE  TRUE
step1   TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE  TRUE
step2   TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE  TRUE
step3  FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE  TRUE
step4  FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE FALSE
step5  FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE FALSE
step6  FALSE FALSE FALSE FALSE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE FALSE
step7  FALSE FALSE FALSE FALSE  TRUE FALSE FALSE TRUE TRUE TRUE  TRUE FALSE
step8  FALSE FALSE FALSE FALSE  TRUE FALSE FALSE TRUE TRUE TRUE FALSE FALSE
step9  FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE
step10 FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE
step11 FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE
step12 FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE
          13    14    15    16   17    18    19    20    21   22    23    24
step0   TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE
step1   TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE
step2   TRUE FALSE  TRUE FALSE TRUE  TRUE  TRUE  TRUE  TRUE TRUE FALSE FALSE
step3  FALSE FALSE  TRUE FALSE TRUE  TRUE  TRUE  TRUE  TRUE TRUE FALSE FALSE
step4  FALSE FALSE  TRUE FALSE TRUE  TRUE  TRUE FALSE FALSE TRUE FALSE FALSE
step5  FALSE FALSE FALSE FALSE TRUE  TRUE  TRUE FALSE FALSE TRUE FALSE FALSE
step6  FALSE FALSE FALSE FALSE TRUE  TRUE  TRUE FALSE FALSE TRUE FALSE FALSE
step7  FALSE FALSE FALSE FALSE TRUE  TRUE  TRUE FALSE FALSE TRUE FALSE FALSE
step8  FALSE FALSE FALSE FALSE TRUE  TRUE  TRUE FALSE FALSE TRUE FALSE FALSE
step9  FALSE FALSE FALSE FALSE TRUE  TRUE FALSE FALSE FALSE TRUE FALSE FALSE
step10 FALSE FALSE FALSE FALSE TRUE  TRUE FALSE FALSE FALSE TRUE FALSE FALSE
step11 FALSE FALSE FALSE FALSE TRUE  TRUE FALSE FALSE FALSE TRUE FALSE FALSE
step12 FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE
         25    26    27   28   29   30    31   32    33    34    35   36    37
step0  TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE  TRUE TRUE  TRUE
step1  TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE FALSE  TRUE TRUE FALSE
step2  TRUE  TRUE  TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step3  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step4  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step5  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step6  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step7  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step8  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step9  TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step10 TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step11 TRUE  TRUE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
step12 TRUE FALSE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE FALSE TRUE FALSE
         38    39    40    41    42   43    44    45    46    47    48   49
step0  TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE
step1  TRUE FALSE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE
step2  TRUE FALSE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE FALSE TRUE
step3  TRUE FALSE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE FALSE  TRUE FALSE TRUE
step4  TRUE FALSE  TRUE  TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE TRUE
step5  TRUE FALSE FALSE  TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE TRUE
step6  TRUE FALSE FALSE  TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE TRUE
step7  TRUE FALSE FALSE  TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE TRUE
step8  TRUE FALSE FALSE  TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE TRUE
step9  TRUE FALSE FALSE FALSE FALSE TRUE FALSE  TRUE FALSE FALSE FALSE TRUE
step10 TRUE FALSE FALSE FALSE FALSE TRUE FALSE  TRUE FALSE FALSE FALSE TRUE
step11 TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE
step12 TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE TRUE
          50    51   52   53   54   55    56    57   58    59    60    61    62
step0   TRUE  TRUE TRUE TRUE TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step1  FALSE FALSE TRUE TRUE TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step2  FALSE FALSE TRUE TRUE TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step3  FALSE FALSE TRUE TRUE TRUE TRUE FALSE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step4  FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE  TRUE  TRUE  TRUE  TRUE
step5  FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE  TRUE  TRUE  TRUE  TRUE
step6  FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE  TRUE  TRUE FALSE FALSE
step7  FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE  TRUE FALSE FALSE FALSE
step8  FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE  TRUE FALSE FALSE FALSE
step9  FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step10 FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step11 FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step12 FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
          63   64    65   66    67    68    69    70   71    72   73   74    75
step0   TRUE TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE TRUE  TRUE
step1   TRUE TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE TRUE  TRUE
step2  FALSE TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE TRUE  TRUE
step3  FALSE TRUE  TRUE TRUE FALSE  TRUE  TRUE  TRUE TRUE  TRUE TRUE TRUE  TRUE
step4  FALSE TRUE  TRUE TRUE FALSE FALSE  TRUE  TRUE TRUE  TRUE TRUE TRUE  TRUE
step5  FALSE TRUE FALSE TRUE FALSE FALSE  TRUE  TRUE TRUE  TRUE TRUE TRUE  TRUE
step6  FALSE TRUE FALSE TRUE FALSE FALSE FALSE  TRUE TRUE FALSE TRUE TRUE  TRUE
step7  FALSE TRUE FALSE TRUE FALSE FALSE FALSE  TRUE TRUE FALSE TRUE TRUE FALSE
step8  FALSE TRUE FALSE TRUE FALSE FALSE FALSE  TRUE TRUE FALSE TRUE TRUE FALSE
step9  FALSE TRUE FALSE TRUE FALSE FALSE FALSE  TRUE TRUE FALSE TRUE TRUE FALSE
step10 FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE FALSE
step11 FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE FALSE
step12 FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE TRUE FALSE
          76    77    78    79    80    81    82    83    84    85   86    87
step0   TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE
step1   TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE
step2   TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE TRUE FALSE
step3   TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step4   TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step5   TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step6   TRUE FALSE  TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step7  FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step8  FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step9  FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE TRUE FALSE
step10 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
step11 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
step12 FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE
         88    89    90    91    92    93   94    95    96    97    98    99
step0  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step1  TRUE FALSE FALSE  TRUE  TRUE  TRUE TRUE  TRUE FALSE  TRUE  TRUE  TRUE
step2  TRUE FALSE FALSE  TRUE  TRUE  TRUE TRUE  TRUE FALSE  TRUE  TRUE  TRUE
step3  TRUE FALSE FALSE  TRUE  TRUE FALSE TRUE  TRUE FALSE  TRUE  TRUE  TRUE
step4  TRUE FALSE FALSE  TRUE  TRUE FALSE TRUE  TRUE FALSE  TRUE FALSE  TRUE
step5  TRUE FALSE FALSE  TRUE  TRUE FALSE TRUE FALSE FALSE  TRUE FALSE  TRUE
step6  TRUE FALSE FALSE  TRUE  TRUE FALSE TRUE FALSE FALSE  TRUE FALSE  TRUE
step7  TRUE FALSE FALSE  TRUE  TRUE FALSE TRUE FALSE FALSE  TRUE FALSE  TRUE
step8  TRUE FALSE FALSE  TRUE  TRUE FALSE TRUE FALSE FALSE  TRUE FALSE FALSE
step9  TRUE FALSE FALSE  TRUE FALSE FALSE TRUE FALSE FALSE  TRUE FALSE FALSE
step10 TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
step11 TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
step12 TRUE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
        100  101   102   103   104   105   106   107   108   109   110  111
step0  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE
step1  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE
step2  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE TRUE
step3  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE TRUE
step4  TRUE TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE TRUE
step5  TRUE TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE TRUE
step6  TRUE TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE TRUE
step7  TRUE TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE  TRUE  TRUE TRUE
step8  TRUE TRUE  TRUE  TRUE FALSE  TRUE FALSE FALSE  TRUE FALSE FALSE TRUE
step9  TRUE TRUE FALSE  TRUE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE TRUE
step10 TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
step11 TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
step12 TRUE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE
         112   113  114   115   116   117   118  119   120  121   122   123
step0   TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE  TRUE  TRUE
step1   TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE FALSE  TRUE
step2   TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE FALSE  TRUE
step3   TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE FALSE  TRUE
step4   TRUE  TRUE TRUE  TRUE  TRUE FALSE  TRUE TRUE  TRUE TRUE FALSE FALSE
step5   TRUE  TRUE TRUE FALSE  TRUE FALSE  TRUE TRUE  TRUE TRUE FALSE FALSE
step6  FALSE  TRUE TRUE FALSE  TRUE FALSE FALSE TRUE  TRUE TRUE FALSE FALSE
step7  FALSE FALSE TRUE FALSE  TRUE FALSE FALSE TRUE  TRUE TRUE FALSE FALSE
step8  FALSE FALSE TRUE FALSE  TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
step9  FALSE FALSE TRUE FALSE  TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
step10 FALSE FALSE TRUE FALSE  TRUE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
step11 FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
step12 FALSE FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE
        124   125   126   127  128  129  130   131   132   133  134   135  136
step0  TRUE  TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE
step1  TRUE  TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE  TRUE  TRUE TRUE  TRUE TRUE
step2  TRUE  TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE  TRUE  TRUE TRUE FALSE TRUE
step3  TRUE  TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE FALSE  TRUE TRUE FALSE TRUE
step4  TRUE FALSE FALSE  TRUE TRUE TRUE TRUE  TRUE FALSE FALSE TRUE FALSE TRUE
step5  TRUE FALSE FALSE  TRUE TRUE TRUE TRUE  TRUE FALSE FALSE TRUE FALSE TRUE
step6  TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
step7  TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
step8  TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
step9  TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
step10 TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
step11 TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
step12 TRUE FALSE FALSE FALSE TRUE TRUE TRUE FALSE FALSE FALSE TRUE FALSE TRUE
         137   138   139  140  141  142   143  144   145   146  147   148   149
step0   TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE
step1   TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE
step2   TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step3   TRUE  TRUE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step4   TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step5   TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step6   TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step7   TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step8   TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE
step9   TRUE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE FALSE  TRUE TRUE FALSE FALSE
step10 FALSE FALSE  TRUE TRUE TRUE TRUE  TRUE TRUE FALSE  TRUE TRUE FALSE FALSE
step11 FALSE FALSE  TRUE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE FALSE FALSE
step12 FALSE FALSE FALSE TRUE TRUE TRUE FALSE TRUE FALSE FALSE TRUE FALSE FALSE
         150   151   152   153   154   155  156  157   158   159   160   161
step0   TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step1   TRUE  TRUE  TRUE  TRUE FALSE  TRUE TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step2   TRUE  TRUE  TRUE  TRUE FALSE  TRUE TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step3   TRUE  TRUE  TRUE  TRUE FALSE  TRUE TRUE TRUE FALSE  TRUE  TRUE  TRUE
step4   TRUE  TRUE  TRUE  TRUE FALSE  TRUE TRUE TRUE FALSE  TRUE  TRUE  TRUE
step5   TRUE  TRUE FALSE  TRUE FALSE  TRUE TRUE TRUE FALSE  TRUE  TRUE  TRUE
step6   TRUE  TRUE FALSE FALSE FALSE  TRUE TRUE TRUE FALSE  TRUE  TRUE FALSE
step7   TRUE  TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE  TRUE FALSE
step8   TRUE  TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE  TRUE FALSE
step9  FALSE  TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE  TRUE FALSE
step10 FALSE  TRUE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE  TRUE FALSE
step11 FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE
step12 FALSE FALSE FALSE FALSE FALSE FALSE TRUE TRUE FALSE FALSE FALSE FALSE
         162   163  164   165  166   167   168  169  170  171  172   173   174
step0   TRUE  TRUE TRUE  TRUE TRUE  TRUE  TRUE TRUE TRUE TRUE TRUE  TRUE  TRUE
step1  FALSE  TRUE TRUE FALSE TRUE  TRUE  TRUE TRUE TRUE TRUE TRUE  TRUE  TRUE
step2  FALSE  TRUE TRUE FALSE TRUE  TRUE  TRUE TRUE TRUE TRUE TRUE  TRUE  TRUE
step3  FALSE  TRUE TRUE FALSE TRUE FALSE  TRUE TRUE TRUE TRUE TRUE  TRUE FALSE
step4  FALSE  TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE  TRUE FALSE
step5  FALSE  TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step6  FALSE  TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step7  FALSE  TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step8  FALSE  TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step9  FALSE  TRUE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step10 FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step11 FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
step12 FALSE FALSE TRUE FALSE TRUE FALSE FALSE TRUE TRUE TRUE TRUE FALSE FALSE
         175   176   177  178   179   180   181  182   183   184   185   186
step0   TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step1   TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE  TRUE
step2   TRUE FALSE  TRUE TRUE  TRUE  TRUE  TRUE TRUE FALSE FALSE  TRUE  TRUE
step3   TRUE FALSE  TRUE TRUE  TRUE  TRUE FALSE TRUE FALSE FALSE  TRUE  TRUE
step4  FALSE FALSE  TRUE TRUE  TRUE  TRUE FALSE TRUE FALSE FALSE  TRUE  TRUE
step5  FALSE FALSE FALSE TRUE  TRUE FALSE FALSE TRUE FALSE FALSE  TRUE FALSE
step6  FALSE FALSE FALSE TRUE  TRUE FALSE FALSE TRUE FALSE FALSE  TRUE FALSE
step7  FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step8  FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step9  FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step10 FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step11 FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step12 FALSE FALSE FALSE TRUE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
         187  188   189   190   191   192   193   194   195   196   197   198
step0   TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step1  FALSE TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE  TRUE
step2  FALSE TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE  TRUE
step3  FALSE TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE
step4  FALSE TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE
step5  FALSE TRUE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE
step6  FALSE TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
step7  FALSE TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
step8  FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
step9  FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
step10 FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
step11 FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
step12 FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
         199  200   201   202   203   204  205   206   207   208   209   210
step0   TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step1   TRUE TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step2   TRUE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step3   TRUE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE  TRUE  TRUE
step4   TRUE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE  TRUE  TRUE
step5   TRUE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE FALSE  TRUE
step6  FALSE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE FALSE  TRUE
step7  FALSE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE FALSE  TRUE
step8  FALSE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE FALSE FALSE
step9  FALSE TRUE  TRUE FALSE  TRUE FALSE TRUE  TRUE FALSE FALSE FALSE FALSE
step10 FALSE TRUE  TRUE FALSE  TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
step11 FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
step12 FALSE TRUE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE FALSE FALSE
         211   212   213  214   215  216   217   218   219   220   221   222
step0   TRUE  TRUE  TRUE TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step1  FALSE  TRUE  TRUE TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
step2  FALSE  TRUE  TRUE TRUE FALSE TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
step3  FALSE  TRUE  TRUE TRUE FALSE TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE
step4  FALSE FALSE  TRUE TRUE FALSE TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE
step5  FALSE FALSE  TRUE TRUE FALSE TRUE  TRUE  TRUE FALSE  TRUE  TRUE FALSE
step6  FALSE FALSE  TRUE TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE  TRUE FALSE
step7  FALSE FALSE  TRUE TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE FALSE
step8  FALSE FALSE FALSE TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE FALSE
step9  FALSE FALSE FALSE TRUE FALSE TRUE FALSE  TRUE FALSE  TRUE FALSE FALSE
step10 FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE  TRUE FALSE FALSE
step11 FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
step12 FALSE FALSE FALSE TRUE FALSE TRUE FALSE FALSE FALSE FALSE FALSE FALSE
        223   224   225   226   227   228   229   230  231   232   233   234
step0  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE
step1  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE
step2  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE
step3  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE
step4  TRUE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE
step5  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE
step6  TRUE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE TRUE FALSE FALSE  TRUE
step7  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE TRUE FALSE FALSE  TRUE
step8  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE TRUE FALSE FALSE  TRUE
step9  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE TRUE FALSE FALSE  TRUE
step10 TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE TRUE FALSE FALSE FALSE
step11 TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE
step12 TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE TRUE FALSE FALSE FALSE
         235  236  237   238  239  240   241   242  243   244   245   246   247
step0   TRUE TRUE TRUE  TRUE TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step1   TRUE TRUE TRUE  TRUE TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step2   TRUE TRUE TRUE  TRUE TRUE TRUE  TRUE  TRUE TRUE  TRUE  TRUE  TRUE  TRUE
step3   TRUE TRUE TRUE  TRUE TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE  TRUE
step4   TRUE TRUE TRUE  TRUE TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE  TRUE
step5   TRUE TRUE TRUE FALSE TRUE TRUE  TRUE  TRUE TRUE FALSE  TRUE  TRUE  TRUE
step6   TRUE TRUE TRUE FALSE TRUE TRUE  TRUE FALSE TRUE FALSE  TRUE  TRUE  TRUE
step7   TRUE TRUE TRUE FALSE TRUE TRUE  TRUE FALSE TRUE FALSE  TRUE  TRUE FALSE
step8   TRUE TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE FALSE  TRUE  TRUE FALSE
step9   TRUE TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step10  TRUE TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step11  TRUE TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
step12 FALSE TRUE TRUE FALSE TRUE TRUE FALSE FALSE TRUE FALSE FALSE FALSE FALSE
        248   249  250
step0  TRUE  TRUE TRUE
step1  TRUE  TRUE TRUE
step2  TRUE  TRUE TRUE
step3  TRUE  TRUE TRUE
step4  TRUE  TRUE TRUE
step5  TRUE  TRUE TRUE
step6  TRUE  TRUE TRUE
step7  TRUE  TRUE TRUE
step8  TRUE  TRUE TRUE
step9  TRUE  TRUE TRUE
step10 TRUE  TRUE TRUE
step11 TRUE FALSE TRUE
step12 TRUE FALSE TRUE

> 
> 
> 
> 
> 
> dev.off()
null device 
          1 
>