Smoothness Estimation, part 5

Qingyang Li | Qingyang.Li@Childmind.org

• The report/code is generaged on 04/11/2013
  
• Updated with Dual regression results on 4/18/2013

List of the smoothness estimation

By far, we have generated 5 Smoothness estimation reports, That are:

• Smoothness Estimation, part 1: it shows the smoothness of the preprocessed 4D data (which are the input files of derivative calculation). The smoothness was estimated using both AFNI's 3dFWHMx and FSL's smoothest
  
• Smoothness Estimation, part 2: Part 2, 3, 4 and 5 all use AFNI's 3dFWHMx estimating the smoothness of data. Smoothness was estimated on the derivatives of rsfMRI measures, which was in MNI space and were smoothed at FWHM = 4mm. There are two ways to estimate the smoothness: 1) individual level smoothness: using individual derivative map as input and use -2difMAD option. 2) concatenate all the subjects derivative mpas to a 4D file and use it as input for 3dFWHMx. Smoothness estimated with both methods are reported.
  
• Smoothness Estimation, part 3: Like part2, here smoothness was estimated also no derivatives in MNI space using the same methods. But the derivatives maps were not smoothed (except VMHC which was smoothed before).
  
• Smoothness Estimation, part 4: The unsmoothed derivative mpas in part 3 were smoothed using 3dBlurToFWHM with the intention to bring the smoothness of the devivative maps (which, btw, are the inputs for ICC and Kendall's W calculation) to the same level, and then their smoothness were estimated here. This report is to see whether the smoothness correction step is effective or not.
• Smoothness Estimation, part 5: Part 5 and part 4 are all the same except that when estimate the smoothness, -detrend option was on for part 5. The -detrend option did not change anything for methed 1). but for method 2), the smoothness values are smaller than the targets.

Target smoothness when using 3dBlurTOFWHM

The target smoothness for each derivative is listed below

• alff 9
• degree_centrality 13
• falff 9
• reho 14
• SCA 9
• vmhc 9
• Dual regression 9
  

Code and reports

Note: the code below is just for plot and sumarroize the estimated smoothness. The code which I used to estimate the smoothness is not here (but here)

setwd("/home2/data/Projects/NKI_TRT_paper/NewAnalysisWithCPAC/Smoothestimation")
library(ggplot2)

plotDeriv_sub <- function(x, deriv, axis = "x", outSummary = "off") {
    require(ggplot2)
    subdf = subset(x, x$derivative == deriv)
    if (outSummary == "on") {
        print(summary(subdf))
    }

    if (axis == "x") {
        p = ggplot(data = subdf, mapping = aes(scan, FWHMx, colour = session))
        p = p + geom_violin(alpha = 0.5) + stat_summary(fun.y = median, geom = "point", 
            color = "black", fill = "black", pch = 23, size = 2) + facet_grid(session ~ 
            ., scales = "fixed", space = "fixed") + ggtitle(paste(deriv, "FWHMx: Sub_level")) + 
            xlab("Scan Type") + ylab("Estimated Smoothness")
        p = p + theme(axis.text.x = element_text(angle = 60, hjust = 1))

    }
    if (axis == "y") {
        p = ggplot(data = subdf, mapping = aes(scan, FWHMy, colour = session))
        p = p + geom_violin(alpha = 0.5) + stat_summary(fun.y = median, geom = "point", 
            color = "black", fill = "black", pch = 23, size = 2) + facet_grid(session ~ 
            ., scales = "fixed", space = "fixed") + ggtitle(paste(deriv, "FWHMy: Sub_level")) + 
            xlab("Scan Type") + ylab("Estimated Smoothness")
        p = p + theme(axis.text.x = element_text(angle = 60, hjust = 1))
    }
    if (axis == "z") {
        p = ggplot(data = subdf, mapping = aes(scan, FWHMz, colour = session))
        p = p + geom_violin(alpha = 0.5) + stat_summary(fun.y = median, geom = "point", 
            color = "black", fill = "black", pch = 23, size = 2) + facet_grid(session ~ 
            ., scales = "fixed", space = "fixed") + ggtitle(paste(deriv, "FWHMz: Sub_level")) + 
            xlab("Scan Type") + ylab("Estimated Smoothness")
        p = p + theme(axis.text.x = element_text(angle = 60, hjust = 1))
    }
    return(p)
}

plotDeriv_grp <- function(x, deriv, axis = "x", outSummary = "off") {
    require(ggplot2)
    subdf = subset(x, x$derivative == deriv)
    if (outSummary == "on") {
        print(summary(subdf))
    }

    if (axis == "x") {
        p = ggplot(subdf, aes(x = scan, y = FWHMx, colour = session, group = session))
        p = p + geom_line() + geom_point() + ggtitle(paste(deriv, "FWHMx: Grp_level")) + 
            xlab("Scan Type") + ylab("Estimated Smoothness")
        p = p + theme(axis.text.x = element_text(angle = 60, hjust = 1))

    }
    if (axis == "y") {
        p = ggplot(subdf, aes(x = scan, y = FWHMy, colour = session, group = session))
        p = p + geom_line() + geom_point() + ggtitle(paste(deriv, "FWHMy: Grp_level")) + 
            xlab("Scan Type") + ylab("Estimated Smoothness")
        p = p + theme(axis.text.x = element_text(angle = 60, hjust = 1))
    }
    if (axis == "z") {
        p = ggplot(subdf, aes(x = scan, y = FWHMz, colour = session, group = session))
        p = p + geom_line() + geom_point() + ggtitle(paste(deriv, "FWHMz: Grp_level")) + 
            xlab("Scan Type") + ylab("Estimated Smoothness")
        p = p + theme(axis.text.x = element_text(angle = 60, hjust = 1))
    }
    return(p)
}

derivs = c("alff", "degree_centrality_binarize", "degree_centrality_weighted", 
    "falff", "reho", "vmhc", "sca_roi_PNAS_smith10_plus5_1", "sca_roi_PNAS_smith10_plus5_10", 
    "sca_roi_PNAS_smith10_plus5_11", "sca_roi_PNAS_smith10_plus5_12", "sca_roi_PNAS_smith10_plus5_13", 
    "sca_roi_PNAS_smith10_plus5_14", "sca_roi_PNAS_smith10_plus5_15", "sca_roi_PNAS_smith10_plus5_2", 
    "sca_roi_PNAS_smith10_plus5_3", "sca_roi_PNAS_smith10_plus5_4", "sca_roi_PNAS_smith10_plus5_5", 
    "sca_roi_PNAS_smith10_plus5_6", "sca_roi_PNAS_smith10_plus5_7", "sca_roi_PNAS_smith10_plus5_8", 
    "sca_roi_PNAS_smith10_plus5_9", "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0000", 
    "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0001", "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0002", 
    "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0003", "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0004", 
    "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0005", "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0006", 
    "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0007", "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0008", 
    "spatial_regression_spatial_map_PNAS_Smith09_rsn10_0009")

df_Smoothed_sub = read.csv("/home2/data/Projects/NKI_TRT_paper/NewAnalysisWithCPAC/Smoothestimation/SmoothnessofDerivatives_Smoothed_estimated_byAFNI_detrend_sub.csv")

# here we only show the data for one of the strategy
df_Smoothed_sub = subset(df_Smoothed_sub, df_Smoothed_sub$pipeline == "pipeline_NewStrawn" & 
    (df_Smoothed_sub$scan == "mx_1400_First5Min" | df_Smoothed_sub$scan == "mx_1400_First5MinDS" | 
        df_Smoothed_sub$scan == "mx_1400_First5MinDSNF" | df_Smoothed_sub$scan == 
        "mx_645_First5Min" | df_Smoothed_sub$scan == "mx_645_First5MinDS" | 
        df_Smoothed_sub$scan == "mx_645_First5MinDSNF" | df_Smoothed_sub$scan == 
        "std_2500"))

df_Smoothed_grp = read.csv("/home2/data/Projects/NKI_TRT_paper/NewAnalysisWithCPAC/Smoothestimation/SmoothnessofDerivatives_Smoothed_estimated_byAFNI_detrend_grp.csv")

# here we only show the data for one of the strategy
df_Smoothed_grp = subset(df_Smoothed_grp, df_Smoothed_grp$pipeline == "pipeline_NewStrawn" & 
    (df_Smoothed_grp$scan == "mx_1400_First5Min" | df_Smoothed_grp$scan == "mx_1400_First5MinDS" | 
        df_Smoothed_grp$scan == "mx_1400_First5MinDSNF" | df_Smoothed_grp$scan == 
        "mx_645_First5Min" | df_Smoothed_grp$scan == "mx_645_First5MinDS" | 
        df_Smoothed_grp$scan == "mx_645_First5MinDSNF" | df_Smoothed_grp$scan == 
        "std_2500"))

df_Smoothed_grp$session = as.factor(df_Smoothed_grp$session)
df_Smoothed_sub$session = as.factor(df_Smoothed_sub$session)

summary(df_Smoothed_sub)

##                    pipeline                       scan     
##  pipeline_NewStrawn    :9548   mx_1400_First5Min    :1364  
##  pipeline_WoodworthTown:   0   mx_1400_First5MinDS  :1364  
##                                mx_1400_First5MinDSNF:1364  
##                                mx_645_First5Min     :1364  
##                                mx_645_First5MinDS   :1364  
##                                mx_645_First5MinDSNF :1364  
##                                (Other)              :1364  
##                         derivative   session      subid        
##  alff                        : 308   1:4774   Min.   :  21002  
##  degree_centrality_binarize  : 308   2:4774   1st Qu.:1793622  
##  degree_centrality_weighted  : 308            Median :3257582  
##  falff                       : 308            Mean   :3507852  
##  reho                        : 308            3rd Qu.:4176156  
##  sca_roi_PNAS_smith10_plus5_1: 308            Max.   :9630905  
##  (Other)                     :7700                             
##      FWHMx           FWHMy           FWHMz      
##  Min.   : 0.00   Min.   : 3.82   Min.   : 0.00  
##  1st Qu.: 6.03   1st Qu.: 5.85   1st Qu.: 5.85  
##  Median : 6.48   Median : 6.28   Median : 6.37  
##  Mean   : 6.86   Mean   : 6.53   Mean   : 6.62  
##  3rd Qu.: 7.03   3rd Qu.: 6.83   3rd Qu.: 6.97  
##  Max.   :18.37   Max.   :13.96   Max.   :98.97  
## 

summary(df_Smoothed_grp)

##                    pipeline                      scan   
##  pipeline_NewStrawn    :434   mx_1400_First5Min    :62  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :62  
##                               mx_1400_First5MinDSNF:62  
##                               mx_645_First5Min     :62  
##                               mx_645_First5MinDS   :62  
##                               mx_645_First5MinDSNF :62  
##                               (Other)              :62  
##                         derivative  session     FWHMx          FWHMy     
##  alff                        : 14   1:217   Min.   :5.41   Min.   :5.27  
##  degree_centrality_binarize  : 14   2:217   1st Qu.:6.10   1st Qu.:5.99  
##  degree_centrality_weighted  : 14           Median :6.23   Median :6.14  
##  falff                       : 14           Mean   :6.43   Mean   :6.29  
##  reho                        : 14           3rd Qu.:6.40   3rd Qu.:6.32  
##  sca_roi_PNAS_smith10_plus5_1: 14           Max.   :9.56   Max.   :8.99  
##  (Other)                     :350                                        
##      FWHMz     
##  Min.   :5.21  
##  1st Qu.:5.87  
##  Median :6.05  
##  Mean   :6.22  
##  3rd Qu.:6.27  
##  Max.   :9.24  
## 

for (i in derivs) {
    print(plotDeriv_sub(df_Smoothed_sub, i, "x", outSummary = "on"))
    print(plotDeriv_grp(df_Smoothed_grp, i, "x", outSummary = "on"))
    print(plotDeriv_sub(df_Smoothed_sub, i, "y"))
    print(plotDeriv_grp(df_Smoothed_grp, i, "y"))
    print(plotDeriv_sub(df_Smoothed_sub, i, "z"))
    print(plotDeriv_grp(df_Smoothed_grp, i, "z"))
}

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  alff                        :308   1:154   Min.   :  21002  
##  degree_centrality_binarize  :  0   2:154   1st Qu.:1793622  
##  degree_centrality_weighted  :  0           Median :3257582  
##  falff                       :  0           Mean   :3507852  
##  reho                        :  0           3rd Qu.:4176156  
##  sca_roi_PNAS_smith10_plus5_1:  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :4.49   Min.   :3.82   Min.   :4.26  
##  1st Qu.:5.80   1st Qu.:5.03   1st Qu.:5.58  
##  Median :6.23   Median :5.48   Median :5.97  
##  Mean   :6.25   Mean   :5.47   Mean   :5.91  
##  3rd Qu.:6.72   3rd Qu.:5.94   3rd Qu.:6.29  
##  Max.   :8.28   Max.   :6.76   Max.   :6.96  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  alff                        :14   1:7     Min.   :5.80   Min.   :5.61  
##  degree_centrality_binarize  : 0   2:7     1st Qu.:5.94   1st Qu.:5.70  
##  degree_centrality_weighted  : 0           Median :5.99   Median :5.82  
##  falff                       : 0           Mean   :6.02   Mean   :5.82  
##  reho                        : 0           3rd Qu.:6.14   3rd Qu.:5.93  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :6.24   Max.   :6.08  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.60  
##  1st Qu.:5.76  
##  Median :5.81  
##  Mean   :5.81  
##  3rd Qu.:5.88  
##  Max.   :5.97  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  degree_centrality_binarize  :308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_weighted  :  0           Median :3257582  
##  falff                       :  0           Mean   :3507852  
##  reho                        :  0           3rd Qu.:4176156  
##  sca_roi_PNAS_smith10_plus5_1:  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx           FWHMy           FWHMz      
##  Min.   : 7.37   Min.   : 7.20   Min.   : 7.07  
##  1st Qu.:10.05   1st Qu.: 8.80   1st Qu.: 8.96  
##  Median :10.52   Median : 9.19   Median : 9.63  
##  Mean   :10.68   Mean   : 9.21   Mean   : 9.77  
##  3rd Qu.:11.28   3rd Qu.: 9.62   3rd Qu.:10.47  
##  Max.   :15.84   Max.   :11.27   Max.   :24.79  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  degree_centrality_binarize  :14   1:7     Min.   :8.62   Min.   :8.17  
##  alff                        : 0   2:7     1st Qu.:8.73   1st Qu.:8.21  
##  degree_centrality_weighted  : 0           Median :8.81   Median :8.29  
##  falff                       : 0           Mean   :8.93   Mean   :8.42  
##  reho                        : 0           3rd Qu.:8.99   3rd Qu.:8.54  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :9.56   Max.   :8.99  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.15  
##  1st Qu.:8.24  
##  Median :8.34  
##  Mean   :8.49  
##  3rd Qu.:8.65  
##  Max.   :9.24  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  degree_centrality_weighted  :308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  falff                       :  0           Mean   :3507852  
##  reho                        :  0           3rd Qu.:4176156  
##  sca_roi_PNAS_smith10_plus5_1:  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx           FWHMy           FWHMz      
##  Min.   : 7.22   Min.   : 7.11   Min.   : 6.90  
##  1st Qu.: 9.96   1st Qu.: 8.80   1st Qu.: 8.83  
##  Median :10.54   Median : 9.19   Median : 9.48  
##  Mean   :10.65   Mean   : 9.21   Mean   : 9.54  
##  3rd Qu.:11.15   3rd Qu.: 9.63   3rd Qu.:10.15  
##  Max.   :16.79   Max.   :10.91   Max.   :13.34  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  degree_centrality_weighted  :14   1:7     Min.   :8.61   Min.   :8.17  
##  alff                        : 0   2:7     1st Qu.:8.72   1st Qu.:8.20  
##  degree_centrality_binarize  : 0           Median :8.76   Median :8.26  
##  falff                       : 0           Mean   :8.86   Mean   :8.35  
##  reho                        : 0           3rd Qu.:8.97   3rd Qu.:8.51  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :9.25   Max.   :8.75  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.11  
##  1st Qu.:8.21  
##  Median :8.30  
##  Mean   :8.40  
##  3rd Qu.:8.58  
##  Max.   :8.88  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  falff                       :308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  reho                        :  0           3rd Qu.:4176156  
##  sca_roi_PNAS_smith10_plus5_1:  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.00   Min.   :4.44   Min.   :4.66  
##  1st Qu.:5.47   1st Qu.:5.15   1st Qu.:5.22  
##  Median :5.74   Median :5.40   Median :5.48  
##  Mean   :5.82   Mean   :5.47   Mean   :5.56  
##  3rd Qu.:6.08   3rd Qu.:5.70   3rd Qu.:5.79  
##  Max.   :8.59   Max.   :8.51   Max.   :9.22  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  falff                       :14   1:7     Min.   :5.41   Min.   :5.27  
##  alff                        : 0   2:7     1st Qu.:5.53   1st Qu.:5.37  
##  degree_centrality_binarize  : 0           Median :5.65   Median :5.50  
##  degree_centrality_weighted  : 0           Mean   :5.67   Mean   :5.54  
##  reho                        : 0           3rd Qu.:5.76   3rd Qu.:5.67  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :6.05   Max.   :5.95  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.21  
##  1st Qu.:5.38  
##  Median :5.48  
##  Mean   :5.54  
##  3rd Qu.:5.66  
##  Max.   :5.97  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  reho                        :308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  sca_roi_PNAS_smith10_plus5_1:  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx           FWHMy           FWHMz      
##  Min.   : 7.84   Min.   : 6.58   Min.   : 6.32  
##  1st Qu.: 9.81   1st Qu.: 8.21   1st Qu.: 7.48  
##  Median :10.62   Median : 8.84   Median : 7.90  
##  Mean   :10.74   Mean   : 8.90   Mean   : 8.22  
##  3rd Qu.:11.47   3rd Qu.: 9.49   3rd Qu.: 8.57  
##  Max.   :18.37   Max.   :12.80   Max.   :14.20  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  reho                        :14   1:7     Min.   :7.55   Min.   :7.10  
##  alff                        : 0   2:7     1st Qu.:7.66   1st Qu.:7.15  
##  degree_centrality_binarize  : 0           Median :7.86   Median :7.39  
##  degree_centrality_weighted  : 0           Mean   :7.82   Mean   :7.38  
##  falff                       : 0           3rd Qu.:7.94   3rd Qu.:7.54  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :8.10   Max.   :7.76  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :6.89  
##  1st Qu.:6.99  
##  Median :7.15  
##  Mean   :7.14  
##  3rd Qu.:7.27  
##  Max.   :7.48  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                       derivative  session     subid        
##  vmhc                      :308   1:154   Min.   :  21002  
##  alff                      :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize:  0           Median :3257582  
##  degree_centrality_weighted:  0           Mean   :3507852  
##  falff                     :  0           3rd Qu.:4176156  
##  reho                      :  0           Max.   :9630905  
##  (Other)                   :  0                            
##      FWHMx           FWHMy          FWHMz     
##  Min.   : 0.00   Min.   :5.71   Min.   :5.80  
##  1st Qu.: 6.96   1st Qu.:6.43   1st Qu.:6.42  
##  Median : 7.26   Median :6.63   Median :6.68  
##  Mean   : 7.39   Mean   :6.64   Mean   :6.69  
##  3rd Qu.: 7.63   3rd Qu.:6.86   3rd Qu.:6.93  
##  Max.   :16.03   Max.   :7.76   Max.   :8.06  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                       derivative session     FWHMx          FWHMy     
##  vmhc                      :14   1:7     Min.   :6.41   Min.   :5.64  
##  alff                      : 0   2:7     1st Qu.:6.45   1st Qu.:5.88  
##  degree_centrality_binarize: 0           Median :6.47   Median :5.92  
##  degree_centrality_weighted: 0           Mean   :6.49   Mean   :5.89  
##  falff                     : 0           3rd Qu.:6.52   3rd Qu.:5.95  
##  reho                      : 0           Max.   :6.66   Max.   :6.09  
##  (Other)                   : 0                                        
##      FWHMz     
##  Min.   :5.67  
##  1st Qu.:5.79  
##  Median :5.87  
##  Mean   :5.86  
##  3rd Qu.:5.95  
##  Max.   :6.08  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_1:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :4.50   Min.   :4.32   Min.   :4.24  
##  1st Qu.:5.67   1st Qu.:5.46   1st Qu.:5.53  
##  Median :5.96   Median :5.75   Median :5.85  
##  Mean   :5.99   Mean   :5.78   Mean   :5.92  
##  3rd Qu.:6.30   3rd Qu.:6.12   3rd Qu.:6.25  
##  Max.   :7.42   Max.   :7.57   Max.   :9.81  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_1:14   1:7     Min.   :5.85   Min.   :5.70  
##  alff                        : 0   2:7     1st Qu.:5.90   1st Qu.:5.78  
##  degree_centrality_binarize  : 0           Median :5.98   Median :5.83  
##  degree_centrality_weighted  : 0           Mean   :5.98   Mean   :5.83  
##  falff                       : 0           3rd Qu.:6.04   3rd Qu.:5.89  
##  reho                        : 0           Max.   :6.12   Max.   :5.98  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.63  
##  1st Qu.:5.70  
##  Median :5.79  
##  Mean   :5.80  
##  3rd Qu.:5.92  
##  Max.   :5.99  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                          derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_10:308   1:154   Min.   :  21002  
##  alff                         :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize   :  0           Median :3257582  
##  degree_centrality_weighted   :  0           Mean   :3507852  
##  falff                        :  0           3rd Qu.:4176156  
##  reho                         :  0           Max.   :9630905  
##  (Other)                      :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :4.95   Min.   :4.86   Min.   :0.00  
##  1st Qu.:5.69   1st Qu.:5.57   1st Qu.:5.58  
##  Median :6.02   Median :5.91   Median :5.91  
##  Mean   :6.05   Mean   :5.94   Mean   :5.96  
##  3rd Qu.:6.33   3rd Qu.:6.25   3rd Qu.:6.32  
##  Max.   :9.54   Max.   :9.45   Max.   :9.35  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                          derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_10:14   1:7     Min.   :5.92   Min.   :5.86  
##  alff                         : 0   2:7     1st Qu.:6.02   1st Qu.:5.97  
##  degree_centrality_binarize   : 0           Median :6.14   Median :6.00  
##  degree_centrality_weighted   : 0           Mean   :6.10   Mean   :6.00  
##  falff                        : 0           3rd Qu.:6.21   3rd Qu.:6.07  
##  reho                         : 0           Max.   :6.23   Max.   :6.17  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :5.72  
##  1st Qu.:5.83  
##  Median :5.96  
##  Mean   :5.93  
##  3rd Qu.:6.04  
##  Max.   :6.10  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                          derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_11:308   1:154   Min.   :  21002  
##  alff                         :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize   :  0           Median :3257582  
##  degree_centrality_weighted   :  0           Mean   :3507852  
##  falff                        :  0           3rd Qu.:4176156  
##  reho                         :  0           Max.   :9630905  
##  (Other)                      :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :4.98   Min.   :5.02   Min.   :4.87  
##  1st Qu.:5.85   1st Qu.:5.71   1st Qu.:5.64  
##  Median :6.10   Median :5.95   Median :5.96  
##  Mean   :6.20   Mean   :6.00   Mean   :6.03  
##  3rd Qu.:6.50   3rd Qu.:6.26   3rd Qu.:6.37  
##  Max.   :8.11   Max.   :8.14   Max.   :9.29  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                          derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_11:14   1:7     Min.   :6.15   Min.   :6.03  
##  alff                         : 0   2:7     1st Qu.:6.19   1st Qu.:6.09  
##  degree_centrality_binarize   : 0           Median :6.22   Median :6.14  
##  degree_centrality_weighted   : 0           Mean   :6.23   Mean   :6.14  
##  falff                        : 0           3rd Qu.:6.28   3rd Qu.:6.20  
##  reho                         : 0           Max.   :6.34   Max.   :6.27  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :5.88  
##  1st Qu.:5.96  
##  Median :6.00  
##  Mean   :6.02  
##  3rd Qu.:6.09  
##  Max.   :6.16  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                          derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_12:308   1:154   Min.   :  21002  
##  alff                         :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize   :  0           Median :3257582  
##  degree_centrality_weighted   :  0           Mean   :3507852  
##  falff                        :  0           3rd Qu.:4176156  
##  reho                         :  0           Max.   :9630905  
##  (Other)                      :  0                            
##      FWHMx           FWHMy          FWHMz      
##  Min.   : 5.33   Min.   :5.29   Min.   : 0.00  
##  1st Qu.: 6.00   1st Qu.:5.81   1st Qu.: 5.81  
##  Median : 6.30   Median :6.09   Median : 6.12  
##  Mean   : 6.33   Mean   :6.13   Mean   : 6.17  
##  3rd Qu.: 6.57   3rd Qu.:6.33   3rd Qu.: 6.45  
##  Max.   :10.28   Max.   :9.26   Max.   :15.76  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                          derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_12:14   1:7     Min.   :6.30   Min.   :6.22  
##  alff                         : 0   2:7     1st Qu.:6.34   1st Qu.:6.26  
##  degree_centrality_binarize   : 0           Median :6.38   Median :6.30  
##  degree_centrality_weighted   : 0           Mean   :6.38   Mean   :6.30  
##  falff                        : 0           3rd Qu.:6.41   3rd Qu.:6.34  
##  reho                         : 0           Max.   :6.49   Max.   :6.39  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :6.08  
##  1st Qu.:6.14  
##  Median :6.17  
##  Mean   :6.18  
##  3rd Qu.:6.21  
##  Max.   :6.30  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                          derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_13:308   1:154   Min.   :  21002  
##  alff                         :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize   :  0           Median :3257582  
##  degree_centrality_weighted   :  0           Mean   :3507852  
##  falff                        :  0           3rd Qu.:4176156  
##  reho                         :  0           Max.   :9630905  
##  (Other)                      :  0                            
##      FWHMx          FWHMy          FWHMz      
##  Min.   :5.20   Min.   :5.02   Min.   : 4.84  
##  1st Qu.:6.14   1st Qu.:5.92   1st Qu.: 5.96  
##  Median :6.48   Median :6.17   Median : 6.31  
##  Mean   :6.48   Mean   :6.21   Mean   : 6.31  
##  3rd Qu.:6.82   3rd Qu.:6.46   3rd Qu.: 6.64  
##  Max.   :9.45   Max.   :9.51   Max.   :10.52  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                          derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_13:14   1:7     Min.   :6.26   Min.   :6.12  
##  alff                         : 0   2:7     1st Qu.:6.32   1st Qu.:6.20  
##  degree_centrality_binarize   : 0           Median :6.35   Median :6.24  
##  degree_centrality_weighted   : 0           Mean   :6.35   Mean   :6.23  
##  falff                        : 0           3rd Qu.:6.37   3rd Qu.:6.25  
##  reho                         : 0           Max.   :6.45   Max.   :6.33  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :6.03  
##  1st Qu.:6.11  
##  Median :6.15  
##  Mean   :6.14  
##  3rd Qu.:6.18  
##  Max.   :6.23  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                          derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_14:308   1:154   Min.   :  21002  
##  alff                         :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize   :  0           Median :3257582  
##  degree_centrality_weighted   :  0           Mean   :3507852  
##  falff                        :  0           3rd Qu.:4176156  
##  reho                         :  0           Max.   :9630905  
##  (Other)                      :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.09   Min.   :5.09   Min.   :4.55  
##  1st Qu.:5.78   1st Qu.:5.73   1st Qu.:5.54  
##  Median :6.04   Median :5.96   Median :5.81  
##  Mean   :6.07   Mean   :5.97   Mean   :5.87  
##  3rd Qu.:6.33   3rd Qu.:6.18   3rd Qu.:6.10  
##  Max.   :7.60   Max.   :8.04   Max.   :8.97  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                          derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_14:14   1:7     Min.   :6.01   Min.   :5.97  
##  alff                         : 0   2:7     1st Qu.:6.08   1st Qu.:6.02  
##  degree_centrality_binarize   : 0           Median :6.14   Median :6.04  
##  degree_centrality_weighted   : 0           Mean   :6.13   Mean   :6.06  
##  falff                        : 0           3rd Qu.:6.20   3rd Qu.:6.11  
##  reho                         : 0           Max.   :6.24   Max.   :6.18  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :5.74  
##  1st Qu.:5.82  
##  Median :5.89  
##  Mean   :5.89  
##  3rd Qu.:5.99  
##  Max.   :6.05  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                          derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_15:308   1:154   Min.   :  21002  
##  alff                         :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize   :  0           Median :3257582  
##  degree_centrality_weighted   :  0           Mean   :3507852  
##  falff                        :  0           3rd Qu.:4176156  
##  reho                         :  0           Max.   :9630905  
##  (Other)                      :  0                            
##      FWHMx          FWHMy          FWHMz      
##  Min.   :5.05   Min.   :5.16   Min.   : 4.72  
##  1st Qu.:5.83   1st Qu.:5.80   1st Qu.: 5.61  
##  Median :6.09   Median :6.05   Median : 5.90  
##  Mean   :6.14   Mean   :6.10   Mean   : 6.37  
##  3rd Qu.:6.41   3rd Qu.:6.33   3rd Qu.: 6.29  
##  Max.   :8.36   Max.   :8.81   Max.   :98.97  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                          derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_15:14   1:7     Min.   :6.00   Min.   :5.99  
##  alff                         : 0   2:7     1st Qu.:6.09   1st Qu.:6.07  
##  degree_centrality_binarize   : 0           Median :6.12   Median :6.10  
##  degree_centrality_weighted   : 0           Mean   :6.16   Mean   :6.12  
##  falff                        : 0           3rd Qu.:6.24   3rd Qu.:6.15  
##  reho                         : 0           Max.   :6.30   Max.   :6.29  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :5.74  
##  1st Qu.:5.84  
##  Median :5.90  
##  Mean   :5.94  
##  3rd Qu.:6.03  
##  Max.   :6.17  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_2:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz      
##  Min.   :4.70   Min.   :4.73   Min.   : 0.00  
##  1st Qu.:5.75   1st Qu.:5.75   1st Qu.: 5.77  
##  Median :6.04   Median :5.99   Median : 6.11  
##  Mean   :6.12   Mean   :6.08   Mean   : 6.16  
##  3rd Qu.:6.42   3rd Qu.:6.37   3rd Qu.: 6.48  
##  Max.   :8.07   Max.   :8.97   Max.   :19.27  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_2:14   1:7     Min.   :6.09   Min.   :6.05  
##  alff                        : 0   2:7     1st Qu.:6.18   1st Qu.:6.12  
##  degree_centrality_binarize  : 0           Median :6.22   Median :6.15  
##  degree_centrality_weighted  : 0           Mean   :6.22   Mean   :6.16  
##  falff                       : 0           3rd Qu.:6.28   3rd Qu.:6.19  
##  reho                        : 0           Max.   :6.34   Max.   :6.27  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.92  
##  1st Qu.:5.98  
##  Median :6.10  
##  Mean   :6.09  
##  3rd Qu.:6.16  
##  Max.   :6.27  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_3:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.13   Min.   :4.83   Min.   :4.65  
##  1st Qu.:5.70   1st Qu.:5.34   1st Qu.:5.32  
##  Median :5.93   Median :5.65   Median :5.58  
##  Mean   :6.00   Mean   :5.67   Mean   :5.67  
##  3rd Qu.:6.23   3rd Qu.:5.95   3rd Qu.:5.97  
##  Max.   :8.00   Max.   :8.36   Max.   :8.69  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_3:14   1:7     Min.   :5.93   Min.   :5.71  
##  alff                        : 0   2:7     1st Qu.:6.00   1st Qu.:5.79  
##  degree_centrality_binarize  : 0           Median :6.02   Median :5.85  
##  degree_centrality_weighted  : 0           Mean   :6.03   Mean   :5.85  
##  falff                       : 0           3rd Qu.:6.07   3rd Qu.:5.89  
##  reho                        : 0           Max.   :6.13   Max.   :5.98  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.62  
##  1st Qu.:5.69  
##  Median :5.72  
##  Mean   :5.72  
##  3rd Qu.:5.76  
##  Max.   :5.83  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_4:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.10   Min.   :4.76   Min.   :4.80  
##  1st Qu.:5.99   1st Qu.:5.60   1st Qu.:5.66  
##  Median :6.26   Median :5.86   Median :6.00  
##  Mean   :6.35   Mean   :5.91   Mean   :6.05  
##  3rd Qu.:6.64   3rd Qu.:6.19   3rd Qu.:6.31  
##  Max.   :8.44   Max.   :9.56   Max.   :9.99  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_4:14   1:7     Min.   :6.10   Min.   :5.86  
##  alff                        : 0   2:7     1st Qu.:6.16   1st Qu.:5.94  
##  degree_centrality_binarize  : 0           Median :6.19   Median :6.01  
##  degree_centrality_weighted  : 0           Mean   :6.20   Mean   :6.01  
##  falff                       : 0           3rd Qu.:6.24   3rd Qu.:6.08  
##  reho                        : 0           Max.   :6.33   Max.   :6.19  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.77  
##  1st Qu.:5.88  
##  Median :5.92  
##  Mean   :5.93  
##  3rd Qu.:5.98  
##  Max.   :6.09  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_5:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :4.88   Min.   :5.09   Min.   :0.00  
##  1st Qu.:5.72   1st Qu.:5.70   1st Qu.:5.61  
##  Median :6.07   Median :5.97   Median :5.89  
##  Mean   :6.10   Mean   :6.06   Mean   :5.99  
##  3rd Qu.:6.41   3rd Qu.:6.35   3rd Qu.:6.33  
##  Max.   :8.59   Max.   :8.31   Max.   :8.75  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_5:14   1:7     Min.   :5.98   Min.   :5.90  
##  alff                        : 0   2:7     1st Qu.:6.06   1st Qu.:6.06  
##  degree_centrality_binarize  : 0           Median :6.11   Median :6.09  
##  degree_centrality_weighted  : 0           Mean   :6.13   Mean   :6.11  
##  falff                       : 0           3rd Qu.:6.17   3rd Qu.:6.17  
##  reho                        : 0           Max.   :6.34   Max.   :6.37  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.79  
##  1st Qu.:5.85  
##  Median :5.94  
##  Mean   :5.95  
##  3rd Qu.:6.00  
##  Max.   :6.25  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_6:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx           FWHMy          FWHMz      
##  Min.   : 5.02   Min.   :4.96   Min.   : 0.00  
##  1st Qu.: 5.90   1st Qu.:5.84   1st Qu.: 5.91  
##  Median : 6.27   Median :6.19   Median : 6.32  
##  Mean   : 6.35   Mean   :6.25   Mean   : 6.34  
##  3rd Qu.: 6.67   3rd Qu.:6.52   3rd Qu.: 6.76  
##  Max.   :10.63   Max.   :9.17   Max.   :16.35  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_6:14   1:7     Min.   :6.07   Min.   :6.01  
##  alff                        : 0   2:7     1st Qu.:6.18   1st Qu.:6.13  
##  degree_centrality_binarize  : 0           Median :6.22   Median :6.20  
##  degree_centrality_weighted  : 0           Mean   :6.22   Mean   :6.18  
##  falff                       : 0           3rd Qu.:6.26   3rd Qu.:6.21  
##  reho                        : 0           Max.   :6.35   Max.   :6.33  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.92  
##  1st Qu.:6.01  
##  Median :6.08  
##  Mean   :6.09  
##  3rd Qu.:6.14  
##  Max.   :6.34  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_7:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx           FWHMy           FWHMz      
##  Min.   : 5.56   Min.   : 5.21   Min.   : 0.00  
##  1st Qu.: 6.32   1st Qu.: 5.91   1st Qu.: 6.14  
##  Median : 6.57   Median : 6.24   Median : 6.43  
##  Mean   : 6.66   Mean   : 6.29   Mean   : 6.49  
##  3rd Qu.: 6.99   3rd Qu.: 6.56   3rd Qu.: 6.77  
##  Max.   :11.61   Max.   :11.91   Max.   :10.04  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_7:14   1:7     Min.   :6.40   Min.   :6.21  
##  alff                        : 0   2:7     1st Qu.:6.43   1st Qu.:6.26  
##  degree_centrality_binarize  : 0           Median :6.47   Median :6.30  
##  degree_centrality_weighted  : 0           Mean   :6.47   Mean   :6.31  
##  falff                       : 0           3rd Qu.:6.50   3rd Qu.:6.34  
##  reho                        : 0           Max.   :6.59   Max.   :6.42  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :6.16  
##  1st Qu.:6.23  
##  Median :6.27  
##  Mean   :6.28  
##  3rd Qu.:6.29  
##  Max.   :6.42  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_8:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.02   Min.   :4.65   Min.   :0.00  
##  1st Qu.:5.72   1st Qu.:5.57   1st Qu.:5.44  
##  Median :5.98   Median :5.83   Median :5.70  
##  Mean   :6.05   Mean   :5.86   Mean   :5.78  
##  3rd Qu.:6.31   3rd Qu.:6.11   3rd Qu.:6.04  
##  Max.   :7.68   Max.   :7.87   Max.   :9.24  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_8:14   1:7     Min.   :6.00   Min.   :5.86  
##  alff                        : 0   2:7     1st Qu.:6.05   1st Qu.:5.96  
##  degree_centrality_binarize  : 0           Median :6.10   Median :6.01  
##  degree_centrality_weighted  : 0           Mean   :6.09   Mean   :6.00  
##  falff                       : 0           3rd Qu.:6.13   3rd Qu.:6.03  
##  reho                        : 0           Max.   :6.18   Max.   :6.10  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.73  
##  1st Qu.:5.80  
##  Median :5.85  
##  Mean   :5.85  
##  3rd Qu.:5.91  
##  Max.   :5.99  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                         derivative  session     subid        
##  sca_roi_PNAS_smith10_plus5_9:308   1:154   Min.   :  21002  
##  alff                        :  0   2:154   1st Qu.:1793622  
##  degree_centrality_binarize  :  0           Median :3257582  
##  degree_centrality_weighted  :  0           Mean   :3507852  
##  falff                       :  0           3rd Qu.:4176156  
##  reho                        :  0           Max.   :9630905  
##  (Other)                     :  0                            
##      FWHMx          FWHMy          FWHMz      
##  Min.   :5.00   Min.   :4.66   Min.   : 0.00  
##  1st Qu.:5.79   1st Qu.:5.63   1st Qu.: 5.56  
##  Median :6.02   Median :5.90   Median : 5.81  
##  Mean   :6.07   Mean   :5.91   Mean   : 5.88  
##  3rd Qu.:6.33   3rd Qu.:6.19   3rd Qu.: 6.15  
##  Max.   :7.36   Max.   :7.67   Max.   :13.10  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                         derivative session     FWHMx          FWHMy     
##  sca_roi_PNAS_smith10_plus5_9:14   1:7     Min.   :6.03   Min.   :5.90  
##  alff                        : 0   2:7     1st Qu.:6.11   1st Qu.:6.00  
##  degree_centrality_binarize  : 0           Median :6.13   Median :6.04  
##  degree_centrality_weighted  : 0           Mean   :6.13   Mean   :6.04  
##  falff                       : 0           3rd Qu.:6.16   3rd Qu.:6.08  
##  reho                        : 0           Max.   :6.21   Max.   :6.13  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.80  
##  1st Qu.:5.84  
##  Median :5.89  
##  Mean   :5.90  
##  3rd Qu.:5.94  
##  Max.   :6.07  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0000:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy          FWHMz      
##  Min.   :  21002   Min.   :5.03   Min.   :4.87   Min.   : 4.83  
##  1st Qu.:1793622   1st Qu.:6.06   1st Qu.:5.93   1st Qu.: 5.99  
##  Median :3257582   Median :6.29   Median :6.18   Median : 6.26  
##  Mean   :3507852   Mean   :6.33   Mean   :6.24   Mean   : 6.32  
##  3rd Qu.:4176156   3rd Qu.:6.62   3rd Qu.:6.49   3rd Qu.: 6.59  
##  Max.   :9630905   Max.   :8.03   Max.   :8.84   Max.   :11.16  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0000:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.70   Min.   :5.69   Min.   :5.60  
##  1st Qu.:5.87   1st Qu.:5.79   1st Qu.:5.76  
##  Median :5.92   Median :5.83   Median :5.79  
##  Mean   :5.93   Mean   :5.87   Mean   :5.83  
##  3rd Qu.:6.03   3rd Qu.:5.95   3rd Qu.:5.92  
##  Max.   :6.12   Max.   :6.10   Max.   :6.08  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0001:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy           FWHMz      
##  Min.   :  21002   Min.   :5.49   Min.   : 6.04   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.:6.42   1st Qu.: 6.69   1st Qu.: 6.62  
##  Median :3257582   Median :6.80   Median : 6.98   Median : 7.04  
##  Mean   :3507852   Mean   :6.88   Mean   : 7.12   Mean   : 7.26  
##  3rd Qu.:4176156   3rd Qu.:7.17   3rd Qu.: 7.36   3rd Qu.: 7.52  
##  Max.   :9630905   Max.   :9.78   Max.   :11.01   Max.   :48.62  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0001:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.26   Min.   :6.30   Min.   :6.25  
##  1st Qu.:6.31   1st Qu.:6.36   1st Qu.:6.27  
##  Median :6.34   Median :6.38   Median :6.34  
##  Mean   :6.36   Mean   :6.40   Mean   :6.35  
##  3rd Qu.:6.43   3rd Qu.:6.46   3rd Qu.:6.43  
##  Max.   :6.46   Max.   :6.48   Max.   :6.47  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0002:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx           FWHMy          FWHMz      
##  Min.   :  21002   Min.   : 5.72   Min.   :5.34   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.: 6.34   1st Qu.:6.33   1st Qu.: 6.26  
##  Median :3257582   Median : 6.64   Median :6.62   Median : 6.59  
##  Mean   :3507852   Mean   : 6.75   Mean   :6.70   Mean   : 6.67  
##  3rd Qu.:4176156   3rd Qu.: 7.00   3rd Qu.:6.93   3rd Qu.: 6.94  
##  Max.   :9630905   Max.   :10.30   Max.   :9.77   Max.   :18.94  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0002:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.02   Min.   :6.00   Min.   :5.94  
##  1st Qu.:6.17   1st Qu.:6.11   1st Qu.:6.01  
##  Median :6.20   Median :6.15   Median :6.10  
##  Mean   :6.21   Mean   :6.16   Mean   :6.11  
##  3rd Qu.:6.28   3rd Qu.:6.23   3rd Qu.:6.19  
##  Max.   :6.39   Max.   :6.34   Max.   :6.31  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0003:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy          FWHMz      
##  Min.   :  21002   Min.   :5.84   Min.   :5.44   Min.   : 5.39  
##  1st Qu.:1793622   1st Qu.:6.39   1st Qu.:6.05   1st Qu.: 6.13  
##  Median :3257582   Median :6.62   Median :6.30   Median : 6.39  
##  Mean   :3507852   Mean   :6.67   Mean   :6.34   Mean   : 6.44  
##  3rd Qu.:4176156   3rd Qu.:6.88   3rd Qu.:6.55   3rd Qu.: 6.62  
##  Max.   :9630905   Max.   :8.29   Max.   :8.58   Max.   :14.77  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0003:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.76   Min.   :5.63   Min.   :5.59  
##  1st Qu.:5.95   1st Qu.:5.83   1st Qu.:5.76  
##  Median :6.08   Median :5.94   Median :5.88  
##  Mean   :6.03   Mean   :5.92   Mean   :5.85  
##  3rd Qu.:6.12   3rd Qu.:6.00   3rd Qu.:5.94  
##  Max.   :6.22   Max.   :6.14   Max.   :6.04  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0004:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx           FWHMy           FWHMz      
##  Min.   :  21002   Min.   : 5.17   Min.   : 5.77   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.: 6.58   1st Qu.: 6.64   1st Qu.: 6.79  
##  Median :3257582   Median : 6.94   Median : 7.04   Median : 7.18  
##  Mean   :3507852   Mean   : 7.05   Mean   : 7.19   Mean   : 7.21  
##  3rd Qu.:4176156   3rd Qu.: 7.39   3rd Qu.: 7.48   3rd Qu.: 7.65  
##  Max.   :9630905   Max.   :10.86   Max.   :13.96   Max.   :18.12  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0004:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.28   Min.   :6.30   Min.   :6.26  
##  1st Qu.:6.46   1st Qu.:6.47   1st Qu.:6.42  
##  Median :6.50   Median :6.51   Median :6.46  
##  Mean   :6.50   Mean   :6.52   Mean   :6.50  
##  3rd Qu.:6.60   3rd Qu.:6.60   3rd Qu.:6.63  
##  Max.   :6.65   Max.   :6.69   Max.   :6.70  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0005:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy           FWHMz      
##  Min.   :  21002   Min.   :5.40   Min.   : 5.41   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.:6.34   1st Qu.: 6.27   1st Qu.: 6.40  
##  Median :3257582   Median :6.58   Median : 6.59   Median : 6.66  
##  Mean   :3507852   Mean   :6.64   Mean   : 6.64   Mean   : 6.78  
##  3rd Qu.:4176156   3rd Qu.:6.86   3rd Qu.: 6.87   3rd Qu.: 7.00  
##  Max.   :9630905   Max.   :8.98   Max.   :10.09   Max.   :27.31  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0005:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :5.94   Min.   :5.98   Min.   :5.89  
##  1st Qu.:6.10   1st Qu.:6.14   1st Qu.:6.01  
##  Median :6.20   Median :6.21   Median :6.07  
##  Mean   :6.17   Mean   :6.20   Mean   :6.09  
##  3rd Qu.:6.24   3rd Qu.:6.28   3rd Qu.:6.18  
##  Max.   :6.36   Max.   :6.37   Max.   :6.33  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0006:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy          FWHMz      
##  Min.   :  21002   Min.   :5.78   Min.   :5.58   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.:6.53   1st Qu.:6.33   1st Qu.: 6.61  
##  Median :3257582   Median :6.80   Median :6.59   Median : 6.92  
##  Mean   :3507852   Mean   :6.85   Mean   :6.64   Mean   : 7.04  
##  3rd Qu.:4176156   3rd Qu.:7.12   3rd Qu.:6.91   3rd Qu.: 7.28  
##  Max.   :9630905   Max.   :8.99   Max.   :8.92   Max.   :17.57  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0006:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.03   Min.   :6.04   Min.   :6.03  
##  1st Qu.:6.21   1st Qu.:6.16   1st Qu.:6.18  
##  Median :6.26   Median :6.21   Median :6.20  
##  Mean   :6.26   Mean   :6.22   Mean   :6.23  
##  3rd Qu.:6.33   3rd Qu.:6.31   3rd Qu.:6.33  
##  Max.   :6.42   Max.   :6.38   Max.   :6.39  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0007:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx           FWHMy           FWHMz      
##  Min.   :  21002   Min.   : 5.67   Min.   : 5.79   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.: 6.62   1st Qu.: 6.60   1st Qu.: 6.72  
##  Median :3257582   Median : 6.96   Median : 6.84   Median : 7.02  
##  Mean   :3507852   Mean   : 7.03   Mean   : 6.95   Mean   : 7.09  
##  3rd Qu.:4176156   3rd Qu.: 7.34   3rd Qu.: 7.18   3rd Qu.: 7.34  
##  Max.   :9630905   Max.   :10.23   Max.   :10.64   Max.   :13.55  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0007:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.29   Min.   :6.23   Min.   :6.22  
##  1st Qu.:6.36   1st Qu.:6.35   1st Qu.:6.34  
##  Median :6.43   Median :6.40   Median :6.36  
##  Mean   :6.43   Mean   :6.40   Mean   :6.38  
##  3rd Qu.:6.49   3rd Qu.:6.45   3rd Qu.:6.45  
##  Max.   :6.57   Max.   :6.54   Max.   :6.54  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0008:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy          FWHMz      
##  Min.   :  21002   Min.   :6.09   Min.   :5.91   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.:6.63   1st Qu.:6.39   1st Qu.: 6.51  
##  Median :3257582   Median :6.94   Median :6.70   Median : 6.81  
##  Mean   :3507852   Mean   :6.98   Mean   :6.74   Mean   : 6.92  
##  3rd Qu.:4176156   3rd Qu.:7.22   3rd Qu.:6.97   3rd Qu.: 7.19  
##  Max.   :9630905   Max.   :9.00   Max.   :8.50   Max.   :23.52  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0008:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.23   Min.   :6.14   Min.   :6.10  
##  1st Qu.:6.29   1st Qu.:6.21   1st Qu.:6.15  
##  Median :6.33   Median :6.25   Median :6.22  
##  Mean   :6.34   Mean   :6.27   Mean   :6.23  
##  3rd Qu.:6.41   3rd Qu.:6.34   3rd Qu.:6.30  
##  Max.   :6.46   Max.   :6.39   Max.   :6.38  
## 

##                    pipeline                      scan   
##  pipeline_NewStrawn    :308   mx_1400_First5Min    :44  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :44  
##                               mx_1400_First5MinDSNF:44  
##                               mx_645_First5Min     :44  
##                               mx_645_First5MinDS   :44  
##                               mx_645_First5MinDSNF :44  
##                               (Other)              :44  
##                                                   derivative  session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0009:308   1:154  
##  alff                                                  :  0   2:154  
##  degree_centrality_binarize                            :  0          
##  degree_centrality_weighted                            :  0          
##  falff                                                 :  0          
##  reho                                                  :  0          
##  (Other)                                               :  0          
##      subid             FWHMx          FWHMy          FWHMz      
##  Min.   :  21002   Min.   :5.78   Min.   :5.88   Min.   : 0.00  
##  1st Qu.:1793622   1st Qu.:6.62   1st Qu.:6.37   1st Qu.: 6.52  
##  Median :3257582   Median :6.84   Median :6.63   Median : 6.79  
##  Mean   :3507852   Mean   :6.91   Mean   :6.71   Mean   : 6.87  
##  3rd Qu.:4176156   3rd Qu.:7.14   3rd Qu.:6.96   3rd Qu.: 7.11  
##  Max.   :9630905   Max.   :8.65   Max.   :8.90   Max.   :28.02  
## 

##                    pipeline                     scan  
##  pipeline_NewStrawn    :14   mx_1400_First5Min    :2  
##  pipeline_WoodworthTown: 0   mx_1400_First5MinDS  :2  
##                              mx_1400_First5MinDSNF:2  
##                              mx_645_First5Min     :2  
##                              mx_645_First5MinDS   :2  
##                              mx_645_First5MinDSNF :2  
##                              (Other)              :2  
##                                                   derivative session
##  spatial_regression_spatial_map_PNAS_Smith09_rsn10_0009:14   1:7    
##  alff                                                  : 0   2:7    
##  degree_centrality_binarize                            : 0          
##  degree_centrality_weighted                            : 0          
##  falff                                                 : 0          
##  reho                                                  : 0          
##  (Other)                                               : 0          
##      FWHMx          FWHMy          FWHMz     
##  Min.   :6.19   Min.   :6.11   Min.   :6.05  
##  1st Qu.:6.30   1st Qu.:6.20   1st Qu.:6.14  
##  Median :6.33   Median :6.23   Median :6.20  
##  Mean   :6.33   Mean   :6.25   Mean   :6.22  
##  3rd Qu.:6.40   3rd Qu.:6.33   3rd Qu.:6.32  
##  Max.   :6.43   Max.   :6.37   Max.   :6.36  
## 

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