Smoothness Estimation, part 4

Qingyang Li | Qingyang.Li@Childmind.org

This page shows the smoothness of the derivatives after smoothness correction using 3dBlurTOFWHM. It makes more sense when camparing side by side with Smoothness Estimation, part 3 which shows the smoothness of the derivatives before smoothing (except VMHC which was calculated based on smoothed data).

Smoothness estimation of derivative files after smoothing with 3dBlurTOFWHM

The target smoothness for each derivative is listed below

Here I plotted the smoothness of the data after 3dBlurToFWHM. (These files were Z-maps for each measurement of resting-stat fMRI, in MNI152 space.) The smoothness were estimated using 3dFWHMx without using the '-detrend' option.

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_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_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      
##  alff                        : 14   1:217   Min.   : 8.57  
##  degree_centrality_binarize  : 14   2:217   1st Qu.: 9.01  
##  degree_centrality_weighted  : 14           Median : 9.03  
##  falff                       : 14           Mean   : 9.42  
##  reho                        : 14           3rd Qu.: 9.04  
##  sca_roi_PNAS_smith10_plus5_1: 14           Max.   :13.92  
##  (Other)                     :350                          
##      FWHMy           FWHMz      
##  Min.   : 8.94   Min.   : 8.52  
##  1st Qu.: 9.00   1st Qu.: 8.95  
##  Median : 9.03   Median : 8.99  
##  Mean   : 9.45   Mean   : 9.41  
##  3rd Qu.: 9.05   3rd Qu.: 9.02  
##  Max.   :14.08   Max.   :14.39  
## 
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  
## 

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##                    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.   :8.97   Min.   :9.01  
##  degree_centrality_binarize  : 0   2:7     1st Qu.:8.99   1st Qu.:9.03  
##  degree_centrality_weighted  : 0           Median :9.01   Median :9.05  
##  falff                       : 0           Mean   :9.01   Mean   :9.05  
##  reho                        : 0           3rd Qu.:9.03   3rd Qu.:9.07  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :9.05   Max.   :9.08  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.94  
##  1st Qu.:8.95  
##  Median :8.96  
##  Mean   :8.97  
##  3rd Qu.:8.97  
##  Max.   :9.03  
## 

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##                    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  
## 

plot of chunk unnamed-chunk-2

##                    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.   :13   Min.   :13.0  
##  alff                        : 0   2:7     1st Qu.:13   1st Qu.:13.0  
##  degree_centrality_weighted  : 0           Median :13   Median :13.0  
##  falff                       : 0           Mean   :13   Mean   :13.0  
##  reho                        : 0           3rd Qu.:13   3rd Qu.:13.1  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :13   Max.   :13.1  
##  (Other)                     : 0                                      
##      FWHMz   
##  Min.   :13  
##  1st Qu.:13  
##  Median :13  
##  Mean   :13  
##  3rd Qu.:13  
##  Max.   :13  
## 

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##                    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  
## 

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##                    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.   :13   Min.   :13.0  
##  alff                        : 0   2:7     1st Qu.:13   1st Qu.:13.0  
##  degree_centrality_binarize  : 0           Median :13   Median :13.0  
##  falff                       : 0           Mean   :13   Mean   :13.0  
##  reho                        : 0           3rd Qu.:13   3rd Qu.:13.1  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :13   Max.   :13.1  
##  (Other)                     : 0                                      
##      FWHMz   
##  Min.   :13  
##  1st Qu.:13  
##  Median :13  
##  Mean   :13  
##  3rd Qu.:13  
##  Max.   :13  
## 

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##                    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  
## 

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##                    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.   :8.97   Min.   :9.00  
##  alff                        : 0   2:7     1st Qu.:9.00   1st Qu.:9.00  
##  degree_centrality_binarize  : 0           Median :9.01   Median :9.02  
##  degree_centrality_weighted  : 0           Mean   :9.00   Mean   :9.02  
##  reho                        : 0           3rd Qu.:9.01   3rd Qu.:9.04  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :9.03   Max.   :9.05  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.98  
##  1st Qu.:8.99  
##  Median :9.01  
##  Mean   :9.01  
##  3rd Qu.:9.02  
##  Max.   :9.03  
## 

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##                    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  
## 

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##                    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.   :13.6   Min.   :14.0  
##  alff                        : 0   2:7     1st Qu.:13.7   1st Qu.:14.0  
##  degree_centrality_binarize  : 0           Median :13.8   Median :14.1  
##  degree_centrality_weighted  : 0           Mean   :13.8   Mean   :14.1  
##  falff                       : 0           3rd Qu.:13.9   3rd Qu.:14.1  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :13.9   Max.   :14.1  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :14.1  
##  1st Qu.:14.1  
##  Median :14.2  
##  Mean   :14.2  
##  3rd Qu.:14.3  
##  Max.   :14.4  
## 

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##                    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  
## 

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##                    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.   :8.57   Min.   :9.18  
##  alff                      : 0   2:7     1st Qu.:8.63   1st Qu.:9.20  
##  degree_centrality_binarize: 0           Median :8.64   Median :9.21  
##  degree_centrality_weighted: 0           Mean   :8.64   Mean   :9.21  
##  falff                     : 0           3rd Qu.:8.66   3rd Qu.:9.22  
##  reho                      : 0           Max.   :8.68   Max.   :9.24  
##  (Other)                   : 0                                        
##      FWHMz     
##  Min.   :9.18  
##  1st Qu.:9.18  
##  Median :9.19  
##  Mean   :9.20  
##  3rd Qu.:9.20  
##  Max.   :9.24  
## 

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##                    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  
## 

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##                    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.   :8.98   Min.   :8.98  
##  alff                        : 0   2:7     1st Qu.:9.03   1st Qu.:8.99  
##  degree_centrality_binarize  : 0           Median :9.03   Median :9.01  
##  degree_centrality_weighted  : 0           Mean   :9.03   Mean   :9.03  
##  falff                       : 0           3rd Qu.:9.05   3rd Qu.:9.07  
##  reho                        : 0           Max.   :9.05   Max.   :9.08  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.90  
##  1st Qu.:8.92  
##  Median :8.99  
##  Mean   :8.97  
##  3rd Qu.:9.01  
##  Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :8.99   Min.   :8.98  
##  alff                         : 0   2:7     1st Qu.:9.02   1st Qu.:8.99  
##  degree_centrality_binarize   : 0           Median :9.03   Median :9.01  
##  degree_centrality_weighted   : 0           Mean   :9.03   Mean   :9.02  
##  falff                        : 0           3rd Qu.:9.05   3rd Qu.:9.06  
##  reho                         : 0           Max.   :9.07   Max.   :9.09  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :8.86  
##  1st Qu.:8.93  
##  Median :9.00  
##  Mean   :8.97  
##  3rd Qu.:9.02  
##  Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :8.99   Min.   :8.97  
##  alff                         : 0   2:7     1st Qu.:9.02   1st Qu.:8.98  
##  degree_centrality_binarize   : 0           Median :9.03   Median :9.00  
##  degree_centrality_weighted   : 0           Mean   :9.02   Mean   :9.01  
##  falff                        : 0           3rd Qu.:9.03   3rd Qu.:9.04  
##  reho                         : 0           Max.   :9.03   Max.   :9.05  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :8.94  
##  1st Qu.:8.95  
##  Median :9.01  
##  Mean   :8.99  
##  3rd Qu.:9.02  
##  Max.   :9.03  
## 

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##                    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  
## 

plot of chunk unnamed-chunk-2

##                    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.   :8.99   Min.   :8.97  
##  alff                         : 0   2:7     1st Qu.:9.02   1st Qu.:8.99  
##  degree_centrality_binarize   : 0           Median :9.03   Median :9.01  
##  degree_centrality_weighted   : 0           Mean   :9.02   Mean   :9.01  
##  falff                        : 0           3rd Qu.:9.04   3rd Qu.:9.05  
##  reho                         : 0           Max.   :9.04   Max.   :9.05  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :8.70  
##  1st Qu.:8.93  
##  Median :9.00  
##  Mean   :8.96  
##  3rd Qu.:9.02  
##  Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :8.98   Min.   :8.98  
##  alff                         : 0   2:7     1st Qu.:9.02   1st Qu.:8.98  
##  degree_centrality_binarize   : 0           Median :9.02   Median :9.01  
##  degree_centrality_weighted   : 0           Mean   :9.02   Mean   :9.01  
##  falff                        : 0           3rd Qu.:9.02   3rd Qu.:9.04  
##  reho                         : 0           Max.   :9.03   Max.   :9.04  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :8.94  
##  1st Qu.:8.96  
##  Median :9.00  
##  Mean   :8.99  
##  3rd Qu.:9.02  
##  Max.   :9.02  
## 

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##                    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  
## 

plot of chunk unnamed-chunk-2

##                    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.   :8.99   Min.   :8.95  
##  alff                         : 0   2:7     1st Qu.:9.03   1st Qu.:8.97  
##  degree_centrality_binarize   : 0           Median :9.03   Median :9.00  
##  degree_centrality_weighted   : 0           Mean   :9.03   Mean   :9.00  
##  falff                        : 0           3rd Qu.:9.04   3rd Qu.:9.04  
##  reho                         : 0           Max.   :9.04   Max.   :9.04  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :8.93  
##  1st Qu.:8.95  
##  Median :9.01  
##  Mean   :8.99  
##  3rd Qu.:9.03  
##  Max.   :9.04  
## 

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##                    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  
## 

plot of chunk unnamed-chunk-2

##                    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.   :9.00   Min.   :8.94  
##  alff                         : 0   2:7     1st Qu.:9.03   1st Qu.:8.96  
##  degree_centrality_binarize   : 0           Median :9.04   Median :8.99  
##  degree_centrality_weighted   : 0           Mean   :9.03   Mean   :9.00  
##  falff                        : 0           3rd Qu.:9.04   3rd Qu.:9.04  
##  reho                         : 0           Max.   :9.05   Max.   :9.05  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :8.81  
##  1st Qu.:8.95  
##  Median :9.01  
##  Mean   :8.98  
##  3rd Qu.:9.03  
##  Max.   :9.04  
## 

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##                    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  
## 

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##                    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.   :9.00   Min.   :8.97  
##  alff                        : 0   2:7     1st Qu.:9.03   1st Qu.:8.98  
##  degree_centrality_binarize  : 0           Median :9.04   Median :9.00  
##  degree_centrality_weighted  : 0           Mean   :9.04   Mean   :9.02  
##  falff                       : 0           3rd Qu.:9.05   3rd Qu.:9.05  
##  reho                        : 0           Max.   :9.06   Max.   :9.06  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.71  
##  1st Qu.:8.92  
##  Median :8.99  
##  Mean   :8.95  
##  3rd Qu.:9.01  
##  Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :8.96   Min.   :8.98  
##  alff                        : 0   2:7     1st Qu.:9.00   1st Qu.:8.99  
##  degree_centrality_binarize  : 0           Median :9.01   Median :9.03  
##  degree_centrality_weighted  : 0           Mean   :9.01   Mean   :9.02  
##  falff                       : 0           3rd Qu.:9.02   3rd Qu.:9.04  
##  reho                        : 0           Max.   :9.03   Max.   :9.05  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.94  
##  1st Qu.:8.97  
##  Median :9.02  
##  Mean   :9.00  
##  3rd Qu.:9.04  
##  Max.   :9.04  
## 

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##                    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  
## 

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##                    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.   :8.95   Min.   :8.99  
##  alff                        : 0   2:7     1st Qu.:9.00   1st Qu.:9.00  
##  degree_centrality_binarize  : 0           Median :9.01   Median :9.03  
##  degree_centrality_weighted  : 0           Mean   :9.00   Mean   :9.02  
##  falff                       : 0           3rd Qu.:9.02   3rd Qu.:9.04  
##  reho                        : 0           Max.   :9.03   Max.   :9.05  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.95  
##  1st Qu.:8.97  
##  Median :9.01  
##  Mean   :9.00  
##  3rd Qu.:9.02  
##  Max.   :9.04  
## 

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##                    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  
## 

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##                    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.   :9.01   Min.   :8.94  
##  alff                        : 0   2:7     1st Qu.:9.03   1st Qu.:8.96  
##  degree_centrality_binarize  : 0           Median :9.04   Median :8.98  
##  degree_centrality_weighted  : 0           Mean   :9.04   Mean   :8.99  
##  falff                       : 0           3rd Qu.:9.05   3rd Qu.:9.03  
##  reho                        : 0           Max.   :9.06   Max.   :9.05  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.89  
##  1st Qu.:8.95  
##  Median :9.01  
##  Mean   :8.99  
##  3rd Qu.:9.03  
##  Max.   :9.04  
## 

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##                    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  
## 

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##                    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.   :9.00   Min.   :8.97  
##  alff                        : 0   2:7     1st Qu.:9.03   1st Qu.:8.98  
##  degree_centrality_binarize  : 0           Median :9.04   Median :9.00  
##  degree_centrality_weighted  : 0           Mean   :9.04   Mean   :9.01  
##  falff                       : 0           3rd Qu.:9.04   3rd Qu.:9.04  
##  reho                        : 0           Max.   :9.06   Max.   :9.05  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.83  
##  1st Qu.:8.93  
##  Median :8.99  
##  Mean   :8.96  
##  3rd Qu.:9.01  
##  Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :8.96   Min.   :9.00  
##  alff                        : 0   2:7     1st Qu.:9.01   1st Qu.:9.01  
##  degree_centrality_binarize  : 0           Median :9.01   Median :9.02  
##  degree_centrality_weighted  : 0           Mean   :9.01   Mean   :9.02  
##  falff                       : 0           3rd Qu.:9.02   3rd Qu.:9.04  
##  reho                        : 0           Max.   :9.03   Max.   :9.04  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.95  
##  1st Qu.:8.96  
##  Median :8.99  
##  Mean   :8.99  
##  3rd Qu.:9.00  
##  Max.   :9.03  
## 

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##                    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  
## 

plot of chunk unnamed-chunk-2

##                    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.   :8.98   Min.   :8.96  
##  alff                        : 0   2:7     1st Qu.:9.02   1st Qu.:8.97  
##  degree_centrality_binarize  : 0           Median :9.02   Median :9.01  
##  degree_centrality_weighted  : 0           Mean   :9.02   Mean   :9.00  
##  falff                       : 0           3rd Qu.:9.03   3rd Qu.:9.04  
##  reho                        : 0           Max.   :9.04   Max.   :9.04  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.95  
##  1st Qu.:8.96  
##  Median :9.02  
##  Mean   :9.00  
##  3rd Qu.:9.03  
##  Max.   :9.04  
## 

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##                    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  
## 

plot of chunk unnamed-chunk-2

##                    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.   :8.98   Min.   :8.96  
##  alff                        : 0   2:7     1st Qu.:9.03   1st Qu.:8.98  
##  degree_centrality_binarize  : 0           Median :9.03   Median :9.01  
##  degree_centrality_weighted  : 0           Mean   :9.02   Mean   :9.01  
##  falff                       : 0           3rd Qu.:9.03   3rd Qu.:9.04  
##  reho                        : 0           Max.   :9.04   Max.   :9.05  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :8.91  
##  1st Qu.:8.96  
##  Median :9.01  
##  Mean   :8.99  
##  3rd Qu.:9.03  
##  Max.   :9.03  
## 

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##                    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  
## 

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##                    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.   :9.00   Min.   :8.99   Min.   :8.91  
##  1st Qu.:9.02   1st Qu.:9.00   1st Qu.:8.91  
##  Median :9.03   Median :9.01   Median :8.99  
##  Mean   :9.03   Mean   :9.02   Mean   :8.96  
##  3rd Qu.:9.05   3rd Qu.:9.06   3rd Qu.:9.00  
##  Max.   :9.06   Max.   :9.07   Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :9.01   Min.   :9.00   Min.   :8.87  
##  1st Qu.:9.02   1st Qu.:9.00   1st Qu.:8.90  
##  Median :9.03   Median :9.00   Median :8.98  
##  Mean   :9.03   Mean   :9.01   Mean   :8.95  
##  3rd Qu.:9.04   3rd Qu.:9.02   3rd Qu.:8.99  
##  Max.   :9.05   Max.   :9.03   Max.   :9.00  
## 

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##                    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  
## 

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##                    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.   :9.00   Min.   :8.99   Min.   :8.72  
##  1st Qu.:9.02   1st Qu.:8.99   1st Qu.:8.90  
##  Median :9.03   Median :9.01   Median :8.99  
##  Mean   :9.03   Mean   :9.02   Mean   :8.94  
##  3rd Qu.:9.04   3rd Qu.:9.04   3rd Qu.:9.00  
##  Max.   :9.04   Max.   :9.05   Max.   :9.01  
## 

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##                    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  
## 

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##                    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.   :8.99   Min.   :8.99   Min.   :8.94  
##  1st Qu.:9.01   1st Qu.:9.00   1st Qu.:8.95  
##  Median :9.02   Median :9.01   Median :9.00  
##  Mean   :9.02   Mean   :9.02   Mean   :8.98  
##  3rd Qu.:9.02   3rd Qu.:9.04   3rd Qu.:9.01  
##  Max.   :9.03   Max.   :9.05   Max.   :9.02  
## 

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##                    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  
## 

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##                    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.   :9.01   Min.   :9.00   Min.   :8.74  
##  1st Qu.:9.02   1st Qu.:9.01   1st Qu.:8.93  
##  Median :9.03   Median :9.01   Median :8.97  
##  Mean   :9.03   Mean   :9.02   Mean   :8.93  
##  3rd Qu.:9.04   3rd Qu.:9.04   3rd Qu.:8.98  
##  Max.   :9.06   Max.   :9.04   Max.   :8.99  
## 

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##                    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  
## 

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##                    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.   :9.01   Min.   :8.99   Min.   :8.52  
##  1st Qu.:9.02   1st Qu.:8.99   1st Qu.:8.93  
##  Median :9.03   Median :9.00   Median :8.99  
##  Mean   :9.03   Mean   :9.01   Mean   :8.89  
##  3rd Qu.:9.04   3rd Qu.:9.03   3rd Qu.:9.00  
##  Max.   :9.06   Max.   :9.05   Max.   :9.00  
## 

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##                    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  
## 

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##                    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.   :9.01   Min.   :9.01   Min.   :8.88  
##  1st Qu.:9.02   1st Qu.:9.01   1st Qu.:8.94  
##  Median :9.03   Median :9.02   Median :8.97  
##  Mean   :9.03   Mean   :9.03   Mean   :8.96  
##  3rd Qu.:9.03   3rd Qu.:9.04   3rd Qu.:8.98  
##  Max.   :9.04   Max.   :9.05   Max.   :8.99  
## 

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##                    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  
## 

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##                    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.   :9.01   Min.   :9.00   Min.   :8.94  
##  1st Qu.:9.02   1st Qu.:9.01   1st Qu.:8.95  
##  Median :9.02   Median :9.01   Median :8.98  
##  Mean   :9.02   Mean   :9.02   Mean   :8.97  
##  3rd Qu.:9.03   3rd Qu.:9.03   3rd Qu.:8.99  
##  Max.   :9.04   Max.   :9.04   Max.   :9.00  
## 

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##                    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  
## 

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##                    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.   :9.00   Min.   :9.00   Min.   :8.89  
##  1st Qu.:9.01   1st Qu.:9.01   1st Qu.:8.95  
##  Median :9.02   Median :9.01   Median :8.99  
##  Mean   :9.02   Mean   :9.02   Mean   :8.97  
##  3rd Qu.:9.03   3rd Qu.:9.03   3rd Qu.:8.99  
##  Max.   :9.03   Max.   :9.04   Max.   :9.01  
## 

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##                    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  
## 

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##                    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.   :9.00   Min.   :9.00   Min.   :8.91  
##  1st Qu.:9.01   1st Qu.:9.01   1st Qu.:8.95  
##  Median :9.02   Median :9.01   Median :8.99  
##  Mean   :9.02   Mean   :9.02   Mean   :8.97  
##  3rd Qu.:9.03   3rd Qu.:9.03   3rd Qu.:8.99  
##  Max.   :9.03   Max.   :9.05   Max.   :9.01  
## 

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