Smoothness Estimation, part 3

Qingyang Li | 2013/03/27 | Qingyang.Li@Childmind.org

This page makes more sense when camparing side by side with Smoothness Estimation, part 2

Smoothness estimation of derivative files before smoothing

Here I plotted the smoothness of the data that were one step before the final smoothed file. These files were Z-maps for each measurement of resting-stat fMRI. They were all registered into MNI152 space.

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_rsn_2mm_0", 
    "spatial_regression_spatial_map_rsn_2mm_1", "spatial_regression_spatial_map_rsn_2mm_2", 
    "spatial_regression_spatial_map_rsn_2mm_3", "spatial_regression_spatial_map_rsn_2mm_4", 
    "spatial_regression_spatial_map_rsn_2mm_5", "spatial_regression_spatial_map_rsn_2mm_6", 
    "spatial_regression_spatial_map_rsn_2mm_7")
df_b4smooth_sub = read.csv("/home2/data/Projects/NKI_TRT_paper/NewAnalysisWithCPAC/Smoothestimation/SmoothnessofDerivatives_b4smooth_estimated_byAFNI_sub1.csv")

# here we only show the data for one of the strategy
df_b4smooth_sub = subset(df_b4smooth_sub, df_b4smooth_sub$pipeline == "pipeline_NewStrawn" & 
    (df_b4smooth_sub$scan == "mx_1400_First5Min" | df_b4smooth_sub$scan == "mx_1400_First5MinDS" | 
        df_b4smooth_sub$scan == "mx_1400_First5MinDSNF" | df_b4smooth_sub$scan == 
        "mx_645_First5Min" | df_b4smooth_sub$scan == "mx_645_First5MinDS" | 
        df_b4smooth_sub$scan == "mx_645_First5MinDSNF" | df_b4smooth_sub$scan == 
        "std_2500"))

df_b4smooth_grp = read.csv("/home2/data/Projects/NKI_TRT_paper/NewAnalysisWithCPAC/Smoothestimation/SmoothnessofDerivatives_b4smooth_estimated_byAFNI_grp.csv")

# here we only show the data for one of the strategy
df_b4smooth_grp = subset(df_b4smooth_grp, df_b4smooth_grp$pipeline == "pipeline_NewStrawn" & 
    (df_b4smooth_grp$scan == "mx_1400_First5Min" | df_b4smooth_grp$scan == "mx_1400_First5MinDS" | 
        df_b4smooth_grp$scan == "mx_1400_First5MinDSNF" | df_b4smooth_grp$scan == 
        "mx_645_First5Min" | df_b4smooth_grp$scan == "mx_645_First5MinDS" | 
        df_b4smooth_grp$scan == "mx_645_First5MinDSNF" | df_b4smooth_grp$scan == 
        "std_2500"))

df_b4smooth_grp$session = as.factor(df_b4smooth_grp$session)
df_b4smooth_sub$session = as.factor(df_b4smooth_sub$session)

summary(df_b4smooth_sub)
##                    pipeline                       scan     
##  pipeline_NewStrawn    :8932   mx_1400_First5Min    :1276  
##  pipeline_WoodworthTown:   0   mx_1400_First5MinDS  :1276  
##                                mx_1400_First5MinDSNF:1276  
##                                mx_645_First5Min     :1276  
##                                mx_645_First5MinDS   :1276  
##                                mx_645_First5MinDSNF :1276  
##                                (Other)              :1276  
##                         derivative   session      subid        
##  alff                        : 308   1:4466   Min.   :  21002  
##  degree_centrality_binarize  : 308   2:4466   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)                     :7084                             
##      FWHMx          FWHMy          FWHMz     
##  Min.   :2.66   Min.   :2.53   Min.   :2.19  
##  1st Qu.:3.19   1st Qu.:3.15   1st Qu.:2.98  
##  Median :4.24   Median :3.97   Median :4.19  
##  Mean   :4.09   Mean   :3.87   Mean   :3.96  
##  3rd Qu.:4.51   3rd Qu.:4.21   3rd Qu.:4.48  
##  Max.   :9.19   Max.   :7.72   Max.   :8.57  
## 
summary(df_b4smooth_grp)
##                    pipeline                      scan   
##  pipeline_NewStrawn    :406   mx_1400_First5Min    :58  
##  pipeline_WoodworthTown:  0   mx_1400_First5MinDS  :58  
##                               mx_1400_First5MinDSNF:58  
##                               mx_645_First5Min     :58  
##                               mx_645_First5MinDS   :58  
##                               mx_645_First5MinDSNF :58  
##                               (Other)              :58  
##                         derivative  session     FWHMx      
##  alff                        : 14   1:203   Min.   : 2.25  
##  degree_centrality_binarize  : 14   2:203   1st Qu.: 3.85  
##  degree_centrality_weighted  : 14           Median : 4.77  
##  falff                       : 14           Mean   : 4.81  
##  reho                        : 14           3rd Qu.: 5.47  
##  sca_roi_PNAS_smith10_plus5_1: 14           Max.   :11.76  
##  (Other)                     :322                          
##      FWHMy           FWHMz      
##  Min.   : 2.44   Min.   : 2.43  
##  1st Qu.: 3.92   1st Qu.: 3.44  
##  Median : 4.53   Median : 4.73  
##  Mean   : 4.66   Mean   : 4.64  
##  3rd Qu.: 5.05   3rd Qu.: 5.41  
##  Max.   :12.25   Max.   :12.91  
## 
for (i in derivs) {
    print(plotDeriv_sub(df_b4smooth_sub, i, "x", outSummary = "on"))
    print(plotDeriv_grp(df_b4smooth_grp, i, "x", outSummary = "on"))
    print(plotDeriv_sub(df_b4smooth_sub, i, "y"))
    print(plotDeriv_grp(df_b4smooth_grp, i, "y"))
    print(plotDeriv_sub(df_b4smooth_sub, i, "z"))
    print(plotDeriv_grp(df_b4smooth_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.   :3.06   Min.   :2.97   Min.   :3.13  
##  1st Qu.:3.54   1st Qu.:3.43   1st Qu.:3.49  
##  Median :4.53   Median :4.27   Median :4.49  
##  Mean   :4.36   Mean   :4.08   Mean   :4.24  
##  3rd Qu.:5.00   3rd Qu.:4.64   3rd Qu.:4.87  
##  Max.   :6.11   Max.   :5.38   Max.   :5.67  
## 

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     
##  alff                        :14   1:7     Min.   :5.61   Min.   :6.07  
##  degree_centrality_binarize  : 0   2:7     1st Qu.:5.71   1st Qu.:6.17  
##  degree_centrality_weighted  : 0           Median :6.82   Median :6.91  
##  falff                       : 0           Mean   :6.42   Mean   :6.63  
##  reho                        : 0           3rd Qu.:7.00   3rd Qu.:6.96  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :7.09   Max.   :7.11  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :5.36  
##  1st Qu.:5.57  
##  Median :6.63  
##  Mean   :6.29  
##  3rd Qu.:6.78  
##  Max.   :7.38  
## 

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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.   :3.81   Min.   :3.71   Min.   :3.32  
##  1st Qu.:4.52   1st Qu.:4.53   1st Qu.:4.15  
##  Median :5.44   Median :4.97   Median :5.43  
##  Mean   :5.40   Mean   :5.01   Mean   :5.23  
##  3rd Qu.:6.11   3rd Qu.:5.41   3rd Qu.:6.17  
##  Max.   :8.07   Max.   :7.01   Max.   :8.57  
## 

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.   :4.55   Min.   :4.68  
##  alff                        : 0   2:7     1st Qu.:4.70   1st Qu.:4.85  
##  degree_centrality_weighted  : 0           Median :5.17   Median :5.23  
##  falff                       : 0           Mean   :5.17   Mean   :5.13  
##  reho                        : 0           3rd Qu.:5.59   3rd Qu.:5.32  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :5.91   Max.   :5.69  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :4.28  
##  1st Qu.:4.42  
##  Median :5.34  
##  Mean   :5.04  
##  3rd Qu.:5.49  
##  Max.   :5.87  
## 

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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.   :3.82   Min.   :3.73   Min.   :3.31  
##  1st Qu.:4.53   1st Qu.:4.57   1st Qu.:4.14  
##  Median :5.44   Median :4.98   Median :5.41  
##  Mean   :5.39   Mean   :5.02   Mean   :5.20  
##  3rd Qu.:6.14   3rd Qu.:5.42   3rd Qu.:6.12  
##  Max.   :8.17   Max.   :6.85   Max.   :8.16  
## 

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_weighted  :14   1:7     Min.   :4.59   Min.   :4.73  
##  alff                        : 0   2:7     1st Qu.:4.79   1st Qu.:4.96  
##  degree_centrality_binarize  : 0           Median :5.26   Median :5.33  
##  falff                       : 0           Mean   :5.27   Mean   :5.25  
##  reho                        : 0           3rd Qu.:5.77   3rd Qu.:5.51  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :6.02   Max.   :5.82  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :4.33  
##  1st Qu.:4.54  
##  Median :5.52  
##  Mean   :5.17  
##  3rd Qu.:5.65  
##  Max.   :6.02  
## 

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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        
##  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.   :2.66   Min.   :2.53   Min.   :2.60  
##  1st Qu.:2.95   1st Qu.:2.89   1st Qu.:2.97  
##  Median :3.95   Median :3.77   Median :3.98  
##  Mean   :3.67   Mean   :3.54   Mean   :3.67  
##  3rd Qu.:4.23   3rd Qu.:4.04   3rd Qu.:4.25  
##  Max.   :5.07   Max.   :4.78   Max.   :4.86  
## 

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     
##  falff                       :14   1:7     Min.   :3.25   Min.   :3.26  
##  alff                        : 0   2:7     1st Qu.:3.83   1st Qu.:3.92  
##  degree_centrality_binarize  : 0           Median :4.61   Median :4.49  
##  degree_centrality_weighted  : 0           Mean   :4.74   Mean   :4.68  
##  reho                        : 0           3rd Qu.:5.42   3rd Qu.:5.25  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :6.86   Max.   :6.69  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.16  
##  1st Qu.:3.77  
##  Median :4.61  
##  Mean   :4.75  
##  3rd Qu.:5.54  
##  Max.   :6.74  
## 

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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.   :4.55   Min.   :4.47   Min.   :3.94  
##  1st Qu.:5.39   1st Qu.:5.15   1st Qu.:4.69  
##  Median :6.82   Median :6.12   Median :6.23  
##  Mean   :6.54   Mean   :5.97   Mean   :5.90  
##  3rd Qu.:7.58   3rd Qu.:6.71   3rd Qu.:7.02  
##  Max.   :9.19   Max.   :7.72   Max.   :7.81  
## 

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      
##  reho                        :14   1:7     Min.   : 7.44   Min.   : 7.43  
##  alff                        : 0   2:7     1st Qu.: 7.91   1st Qu.: 7.97  
##  degree_centrality_binarize  : 0           Median :10.80   Median :11.50  
##  degree_centrality_weighted  : 0           Mean   : 9.85   Mean   :10.15  
##  falff                       : 0           3rd Qu.:11.57   3rd Qu.:11.99  
##  sca_roi_PNAS_smith10_plus5_1: 0           Max.   :11.76   Max.   :12.25  
##  (Other)                     : 0                                          
##      FWHMz      
##  Min.   : 7.39  
##  1st Qu.: 8.05  
##  Median :12.06  
##  Mean   :10.52  
##  3rd Qu.:12.60  
##  Max.   :12.91  
## 

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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             FWHMx     
##  vmhc                      :308   1:154   Min.   :  21002   Min.   :3.55  
##  alff                      :  0   2:154   1st Qu.:1793622   1st Qu.:4.06  
##  degree_centrality_binarize:  0           Median :3257582   Median :4.26  
##  degree_centrality_weighted:  0           Mean   :3507852   Mean   :4.26  
##  falff                     :  0           3rd Qu.:4176156   3rd Qu.:4.46  
##  reho                      :  0           Max.   :9630905   Max.   :4.93  
##  (Other)                   :  0                                           
##      FWHMy          FWHMz     
##  Min.   :3.65   Min.   :3.19  
##  1st Qu.:4.15   1st Qu.:4.21  
##  Median :4.44   Median :4.50  
##  Mean   :4.46   Mean   :4.45  
##  3rd Qu.:4.74   3rd Qu.:4.68  
##  Max.   :5.81   Max.   :5.32  
## 

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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.   :2.25   Min.   :2.44  
##  alff                      : 0   2:7     1st Qu.:2.30   1st Qu.:2.49  
##  degree_centrality_binarize: 0           Median :2.38   Median :2.57  
##  degree_centrality_weighted: 0           Mean   :2.35   Mean   :2.54  
##  falff                     : 0           3rd Qu.:2.40   3rd Qu.:2.59  
##  reho                      : 0           Max.   :2.43   Max.   :2.61  
##  (Other)                   : 0                                        
##      FWHMz     
##  Min.   :2.43  
##  1st Qu.:2.49  
##  Median :2.56  
##  Mean   :2.53  
##  3rd Qu.:2.58  
##  Max.   :2.61  
## 

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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.   :2.94   Min.   :2.80   Min.   :2.52  
##  1st Qu.:3.16   1st Qu.:3.14   1st Qu.:2.96  
##  Median :4.09   Median :3.85   Median :4.09  
##  Mean   :3.82   Mean   :3.65   Mean   :3.69  
##  3rd Qu.:4.32   3rd Qu.:4.06   3rd Qu.:4.29  
##  Max.   :4.74   Max.   :4.44   Max.   :4.69  
## 

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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_1:14   1:7     Min.   :3.71   Min.   :3.77  
##  alff                        : 0   2:7     1st Qu.:4.03   1st Qu.:4.17  
##  degree_centrality_binarize  : 0           Median :4.88   Median :4.63  
##  degree_centrality_weighted  : 0           Mean   :4.77   Mean   :4.62  
##  falff                       : 0           3rd Qu.:5.50   3rd Qu.:5.10  
##  reho                        : 0           Max.   :5.83   Max.   :5.44  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.20  
##  1st Qu.:3.61  
##  Median :4.83  
##  Mean   :4.58  
##  3rd Qu.:5.48  
##  Max.   :5.76  
## 

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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.   :2.92   Min.   :2.89   Min.   :2.27  
##  1st Qu.:3.15   1st Qu.:3.15   1st Qu.:2.96  
##  Median :4.11   Median :3.83   Median :4.12  
##  Mean   :3.82   Mean   :3.65   Mean   :3.69  
##  3rd Qu.:4.34   3rd Qu.:4.07   3rd Qu.:4.30  
##  Max.   :4.75   Max.   :4.63   Max.   :4.63  
## 

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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.   :3.73   Min.   :3.77  
##  alff                         : 0   2:7     1st Qu.:4.03   1st Qu.:4.12  
##  degree_centrality_binarize   : 0           Median :4.82   Median :4.61  
##  degree_centrality_weighted   : 0           Mean   :4.74   Mean   :4.54  
##  falff                        : 0           3rd Qu.:5.44   3rd Qu.:4.99  
##  reho                         : 0           Max.   :5.78   Max.   :5.32  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :3.18  
##  1st Qu.:3.57  
##  Median :4.81  
##  Mean   :4.52  
##  3rd Qu.:5.38  
##  Max.   :5.68  
## 

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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.   :2.89   Min.   :2.81   Min.   :2.42  
##  1st Qu.:3.16   1st Qu.:3.12   1st Qu.:2.93  
##  Median :4.10   Median :3.85   Median :4.09  
##  Mean   :3.81   Mean   :3.63   Mean   :3.68  
##  3rd Qu.:4.34   3rd Qu.:4.06   3rd Qu.:4.30  
##  Max.   :4.71   Max.   :4.40   Max.   :4.69  
## 

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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_11:14   1:7     Min.   :3.65   Min.   :3.68  
##  alff                         : 0   2:7     1st Qu.:3.95   1st Qu.:4.02  
##  degree_centrality_binarize   : 0           Median :4.89   Median :4.56  
##  degree_centrality_weighted   : 0           Mean   :4.71   Mean   :4.50  
##  falff                        : 0           3rd Qu.:5.45   3rd Qu.:5.02  
##  reho                         : 0           Max.   :5.75   Max.   :5.30  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :3.15  
##  1st Qu.:3.48  
##  Median :4.78  
##  Mean   :4.51  
##  3rd Qu.:5.44  
##  Max.   :5.69  
## 

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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.   :2.96   Min.   :2.83   Min.   :2.24  
##  1st Qu.:3.18   1st Qu.:3.13   1st Qu.:2.94  
##  Median :4.13   Median :3.83   Median :4.08  
##  Mean   :3.83   Mean   :3.64   Mean   :3.68  
##  3rd Qu.:4.36   3rd Qu.:4.08   3rd Qu.:4.30  
##  Max.   :4.85   Max.   :4.37   Max.   :4.65  
## 

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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_12:14   1:7     Min.   :3.65   Min.   :3.67  
##  alff                         : 0   2:7     1st Qu.:3.95   1st Qu.:4.02  
##  degree_centrality_binarize   : 0           Median :4.77   Median :4.48  
##  degree_centrality_weighted   : 0           Mean   :4.66   Mean   :4.45  
##  falff                        : 0           3rd Qu.:5.39   3rd Qu.:4.91  
##  reho                         : 0           Max.   :5.73   Max.   :5.24  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :3.09  
##  1st Qu.:3.47  
##  Median :4.68  
##  Mean   :4.42  
##  3rd Qu.:5.35  
##  Max.   :5.64  
## 

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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.   :2.94   Min.   :2.88   Min.   :2.46  
##  1st Qu.:3.20   1st Qu.:3.16   1st Qu.:2.99  
##  Median :4.14   Median :3.87   Median :4.12  
##  Mean   :3.85   Mean   :3.67   Mean   :3.72  
##  3rd Qu.:4.36   3rd Qu.:4.08   3rd Qu.:4.34  
##  Max.   :4.72   Max.   :4.45   Max.   :4.73  
## 

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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.   :3.63   Min.   :3.67  
##  alff                         : 0   2:7     1st Qu.:3.93   1st Qu.:4.04  
##  degree_centrality_binarize   : 0           Median :4.83   Median :4.55  
##  degree_centrality_weighted   : 0           Mean   :4.67   Mean   :4.50  
##  falff                        : 0           3rd Qu.:5.42   3rd Qu.:5.01  
##  reho                         : 0           Max.   :5.70   Max.   :5.29  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :3.13  
##  1st Qu.:3.54  
##  Median :4.76  
##  Mean   :4.50  
##  3rd Qu.:5.43  
##  Max.   :5.67  
## 

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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.   :2.92   Min.   :2.88   Min.   :2.49  
##  1st Qu.:3.19   1st Qu.:3.17   1st Qu.:2.96  
##  Median :4.10   Median :3.85   Median :4.09  
##  Mean   :3.83   Mean   :3.65   Mean   :3.68  
##  3rd Qu.:4.35   3rd Qu.:4.06   3rd Qu.:4.28  
##  Max.   :4.86   Max.   :4.53   Max.   :4.60  
## 

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.   :3.74   Min.   :3.76  
##  alff                         : 0   2:7     1st Qu.:4.08   1st Qu.:4.15  
##  degree_centrality_binarize   : 0           Median :4.85   Median :4.60  
##  degree_centrality_weighted   : 0           Mean   :4.76   Mean   :4.55  
##  falff                        : 0           3rd Qu.:5.44   3rd Qu.:4.96  
##  reho                         : 0           Max.   :5.80   Max.   :5.32  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :3.23  
##  1st Qu.:3.65  
##  Median :4.86  
##  Mean   :4.58  
##  3rd Qu.:5.41  
##  Max.   :5.77  
## 

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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.   :2.96   Min.   :2.87   Min.   :2.38  
##  1st Qu.:3.19   1st Qu.:3.16   1st Qu.:2.97  
##  Median :4.10   Median :3.84   Median :4.08  
##  Mean   :3.83   Mean   :3.64   Mean   :3.68  
##  3rd Qu.:4.35   3rd Qu.:4.04   3rd Qu.:4.29  
##  Max.   :4.76   Max.   :4.42   Max.   :4.62  
## 

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.   :3.70   Min.   :3.73  
##  alff                         : 0   2:7     1st Qu.:4.02   1st Qu.:4.08  
##  degree_centrality_binarize   : 0           Median :4.75   Median :4.54  
##  degree_centrality_weighted   : 0           Mean   :4.71   Mean   :4.48  
##  falff                        : 0           3rd Qu.:5.45   3rd Qu.:4.92  
##  reho                         : 0           Max.   :5.78   Max.   :5.26  
##  (Other)                      : 0                                        
##      FWHMz     
##  Min.   :3.20  
##  1st Qu.:3.61  
##  Median :4.81  
##  Mean   :4.51  
##  3rd Qu.:5.40  
##  Max.   :5.72  
## 

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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.   :2.94   Min.   :2.87   Min.   :2.28  
##  1st Qu.:3.15   1st Qu.:3.12   1st Qu.:2.93  
##  Median :4.08   Median :3.82   Median :4.07  
##  Mean   :3.79   Mean   :3.62   Mean   :3.67  
##  3rd Qu.:4.32   3rd Qu.:4.04   3rd Qu.:4.31  
##  Max.   :4.75   Max.   :4.46   Max.   :4.66  
## 

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_2:14   1:7     Min.   :3.55   Min.   :3.57  
##  alff                        : 0   2:7     1st Qu.:3.85   1st Qu.:3.92  
##  degree_centrality_binarize  : 0           Median :4.69   Median :4.46  
##  degree_centrality_weighted  : 0           Mean   :4.60   Mean   :4.40  
##  falff                       : 0           3rd Qu.:5.33   3rd Qu.:4.85  
##  reho                        : 0           Max.   :5.68   Max.   :5.25  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.00  
##  1st Qu.:3.38  
##  Median :4.71  
##  Mean   :4.37  
##  3rd Qu.:5.23  
##  Max.   :5.62  
## 

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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.   :2.94   Min.   :2.84   Min.   :2.39  
##  1st Qu.:3.19   1st Qu.:3.15   1st Qu.:2.94  
##  Median :4.12   Median :3.86   Median :4.11  
##  Mean   :3.84   Mean   :3.65   Mean   :3.70  
##  3rd Qu.:4.36   3rd Qu.:4.08   3rd Qu.:4.32  
##  Max.   :4.83   Max.   :4.46   Max.   :4.69  
## 

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_3:14   1:7     Min.   :3.78   Min.   :3.82  
##  alff                        : 0   2:7     1st Qu.:4.10   1st Qu.:4.22  
##  degree_centrality_binarize  : 0           Median :5.18   Median :4.91  
##  degree_centrality_weighted  : 0           Mean   :4.96   Mean   :4.82  
##  falff                       : 0           3rd Qu.:5.77   3rd Qu.:5.43  
##  reho                        : 0           Max.   :6.12   Max.   :5.77  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.27  
##  1st Qu.:3.69  
##  Median :5.17  
##  Mean   :4.83  
##  3rd Qu.:5.89  
##  Max.   :6.20  
## 

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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.   :2.96   Min.   :2.81   Min.   :2.46  
##  1st Qu.:3.17   1st Qu.:3.15   1st Qu.:2.96  
##  Median :4.09   Median :3.85   Median :4.11  
##  Mean   :3.83   Mean   :3.64   Mean   :3.70  
##  3rd Qu.:4.36   3rd Qu.:4.05   3rd Qu.:4.31  
##  Max.   :4.70   Max.   :4.45   Max.   :4.60  
## 

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_4:14   1:7     Min.   :3.63   Min.   :3.69  
##  alff                        : 0   2:7     1st Qu.:3.92   1st Qu.:4.04  
##  degree_centrality_binarize  : 0           Median :4.91   Median :4.65  
##  degree_centrality_weighted  : 0           Mean   :4.71   Mean   :4.58  
##  falff                       : 0           3rd Qu.:5.50   3rd Qu.:5.19  
##  reho                        : 0           Max.   :5.79   Max.   :5.45  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.14  
##  1st Qu.:3.51  
##  Median :4.85  
##  Mean   :4.56  
##  3rd Qu.:5.59  
##  Max.   :5.81  
## 

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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.   :2.96   Min.   :2.87   Min.   :2.43  
##  1st Qu.:3.17   1st Qu.:3.15   1st Qu.:2.94  
##  Median :4.10   Median :3.82   Median :4.09  
##  Mean   :3.83   Mean   :3.63   Mean   :3.68  
##  3rd Qu.:4.35   3rd Qu.:4.05   3rd Qu.:4.29  
##  Max.   :4.75   Max.   :4.59   Max.   :4.65  
## 

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_5:14   1:7     Min.   :3.63   Min.   :3.64  
##  alff                        : 0   2:7     1st Qu.:3.97   1st Qu.:4.01  
##  degree_centrality_binarize  : 0           Median :4.72   Median :4.50  
##  degree_centrality_weighted  : 0           Mean   :4.72   Mean   :4.47  
##  falff                       : 0           3rd Qu.:5.56   3rd Qu.:5.01  
##  reho                        : 0           Max.   :5.88   Max.   :5.32  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.11  
##  1st Qu.:3.52  
##  Median :4.81  
##  Mean   :4.51  
##  3rd Qu.:5.49  
##  Max.   :5.79  
## 

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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.   :2.93   Min.   :2.86   Min.   :2.37  
##  1st Qu.:3.17   1st Qu.:3.15   1st Qu.:2.97  
##  Median :4.10   Median :3.81   Median :4.07  
##  Mean   :3.83   Mean   :3.64   Mean   :3.69  
##  3rd Qu.:4.36   3rd Qu.:4.05   3rd Qu.:4.28  
##  Max.   :4.71   Max.   :4.58   Max.   :4.63  
## 

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_6:14   1:7     Min.   :3.58   Min.   :3.61  
##  alff                        : 0   2:7     1st Qu.:3.88   1st Qu.:3.94  
##  degree_centrality_binarize  : 0           Median :4.63   Median :4.46  
##  degree_centrality_weighted  : 0           Mean   :4.63   Mean   :4.40  
##  falff                       : 0           3rd Qu.:5.38   3rd Qu.:4.86  
##  reho                        : 0           Max.   :5.74   Max.   :5.21  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.04  
##  1st Qu.:3.43  
##  Median :4.65  
##  Mean   :4.37  
##  3rd Qu.:5.24  
##  Max.   :5.57  
## 

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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.   :2.91   Min.   :2.86   Min.   :2.57  
##  1st Qu.:3.17   1st Qu.:3.12   1st Qu.:2.97  
##  Median :4.13   Median :3.85   Median :4.12  
##  Mean   :3.83   Mean   :3.64   Mean   :3.72  
##  3rd Qu.:4.36   3rd Qu.:4.06   3rd Qu.:4.33  
##  Max.   :4.71   Max.   :4.43   Max.   :4.72  
## 

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_7:14   1:7     Min.   :3.56   Min.   :3.60  
##  alff                        : 0   2:7     1st Qu.:3.80   1st Qu.:3.90  
##  degree_centrality_binarize  : 0           Median :4.75   Median :4.48  
##  degree_centrality_weighted  : 0           Mean   :4.57   Mean   :4.42  
##  falff                       : 0           3rd Qu.:5.36   3rd Qu.:4.99  
##  reho                        : 0           Max.   :5.65   Max.   :5.28  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.06  
##  1st Qu.:3.39  
##  Median :4.65  
##  Mean   :4.38  
##  3rd Qu.:5.34  
##  Max.   :5.57  
## 

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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.   :2.97   Min.   :2.79   Min.   :2.47  
##  1st Qu.:3.16   1st Qu.:3.11   1st Qu.:2.93  
##  Median :4.12   Median :3.87   Median :4.08  
##  Mean   :3.83   Mean   :3.63   Mean   :3.68  
##  3rd Qu.:4.37   3rd Qu.:4.07   3rd Qu.:4.30  
##  Max.   :4.71   Max.   :4.42   Max.   :4.68  
## 

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.   :3.69   Min.   :3.71  
##  alff                        : 0   2:7     1st Qu.:3.98   1st Qu.:4.04  
##  degree_centrality_binarize  : 0           Median :5.05   Median :4.74  
##  degree_centrality_weighted  : 0           Mean   :4.83   Mean   :4.62  
##  falff                       : 0           3rd Qu.:5.64   3rd Qu.:5.21  
##  reho                        : 0           Max.   :5.98   Max.   :5.51  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.20  
##  1st Qu.:3.55  
##  Median :4.98  
##  Mean   :4.65  
##  3rd Qu.:5.70  
##  Max.   :5.94  
## 

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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.   :2.93   Min.   :2.81   Min.   :2.39  
##  1st Qu.:3.16   1st Qu.:3.12   1st Qu.:2.95  
##  Median :4.12   Median :3.85   Median :4.11  
##  Mean   :3.82   Mean   :3.63   Mean   :3.68  
##  3rd Qu.:4.35   3rd Qu.:4.06   3rd Qu.:4.31  
##  Max.   :4.68   Max.   :4.52   Max.   :4.74  
## 

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.   :3.68   Min.   :3.70  
##  alff                        : 0   2:7     1st Qu.:3.99   1st Qu.:4.06  
##  degree_centrality_binarize  : 0           Median :4.94   Median :4.66  
##  degree_centrality_weighted  : 0           Mean   :4.78   Mean   :4.58  
##  falff                       : 0           3rd Qu.:5.59   3rd Qu.:5.13  
##  reho                        : 0           Max.   :5.92   Max.   :5.48  
##  (Other)                     : 0                                        
##      FWHMz     
##  Min.   :3.16  
##  1st Qu.:3.57  
##  Median :4.90  
##  Mean   :4.58  
##  3rd Qu.:5.59  
##  Max.   :5.92  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_0:308   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.   :2.89   Min.   :2.73   Min.   :2.38  
##  1st Qu.:3.11   1st Qu.:3.03   1st Qu.:2.83  
##  Median :4.30   Median :3.91   Median :4.29  
##  Mean   :3.92   Mean   :3.66   Mean   :3.82  
##  3rd Qu.:4.57   3rd Qu.:4.18   3rd Qu.:4.60  
##  Max.   :5.10   Max.   :4.69   Max.   :5.17  
## 

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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     
##  spatial_regression_spatial_map_rsn_2mm_0:14   1:7     Min.   :3.44  
##  alff                                    : 0   2:7     1st Qu.:3.72  
##  degree_centrality_binarize              : 0           Median :4.62  
##  degree_centrality_weighted              : 0           Mean   :4.43  
##  falff                                   : 0           3rd Qu.:5.16  
##  reho                                    : 0           Max.   :5.47  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.43   Min.   :2.92  
##  1st Qu.:3.75   1st Qu.:3.24  
##  Median :4.19   Median :4.35  
##  Mean   :4.17   Mean   :4.10  
##  3rd Qu.:4.68   3rd Qu.:4.97  
##  Max.   :4.92   Max.   :5.13  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.92   Min.   :2.71   Min.   :2.30  
##  1st Qu.:3.14   1st Qu.:3.08   1st Qu.:2.86  
##  Median :4.34   Median :3.95   Median :4.34  
##  Mean   :3.95   Mean   :3.70   Mean   :3.86  
##  3rd Qu.:4.61   3rd Qu.:4.24   3rd Qu.:4.68  
##  Max.   :5.11   Max.   :4.90   Max.   :5.13  
## 

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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     
##  spatial_regression_spatial_map_rsn_2mm_1:14   1:7     Min.   :3.45  
##  alff                                    : 0   2:7     1st Qu.:3.68  
##  degree_centrality_binarize              : 0           Median :4.50  
##  degree_centrality_weighted              : 0           Mean   :4.36  
##  falff                                   : 0           3rd Qu.:5.03  
##  reho                                    : 0           Max.   :5.27  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.43   Min.   :2.92  
##  1st Qu.:3.71   1st Qu.:3.20  
##  Median :4.24   Median :4.38  
##  Mean   :4.12   Mean   :4.05  
##  3rd Qu.:4.56   3rd Qu.:4.85  
##  Max.   :4.78   Max.   :5.02  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.91   Min.   :2.76   Min.   :2.31  
##  1st Qu.:3.11   1st Qu.:3.03   1st Qu.:2.83  
##  Median :4.32   Median :3.88   Median :4.33  
##  Mean   :3.93   Mean   :3.67   Mean   :3.84  
##  3rd Qu.:4.56   3rd Qu.:4.20   3rd Qu.:4.65  
##  Max.   :5.08   Max.   :4.92   Max.   :5.27  
## 

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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     
##  spatial_regression_spatial_map_rsn_2mm_2:14   1:7     Min.   :3.35  
##  alff                                    : 0   2:7     1st Qu.:3.55  
##  degree_centrality_binarize              : 0           Median :4.46  
##  degree_centrality_weighted              : 0           Mean   :4.25  
##  falff                                   : 0           3rd Qu.:4.96  
##  reho                                    : 0           Max.   :5.16  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.31   Min.   :2.82  
##  1st Qu.:3.54   1st Qu.:3.06  
##  Median :4.04   Median :4.16  
##  Mean   :3.98   Mean   :3.90  
##  3rd Qu.:4.47   3rd Qu.:4.72  
##  Max.   :4.62   Max.   :4.85  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.89   Min.   :2.77   Min.   :2.21  
##  1st Qu.:3.13   1st Qu.:3.06   1st Qu.:2.86  
##  Median :4.31   Median :3.92   Median :4.29  
##  Mean   :3.94   Mean   :3.68   Mean   :3.82  
##  3rd Qu.:4.56   3rd Qu.:4.21   3rd Qu.:4.62  
##  Max.   :5.24   Max.   :4.94   Max.   :5.13  
## 

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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     
##  spatial_regression_spatial_map_rsn_2mm_3:14   1:7     Min.   :3.46  
##  alff                                    : 0   2:7     1st Qu.:3.70  
##  degree_centrality_binarize              : 0           Median :4.50  
##  degree_centrality_weighted              : 0           Mean   :4.41  
##  falff                                   : 0           3rd Qu.:5.15  
##  reho                                    : 0           Max.   :5.45  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.42   Min.   :2.91  
##  1st Qu.:3.70   1st Qu.:3.17  
##  Median :4.19   Median :4.36  
##  Mean   :4.11   Mean   :4.07  
##  3rd Qu.:4.56   3rd Qu.:4.92  
##  Max.   :4.85   Max.   :5.14  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.91   Min.   :2.77   Min.   :2.38  
##  1st Qu.:3.11   1st Qu.:3.04   1st Qu.:2.87  
##  Median :4.32   Median :3.91   Median :4.32  
##  Mean   :3.95   Mean   :3.68   Mean   :3.83  
##  3rd Qu.:4.61   3rd Qu.:4.22   3rd Qu.:4.63  
##  Max.   :5.08   Max.   :4.77   Max.   :5.16  
## 

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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     FWHMx     
##  spatial_regression_spatial_map_rsn_2mm_4:14   1:7     Min.   :3.42  
##  alff                                    : 0   2:7     1st Qu.:3.68  
##  degree_centrality_binarize              : 0           Median :4.65  
##  degree_centrality_weighted              : 0           Mean   :4.42  
##  falff                                   : 0           3rd Qu.:5.17  
##  reho                                    : 0           Max.   :5.42  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.41   Min.   :2.91  
##  1st Qu.:3.72   1st Qu.:3.19  
##  Median :4.26   Median :4.40  
##  Mean   :4.20   Mean   :4.13  
##  3rd Qu.:4.72   3rd Qu.:5.01  
##  Max.   :4.94   Max.   :5.15  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.93   Min.   :2.80   Min.   :2.23  
##  1st Qu.:3.13   1st Qu.:3.05   1st Qu.:2.87  
##  Median :4.33   Median :3.90   Median :4.28  
##  Mean   :3.94   Mean   :3.67   Mean   :3.82  
##  3rd Qu.:4.56   3rd Qu.:4.18   3rd Qu.:4.61  
##  Max.   :5.17   Max.   :4.91   Max.   :5.16  
## 

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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     FWHMx     
##  spatial_regression_spatial_map_rsn_2mm_5:14   1:7     Min.   :3.42  
##  alff                                    : 0   2:7     1st Qu.:3.64  
##  degree_centrality_binarize              : 0           Median :4.49  
##  degree_centrality_weighted              : 0           Mean   :4.30  
##  falff                                   : 0           3rd Qu.:4.95  
##  reho                                    : 0           Max.   :5.15  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.40   Min.   :2.91  
##  1st Qu.:3.66   1st Qu.:3.14  
##  Median :4.15   Median :4.29  
##  Mean   :4.06   Mean   :3.98  
##  3rd Qu.:4.50   3rd Qu.:4.78  
##  Max.   :4.66   Max.   :4.86  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.90   Min.   :2.73   Min.   :2.19  
##  1st Qu.:3.13   1st Qu.:3.06   1st Qu.:2.85  
##  Median :4.36   Median :3.89   Median :4.34  
##  Mean   :3.96   Mean   :3.69   Mean   :3.84  
##  3rd Qu.:4.61   3rd Qu.:4.23   3rd Qu.:4.66  
##  Max.   :5.22   Max.   :4.83   Max.   :5.09  
## 

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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     
##  spatial_regression_spatial_map_rsn_2mm_6:14   1:7     Min.   :3.41  
##  alff                                    : 0   2:7     1st Qu.:3.69  
##  degree_centrality_binarize              : 0           Median :4.67  
##  degree_centrality_weighted              : 0           Mean   :4.41  
##  falff                                   : 0           3rd Qu.:5.09  
##  reho                                    : 0           Max.   :5.37  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.41   Min.   :2.88  
##  1st Qu.:3.72   1st Qu.:3.21  
##  Median :4.21   Median :4.38  
##  Mean   :4.18   Mean   :4.12  
##  3rd Qu.:4.65   3rd Qu.:4.98  
##  Max.   :4.92   Max.   :5.16  
## 

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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        
##  spatial_regression_spatial_map_rsn_2mm_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.   :2.88   Min.   :2.75   Min.   :2.22  
##  1st Qu.:3.10   1st Qu.:3.05   1st Qu.:2.84  
##  Median :4.32   Median :3.91   Median :4.28  
##  Mean   :3.93   Mean   :3.68   Mean   :3.83  
##  3rd Qu.:4.58   3rd Qu.:4.21   3rd Qu.:4.64  
##  Max.   :5.04   Max.   :4.80   Max.   :5.15  
## 

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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     
##  spatial_regression_spatial_map_rsn_2mm_7:14   1:7     Min.   :3.38  
##  alff                                    : 0   2:7     1st Qu.:3.64  
##  degree_centrality_binarize              : 0           Median :4.47  
##  degree_centrality_weighted              : 0           Mean   :4.30  
##  falff                                   : 0           3rd Qu.:5.00  
##  reho                                    : 0           Max.   :5.18  
##  (Other)                                 : 0                         
##      FWHMy          FWHMz     
##  Min.   :3.37   Min.   :2.88  
##  1st Qu.:3.66   1st Qu.:3.14  
##  Median :4.15   Median :4.31  
##  Mean   :4.07   Mean   :4.00  
##  3rd Qu.:4.51   3rd Qu.:4.80  
##  Max.   :4.71   Max.   :4.95  
## 

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