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FDR Correction and other results

  • Does FDR correction on the FC maps that are registered on standard MNI 3mm space
  • Calculates various voxel count measures:
    • ROI
    • sign(C1 - C2),(-1*log10(Q)))
    • sign(C1 - C2),(-1*log10(P)))
    • C1 - C2
    • Voxels with abs((-1*log10(Q)))) >1.3 (t 0.5)
    • Voxels with abs((-1*log10(Q)))) >1 (t 0.1)
    • Voxels with abs((-1*log10(Q)))) >2 (t 0.01)
    • Voxels with abs((-1*log10(P)))) >1.3 (t 0.5)
    • Voxels with abs((-1*log10(P)))) >1 (t 0.1)
    • Voxels with abs((-1*log10(P)))) >2 (t 0.01)




In [1]:



    


import os
from os.path import join as opj
# from nipype.interfaces import afni
import nibabel as nib
import json    
import numpy as np
import os
import params
from os.path import join as opj
# os.chdir('/home1/varunk/Autism-Connectome-Analysis-bids-related/')



    











In [2]:



    


# Paths

path_cwd = os.getcwd()
path_split_list = path_cwd.split('/')
s = path_split_list[0:-1] # for getting to the parent dir of pwd
s = opj('/',*s) # *s converts list to path, # very important to add '/' in the begining so it is read as directory later



    











In [3]:



    


# Params to be read from json file

# os.chdir('/home1/varunk/Autism-Connectome-Analysis-bids-related/')
# json_path = opj(data_directory,'task-rest_bold.json')

json_path = 'scripts/json/paths.json'
with open(json_path, 'rt') as fp:
    task_info = json.load(fp)



    











In [4]:



    


base_directory = opj(s,task_info["base_directory_for_results"]) 
motion_correction_bet_directory = task_info["motion_correction_bet_directory"]
parent_wf_directory = task_info["parent_wf_directory"]
# functional_connectivity_directory = task_info["functional_connectivity_directory"]
functional_connectivity_directory = 'temp_fc'
coreg_reg_directory = task_info["coreg_reg_directory"]
atlas_resize_reg_directory = task_info["atlas_resize_reg_directory"]
data_directory = opj(s,task_info["data_directory"])
datasink_name = task_info["datasink_name"]
# fc_datasink_name = task_info["fc_datasink_name"]
fc_datasink_name = 'temp_dataSink'
atlasPath = opj(s,task_info["atlas_path"])

hypothesis_test_dir = opj(base_directory, task_info["hypothesis_test_dir"])



    











In [5]:



    


base_directory



    


















    
Out[5]:








'/home1/varunk/results_again_again'

The following function counts the voxels based on different criterias





In [7]:



    


def count_voxel_stats(pvals_list, qvals_list, map_logp_list, map_logq_list):
    

#     P_brain_voxel_list, Q_brain_voxel_list = Pval_Qval_tuple
    
    map_logp_list = np.absolute(map_logp_list)
    map_logq_list = np.absolute(map_logq_list)
    
#     min p value 
    min_pval = np.min(pvals_list)
    
#     min q value
    min_qval = np.min(qvals_list)
    
#     p value less than 0.1
    p_lt_point_1 = np.shape(np.where(pvals_list < 0.1))[1]  
    
#     p value less than 0.01    
    p_lt_point_01 = np.shape(np.where(pvals_list < 0.01))[1]
    
#     p value less than 0.05    
    p_lt_point_05 = np.shape(np.where(pvals_list < 0.05))[1]

#     p value less than 0.1    
    q_lt_point_1 = np.shape(np.where(qvals_list < 0.1))[1]  

#     p value less than 0.01    
    q_lt_point_01 = np.shape(np.where(qvals_list < 0.01))[1]

#     p value less than 0.05    
    q_lt_point_05 = np.shape(np.where(qvals_list < 0.05))[1]
    
# Voxels with abs(sign(C1MinusC2)(-1*log10(Q)))) >1.3 (t 0.5)
    logq_gt_1point3 = np.shape(np.where(map_logq_list > 1.3))[1]
    
# Voxels with abs(sign(C1MinusC2)(-1*log10(Q)))) >1 (t 0.1)
    logq_gt_1 = np.shape(np.where(map_logq_list > 1))[1]

# Voxels with abs(sign(C1MinusC2)(-1*log10(Q)))) >2 (t 0.01)
    logq_gt_2 = np.shape(np.where(map_logq_list > 2))[1]

# Voxels with abs(sign(C1MinusC2)(-1*log10(P)))) >1.3 (t 0.5)
    logp_gt_1point3 = np.shape(np.where(map_logp_list > 1.3))[1]

# Voxels with abs(sign(C1MinusC2)(-1*log10(P)))) >1 (t 0.1)
    logp_gt_1 = np.shape(np.where(map_logp_list > 1))[1]
    
# Voxels with abs(sign(C1MinusC2)(-1*log10(P)))) >2 (t 0.01)
    logp_gt_2 = np.shape(np.where(map_logp_list > 2))[1]
    
    
    return min_pval,min_qval,p_lt_point_1,p_lt_point_01,p_lt_point_05,q_lt_point_1,\
    q_lt_point_01,q_lt_point_05, logq_gt_1point3, logq_gt_1 ,logq_gt_2 ,logp_gt_1point3, logp_gt_1, logp_gt_2

The following function does the FDR correction and then creates other files to visualize the results





In [8]:



    


def fdr_correction_and_viz(Pvals_path, Tvals_path, C1_path, C2_path, mask_path, save_destination, affine, header, combination):    
    alpha = 0.05

    Pvals = np.load(Pvals_path)
    Tvals= np.load(Tvals_path)
    C1 = np.load(C1_path)
    C2 = np.load(C2_path)
   
    

    mask = nib.load(mask_path).get_data()

    brain_indices = np.where(mask == 1 )

    from statsmodels.sandbox.stats.multicomp import fdrcorrection0

    Pvals_shape = Pvals.shape    

    Qvals = np.zeros(Pvals_shape)

        
    map_C1MinusC2 = C1 - C2
        
    # sign(c1-c2) * -1 * log10(p)
    map_logp = np.multiply(np.sign(map_C1MinusC2),(-1*np.log10(Pvals)))


    roi_voxel_stats_matrix = np.zeros((Pvals_shape[3], 14)) # cozthere are 14 statistical attributes 



    for roi in range(Pvals_shape[3]):

        print('Computing Stats for ROI: ',roi)

        #         pvals = ma.masked_array(Pvals[0], mask = mask, fill_value = 0)

        pvals = Pvals[:,:,:,roi]
        pvals_shape = pvals.shape

        #         inp = pvals[~pvals.mask]

        # Flatten inp and check if you get back the original matrix after
        #         inp = inp.ravel()

        pvals_list = pvals[brain_indices]

        _, qvals_list  = fdrcorrection0(pvals_list,alpha)

#       from IPython.core.debugger import Tracer; Tracer()() 
        # map_logq_list = map_logq[brain_indices]
        map_logp_list = map_logp[:,:,:,roi][brain_indices]
        
        print("Size of map_logp_list ",map_logp_list.shape)
#         print("Brain Indices: ", brain_indices)
        
        map_C1MinusC2_list = map_C1MinusC2[:,:,:,roi][brain_indices]
        
        
        #     Calculate voxel stats using the below function
  
        Qvals[:,:,:,roi][brain_indices] = qvals_list




        map_logq_list = np.multiply(np.sign(map_C1MinusC2_list),(-1*np.log10(qvals_list)))

        print("Size of map_logq_list ",map_logq_list.shape)

        roi_voxel_stats_matrix[roi,:] = count_voxel_stats(pvals_list, qvals_list, \
                                                          map_logp_list, map_logq_list)


        print('Stats Computed for ROI: ',roi)

    # Save the CSV file and the Additional Brain file to visualize

    
    # sign(c1-c2) * -1 * log10(q)
    map_logq = np.multiply(np.sign(map_C1MinusC2),(-1*np.log10(Qvals)))


       
    save_destination_new = opj(save_destination,combination)
    if not os.path.exists(save_destination_new):
        os.mkdir(save_destination_new)
        
    print('Saving Files in directory: ', save_destination_new)
    
    print('Saving Stats CSV : ',)
    csv_name = 'roi_voxel_stats_' + combination + '.csv'
    np.savetxt(csv_name,roi_voxel_stats_matrix,delimiter=',',\
               header='min_pval,min_qval,p_lt_point_1,p_lt_point_01, p_lt_point_05, q_lt_point_1, q_lt_point_01,q_lt_point_05, logq_gt_1point3, logq_gt_1 ,logq_gt_2 ,logp_gt_1point3, logp_gt_1, logp_gt_2'
              )


    
    print('Saving Pvals.nii.gz')
    Pvals_name = opj(save_destination_new,'Pvals.nii.gz')
    Pvals_brain_with_header = nib.Nifti1Image(Pvals, affine= affine,header = header)
    nib.save(Pvals_brain_with_header,Pvals_name)
    
    print('Saving Tvals.nii.gz')    
    Tvals_name = opj(save_destination_new,'Tvals.nii.gz')
    Tvals_brain_with_header = nib.Nifti1Image(Tvals, affine= affine,header = header)
    nib.save(Tvals_brain_with_header,Tvals_name)

    print('Saving Qvals.nii.gz')
    Qvals_name = opj(save_destination_new,'Qvals.nii.gz')
    Qvals_brain_with_header = nib.Nifti1Image(Qvals, affine= affine,header = header)
    nib.save(Qvals_brain_with_header,Qvals_name)
    
    print('Saving C1MinusC2.nii.gz')
    C1MinusC2_name = opj(save_destination_new,'C1MinusC2.nii.gz')
    C1MinusC2_brain_with_header = nib.Nifti1Image(map_C1MinusC2, affine= affine,header = header)
    nib.save(C1MinusC2_brain_with_header,C1MinusC2_name)

    print('Saving map_logp.nii.gz')
    map_logp_name = opj(save_destination_new,'map_logp.nii.gz')
    map_logp_brain_with_header = nib.Nifti1Image(map_logp, affine= affine,header = header)
    nib.save(map_logp_brain_with_header,map_logp_name)

    print('Saving map_logq.nii.gz') 
    map_logq_name = opj(save_destination_new,'map_logq.nii.gz')
    map_logq_brain_with_header = nib.Nifti1Image(map_logq, affine= affine,header = header)
    nib.save(map_logq_brain_with_header,map_logq_name)



    











In [9]:



    


base_directory



    


















    
Out[9]:








'/home1/varunk/results_again_again'

















In [10]:



    


import itertools
import numpy as np
import nibabel as nib
from multiprocessing import Pool
import os

mask_path = opj(base_directory,parent_wf_directory,motion_correction_bet_directory,coreg_reg_directory,'resample_mni/MNI152_T1_2mm_brain_resample_mask.nii.gz')

save_destination = opj(base_directory,'fdr_and_results')
if not os.path.exists(save_destination):
    os.mkdir(save_destination)
os.chdir(save_destination)

def _main(params):
    motion_param_regression, band_pass_filtering, global_signal_regression = params
    combination = 'pearcoff_motionRegress' + str(int(motion_param_regression)) + 'filt' + str(int(band_pass_filtering)) + 'global' + str(int(global_signal_regression))
    print("Combination: ",combination)
    print(motion_param_regression, band_pass_filtering, global_signal_regression)
    Pvals_path = opj(hypothesis_test_dir,'hypothesis_test_'+combination,'Pvals.npy')
    Tvals_path = opj(hypothesis_test_dir,'hypothesis_test_'+combination,'Tvals.npy')
    C1_path = opj(hypothesis_test_dir,'hypothesis_test_'+combination,'meanC1.npy')
    C2_path = opj(hypothesis_test_dir,'hypothesis_test_'+combination,'meanC2.npy')

    brain_path = '/home1/varunk/results_again_again/fc_motionRegress1filt1global0/_subject_id_0050002/func2std_xform/0050002_fc_map_flirt.nii.gz'
    brain_data = nib.load(brain_path)
    affine=brain_data.affine
    header = brain_data.header
    
    fdr_correction_and_viz(Pvals_path, Tvals_path, C1_path, C2_path, mask_path, save_destination, affine, header, combination )
    
    
    
#     print(C2_path)
    

pool = Pool(4)

    

# itr = (list(itertools.product([0, 1], repeat=3)))

itr = [(1,1,1),(1,1,0)]    
    
data_outputs = pool.map(_main, itr)



    


















    






Combination:  pearcoff_motionRegress1filt1global0
Combination:  pearcoff_motionRegress1filt1global1
1 1 1
1 1 0










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:25: RuntimeWarning: divide by zero encountered in log10
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:25: RuntimeWarning: invalid value encountered in multiply










    






Computing Stats for ROI:  0
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Size of map_logq_list  (74728,)
Stats Computed for ROI:  69
Computing Stats for ROI:  70
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  70
Computing Stats for ROI:  71
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  71
Computing Stats for ROI:  72
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  72
Computing Stats for ROI:  73
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  73
Computing Stats for ROI:  74
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  74
Computing Stats for ROI:  75
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  75
Computing Stats for ROI:  76
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  76
Computing Stats for ROI:  77
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  77
Computing Stats for ROI:  78
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  78
Computing Stats for ROI:  79
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  79
Computing Stats for ROI:  80
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  80
Computing Stats for ROI:  81
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  81
Computing Stats for ROI:  82
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  82
Computing Stats for ROI:  83
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  83
Computing Stats for ROI:  84
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  84
Computing Stats for ROI:  85
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  85
Computing Stats for ROI:  86
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  86
Computing Stats for ROI:  87
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  87
Computing Stats for ROI:  88
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  88
Computing Stats for ROI:  89
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  89
Computing Stats for ROI:  90
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  90
Computing Stats for ROI:  91
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  91
Computing Stats for ROI:  92
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  92
Computing Stats for ROI:  93
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  93
Computing Stats for ROI:  94
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  94
Computing Stats for ROI:  95
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  95
Computing Stats for ROI:  96
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  96
Computing Stats for ROI:  97
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  97
Computing Stats for ROI:  98
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  98
Computing Stats for ROI:  99
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  99
Computing Stats for ROI:  100
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  100
Computing Stats for ROI:  101
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  101
Computing Stats for ROI:  102
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  102
Computing Stats for ROI:  103
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  103
Computing Stats for ROI:  104
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  104
Computing Stats for ROI:  105
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  105
Computing Stats for ROI:  106
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  106
Computing Stats for ROI:  107
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  107
Computing Stats for ROI:  108
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  108
Computing Stats for ROI:  109
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  109
Computing Stats for ROI:  110
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  110
Computing Stats for ROI:  111
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  111
Computing Stats for ROI:  112
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  112
Computing Stats for ROI:  113
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  113
Computing Stats for ROI:  114
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  114
Computing Stats for ROI:  115
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  115
Computing Stats for ROI:  116
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  116
Computing Stats for ROI:  117
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  117
Computing Stats for ROI:  118
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  118
Computing Stats for ROI:  119
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  119
Computing Stats for ROI:  120
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  120
Computing Stats for ROI:  121
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  121
Computing Stats for ROI:  122
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  122
Computing Stats for ROI:  123
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  123
Computing Stats for ROI:  124
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  124
Computing Stats for ROI:  125
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  125
Computing Stats for ROI:  126
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  126
Computing Stats for ROI:  127
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  127
Computing Stats for ROI:  128
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  128
Computing Stats for ROI:  129
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  129
Computing Stats for ROI:  130
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  130
Computing Stats for ROI:  131
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  131
Computing Stats for ROI:  132
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  132
Computing Stats for ROI:  133
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  133
Computing Stats for ROI:  134
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  134
Computing Stats for ROI:  135
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  135
Computing Stats for ROI:  136
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  136
Computing Stats for ROI:  137
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  137
Computing Stats for ROI:  138
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  138
Computing Stats for ROI:  139
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  139
Computing Stats for ROI:  140
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  140
Computing Stats for ROI:  141
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  141
Computing Stats for ROI:  142
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  142
Computing Stats for ROI:  143
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  143
Computing Stats for ROI:  144
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  144
Computing Stats for ROI:  145
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  145
Computing Stats for ROI:  146
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  146
Computing Stats for ROI:  147
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  147
Computing Stats for ROI:  148
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  148
Computing Stats for ROI:  149
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  149
Computing Stats for ROI:  150
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  150
Computing Stats for ROI:  151
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  151
Computing Stats for ROI:  152
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  152
Computing Stats for ROI:  153
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  153
Computing Stats for ROI:  154
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  154
Computing Stats for ROI:  155
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  155
Computing Stats for ROI:  156
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  156
Computing Stats for ROI:  157
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  157
Computing Stats for ROI:  158
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  158
Computing Stats for ROI:  159
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  159
Computing Stats for ROI:  160
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  160
Computing Stats for ROI:  161
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  161
Computing Stats for ROI:  162
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  162
Computing Stats for ROI:  163
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  163
Computing Stats for ROI:  164
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  164
Computing Stats for ROI:  165
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  165
Computing Stats for ROI:  166
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  166
Computing Stats for ROI:  167
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  167
Computing Stats for ROI:  168
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  168
Computing Stats for ROI:  169
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  169
Computing Stats for ROI:  170
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  170
Computing Stats for ROI:  171
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  171
Computing Stats for ROI:  172
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  172
Computing Stats for ROI:  173
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  173
Computing Stats for ROI:  174
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  174
Computing Stats for ROI:  175
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  175
Computing Stats for ROI:  176
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  176
Computing Stats for ROI:  177
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  177
Computing Stats for ROI:  178
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  178
Computing Stats for ROI:  179
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  179
Computing Stats for ROI:  180
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  180
Computing Stats for ROI:  181
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  181
Computing Stats for ROI:  182
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  182
Computing Stats for ROI:  183
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  183
Computing Stats for ROI:  184
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  184
Computing Stats for ROI:  185
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  185
Computing Stats for ROI:  186
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  186
Computing Stats for ROI:  187
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  187
Computing Stats for ROI:  188
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  188
Computing Stats for ROI:  189
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  189
Computing Stats for ROI:  190
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  190
Computing Stats for ROI:  191
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  191
Computing Stats for ROI:  192
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  192
Computing Stats for ROI:  193
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  193
Computing Stats for ROI:  194
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  194
Computing Stats for ROI:  195
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  195
Computing Stats for ROI:  196
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  196
Computing Stats for ROI:  197
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  197
Computing Stats for ROI:  198
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  198
Computing Stats for ROI:  199
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  199
Computing Stats for ROI:  200
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  200
Computing Stats for ROI:  201
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  201
Computing Stats for ROI:  202
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  202
Computing Stats for ROI:  203
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  203
Computing Stats for ROI:  204
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  204
Computing Stats for ROI:  205
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  205
Computing Stats for ROI:  206
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  206
Computing Stats for ROI:  207
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  207
Computing Stats for ROI:  208
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  208
Computing Stats for ROI:  209
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  209
Computing Stats for ROI:  210
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  210
Computing Stats for ROI:  211
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  211
Computing Stats for ROI:  212
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  212
Computing Stats for ROI:  213
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  213
Computing Stats for ROI:  214
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  214
Computing Stats for ROI:  215
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  215
Computing Stats for ROI:  216
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  216
Computing Stats for ROI:  217
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  217
Computing Stats for ROI:  218
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  218
Computing Stats for ROI:  219
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  219
Computing Stats for ROI:  220
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  220
Computing Stats for ROI:  221
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  221
Computing Stats for ROI:  222
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  222
Computing Stats for ROI:  223
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  223
Computing Stats for ROI:  224
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  224
Computing Stats for ROI:  225
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  225
Computing Stats for ROI:  226
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  226
Computing Stats for ROI:  227
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  227
Computing Stats for ROI:  228
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  228
Computing Stats for ROI:  229
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  229
Computing Stats for ROI:  230
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  230
Computing Stats for ROI:  231
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  231
Computing Stats for ROI:  232
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Size of map_logq_list  (74728,)
Stats Computed for ROI:  232
Computing Stats for ROI:  233
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  233
Computing Stats for ROI:  234
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  234
Computing Stats for ROI:  235
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  235
Computing Stats for ROI:  236
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  236
Computing Stats for ROI:  237
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  237
Computing Stats for ROI:  238
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  238
Computing Stats for ROI:  239
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  239
Computing Stats for ROI:  240
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  240
Computing Stats for ROI:  241
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  241
Computing Stats for ROI:  242
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  242
Computing Stats for ROI:  243
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  243
Computing Stats for ROI:  244
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  244
Computing Stats for ROI:  245
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  245
Computing Stats for ROI:  246
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  246
Computing Stats for ROI:  247
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  247
Computing Stats for ROI:  248
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  248
Computing Stats for ROI:  249
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  249
Computing Stats for ROI:  250
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  250
Computing Stats for ROI:  251
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  251
Computing Stats for ROI:  252
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  252
Computing Stats for ROI:  253
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  253
Computing Stats for ROI:  254
Size of map_logp_list  (74728,)










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:67: RuntimeWarning: divide by zero encountered in log10
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:67: RuntimeWarning: invalid value encountered in multiply










    






Size of map_logq_list  (74728,)










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:34: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:37: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:40: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:43: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:46: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:49: RuntimeWarning: invalid value encountered in greater










    






Stats Computed for ROI:  254
Computing Stats for ROI:  255
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  255
Computing Stats for ROI:  256
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  256
Computing Stats for ROI:  257
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  257
Computing Stats for ROI:  258
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  258
Computing Stats for ROI:  259
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  259
Computing Stats for ROI:  260
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  260
Computing Stats for ROI:  261
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  261
Computing Stats for ROI:  262
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  262
Computing Stats for ROI:  263
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  263
Computing Stats for ROI:  264
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  264
Computing Stats for ROI:  265
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  265
Computing Stats for ROI:  266
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  266
Computing Stats for ROI:  267
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  267
Computing Stats for ROI:  268
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  268
Computing Stats for ROI:  269
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  269
Computing Stats for ROI:  270
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  270
Computing Stats for ROI:  271
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  271
Computing Stats for ROI:  272
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  272
Computing Stats for ROI:  273
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  273










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:80: RuntimeWarning: divide by zero encountered in log10
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:25: RuntimeWarning: divide by zero encountered in log10
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:80: RuntimeWarning: invalid value encountered in multiply










    






Saving Files in directory:  /home1/varunk/results_again_again/fdr_and_results/pearcoff_motionRegress1filt1global1
Saving Stats CSV : 
Saving Pvals.nii.gz










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:25: RuntimeWarning: invalid value encountered in multiply










    






Computing Stats for ROI:  0
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  0
Computing Stats for ROI:  1
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  1
Computing Stats for ROI:  2
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  2
Computing Stats for ROI:  3
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  3
Computing Stats for ROI:  4
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  4
Computing Stats for ROI:  5
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  5
Computing Stats for ROI:  6
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  6
Computing Stats for ROI:  7
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  7
Computing Stats for ROI:  8
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  8
Computing Stats for ROI:  9
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  9
Computing Stats for ROI:  10
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  10
Computing Stats for ROI:  11
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  11
Computing Stats for ROI:  12
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  12
Computing Stats for ROI:  13
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  13
Computing Stats for ROI:  14
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  14
Computing Stats for ROI:  15
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  15
Computing Stats for ROI:  16
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  16
Computing Stats for ROI:  17
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  17
Computing Stats for ROI:  18
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  18
Computing Stats for ROI:  19
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  19
Computing Stats for ROI:  20
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  20
Computing Stats for ROI:  21
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  21
Computing Stats for ROI:  22
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  22
Computing Stats for ROI:  23
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  23
Computing Stats for ROI:  24
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  24
Computing Stats for ROI:  25
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  25
Computing Stats for ROI:  26
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  26
Computing Stats for ROI:  27
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  27
Computing Stats for ROI:  28
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  28
Computing Stats for ROI:  29
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  29
Computing Stats for ROI:  30
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  30
Computing Stats for ROI:  31
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  31
Computing Stats for ROI:  32
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  32
Computing Stats for ROI:  33
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  33
Computing Stats for ROI:  34
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  34
Computing Stats for ROI:  35
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  35
Computing Stats for ROI:  36
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  36
Computing Stats for ROI:  37
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  37
Computing Stats for ROI:  38
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  38
Computing Stats for ROI:  39
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  39
Computing Stats for ROI:  40
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  40
Computing Stats for ROI:  41
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  41
Computing Stats for ROI:  42
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  42
Computing Stats for ROI:  43
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  43
Computing Stats for ROI:  44
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  44
Computing Stats for ROI:  45
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  45
Computing Stats for ROI:  46
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  46
Computing Stats for ROI:  47
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  47
Computing Stats for ROI:  48
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  48
Computing Stats for ROI:  49
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  49
Computing Stats for ROI:  50
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  50
Computing Stats for ROI:  51
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  51
Computing Stats for ROI:  52
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  52
Computing Stats for ROI:  53
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  53
Computing Stats for ROI:  54
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  54
Computing Stats for ROI:  55
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  55
Computing Stats for ROI:  56
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  56
Computing Stats for ROI:  57
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  57
Computing Stats for ROI:  58
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  58
Computing Stats for ROI:  59
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  59
Computing Stats for ROI:  60
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  60
Computing Stats for ROI:  61
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  61
Computing Stats for ROI:  62
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  62
Computing Stats for ROI:  63
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  63
Computing Stats for ROI:  64
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  64
Computing Stats for ROI:  65
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  65
Computing Stats for ROI:  66
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  66
Computing Stats for ROI:  67
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  67
Computing Stats for ROI:  68
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  68
Computing Stats for ROI:  69
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  69
Computing Stats for ROI:  70
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  70
Computing Stats for ROI:  71
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  71
Computing Stats for ROI:  72
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  72
Computing Stats for ROI:  73
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  73
Computing Stats for ROI:  74
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  74
Computing Stats for ROI:  75
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  75
Computing Stats for ROI:  76
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  76
Computing Stats for ROI:  77
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  77
Computing Stats for ROI:  78
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  78
Computing Stats for ROI:  79
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  79
Computing Stats for ROI:  80
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  80
Computing Stats for ROI:  81
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  81
Computing Stats for ROI:  82
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  82
Computing Stats for ROI:  83
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  83
Computing Stats for ROI:  84
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  84
Computing Stats for ROI:  85
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  85
Computing Stats for ROI:  86
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  86
Computing Stats for ROI:  87
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  87
Computing Stats for ROI:  88
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  88
Computing Stats for ROI:  89
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  89
Computing Stats for ROI:  90
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  90
Computing Stats for ROI:  91
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  91
Computing Stats for ROI:  92
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  92
Computing Stats for ROI:  93
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  93
Computing Stats for ROI:  94
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  94
Computing Stats for ROI:  95
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  95
Computing Stats for ROI:  96
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  96
Computing Stats for ROI:  97
Size of map_logp_list  (74728,)
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Stats Computed for ROI:  97
Computing Stats for ROI:  98
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  98
Computing Stats for ROI:  99
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  99
Computing Stats for ROI:  100
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  100
Computing Stats for ROI:  101
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  101
Computing Stats for ROI:  102
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  102
Computing Stats for ROI:  103
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  103
Computing Stats for ROI:  104
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  104
Computing Stats for ROI:  105
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  105
Computing Stats for ROI:  106
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  106
Computing Stats for ROI:  107
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  107
Computing Stats for ROI:  108
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  108
Computing Stats for ROI:  109
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  109
Computing Stats for ROI:  110
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  110
Computing Stats for ROI:  111
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  111
Computing Stats for ROI:  112
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  112
Computing Stats for ROI:  113
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  113
Computing Stats for ROI:  114
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  114
Computing Stats for ROI:  115
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  115
Computing Stats for ROI:  116
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  116
Computing Stats for ROI:  117
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  117
Computing Stats for ROI:  118
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  118
Computing Stats for ROI:  119
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  119
Computing Stats for ROI:  120
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  120
Computing Stats for ROI:  121
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  121
Computing Stats for ROI:  122
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  122
Computing Stats for ROI:  123
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  123
Computing Stats for ROI:  124
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  124
Computing Stats for ROI:  125
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  125
Computing Stats for ROI:  126
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  126
Computing Stats for ROI:  127
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  127
Computing Stats for ROI:  128
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  128
Computing Stats for ROI:  129
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  129
Computing Stats for ROI:  130
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  130
Computing Stats for ROI:  131
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  131
Computing Stats for ROI:  132
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  132
Computing Stats for ROI:  133
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  133
Computing Stats for ROI:  134
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  134
Computing Stats for ROI:  135
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  135
Computing Stats for ROI:  136
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  136
Computing Stats for ROI:  137
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  137
Computing Stats for ROI:  138
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  138
Computing Stats for ROI:  139
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  139
Computing Stats for ROI:  140
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  140
Computing Stats for ROI:  141
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  141
Computing Stats for ROI:  142
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  142
Computing Stats for ROI:  143
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  143
Computing Stats for ROI:  144
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  144
Computing Stats for ROI:  145
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  145
Computing Stats for ROI:  146
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  146
Computing Stats for ROI:  147
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  147
Computing Stats for ROI:  148
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  148
Computing Stats for ROI:  149
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  149
Computing Stats for ROI:  150
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  150
Computing Stats for ROI:  151
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  151
Computing Stats for ROI:  152
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  152
Computing Stats for ROI:  153
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  153
Computing Stats for ROI:  154
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  154
Computing Stats for ROI:  155
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  155
Computing Stats for ROI:  156
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  156
Computing Stats for ROI:  157
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  157
Computing Stats for ROI:  158
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  158
Computing Stats for ROI:  159
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  159
Computing Stats for ROI:  160
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  160
Computing Stats for ROI:  161
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  161
Computing Stats for ROI:  162
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  162
Computing Stats for ROI:  163
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  163
Computing Stats for ROI:  164
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  164
Computing Stats for ROI:  165
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  165
Computing Stats for ROI:  166
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  166
Computing Stats for ROI:  167
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  167
Computing Stats for ROI:  168
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  168
Computing Stats for ROI:  169
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  169
Computing Stats for ROI:  170
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  170
Computing Stats for ROI:  171
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  171
Computing Stats for ROI:  172
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  172
Computing Stats for ROI:  173
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  173
Computing Stats for ROI:  174
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  174
Computing Stats for ROI:  175
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  175
Computing Stats for ROI:  176
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  176
Computing Stats for ROI:  177
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  177
Computing Stats for ROI:  178
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  178
Computing Stats for ROI:  179
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  179
Computing Stats for ROI:  180
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  180
Computing Stats for ROI:  181
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  181
Computing Stats for ROI:  182
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  182
Computing Stats for ROI:  183
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  183
Computing Stats for ROI:  184
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  184
Computing Stats for ROI:  185
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  185
Computing Stats for ROI:  186
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  186
Computing Stats for ROI:  187
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  187
Computing Stats for ROI:  188
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  188
Computing Stats for ROI:  189
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  189
Computing Stats for ROI:  190
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  190
Computing Stats for ROI:  191
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  191
Computing Stats for ROI:  192
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  192
Computing Stats for ROI:  193
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  193
Computing Stats for ROI:  194
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  194
Computing Stats for ROI:  195
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  195
Computing Stats for ROI:  196
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  196
Computing Stats for ROI:  197
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  197
Computing Stats for ROI:  198
Saving Tvals.nii.gz
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  198
Computing Stats for ROI:  199
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  199
Computing Stats for ROI:  200
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  200
Computing Stats for ROI:  201
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  201
Computing Stats for ROI:  202
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  202
Computing Stats for ROI:  203
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  203
Computing Stats for ROI:  204
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  204
Computing Stats for ROI:  205
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  205
Computing Stats for ROI:  206
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  206
Computing Stats for ROI:  207
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  207
Computing Stats for ROI:  208
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  208
Computing Stats for ROI:  209
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  209
Computing Stats for ROI:  210
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  210
Computing Stats for ROI:  211
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  211
Computing Stats for ROI:  212
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  212
Computing Stats for ROI:  213
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  213
Computing Stats for ROI:  214
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  214
Computing Stats for ROI:  215
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  215
Computing Stats for ROI:  216
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  216
Computing Stats for ROI:  217
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  217
Computing Stats for ROI:  218
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  218
Computing Stats for ROI:  219
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  219
Computing Stats for ROI:  220
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  220
Computing Stats for ROI:  221
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  221
Computing Stats for ROI:  222
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  222
Computing Stats for ROI:  223
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  223
Computing Stats for ROI:  224
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  224
Computing Stats for ROI:  225
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  225
Computing Stats for ROI:  226
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  226
Computing Stats for ROI:  227
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  227
Computing Stats for ROI:  228
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  228
Computing Stats for ROI:  229
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  229
Computing Stats for ROI:  230
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  230
Computing Stats for ROI:  231
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  231
Computing Stats for ROI:  232
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  232
Computing Stats for ROI:  233
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  233
Computing Stats for ROI:  234
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  234
Computing Stats for ROI:  235
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  235
Computing Stats for ROI:  236
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  236
Computing Stats for ROI:  237
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  237
Computing Stats for ROI:  238
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  238
Computing Stats for ROI:  239
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  239
Computing Stats for ROI:  240
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  240
Computing Stats for ROI:  241
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  241
Computing Stats for ROI:  242
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  242
Computing Stats for ROI:  243
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  243
Computing Stats for ROI:  244
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  244
Computing Stats for ROI:  245
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  245
Computing Stats for ROI:  246
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  246
Computing Stats for ROI:  247
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  247
Computing Stats for ROI:  248
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  248
Computing Stats for ROI:  249
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  249
Computing Stats for ROI:  250
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  250
Computing Stats for ROI:  251
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  251
Computing Stats for ROI:  252
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  252
Computing Stats for ROI:  253
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  253
Computing Stats for ROI:  254
Size of map_logp_list  (74728,)










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:67: RuntimeWarning: divide by zero encountered in log10
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:67: RuntimeWarning: invalid value encountered in multiply










    






Size of map_logq_list  (74728,)










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:34: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:37: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:40: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:43: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:46: RuntimeWarning: invalid value encountered in greater
/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:49: RuntimeWarning: invalid value encountered in greater










    






Stats Computed for ROI:  254
Computing Stats for ROI:  255
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  255
Computing Stats for ROI:  256
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  256
Computing Stats for ROI:  257
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  257
Computing Stats for ROI:  258
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  258
Computing Stats for ROI:  259
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  259
Computing Stats for ROI:  260
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  260
Computing Stats for ROI:  261
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  261
Computing Stats for ROI:  262
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  262
Computing Stats for ROI:  263
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  263
Computing Stats for ROI:  264
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  264
Computing Stats for ROI:  265
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  265
Computing Stats for ROI:  266
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  266
Computing Stats for ROI:  267
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  267
Computing Stats for ROI:  268
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  268
Computing Stats for ROI:  269
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  269
Computing Stats for ROI:  270
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  270
Computing Stats for ROI:  271
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  271
Computing Stats for ROI:  272
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  272
Computing Stats for ROI:  273
Size of map_logp_list  (74728,)
Size of map_logq_list  (74728,)
Stats Computed for ROI:  273










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:80: RuntimeWarning: divide by zero encountered in log10










    






Saving Qvals.nii.gz










    






/root/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:80: RuntimeWarning: invalid value encountered in multiply










    






Saving Files in directory:  /home1/varunk/results_again_again/fdr_and_results/pearcoff_motionRegress1filt1global0
Saving Stats CSV : 
Saving Pvals.nii.gz
Saving C1MinusC2.nii.gz
Saving Tvals.nii.gz
Saving map_logp.nii.gz
Saving Qvals.nii.gz
Saving map_logq.nii.gz
Saving C1MinusC2.nii.gz
Saving map_logp.nii.gz
Saving map_logq.nii.gz

Content source: varun-invent/Autism-Connectome-Analysis

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