Changed the outliers to the new outliers and added plots of the outliers

Author: jagruti8

README.md

@@ -114,24 +114,28 @@ identified as an outlier.  0 refers to the first volume.  For example (these
 outlier IDs are completely random, for illustration):
 
 ```
-data/group-01/sub-08/func/sub-08_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 18, 19, 133, 134, 135, 136, 154, 155, 157
-data/group-01/sub-08/func/sub-08_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 9, 17, 53, 54, 63, 78, 79, 151, 152, 153
-data/group-01/sub-01/func/sub-01_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 20, 21, 157, 158
-data/group-01/sub-01/func/sub-01_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 17, 19, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160
-data/group-01/sub-06/func/sub-06_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 153, 154, 155, 156, 157, 158, 159, 160, 161
-data/group-01/sub-06/func/sub-06_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 19, 24, 25, 26, 27, 28, 29, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159
-data/group-01/sub-07/func/sub-07_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28
-data/group-01/sub-07/func/sub-07_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 132, 136, 137, 138, 139, 140, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161
-data/group-01/sub-09/func/sub-09_task-taskzero_run-01_bold.nii.gz, 0, 134, 135, 136, 143, 144, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160
-data/group-01/sub-09/func/sub-09_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 36, 79, 80, 150, 151, 152, 153, 154, 155, 156, 157
-data/group-01/sub-10/func/sub-10_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 26, 104
-data/group-01/sub-10/func/sub-10_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159
-data/group-01/sub-05/func/sub-05_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 20, 25, 26, 27, 48, 49, 52, 76, 77, 150
-data/group-01/sub-05/func/sub-05_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 50, 51, 52, 54, 157, 158, 159, 160, 161
-data/group-01/sub-02/func/sub-02_task-taskzero_run-02_bold.nii.gz, 34, 65, 105, 106, 107, 135, 140, 148
-data/group-01/sub-02/func/sub-02_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21
-data/group-01/sub-03/func/sub-03_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 101, 102, 103, 160, 161
-data/group-01/sub-03/func/sub-03_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 15, 136, 137, 138, 139, 140, 142, 156, 157, 158, 159
-data/group-01/sub-04/func/sub-04_task-taskzero_run-01_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 12, 59, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161
-data/group-01/sub-04/func/sub-04_task-taskzero_run-02_bold.nii.gz, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 32, 33, 34, 35, 36, 49, 50, 52, 53, 54, 55, 57, 58, 148, 149, 157
-```
+data/group-01/sub-08/func/sub-08_task-taskzero_run-01_bold.nii.gz, 11, 157
+data/group-01/sub-08/func/sub-08_task-taskzero_run-02_bold.nii.gz, 79, 153
+data/group-01/sub-01/func/sub-01_task-taskzero_run-01_bold.nii.gz, 0, 153
+data/group-01/sub-01/func/sub-01_task-taskzero_run-02_bold.nii.gz, 151
+data/group-01/sub-06/func/sub-06_task-taskzero_run-02_bold.nii.gz, 0, 1, 21, 22, 23, 24, 25, 26, 28, 29, 155
+data/group-01/sub-06/func/sub-06_task-taskzero_run-01_bold.nii.gz, 1
+data/group-01/sub-07/func/sub-07_task-taskzero_run-02_bold.nii.gz, 79, 80
+data/group-01/sub-07/func/sub-07_task-taskzero_run-01_bold.nii.gz, 85
+data/group-01/sub-09/func/sub-09_task-taskzero_run-02_bold.nii.gz, 23, 24, 25, 26, 27, 28, 30
+data/group-01/sub-10/func/sub-10_task-taskzero_run-02_bold.nii.gz, 104
+data/group-01/sub-05/func/sub-05_task-taskzero_run-01_bold.nii.gz, 0, 49, 77, 150
+data/group-01/sub-05/func/sub-05_task-taskzero_run-02_bold.nii.gz, 3, 4, 5, 6, 9, 20, 23, 28, 49, 54
+data/group-01/sub-03/func/sub-03_task-taskzero_run-02_bold.nii.gz, 160, 161
+data/group-01/sub-03/func/sub-03_task-taskzero_run-01_bold.nii.gz, 11, 14, 15, 132, 156, 157
+data/group-01/sub-04/func/sub-04_task-taskzero_run-01_bold.nii.gz, 1, 144, 154, 158, 159, 160, 161
+data/group-01/sub-04/func/sub-04_task-taskzero_run-02_bold.nii.gz, 0, 1, 28, 35, 49, 52, 53
+```
+
+Shown below are the plots of the mean of voxel intensities for each time point vs time points. The detected outliers are marked in orange colour:
+![](sub_01_02.png)
+![](sub_03_04.png)
+![](sub_05_06.png)
+![](sub_07_08.png)
+![](sub_09_10.png)
+