From af69944af0d1262337aff07738ff4b9f71f830c1 Mon Sep 17 00:00:00 2001
From: Kay Robbins <1189050+VisLab@users.noreply.github.com>
Date: Thu, 26 Sep 2024 06:15:58 -0500
Subject: [PATCH 1/2] Updated the examples to use the latest versions of HED
 schemas

---
 .../dataset_description.json                  | 40 +++++++-------
 .../dataset_description.json                  | 52 +++++++++---------
 .../dataset_description.json                  | 52 +++++++++---------
 .../dataset_description.json                  | 52 +++++++++---------
 .../dataset_description.json                  | 52 +++++++++---------
 .../task-FacePerception_events.json           |  8 +--
 .../dataset_description.json                  | 52 +++++++++---------
 .../dataset_description.json                  | 52 +++++++++---------
 .../dataset_description.json                  | 54 +++++++++----------
 .../dataset_description.json                  |  4 +-
 .../dataset_description.json                  | 40 +++++++-------
 .../task-WorkingMemory_events.json            |  4 +-
 .../dataset_description.json                  | 42 +++++++--------
 .../dataset_description.json                  | 52 +++++++++---------
 ...validate_bids_dataset_with_libraries.ipynb | 13 +++--
 .../bids/validate_bids_datasets.ipynb         |  8 +--
 16 files changed, 288 insertions(+), 289 deletions(-)

diff --git a/datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json b/datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json
index c015f089..eab09d6f 100644
--- a/datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json
+++ b/datasets/eeg_ds002893s_hed_attention_shift/dataset_description.json
@@ -1,21 +1,21 @@
-{
-    "Name": "Auditory-Visual Shift Study",
-    "BIDSVersion": "1.9.0",
-	"HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Marissa Westerfield (data, curation)",
-        "Scott Makeig (data, curation)",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "HowToAcknowledge": "Cite this paper: https://pubmed.ncbi.nlm.nih.gov/18482717/ and consider including the following message: 'This data was obtained from the OpenNeuro database. Its accession number is ds002893'",
-    "ReferencesAndLinks": [
-        "Ceponiene R., Westerfield M., Torki M., and Townsend J.(2008). Modality-specificity of sensory aging in vision and audition: Evidence from event-related potentials, Brain Research, vol. 1215, 53-68. DOI: 10.1016/j.brainres.2008.02.010."
-    ],
-    "Funding": [
-        "National Institutes of Health National Institute on Aging (R01-AG18030)."
-    ],
-    "DatasetDOI": "doi:10.18112/openneuro.ds002893.v2.0.0"
+{
+    "Name": "Auditory-Visual Shift Study",
+    "BIDSVersion": "1.10.0",
+	"HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Marissa Westerfield (data, curation)",
+        "Scott Makeig (data, curation)",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "HowToAcknowledge": "Cite this paper: https://pubmed.ncbi.nlm.nih.gov/18482717/ and consider including the following message: 'This data was obtained from the OpenNeuro database. Its accession number is ds002893'",
+    "ReferencesAndLinks": [
+        "Ceponiene R., Westerfield M., Torki M., and Townsend J.(2008). Modality-specificity of sensory aging in vision and audition: Evidence from event-related potentials, Brain Research, vol. 1215, 53-68. DOI: 10.1016/j.brainres.2008.02.010."
+    ],
+    "Funding": [
+        "National Institutes of Health National Institute on Aging (R01-AG18030)."
+    ],
+    "DatasetDOI": "doi:10.18112/openneuro.ds002893.v2.0.0"
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed/dataset_description.json b/datasets/eeg_ds003645s_hed/dataset_description.json
index 27c54889..83d930da 100644
--- a/datasets/eeg_ds003645s_hed/dataset_description.json
+++ b/datasets/eeg_ds003645s_hed/dataset_description.json
@@ -1,27 +1,27 @@
-{
-    "Name": "Face processing MEEG dataset with HED annotation",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Daniel G. Wakeman",
-        "Richard N Henson",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Scott Makeig (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
-        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
-        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
-    ],
-    "Funding": [
-        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
-        "Curation was supported by:  NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
-	"EthicsApprovals": [
-	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
-	]
+{
+    "Name": "Face processing MEEG dataset with HED annotation",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Daniel G. Wakeman",
+        "Richard N Henson",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Scott Makeig (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
+        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
+        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
+    ],
+    "Funding": [
+        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
+        "Curation was supported by:  NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
+	"EthicsApprovals": [
+	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
+	]
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed_column/dataset_description.json b/datasets/eeg_ds003645s_hed_column/dataset_description.json
index 22781305..24efb6b8 100644
--- a/datasets/eeg_ds003645s_hed_column/dataset_description.json
+++ b/datasets/eeg_ds003645s_hed_column/dataset_description.json
@@ -1,27 +1,27 @@
-{
-    "Name": "Face processing MEEG dataset with HED annotation",
-    "BIDSVersion": "1.8.0",
-    "HEDVersion": "8.1.0",
-    "License": "CC0",
-    "Authors": [
-        "Daniel G. Wakeman",
-        "Richard N Henson",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Scott Makeig (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
-        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
-        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
-    ],
-    "Funding": [
-        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
-        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
-	"EthicsApprovals": [
-	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
-	]
+{
+    "Name": "Face processing MEEG dataset with HED annotation",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Daniel G. Wakeman",
+        "Richard N Henson",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Scott Makeig (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
+        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
+        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
+    ],
+    "Funding": [
+        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
+        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
+	"EthicsApprovals": [
+	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
+	]
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed_demo/dataset_description.json b/datasets/eeg_ds003645s_hed_demo/dataset_description.json
index 27c54889..83d930da 100644
--- a/datasets/eeg_ds003645s_hed_demo/dataset_description.json
+++ b/datasets/eeg_ds003645s_hed_demo/dataset_description.json
@@ -1,27 +1,27 @@
-{
-    "Name": "Face processing MEEG dataset with HED annotation",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Daniel G. Wakeman",
-        "Richard N Henson",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Scott Makeig (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
-        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
-        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
-    ],
-    "Funding": [
-        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
-        "Curation was supported by:  NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
-	"EthicsApprovals": [
-	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
-	]
+{
+    "Name": "Face processing MEEG dataset with HED annotation",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Daniel G. Wakeman",
+        "Richard N Henson",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Scott Makeig (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
+        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
+        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
+    ],
+    "Funding": [
+        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
+        "Curation was supported by:  NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
+	"EthicsApprovals": [
+	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
+	]
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed_library/dataset_description.json b/datasets/eeg_ds003645s_hed_library/dataset_description.json
index 0a9809ab..f6cb80f0 100644
--- a/datasets/eeg_ds003645s_hed_library/dataset_description.json
+++ b/datasets/eeg_ds003645s_hed_library/dataset_description.json
@@ -1,27 +1,27 @@
-{
-    "Name": "Face processing MEEG dataset with HED annotation",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": ["8.2.0", "sc:score_1.0.0", "test:testlib_1.0.2"],
-    "License": "CC0",
-    "Authors": [
-        "Daniel G. Wakeman",
-        "Richard N Henson",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Scott Makeig (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
-        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
-        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
-    ],
-    "Funding": [
-        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
-        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
-	"EthicsApprovals": [
-	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
-	]
+{
+    "Name": "Face processing MEEG dataset with HED annotation",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": ["score_2.0.0", "test:testlib_1.0.2"],
+    "License": "CC0",
+    "Authors": [
+        "Daniel G. Wakeman",
+        "Richard N Henson",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Scott Makeig (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
+        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
+        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
+    ],
+    "Funding": [
+        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
+        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
+	"EthicsApprovals": [
+	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
+	]
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed_library/task-FacePerception_events.json b/datasets/eeg_ds003645s_hed_library/task-FacePerception_events.json
index cf670632..ebbe72de 100644
--- a/datasets/eeg_ds003645s_hed_library/task-FacePerception_events.json
+++ b/datasets/eeg_ds003645s_hed_library/task-FacePerception_events.json
@@ -25,12 +25,12 @@
       "show_face": "Sensory-event, test:Experimental-stimulus, (Def/Face-image, Onset), (Def/Blink-inhibition-task,Onset),(Def/Cross-only, Offset)",
       "show_face_initial": "Sensory-event, Experimental-stimulus, (Def/Face-image, Onset), (Def/Blink-inhibition-task,Onset), (Def/Fixation-task, Onset)",
       "show_circle": "Sensory-event, (Intended-effect, Cue), (Def/Circle-only, Onset), (Def/Face-image, Offset), (Def/Blink-inhibition-task, Offset), (Def/Fixation-task, Offset)",
-      "show_cross": "Sensory-event, (Intended-effect, Cue), (Def/Cross-only, Onset), (Def/Fixation-task, Onset),  (Def/Circle-only, Offset), sc:Hyperventilation-refused-procedure/Could not comply",
+      "show_cross": "Sensory-event, (Intended-effect, Cue), (Def/Cross-only, Onset), (Def/Fixation-task, Onset),  (Def/Circle-only, Offset), Hyperventilation-refused-procedure/Could not comply",
       "left_press": "Agent-action, Participant-response, Def/Press-left-finger",
       "right_press": "Agent-action, Participant-response, Def/Press-right-finger",
       "setup_left_sym": "Experiment-structure, (Def/Left-sym-cond, Onset), (Def/Initialize-recording, Onset)",
       "setup_right_sym": "Experiment-structure, (Def/Right-sym-cond, Onset), (Def/Initialize-recording, Onset)",
-      "double_press": "Agent-action, Indeterminate-action, sc:Sleep-architecture, (Press, Keyboard-key)"
+      "double_press": "Agent-action, Indeterminate-action, Sleep-architecture, (Press, Keyboard-key)"
     }
   },
   "face_type": {
@@ -64,7 +64,7 @@
   },
   "rep_lag": {
     "Description": "How face images before this one was the image was previously presented.",
-    "HED": "(Face, Item-interval/#), test:Informational-property, sc:Discontinuous-background-activity"
+    "HED": "(Face, Item-interval/#), test:Informational-property, Discontinuous-background-activity"
   },
   "stim_file": {
     "Description": "Path of the stimulus file in the stimuli directory.",
@@ -73,7 +73,7 @@
   "hed_def_sensory": {
     "Description": "Metadata dictionary for gathering sensory definitions",
     "HED": {
-      "cross_only_def": "(Definition/Cross-only, (Visual-presentation, (Foreground-view, (White, Cross), (Center-of, Computer-screen)), sc:Sleep-architecture, (Background-view, Black), test:Cue, Description/A white fixation cross on a black background in the center of the screen.))",
+      "cross_only_def": "(Definition/Cross-only, (Visual-presentation, (Foreground-view, (White, Cross), (Center-of, Computer-screen)), Sleep-architecture, (Background-view, Black), test:Cue, Description/A white fixation cross on a black background in the center of the screen.))",
       "face_image_def": "(Definition/Face-image, (Visual-presentation, (Foreground-view, ((Image, Face, Hair), Color/Grayscale), ((White, Cross), (Center-of, Computer-screen))), (Background-view, Black), Description/A happy or neutral face in frontal or three-quarters frontal pose with long hair cropped presented as an achromatic foreground image on a black background with a white fixation cross superposed.))",
       "circle_only_def": "(Definition/Circle-only, (Visual-presentation, (Foreground-view, ((White, Circle), (Center-of, Computer-screen))), (Background-view, Black), Description/A white circle on a black background in the center of the screen.))"
     }
diff --git a/datasets/eeg_ds003645s_hed_partnered/dataset_description.json b/datasets/eeg_ds003645s_hed_partnered/dataset_description.json
index 6844ca5a..f6cb80f0 100644
--- a/datasets/eeg_ds003645s_hed_partnered/dataset_description.json
+++ b/datasets/eeg_ds003645s_hed_partnered/dataset_description.json
@@ -1,27 +1,27 @@
-{
-    "Name": "Face processing MEEG dataset with HED annotation",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": ["score_1.1.0", "test:testlib_1.0.2"],
-    "License": "CC0",
-    "Authors": [
-        "Daniel G. Wakeman",
-        "Richard N Henson",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Scott Makeig (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
-        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
-        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
-    ],
-    "Funding": [
-        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
-        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
-	"EthicsApprovals": [
-	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
-	]
+{
+    "Name": "Face processing MEEG dataset with HED annotation",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": ["score_2.0.0", "test:testlib_1.0.2"],
+    "License": "CC0",
+    "Authors": [
+        "Daniel G. Wakeman",
+        "Richard N Henson",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Scott Makeig (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
+        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
+        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
+    ],
+    "Funding": [
+        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
+        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
+	"EthicsApprovals": [
+	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
+	]
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed_remodel/dataset_description.json b/datasets/eeg_ds003645s_hed_remodel/dataset_description.json
index 791404ad..24efb6b8 100644
--- a/datasets/eeg_ds003645s_hed_remodel/dataset_description.json
+++ b/datasets/eeg_ds003645s_hed_remodel/dataset_description.json
@@ -1,27 +1,27 @@
-{
-    "Name": "Face processing MEEG dataset with HED annotation",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Daniel G. Wakeman",
-        "Richard N Henson",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)",
-        "Scott Makeig (curation)",
-        "Arno Delorme (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
-        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
-        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
-    ],
-    "Funding": [
-        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
-        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
-	"EthicsApprovals": [
-	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
-	]
+{
+    "Name": "Face processing MEEG dataset with HED annotation",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Daniel G. Wakeman",
+        "Richard N Henson",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)",
+        "Scott Makeig (curation)",
+        "Arno Delorme (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Wakeman, D., Henson, R. (2015). A multi-subject, multi-modal human neuroimaging dataset. Sci Data 2, 150001. https://doi.org/10.1038/sdata.2015.1",
+        "Robbins, K., Truong, D., Appelhoff, S., Delorme, A., & Makeig, S. (2021). Capturing the nature of events and event context using Hierarchical Event Descriptors (HED). In press for NeuroImage Special Issue Practice in MEEG. NeuroImage 245 (2021) 118766. Online: https://www.sciencedirect.com/science/article/pii/S1053811921010387.",
+        "Robbins, K., Truong, D., Jones, A., Callanan, I., & Makeig, S. (2021). Building FAIR functionality: Annotating events in time series data using Hierarchical Event Descriptors (HED). Neuroinformatics Special Issue Building the NeuroCommons. Neuroinformatics https://doi.org/10.1007/s12021-021-09537-4. Online: https://link.springer.com/article/10.1007/s12021-021-09537-4."
+    ],
+    "Funding": [
+        "Experiment was supported by the UK Medical Research Council (MC_A060_5PR10) and Elekta Ltd.",
+        "Curation was supported by: NIH R01 EB023297-03, NIH R01 NS047293-l4, NIH R24 MH120037-01, and R01 MH126700-01A1."
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds003645.v2.0.2",
+	"EthicsApprovals": [
+	    "The study was approved by Cambridge University Psychological Ethics Committee. Written informed consent was obtained from each participant prior to and following each phase of the experiment."
+	]
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds004105s_hed/dataset_description.json b/datasets/eeg_ds004105s_hed/dataset_description.json
index 91c354c0..ea76ed65 100644
--- a/datasets/eeg_ds004105s_hed/dataset_description.json
+++ b/datasets/eeg_ds004105s_hed/dataset_description.json
@@ -1,28 +1,28 @@
-{
-    "Name": "BCIT Auditory Cueing",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Javier Garcia (data)",
-        "Justin Brooks (data)",
-        "Scott Kerick (data)",
-        "Tony Johnson (data and curation)",
-        "Tim Mullen (data)",
-        "Jean Vettel (data)",
-        "Jonathan Touryan (curation)",
-        "Kay Robbins (curation)"
-    ],
-    "Acknowledgments": "Tony Johnson and Mike Dunkel from DCS Corporation originally curated the data in ESS (EEG Study Schema) format. Kay Robbins, Joe Lambeth and Jonathan Balraj of the University of Texas at San Antonio performed further curation and placed this dataset in BIDS format. The experiments were performed at Teledyne Laboratories (Durham, NC)  under contract with the US Army Research Laboratory. The study was reviewed and approved by the U.S. Army Human Research Protections Office (Protocol ARL 12-040) before the study began.",
-    "HowToAcknowledge": "Garcia, J.O., Brooks, J., Kerick, S., Johnson, T., Mullen, T.R., Vettel, J.M., 2017. Estimating direction in brain-behavior interactions: Proactive and reactive brain states in driving. NeuroImage 150, 239-249, https://doi.org/10.1016/j.neuroimage.2017.02.057.",
-    "Funding": [
-        "This research was sponsored by the Army Research Laboratory and was accomplished under Cooperative Agreement Number W911NF-10-0-0002."
-    ],
-	"EthicsApprovals": ["U.S. Army Human Research Protections Office (Protocol ARL 12–040)"],
-    "ReferencesAndLinks": [
-        "Garcia, J.O., Brooks, J., Kerick, S., Johnson, T., Mullen, T.R., Vettel, J.M., 2017. Estimating direction in brain-behavior interactions: Proactive and reactive brain states in driving. NeuroImage 150, 239-249. https://doi.org/10.1016/j.neuroimage.2017.02.057.",
-        "Bigdely-Shamlo, N., Touryan, J., Ojeda, A., Kothe, C., Mullen, T., Robbins, K., 2019. Automated EEG mega-analysis I: Spectral and amplitude characteristics across studies, NeuroImage, p. 116361, https://doi.org/10.1016/j.neuroimage.2019.116361",
-        "Bigdely-Shamlo, N., Touryan, J., Ojeda, A., Kothe, C., Mullen, T., Robbins, K., 2019. Automated EEG mega-analysis II: Cognitive aspects of event related features, NeuroImage, p. 116054, https://doi.org/10.1016/j.neuroimage.2019.116054"
-    ],
-    "DatasetDOI": "doi:10.18112/openneuro.ds004105.v1.0.0"
+{
+    "Name": "BCIT Auditory Cueing",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Javier Garcia (data)",
+        "Justin Brooks (data)",
+        "Scott Kerick (data)",
+        "Tony Johnson (data and curation)",
+        "Tim Mullen (data)",
+        "Jean Vettel (data)",
+        "Jonathan Touryan (curation)",
+        "Kay Robbins (curation)"
+    ],
+    "Acknowledgments": "Tony Johnson and Mike Dunkel from DCS Corporation originally curated the data in ESS (EEG Study Schema) format. Kay Robbins, Joe Lambeth and Jonathan Balraj of the University of Texas at San Antonio performed further curation and placed this dataset in BIDS format. The experiments were performed at Teledyne Laboratories (Durham, NC)  under contract with the US Army Research Laboratory. The study was reviewed and approved by the U.S. Army Human Research Protections Office (Protocol ARL 12-040) before the study began.",
+    "HowToAcknowledge": "Garcia, J.O., Brooks, J., Kerick, S., Johnson, T., Mullen, T.R., Vettel, J.M., 2017. Estimating direction in brain-behavior interactions: Proactive and reactive brain states in driving. NeuroImage 150, 239-249, https://doi.org/10.1016/j.neuroimage.2017.02.057.",
+    "Funding": [
+        "This research was sponsored by the Army Research Laboratory and was accomplished under Cooperative Agreement Number W911NF-10-0-0002."
+    ],
+	"EthicsApprovals": ["U.S. Army Human Research Protections Office (Protocol ARL 12–040)"],
+    "ReferencesAndLinks": [
+        "Garcia, J.O., Brooks, J., Kerick, S., Johnson, T., Mullen, T.R., Vettel, J.M., 2017. Estimating direction in brain-behavior interactions: Proactive and reactive brain states in driving. NeuroImage 150, 239-249. https://doi.org/10.1016/j.neuroimage.2017.02.057.",
+        "Bigdely-Shamlo, N., Touryan, J., Ojeda, A., Kothe, C., Mullen, T., Robbins, K., 2019. Automated EEG mega-analysis I: Spectral and amplitude characteristics across studies, NeuroImage, p. 116361, https://doi.org/10.1016/j.neuroimage.2019.116361",
+        "Bigdely-Shamlo, N., Touryan, J., Ojeda, A., Kothe, C., Mullen, T., Robbins, K., 2019. Automated EEG mega-analysis II: Cognitive aspects of event related features, NeuroImage, p. 116054, https://doi.org/10.1016/j.neuroimage.2019.116054"
+    ],
+    "DatasetDOI": "doi:10.18112/openneuro.ds004105.v1.0.0"
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds004106s_hed/dataset_description.json b/datasets/eeg_ds004106s_hed/dataset_description.json
index 6c29b56c..637c157d 100644
--- a/datasets/eeg_ds004106s_hed/dataset_description.json
+++ b/datasets/eeg_ds004106s_hed/dataset_description.json
@@ -1,7 +1,7 @@
 {
   "Name": "BCIT Advanced Guard Duty",
-  "BIDSVersion": "1.9.0",
-  "HEDVersion": "8.2.0",
+  "BIDSVersion": "1.10.0",
+  "HEDVersion": "8.3.0",
   "License": "CC0",
   "Authors": [
               "Jonathan Touryan (data and curation)", 
diff --git a/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json b/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json
index 78b06148..ee3d3012 100644
--- a/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json
+++ b/datasets/eeg_ds004117s_hed_sternberg/dataset_description.json
@@ -1,21 +1,21 @@
-{
-    "Name": "Sternberg Working Memory",
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Julie Onton (data)",
-        "Scott Makeig (data and curation)",
-        "Arnaud Delorme (data and curation)",
-        "Dung Truong (curation)",
-        "Kay Robbins (curation)"
-    ],
-    "ReferencesAndLinks": [
-        "Onton, J., Delorme, A., and Makeig, S. (2005). Frontal midline EEG dynamics during working memory. Neuroimage 27, 241-356. https://doi.org/10.1016/j.neuroimage.2005.04.014."
-    ],
-    "Funding": [
-        "National Institutes of Health NS047293",
-        "Swartz Foundation"
-    ],
-    "HowToAcknowledge": "Cite this paper: https://pubmed.ncbi.nlm.nih.gov/15927487/ and consider including the following message: 'This data was obtained from the OpenNeuro database. Its accession number is ds00xxxx.'"
+{
+    "Name": "Sternberg Working Memory",
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Julie Onton (data)",
+        "Scott Makeig (data and curation)",
+        "Arnaud Delorme (data and curation)",
+        "Dung Truong (curation)",
+        "Kay Robbins (curation)"
+    ],
+    "ReferencesAndLinks": [
+        "Onton, J., Delorme, A., and Makeig, S. (2005). Frontal midline EEG dynamics during working memory. Neuroimage 27, 241-356. https://doi.org/10.1016/j.neuroimage.2005.04.014."
+    ],
+    "Funding": [
+        "National Institutes of Health NS047293",
+        "Swartz Foundation"
+    ],
+    "HowToAcknowledge": "Cite this paper: https://pubmed.ncbi.nlm.nih.gov/15927487/ and consider including the following message: 'This data was obtained from the OpenNeuro database. Its accession number is ds00xxxx.'"
 }
\ No newline at end of file
diff --git a/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json b/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json
index bc3cf655..9620e77d 100644
--- a/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json
+++ b/datasets/eeg_ds004117s_hed_sternberg/task-WorkingMemory_events.json
@@ -59,11 +59,11 @@
     },
     "letter": {
         "Description": "The character appearing on the screen",
-        "HED": "(Character, Label/#)"
+        "HED": "(Character, ID/#)"
     },
     "memory_cond": {
         "Description": "Number of letters that must be paid attention to or remembered.",
-        "HED": "(Condition-variable/Items-to-memorize, Item-count, Target, Label/#)"
+        "HED": "(Condition-variable/Items-to-memorize, Item-count/#, Target)"
     },
 	"sample": {
 		"Description": "Number of the sample taken in acquisition relative to EEG with first sample being 1."
diff --git a/datasets/fmri_ds002790s_hed_aomic/dataset_description.json b/datasets/fmri_ds002790s_hed_aomic/dataset_description.json
index f2f38d09..20804ab1 100644
--- a/datasets/fmri_ds002790s_hed_aomic/dataset_description.json
+++ b/datasets/fmri_ds002790s_hed_aomic/dataset_description.json
@@ -1,22 +1,22 @@
-{
-    "Name": "AOMIC-PIOP2",
-    "BIDSVersion": "1.9.0",
-	"HEDVersion": "8.2.0",
-    "License": "CC0",
-    "Authors": [
-        "Lukas Snoek",
-        "Maite van der Miesen",
-        "Andries van der Leij",
-        "Tinka Beemsterboer",
-        "Annemarie Eigenhuis",
-        "Steven Scholte"
-    ],
-    "Acknowledgements": "We thank all research assistants and students who helped collecting the data of the three projects, Jasper Wijnen and Marco Teunisse for advice and guidance with respect to anonymization and GDPR-related concerns, and Jos Bloemers, Sennay Ghebeab, Adriaan Tuiten, Joram van Driel, Christian Olivers, Ilja Sligte, Sara Jahfari, Guido van Wingen, and Suzanne Oosterwijk for help with designing the paradigms, Marcus Spaan for technical support, and Franklin Feingold and Joe Wexler for help with uploading the datasets to Openneuro.",
-    "HowToAcknowledge": "Snoek, L., van der Miesen, M.M., Beemsterboer, T., van der Leij, A., Eigenhuis, A., & Scholte, H.S. (in prep.). The Amsterdam Open MRI Collection, a set of multimodal MRI datasets for individual difference analyses.",
-    "Funding": [],
-    "ReferencesAndLinks": [
-        "https://nilab-uva.github.io/AOMIC.github.io/",
-        "https://github.com/NILAB-UvA/PIOP2"
-    ],
-    "DatasetDOI": "10.18112/openneuro.ds002790.v2.0.0"
+{
+    "Name": "AOMIC-PIOP2",
+    "BIDSVersion": "1.10.0",
+	"HEDVersion": "8.3.0",
+    "License": "CC0",
+    "Authors": [
+        "Lukas Snoek",
+        "Maite van der Miesen",
+        "Andries van der Leij",
+        "Tinka Beemsterboer",
+        "Annemarie Eigenhuis",
+        "Steven Scholte"
+    ],
+    "Acknowledgements": "We thank all research assistants and students who helped collecting the data of the three projects, Jasper Wijnen and Marco Teunisse for advice and guidance with respect to anonymization and GDPR-related concerns, and Jos Bloemers, Sennay Ghebeab, Adriaan Tuiten, Joram van Driel, Christian Olivers, Ilja Sligte, Sara Jahfari, Guido van Wingen, and Suzanne Oosterwijk for help with designing the paradigms, Marcus Spaan for technical support, and Franklin Feingold and Joe Wexler for help with uploading the datasets to Openneuro.",
+    "HowToAcknowledge": "Snoek, L., van der Miesen, M.M., Beemsterboer, T., van der Leij, A., Eigenhuis, A., & Scholte, H.S. (in prep.). The Amsterdam Open MRI Collection, a set of multimodal MRI datasets for individual difference analyses.",
+    "Funding": [],
+    "ReferencesAndLinks": [
+        "https://nilab-uva.github.io/AOMIC.github.io/",
+        "https://github.com/NILAB-UvA/PIOP2"
+    ],
+    "DatasetDOI": "10.18112/openneuro.ds002790.v2.0.0"
 }
\ No newline at end of file
diff --git a/datasets/fmri_soccer21s_hed/dataset_description.json b/datasets/fmri_soccer21s_hed/dataset_description.json
index 33c5ec5e..5974d42f 100644
--- a/datasets/fmri_soccer21s_hed/dataset_description.json
+++ b/datasets/fmri_soccer21s_hed/dataset_description.json
@@ -1,26 +1,26 @@
-{
-    "Name": "Soccer21",
-    "GeneratedBy": [
-        {
-            "Name": "BIDScoin",
-            "Version": "3.7.0",
-            "CodeURL": "https://github.com/Donders-Institute/bidscoin"
-        }
-    ],
-    "BIDSVersion": "1.9.0",
-    "HEDVersion": "8.2.0",
-    "DatasetType": "raw",
-    "License": "Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)",
-    "Authors": [
-        "Fabio Richlan",
-        "Jürgen Birklbauer", 
-        "Monique Denissen",
-        "Mateusz Pawlik",
-        "Martin Kronbichler",
-        "Florian Hutzler"
-    ],
-    "HowToAcknowledge": "Please write to fabio.richlan@plus.ac.at for further information.",
-    "EthicsApprovals": [
-        "Ethical review committee of the Paris-Lodron-University of Salzburg"
-    ]
-}
+{
+    "Name": "Soccer21",
+    "GeneratedBy": [
+        {
+            "Name": "BIDScoin",
+            "Version": "3.7.0",
+            "CodeURL": "https://github.com/Donders-Institute/bidscoin"
+        }
+    ],
+    "BIDSVersion": "1.10.0",
+    "HEDVersion": "8.3.0",
+    "DatasetType": "raw",
+    "License": "Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0)",
+    "Authors": [
+        "Fabio Richlan",
+        "Jürgen Birklbauer", 
+        "Monique Denissen",
+        "Mateusz Pawlik",
+        "Martin Kronbichler",
+        "Florian Hutzler"
+    ],
+    "HowToAcknowledge": "Please write to fabio.richlan@plus.ac.at for further information.",
+    "EthicsApprovals": [
+        "Ethical review committee of the Paris-Lodron-University of Salzburg"
+    ]
+}
diff --git a/src/jupyter_notebooks/bids/validate_bids_dataset_with_libraries.ipynb b/src/jupyter_notebooks/bids/validate_bids_dataset_with_libraries.ipynb
index 615b5429..a4a8403f 100644
--- a/src/jupyter_notebooks/bids/validate_bids_dataset_with_libraries.ipynb
+++ b/src/jupyter_notebooks/bids/validate_bids_dataset_with_libraries.ipynb
@@ -23,13 +23,12 @@
     "\n",
     "## Now validate URLs\n",
     "print(\"\\nNow validating with schema URLs.\")\n",
-    "base_version = '8.2.0'\n",
+    "base_version = '8.3.0'\n",
     "library1_url = \"https://raw.githubusercontent.com/hed-standard/hed-schemas/main/\" + \\\n",
-    "               \"library_schemas/score/hedxml/HED_score_1.0.0.xml\"\n",
+    "               \"library_schemas/score/hedxml/HED_score_2.0.0.xml\"\n",
     "library2_url = \"https://raw.githubusercontent.com/hed-standard/hed-schemas/main/\" + \\\n",
     "               \"library_schemas/testlib/hedxml/HED_testlib_1.0.2.xml\"\n",
-    "schema_list = [load_schema_version(xml_version=base_version),\n",
-    "               load_schema(library1_url, schema_namespace=\"sc\"),\n",
+    "schema_list = [load_schema(library1_url, schema_namespace=\"\"),\n",
     "               load_schema(library2_url, schema_namespace=\"test\")]\n",
     "bids.schema = HedSchemaGroup(schema_list)\n",
     "\n",
@@ -44,8 +43,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:15:49.216354Z",
-     "start_time": "2024-06-15T16:15:42.541945Z"
+     "end_time": "2024-09-26T10:59:47.781758Z",
+     "start_time": "2024-09-26T10:59:43.417427Z"
     }
    },
    "outputs": [
@@ -61,7 +60,7 @@
      ]
     }
    ],
-   "execution_count": 1
+   "execution_count": 2
   },
   {
    "cell_type": "raw",
diff --git a/src/jupyter_notebooks/bids/validate_bids_datasets.ipynb b/src/jupyter_notebooks/bids/validate_bids_datasets.ipynb
index ba92a0ef..e3f9543a 100644
--- a/src/jupyter_notebooks/bids/validate_bids_datasets.ipynb
+++ b/src/jupyter_notebooks/bids/validate_bids_datasets.ipynb
@@ -70,8 +70,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:16:40.666531Z",
-     "start_time": "2024-06-15T16:16:08.008717Z"
+     "end_time": "2024-09-26T11:00:33.328081Z",
+     "start_time": "2024-09-26T11:00:06.227910Z"
     }
    },
    "outputs": [
@@ -79,7 +79,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using HEDTOOLS version: {'date': '2024-06-14T17:02:33-0500', 'dirty': False, 'error': None, 'full-revisionid': '940e75ddcedd5a14910098b60277413edc3c024e', 'version': '0.5.0'}\n",
+      "Using HEDTOOLS version: {'date': '2024-09-22T07:25:45-0500', 'dirty': False, 'error': None, 'full-revisionid': '5b99266536c785274c5d0d263914fe01160717ae', 'version': '0.5.0+109.g5b992665'}\n",
       "\n",
       "Validating eeg_ds002893s_hed_attention_shift\n",
       "No HED validation errors\n",
@@ -116,7 +116,7 @@
      ]
     }
    ],
-   "execution_count": 1
+   "execution_count": 2
   }
  ],
  "metadata": {

From d46dc1a6c499a8a5e1aa667a23f80d36349e29b4 Mon Sep 17 00:00:00 2001
From: Kay Robbins <1189050+VisLab@users.noreply.github.com>
Date: Thu, 26 Sep 2024 06:22:14 -0500
Subject: [PATCH 2/2] Reran the the jupyter notebooks to verify

---
 .../backups/test_backup/backup_lock.json      |   8 +
 ...b-002_task-FacePerception_run-1_events.tsv | 201 ++++++++++++++++++
 ...b-002_task-FacePerception_run-2_events.tsv | 201 ++++++++++++++++++
 ...b-002_task-FacePerception_run-3_events.tsv | 201 ++++++++++++++++++
 ...b-003_task-FacePerception_run-1_events.tsv | 201 ++++++++++++++++++
 ...b-003_task-FacePerception_run-2_events.tsv | 201 ++++++++++++++++++
 ...b-003_task-FacePerception_run-3_events.tsv | 201 ++++++++++++++++++
 .../bids/find_event_combinations.ipynb        |   6 +-
 .../bids/merge_spreadsheet_into_sidecar.ipynb |   6 +-
 .../bids/sidecar_to_spreadsheet.ipynb         |   6 +-
 .../bids/summarize_events.ipynb               |   4 +-
 .../bids/validate_bids_dataset.ipynb          |   6 +-
 .../remodeling/run_remodel.ipynb              |   8 +-
 .../remodeling/run_remodel_backup.ipynb       | 164 +++++++-------
 14 files changed, 1314 insertions(+), 100 deletions(-)
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_lock.json
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-1_events.tsv
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-2_events.tsv
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-3_events.tsv
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-1_events.tsv
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-2_events.tsv
 create mode 100644 datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-3_events.tsv

diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_lock.json b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_lock.json
new file mode 100644
index 00000000..3a58d2ca
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_lock.json
@@ -0,0 +1,8 @@
+{
+    "sub-002/eeg/sub-002_task-FacePerception_run-1_events.tsv": "2024-09-26 06:21:25.255253",
+    "sub-002/eeg/sub-002_task-FacePerception_run-2_events.tsv": "2024-09-26 06:21:25.255253",
+    "sub-002/eeg/sub-002_task-FacePerception_run-3_events.tsv": "2024-09-26 06:21:25.255253",
+    "sub-003/eeg/sub-003_task-FacePerception_run-1_events.tsv": "2024-09-26 06:21:25.255253",
+    "sub-003/eeg/sub-003_task-FacePerception_run-2_events.tsv": "2024-09-26 06:21:25.255253",
+    "sub-003/eeg/sub-003_task-FacePerception_run-3_events.tsv": "2024-09-26 06:21:25.255253"
+}
\ No newline at end of file
diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-1_events.tsv b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-1_events.tsv
new file mode 100644
index 00000000..24b41a36
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-1_events.tsv
@@ -0,0 +1,201 @@
+onset	duration	sample	event_type	face_type	rep_status	trial	rep_lag	value	stim_file
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+25.0352727273	n/a	6258.8182	show_circle	n/a	n/a	1	n/a	0	circle.bmp
+25.158	n/a	6289.5	left_press	n/a	n/a	1	n/a	256	n/a
+26.7352727273	n/a	6683.8182	show_cross	n/a	n/a	2	n/a	1	cross.bmp
+27.2498181818	n/a	6812.4545	show_face	unfamiliar_face	immediate_repeat	2	1	14	u032.bmp
+27.8970909091	n/a	6974.2727	left_press	n/a	n/a	2	n/a	256	n/a
+28.0998181818	n/a	7024.9545	show_circle	n/a	n/a	2	n/a	0	circle.bmp
+29.7998181818	n/a	7449.9545	show_cross	n/a	n/a	3	n/a	1	cross.bmp
+30.3570909091	n/a	7589.2727	show_face	unfamiliar_face	first_show	3	n/a	13	u088.bmp
+31.188	n/a	7797.0	show_circle	n/a	n/a	3	n/a	0	circle.bmp
+32.888	n/a	8222.0	show_cross	n/a	n/a	4	n/a	1	cross.bmp
+33.3643636364	n/a	8341.0909	show_face	unfamiliar_face	first_show	4	n/a	13	u084.bmp
+34.368	n/a	8592.0	show_circle	n/a	n/a	4	n/a	0	circle.bmp
+36.068	n/a	9017.0	show_cross	n/a	n/a	5	n/a	1	cross.bmp
+36.5561818182	n/a	9139.0455	show_face	famous_face	first_show	5	n/a	5	f123.bmp
+37.3161818182	n/a	9329.0455	right_press	n/a	n/a	5	n/a	4096	n/a
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+39.0825454545	n/a	9770.6364	show_cross	n/a	n/a	6	n/a	1	cross.bmp
+39.5789090909	n/a	9894.7273	show_face	unfamiliar_face	first_show	6	n/a	13	u022.bmp
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+42.2816363636	n/a	10570.4091	show_cross	n/a	n/a	7	n/a	1	cross.bmp
+42.8025454545	n/a	10700.6364	show_face	famous_face	first_show	7	n/a	5	f094.bmp
+43.5489090909	n/a	10887.2273	right_press	n/a	n/a	7	n/a	4096	n/a
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+46.043454545500005	n/a	11510.8636	show_face	scrambled_face	first_show	8	n/a	17	s150.bmp
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+49.1343636364	n/a	12283.5909	show_face	unfamiliar_face	delayed_repeat	9	6	15	u088.bmp
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+129.5343636364	n/a	32383.5909	show_circle	n/a	n/a	34	n/a	0	circle.bmp
+129.778	n/a	32444.5	right_press	n/a	n/a	34	n/a	4096	n/a
+131.2343636364	n/a	32808.5909	show_cross	n/a	n/a	35	n/a	1	cross.bmp
+131.758	n/a	32939.5	show_face	scrambled_face	immediate_repeat	35	1	18	s081.bmp
+132.7398181818	n/a	33184.9545	show_circle	n/a	n/a	35	n/a	0	circle.bmp
+132.7798181818	n/a	33194.9545	left_press	n/a	n/a	35	n/a	256	n/a
+134.4398181818	n/a	33609.9545	show_cross	n/a	n/a	36	n/a	1	cross.bmp
+135.0816363636	n/a	33770.4091	show_face	unfamiliar_face	first_show	36	n/a	13	u077.bmp
+135.9107272727	n/a	33977.6818	show_circle	n/a	n/a	36	n/a	0	circle.bmp
+135.9407272727	n/a	33985.1818	right_press	n/a	n/a	36	n/a	4096	n/a
+137.61072727270002	n/a	34402.6818	show_cross	n/a	n/a	37	n/a	1	cross.bmp
+138.2061818182	n/a	34551.5455	show_face	unfamiliar_face	immediate_repeat	37	1	14	u077.bmp
+139.1061818182	n/a	34776.5455	show_circle	n/a	n/a	37	n/a	0	circle.bmp
+139.12345454549998	n/a	34780.8636	right_press	n/a	n/a	37	n/a	4096	n/a
+140.8061818182	n/a	35201.5455	show_cross	n/a	n/a	38	n/a	1	cross.bmp
+141.4307272727	n/a	35357.6818	show_face	scrambled_face	delayed_repeat	38	11	19	s142.bmp
+142.2698181818	n/a	35567.4545	show_circle	n/a	n/a	38	n/a	0	circle.bmp
+142.32254545450002	n/a	35580.6364	left_press	n/a	n/a	38	n/a	256	n/a
+143.9698181818	n/a	35992.4545	show_cross	n/a	n/a	39	n/a	1	cross.bmp
+144.6207272727	n/a	36155.1818	show_face	scrambled_face	first_show	39	n/a	17	s034.bmp
+145.4498181818	n/a	36362.4545	right_press	n/a	n/a	39	n/a	4096	n/a
+145.478	n/a	36369.5	show_circle	n/a	n/a	39	n/a	0	circle.bmp
+147.178	n/a	36794.5	show_cross	n/a	n/a	40	n/a	1	cross.bmp
+147.74436363639998	n/a	36936.0909	show_face	scrambled_face	immediate_repeat	40	1	18	s034.bmp
+148.7343636364	n/a	37183.5909	show_circle	n/a	n/a	40	n/a	0	circle.bmp
+148.7452727273	n/a	37186.3182	right_press	n/a	n/a	40	n/a	4096	n/a
+150.4343636364	n/a	37608.5909	show_cross	n/a	n/a	41	n/a	1	cross.bmp
+150.9016363636	n/a	37725.4091	show_face	unfamiliar_face	delayed_repeat	41	12	15	u131.bmp
+151.868	n/a	37967.0	right_press	n/a	n/a	41	n/a	4096	n/a
+151.9189090909	n/a	37979.7273	show_circle	n/a	n/a	41	n/a	0	circle.bmp
+151.9752727273	n/a	37993.8182	double_press	n/a	n/a	41	n/a	4352	n/a
+153.6189090909	n/a	38404.7273	show_cross	n/a	n/a	42	n/a	1	cross.bmp
+154.2598181818	n/a	38564.9545	show_face	unfamiliar_face	first_show	42	n/a	13	u100.bmp
+155.0989090909	n/a	38774.7273	show_circle	n/a	n/a	42	n/a	0	circle.bmp
+155.1689090909	n/a	38792.2273	left_press	n/a	n/a	42	n/a	256	n/a
+156.7989090909	n/a	39199.7273	show_cross	n/a	n/a	43	n/a	1	cross.bmp
+157.43345454549998	n/a	39358.3636	show_face	unfamiliar_face	immediate_repeat	43	1	14	u100.bmp
+157.9898181818	n/a	39497.4545	left_press	n/a	n/a	43	n/a	256	n/a
+158.3389090909	n/a	39584.7273	show_circle	n/a	n/a	43	n/a	0	circle.bmp
+160.0389090909	n/a	40009.7273	show_cross	n/a	n/a	44	n/a	1	cross.bmp
+160.5070909091	n/a	40126.7727	show_face	scrambled_face	first_show	44	n/a	17	s087.bmp
+161.3289090909	n/a	40332.2273	left_press	n/a	n/a	44	n/a	256	n/a
+161.4152727273	n/a	40353.8182	show_circle	n/a	n/a	44	n/a	0	circle.bmp
+163.1152727273	n/a	40778.8182	show_cross	n/a	n/a	45	n/a	1	cross.bmp
+163.748	n/a	40937.0	show_face	scrambled_face	immediate_repeat	45	1	18	s087.bmp
+164.4807272727	n/a	41120.1818	right_press	n/a	n/a	45	n/a	4096	n/a
+164.7252727273	n/a	41181.3182	show_circle	n/a	n/a	45	n/a	0	circle.bmp
+166.42527272729998	n/a	41606.3182	show_cross	n/a	n/a	46	n/a	1	cross.bmp
+166.97254545450002	n/a	41743.1364	show_face	scrambled_face	delayed_repeat	46	14	19	s088.bmp
+167.9352727273	n/a	41983.8182	show_circle	n/a	n/a	46	n/a	0	circle.bmp
+168.1816363636	n/a	42045.4091	left_press	n/a	n/a	46	n/a	256	n/a
+169.6352727273	n/a	42408.8182	show_cross	n/a	n/a	47	n/a	1	cross.bmp
+170.2298181818	n/a	42557.4545	show_face	scrambled_face	first_show	47	n/a	17	s074.bmp
+171.0552727273	n/a	42763.8182	show_circle	n/a	n/a	47	n/a	0	circle.bmp
+171.398	n/a	42849.5	right_press	n/a	n/a	47	n/a	4096	n/a
+172.7552727273	n/a	43188.8182	show_cross	n/a	n/a	48	n/a	1	cross.bmp
+173.2534545455	n/a	43313.3636	show_face	unfamiliar_face	first_show	48	n/a	13	u058.bmp
+174.1370909091	n/a	43534.2727	right_press	n/a	n/a	48	n/a	4096	n/a
+174.1789090909	n/a	43544.7273	show_circle	n/a	n/a	48	n/a	0	circle.bmp
+175.8789090909	n/a	43969.7273	show_cross	n/a	n/a	49	n/a	1	cross.bmp
+176.49436363639998	n/a	44123.5909	show_face	unfamiliar_face	immediate_repeat	49	1	14	u058.bmp
+177.33436363639998	n/a	44333.5909	show_circle	n/a	n/a	49	n/a	0	circle.bmp
+177.4043636364	n/a	44351.0909	right_press	n/a	n/a	49	n/a	4096	n/a
+179.0343636364	n/a	44758.5909	show_cross	n/a	n/a	50	n/a	1	cross.bmp
+179.6343636364	n/a	44908.5909	show_face	famous_face	first_show	50	n/a	5	f038.bmp
+180.4970909091	n/a	45124.2727	show_circle	n/a	n/a	50	n/a	0	circle.bmp
+180.6652727273	n/a	45166.3182	left_press	n/a	n/a	50	n/a	256	n/a
+182.1970909091	n/a	45549.2727	show_cross	n/a	n/a	51	n/a	1	cross.bmp
+182.6752727273	n/a	45668.8182	show_face	scrambled_face	first_show	51	n/a	17	s090.bmp
+183.4961818182	n/a	45874.0455	show_circle	n/a	n/a	51	n/a	0	circle.bmp
+183.4961818182	n/a	45874.0455	right_press	n/a	n/a	51	n/a	4096	n/a
+185.1961818182	n/a	46299.0455	show_cross	n/a	n/a	52	n/a	1	cross.bmp
+185.6652727273	n/a	46416.3182	show_face	famous_face	first_show	52	n/a	5	f020.bmp
+186.3670909091	n/a	46591.7727	right_press	n/a	n/a	52	n/a	4096	n/a
+186.6225454545	n/a	46655.6364	show_circle	n/a	n/a	52	n/a	0	circle.bmp
diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-2_events.tsv b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-2_events.tsv
new file mode 100644
index 00000000..23478a2c
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-2_events.tsv
@@ -0,0 +1,201 @@
+onset	duration	sample	event_type	face_type	rep_status	trial	rep_lag	value	stim_file
+0.004	n/a	1.0	setup_right_sym	n/a	n/a	n/a	n/a	3	n/a
+25.696181818200003	n/a	6424.0455	show_face_initial	scrambled_face	first_show	1	n/a	17	s096.bmp
+26.5616363636	n/a	6640.4091	show_circle	n/a	n/a	1	n/a	0	circle.bmp
+28.2616363636	n/a	7065.4091	show_cross	n/a	n/a	2	n/a	1	cross.bmp
+28.8870909091	n/a	7221.7727	show_face	famous_face	first_show	2	n/a	5	f148.bmp
+29.771636363600003	n/a	7442.9091	right_press	n/a	n/a	2	n/a	4096	n/a
+29.9052727273	n/a	7476.3182	show_circle	n/a	n/a	2	n/a	0	circle.bmp
+31.6052727273	n/a	7901.3182	show_cross	n/a	n/a	3	n/a	1	cross.bmp
+32.1943636364	n/a	8048.5909	show_face	famous_face	immediate_repeat	3	1	6	f148.bmp
+32.7898181818	n/a	8197.4545	right_press	n/a	n/a	3	n/a	4096	n/a
+33.0316363636	n/a	8257.9091	show_circle	n/a	n/a	3	n/a	0	circle.bmp
+34.7316363636	n/a	8682.9091	show_cross	n/a	n/a	4	n/a	1	cross.bmp
+35.1843636364	n/a	8796.0909	show_face	scrambled_face	first_show	4	n/a	17	s071.bmp
+36.0289090909	n/a	9007.2273	show_circle	n/a	n/a	4	n/a	0	circle.bmp
+36.1089090909	n/a	9027.2273	right_press	n/a	n/a	4	n/a	4096	n/a
+37.7289090909	n/a	9432.2273	show_cross	n/a	n/a	5	n/a	1	cross.bmp
+38.3589090909	n/a	9589.7273	show_face	scrambled_face	immediate_repeat	5	1	18	s071.bmp
+38.8270909091	n/a	9706.7727	right_press	n/a	n/a	5	n/a	4096	n/a
+39.3707272727	n/a	9842.6818	show_circle	n/a	n/a	5	n/a	0	circle.bmp
+41.0707272727	n/a	10267.6818	show_cross	n/a	n/a	6	n/a	1	cross.bmp
+41.6498181818	n/a	10412.4545	show_face	unfamiliar_face	first_show	6	n/a	13	u005.bmp
+42.5307272727	n/a	10632.6818	show_circle	n/a	n/a	6	n/a	0	circle.bmp
+44.2307272727	n/a	11057.6818	show_cross	n/a	n/a	7	n/a	1	cross.bmp
+44.723454545500005	n/a	11180.8636	show_face	famous_face	first_show	7	n/a	5	f119.bmp
+45.4770909091	n/a	11369.2727	right_press	n/a	n/a	7	n/a	4096	n/a
+45.608	n/a	11402.0	show_circle	n/a	n/a	7	n/a	0	circle.bmp
+47.308	n/a	11827.0	show_cross	n/a	n/a	8	n/a	1	cross.bmp
+47.7970909091	n/a	11949.2727	show_face	famous_face	first_show	8	n/a	5	f145.bmp
+48.390727272700005	n/a	12097.6818	right_press	n/a	n/a	8	n/a	4096	n/a
+48.778	n/a	12194.5	show_circle	n/a	n/a	8	n/a	0	circle.bmp
+50.478	n/a	12619.5	show_cross	n/a	n/a	9	n/a	1	cross.bmp
+50.9707272727	n/a	12742.6818	show_face	scrambled_face	delayed_repeat	9	8	19	s096.bmp
+51.9816363636	n/a	12995.4091	show_circle	n/a	n/a	9	n/a	0	circle.bmp
+53.6816363636	n/a	13420.4091	show_cross	n/a	n/a	10	n/a	1	cross.bmp
+54.2789090909	n/a	13569.7273	show_face	unfamiliar_face	first_show	10	n/a	13	u117.bmp
+55.0334545455	n/a	13758.3636	right_press	n/a	n/a	10	n/a	4096	n/a
+55.1334545455	n/a	13783.3636	show_circle	n/a	n/a	10	n/a	0	circle.bmp
+56.8334545455	n/a	14208.3636	show_cross	n/a	n/a	11	n/a	1	cross.bmp
+57.4025454545	n/a	14350.6364	show_face	unfamiliar_face	immediate_repeat	11	1	14	u117.bmp
+58.11981818180001	n/a	14529.9545	right_press	n/a	n/a	11	n/a	4096	n/a
+58.2443636364	n/a	14561.0909	show_circle	n/a	n/a	11	n/a	0	circle.bmp
+59.944363636400006	n/a	14986.0909	show_cross	n/a	n/a	12	n/a	1	cross.bmp
+60.5598181818	n/a	15139.9545	show_face	famous_face	first_show	12	n/a	5	f098.bmp
+61.478	n/a	15369.5	show_circle	n/a	n/a	12	n/a	0	circle.bmp
+63.178	n/a	15794.5	show_cross	n/a	n/a	13	n/a	1	cross.bmp
+63.7843636364	n/a	15946.0909	show_face	scrambled_face	first_show	13	n/a	17	s008.bmp
+64.4870909091	n/a	16121.7727	right_press	n/a	n/a	13	n/a	4096	n/a
+64.7952727273	n/a	16198.8182	show_circle	n/a	n/a	13	n/a	0	circle.bmp
+66.49527272729999	n/a	16623.8182	show_cross	n/a	n/a	14	n/a	1	cross.bmp
+67.04163636359999	n/a	16760.4091	show_face	scrambled_face	immediate_repeat	14	1	18	s008.bmp
+67.68072727270001	n/a	16920.1818	right_press	n/a	n/a	14	n/a	4096	n/a
+67.9061818182	n/a	16976.5455	show_circle	n/a	n/a	14	n/a	0	circle.bmp
+69.6061818182	n/a	17401.5455	show_cross	n/a	n/a	15	n/a	1	cross.bmp
+70.2489090909	n/a	17562.2273	show_face	unfamiliar_face	delayed_repeat	15	9	15	u005.bmp
+71.18163636359999	n/a	17795.4091	right_press	n/a	n/a	15	n/a	4096	n/a
+71.1889090909	n/a	17797.2273	show_circle	n/a	n/a	15	n/a	0	circle.bmp
+72.8889090909	n/a	18222.2273	show_cross	n/a	n/a	16	n/a	1	cross.bmp
+73.4398181818	n/a	18359.9545	show_face	famous_face	first_show	16	n/a	5	f139.bmp
+74.26163636359999	n/a	18565.4091	right_press	n/a	n/a	16	n/a	4096	n/a
+74.31890909090001	n/a	18579.7273	show_circle	n/a	n/a	16	n/a	0	circle.bmp
+76.0189090909	n/a	19004.7273	show_cross	n/a	n/a	17	n/a	1	cross.bmp
+76.6470909091	n/a	19161.7727	show_face	famous_face	immediate_repeat	17	1	6	f139.bmp
+77.30254545449999	n/a	19325.6364	right_press	n/a	n/a	17	n/a	4096	n/a
+77.5889090909	n/a	19397.2273	show_circle	n/a	n/a	17	n/a	0	circle.bmp
+79.2889090909	n/a	19822.2273	show_cross	n/a	n/a	18	n/a	1	cross.bmp
+79.87072727270001	n/a	19967.6818	show_face	famous_face	delayed_repeat	18	11	7	f119.bmp
+80.4789090909	n/a	20119.7273	right_press	n/a	n/a	18	n/a	4096	n/a
+80.72618181819999	n/a	20181.5455	show_circle	n/a	n/a	18	n/a	0	circle.bmp
+82.42618181819999	n/a	20606.5455	show_cross	n/a	n/a	19	n/a	1	cross.bmp
+82.9116363636	n/a	20727.9091	show_face	scrambled_face	first_show	19	n/a	17	s001.bmp
+83.4970909091	n/a	20874.2727	right_press	n/a	n/a	19	n/a	4096	n/a
+83.7943636364	n/a	20948.5909	show_circle	n/a	n/a	19	n/a	0	circle.bmp
+85.49436363640001	n/a	21373.5909	show_cross	n/a	n/a	20	n/a	1	cross.bmp
+86.0852727273	n/a	21521.3182	show_face	scrambled_face	immediate_repeat	20	1	18	s001.bmp
+86.9752727273	n/a	21743.8182	right_press	n/a	n/a	20	n/a	4096	n/a
+87.1025454545	n/a	21775.6364	show_circle	n/a	n/a	20	n/a	0	circle.bmp
+88.8025454545	n/a	22200.6364	show_cross	n/a	n/a	21	n/a	1	cross.bmp
+89.3098181818	n/a	22327.4545	show_face	famous_face	delayed_repeat	21	13	7	f145.bmp
+89.988	n/a	22497.0	right_press	n/a	n/a	21	n/a	4096	n/a
+90.2452727273	n/a	22561.3182	show_circle	n/a	n/a	21	n/a	0	circle.bmp
+91.9452727273	n/a	22986.3182	show_cross	n/a	n/a	22	n/a	1	cross.bmp
+92.4161818182	n/a	23104.0455	show_face	famous_face	first_show	22	n/a	5	f028.bmp
+93.0407272727	n/a	23260.1818	right_press	n/a	n/a	22	n/a	4096	n/a
+93.2761818182	n/a	23319.0455	show_circle	n/a	n/a	22	n/a	0	circle.bmp
+94.9761818182	n/a	23744.0455	show_cross	n/a	n/a	23	n/a	1	cross.bmp
+95.5234545455	n/a	23880.8636	show_face	unfamiliar_face	first_show	23	n/a	13	u095.bmp
+96.1661818182	n/a	24041.5455	right_press	n/a	n/a	23	n/a	4096	n/a
+96.5407272727	n/a	24135.1818	show_circle	n/a	n/a	23	n/a	0	circle.bmp
+98.2407272727	n/a	24560.1818	show_cross	n/a	n/a	24	n/a	1	cross.bmp
+98.698	n/a	24674.5	show_face	famous_face	delayed_repeat	24	12	7	f098.bmp
+99.5389090909	n/a	24884.7273	show_circle	n/a	n/a	24	n/a	0	circle.bmp
+101.2389090909	n/a	25309.7273	show_cross	n/a	n/a	25	n/a	1	cross.bmp
+101.7216363636	n/a	25430.4091	show_face	scrambled_face	first_show	25	n/a	17	s037.bmp
+102.6689090909	n/a	25667.2273	show_circle	n/a	n/a	25	n/a	0	circle.bmp
+104.3689090909	n/a	26092.2273	show_cross	n/a	n/a	26	n/a	1	cross.bmp
+104.9789090909	n/a	26244.7273	show_face	scrambled_face	immediate_repeat	26	1	18	s037.bmp
+105.9925454545	n/a	26498.1364	show_circle	n/a	n/a	26	n/a	0	circle.bmp
+107.6925454545	n/a	26923.1364	show_cross	n/a	n/a	27	n/a	1	cross.bmp
+108.3198181818	n/a	27079.9545	show_face	famous_face	first_show	27	n/a	5	f089.bmp
+109.1943636364	n/a	27298.5909	show_circle	n/a	n/a	27	n/a	0	circle.bmp
+110.8943636364	n/a	27723.5909	show_cross	n/a	n/a	28	n/a	1	cross.bmp
+111.4107272727	n/a	27852.6818	show_face	famous_face	immediate_repeat	28	1	6	f089.bmp
+112.4234545455	n/a	28105.8636	show_circle	n/a	n/a	28	n/a	0	circle.bmp
+114.1234545455	n/a	28530.8636	show_cross	n/a	n/a	29	n/a	1	cross.bmp
+114.668	n/a	28667.0	show_face	famous_face	first_show	29	n/a	5	f111.bmp
+115.5052727273	n/a	28876.3182	show_circle	n/a	n/a	29	n/a	0	circle.bmp
+117.2052727273	n/a	29301.3182	show_cross	n/a	n/a	30	n/a	1	cross.bmp
+117.6752727273	n/a	29418.8182	show_face	unfamiliar_face	first_show	30	n/a	13	u070.bmp
+118.5689090909	n/a	29642.2273	show_circle	n/a	n/a	30	n/a	0	circle.bmp
+120.2689090909	n/a	30067.2273	show_cross	n/a	n/a	31	n/a	1	cross.bmp
+120.8489090909	n/a	30212.2273	show_face	famous_face	delayed_repeat	31	9	7	f028.bmp
+121.488	n/a	30372.0	right_press	n/a	n/a	31	n/a	4096	n/a
+121.7470909091	n/a	30436.7727	show_circle	n/a	n/a	31	n/a	0	circle.bmp
+123.4470909091	n/a	30861.7727	show_cross	n/a	n/a	32	n/a	1	cross.bmp
+123.9898181818	n/a	30997.4545	show_face	famous_face	first_show	32	n/a	5	f124.bmp
+124.928	n/a	31232.0	show_circle	n/a	n/a	32	n/a	0	circle.bmp
+126.628	n/a	31657.0	show_cross	n/a	n/a	33	n/a	1	cross.bmp
+127.2634545455	n/a	31815.8636	show_face	unfamiliar_face	delayed_repeat	33	10	15	u095.bmp
+127.9789090909	n/a	31994.7273	right_press	n/a	n/a	33	n/a	4096	n/a
+128.2070909091	n/a	32051.7727	show_circle	n/a	n/a	33	n/a	0	circle.bmp
+129.9070909091	n/a	32476.7727	show_cross	n/a	n/a	34	n/a	1	cross.bmp
+130.55436363639998	n/a	32638.5909	show_face	unfamiliar_face	first_show	34	n/a	13	u048.bmp
+131.4325454545	n/a	32858.1364	show_circle	n/a	n/a	34	n/a	0	circle.bmp
+131.43345454549998	n/a	32858.3636	right_press	n/a	n/a	34	n/a	4096	n/a
+133.13254545450002	n/a	33283.1364	show_cross	n/a	n/a	35	n/a	1	cross.bmp
+133.66254545450002	n/a	33415.6364	show_face	famous_face	first_show	35	n/a	5	f074.bmp
+134.5861818182	n/a	33646.5455	show_circle	n/a	n/a	35	n/a	0	circle.bmp
+136.2861818182	n/a	34071.5455	show_cross	n/a	n/a	36	n/a	1	cross.bmp
+136.9189090909	n/a	34229.7273	show_face	unfamiliar_face	first_show	36	n/a	13	u021.bmp
+137.7934545455	n/a	34448.3636	show_circle	n/a	n/a	36	n/a	0	circle.bmp
+139.4934545455	n/a	34873.3636	show_cross	n/a	n/a	37	n/a	1	cross.bmp
+140.1261818182	n/a	35031.5455	show_face	famous_face	delayed_repeat	37	8	7	f111.bmp
+141.0770909091	n/a	35269.2727	show_circle	n/a	n/a	37	n/a	0	circle.bmp
+142.7770909091	n/a	35694.2727	show_cross	n/a	n/a	38	n/a	1	cross.bmp
+143.4170909091	n/a	35854.2727	show_face	unfamiliar_face	first_show	38	n/a	13	u019.bmp
+144.2998181818	n/a	36074.9545	show_circle	n/a	n/a	38	n/a	0	circle.bmp
+145.9998181818	n/a	36499.9545	show_cross	n/a	n/a	39	n/a	1	cross.bmp
+146.54163636360002	n/a	36635.4091	show_face	unfamiliar_face	immediate_repeat	39	1	14	u019.bmp
+147.5252727273	n/a	36881.3182	show_circle	n/a	n/a	39	n/a	0	circle.bmp
+149.2252727273	n/a	37306.3182	show_cross	n/a	n/a	40	n/a	1	cross.bmp
+149.8489090909	n/a	37462.2273	show_face	unfamiliar_face	delayed_repeat	40	10	15	u070.bmp
+150.5007272727	n/a	37625.1818	right_press	n/a	n/a	40	n/a	4096	n/a
+150.7134545455	n/a	37678.3636	show_circle	n/a	n/a	40	n/a	0	circle.bmp
+152.4134545455	n/a	38103.3636	show_cross	n/a	n/a	41	n/a	1	cross.bmp
+152.8889090909	n/a	38222.2273	show_face	scrambled_face	first_show	41	n/a	17	s026.bmp
+153.8552727273	n/a	38463.8182	show_circle	n/a	n/a	41	n/a	0	circle.bmp
+155.5552727273	n/a	38888.8182	show_cross	n/a	n/a	42	n/a	1	cross.bmp
+156.17981818180002	n/a	39044.9545	show_face	scrambled_face	immediate_repeat	42	1	18	s026.bmp
+157.03345454549998	n/a	39258.3636	show_circle	n/a	n/a	42	n/a	0	circle.bmp
+158.7334545455	n/a	39683.3636	show_cross	n/a	n/a	43	n/a	1	cross.bmp
+159.2543636364	n/a	39813.5909	show_face	famous_face	delayed_repeat	43	11	7	f124.bmp
+160.11072727270002	n/a	40027.6818	show_circle	n/a	n/a	43	n/a	0	circle.bmp
+161.8107272727	n/a	40452.6818	show_cross	n/a	n/a	44	n/a	1	cross.bmp
+162.4616363636	n/a	40615.4091	show_face	scrambled_face	first_show	44	n/a	17	s086.bmp
+163.1352727273	n/a	40783.8182	right_press	n/a	n/a	44	n/a	4096	n/a
+163.428	n/a	40857.0	show_circle	n/a	n/a	44	n/a	0	circle.bmp
+165.128	n/a	41282.0	show_cross	n/a	n/a	45	n/a	1	cross.bmp
+165.6189090909	n/a	41404.7273	show_face	scrambled_face	immediate_repeat	45	1	18	s086.bmp
+166.3507272727	n/a	41587.6818	right_press	n/a	n/a	45	n/a	4096	n/a
+166.45527272729998	n/a	41613.8182	show_circle	n/a	n/a	45	n/a	0	circle.bmp
+168.1552727273	n/a	42038.8182	show_cross	n/a	n/a	46	n/a	1	cross.bmp
+168.6589090909	n/a	42164.7273	show_face	unfamiliar_face	delayed_repeat	46	12	15	u048.bmp
+169.6407272727	n/a	42410.1818	show_circle	n/a	n/a	46	n/a	0	circle.bmp
+171.3407272727	n/a	42835.1818	show_cross	n/a	n/a	47	n/a	1	cross.bmp
+171.9661818182	n/a	42991.5455	show_face	famous_face	first_show	47	n/a	5	f132.bmp
+172.91254545450002	n/a	43228.1364	show_circle	n/a	n/a	47	n/a	0	circle.bmp
+174.6125454545	n/a	43653.1364	show_cross	n/a	n/a	48	n/a	1	cross.bmp
+175.0734545455	n/a	43768.3636	show_face	famous_face	immediate_repeat	48	1	6	f132.bmp
+176.0470909091	n/a	44011.7727	show_circle	n/a	n/a	48	n/a	0	circle.bmp
+177.7470909091	n/a	44436.7727	show_cross	n/a	n/a	49	n/a	1	cross.bmp
+178.2307272727	n/a	44557.6818	show_face	famous_face	delayed_repeat	49	14	7	f074.bmp
+179.058	n/a	44764.5	show_circle	n/a	n/a	49	n/a	0	circle.bmp
+180.758	n/a	45189.5	show_cross	n/a	n/a	50	n/a	1	cross.bmp
+181.4216363636	n/a	45355.4091	show_face	famous_face	first_show	50	n/a	5	f010.bmp
+182.0661818182	n/a	45516.5455	right_press	n/a	n/a	50	n/a	4096	n/a
+182.378	n/a	45594.5	show_circle	n/a	n/a	50	n/a	0	circle.bmp
+184.078	n/a	46019.5	show_cross	n/a	n/a	51	n/a	1	cross.bmp
+184.7125454545	n/a	46178.1364	show_face	unfamiliar_face	delayed_repeat	51	15	15	u021.bmp
+185.7234545455	n/a	46430.8636	show_circle	n/a	n/a	51	n/a	0	circle.bmp
+187.4234545455	n/a	46855.8636	show_cross	n/a	n/a	52	n/a	1	cross.bmp
+188.0370909091	n/a	47009.2727	show_face	scrambled_face	first_show	52	n/a	17	s056.bmp
+188.8434545455	n/a	47210.8636	right_press	n/a	n/a	52	n/a	4096	n/a
+189.0534545455	n/a	47263.3636	show_circle	n/a	n/a	52	n/a	0	circle.bmp
+190.7534545455	n/a	47688.3636	show_cross	n/a	n/a	53	n/a	1	cross.bmp
+191.378	n/a	47844.5	show_face	scrambled_face	immediate_repeat	53	1	18	s056.bmp
+192.1116363636	n/a	48027.9091	right_press	n/a	n/a	53	n/a	4096	n/a
+192.278	n/a	48069.5	show_circle	n/a	n/a	53	n/a	0	circle.bmp
+193.978	n/a	48494.5	show_cross	n/a	n/a	54	n/a	1	cross.bmp
+194.6025454545	n/a	48650.6364	show_face	famous_face	first_show	54	n/a	5	f104.bmp
+195.2843636364	n/a	48821.0909	right_press	n/a	n/a	54	n/a	4096	n/a
+195.6134545455	n/a	48903.3636	show_circle	n/a	n/a	54	n/a	0	circle.bmp
+197.3134545455	n/a	49328.3636	show_cross	n/a	n/a	55	n/a	1	cross.bmp
+197.7761818182	n/a	49444.0455	show_face	scrambled_face	first_show	55	n/a	17	s068.bmp
+198.7707272727	n/a	49692.6818	show_circle	n/a	n/a	55	n/a	0	circle.bmp
+200.4707272727	n/a	50117.6818	show_cross	n/a	n/a	56	n/a	1	cross.bmp
+200.9998181818	n/a	50249.9545	show_face	famous_face	first_show	56	n/a	5	f036.bmp
+201.9352727273	n/a	50483.8182	show_circle	n/a	n/a	56	n/a	0	circle.bmp
+203.6352727273	n/a	50908.8182	show_cross	n/a	n/a	57	n/a	1	cross.bmp
+204.1743636364	n/a	51043.5909	show_face	famous_face	immediate_repeat	57	1	6	f036.bmp
+205.0898181818	n/a	51272.4545	show_circle	n/a	n/a	57	n/a	0	circle.bmp
diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-3_events.tsv b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-3_events.tsv
new file mode 100644
index 00000000..4a44d02e
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-002/eeg/sub-002_task-FacePerception_run-3_events.tsv
@@ -0,0 +1,201 @@
+onset	duration	sample	event_type	face_type	rep_status	trial	rep_lag	value	stim_file
+0.004	n/a	1.0	setup_right_sym	n/a	n/a	n/a	n/a	3	n/a
+24.5989090909	n/a	6149.7273	show_face_initial	unfamiliar_face	first_show	1	n/a	13	u097.bmp
+25.3198181818	n/a	6329.9545	right_press	n/a	n/a	1	n/a	4096	n/a
+25.4325454545	n/a	6358.1364	show_circle	n/a	n/a	1	n/a	0	circle.bmp
+27.1325454545	n/a	6783.1364	show_cross	n/a	n/a	2	n/a	1	cross.bmp
+27.6225454545	n/a	6905.6364	show_face	unfamiliar_face	immediate_repeat	2	1	14	u097.bmp
+28.1198181818	n/a	7029.9545	right_press	n/a	n/a	2	n/a	4096	n/a
+28.5952727273	n/a	7148.8182	show_circle	n/a	n/a	2	n/a	0	circle.bmp
+30.2952727273	n/a	7573.8182	show_cross	n/a	n/a	3	n/a	1	cross.bmp
+30.8798181818	n/a	7719.9545	show_face	famous_face	first_show	3	n/a	5	f103.bmp
+31.5625454545	n/a	7890.6364	right_press	n/a	n/a	3	n/a	4096	n/a
+31.8161818182	n/a	7954.0455	show_circle	n/a	n/a	3	n/a	0	circle.bmp
+33.5161818182	n/a	8379.0455	show_cross	n/a	n/a	4	n/a	1	cross.bmp
+34.0543636364	n/a	8513.5909	show_face	famous_face	immediate_repeat	4	1	6	f103.bmp
+34.6689090909	n/a	8667.2273	right_press	n/a	n/a	4	n/a	4096	n/a
+34.9870909091	n/a	8746.7727	show_circle	n/a	n/a	4	n/a	0	circle.bmp
+36.6870909091	n/a	9171.7727	show_cross	n/a	n/a	5	n/a	1	cross.bmp
+37.3116363636	n/a	9327.9091	show_face	unfamiliar_face	first_show	5	n/a	13	u112.bmp
+38.2052727273	n/a	9551.3182	show_circle	n/a	n/a	5	n/a	0	circle.bmp
+39.9052727273	n/a	9976.3182	show_cross	n/a	n/a	6	n/a	1	cross.bmp
+40.3689090909	n/a	10092.2273	show_face	famous_face	first_show	6	n/a	5	f130.bmp
+40.9825454545	n/a	10245.6364	right_press	n/a	n/a	6	n/a	4096	n/a
+41.3807272727	n/a	10345.1818	show_circle	n/a	n/a	6	n/a	0	circle.bmp
+43.0807272727	n/a	10770.1818	show_cross	n/a	n/a	7	n/a	1	cross.bmp
+43.5589090909	n/a	10889.7273	show_face	famous_face	first_show	7	n/a	5	f004.bmp
+44.558	n/a	11139.5	show_circle	n/a	n/a	7	n/a	0	circle.bmp
+46.258	n/a	11564.5	show_cross	n/a	n/a	8	n/a	1	cross.bmp
+46.8670909091	n/a	11716.7727	show_face	famous_face	immediate_repeat	8	1	6	f004.bmp
+47.780727272700005	n/a	11945.1818	show_circle	n/a	n/a	8	n/a	0	circle.bmp
+49.4807272727	n/a	12370.1818	show_cross	n/a	n/a	9	n/a	1	cross.bmp
+49.9570909091	n/a	12489.2727	show_face	unfamiliar_face	first_show	9	n/a	13	u111.bmp
+50.5534545455	n/a	12638.3636	right_press	n/a	n/a	9	n/a	4096	n/a
+50.9643636364	n/a	12741.0909	show_circle	n/a	n/a	9	n/a	0	circle.bmp
+52.664363636400005	n/a	13166.0909	show_cross	n/a	n/a	10	n/a	1	cross.bmp
+53.2652727273	n/a	13316.3182	show_face	unfamiliar_face	immediate_repeat	10	1	14	u111.bmp
+53.8561818182	n/a	13464.0455	right_press	n/a	n/a	10	n/a	4096	n/a
+54.2161818182	n/a	13554.0455	show_circle	n/a	n/a	10	n/a	0	circle.bmp
+55.9161818182	n/a	13979.0455	show_cross	n/a	n/a	11	n/a	1	cross.bmp
+56.5225454545	n/a	14130.6364	show_face	famous_face	first_show	11	n/a	5	f025.bmp
+57.48527272729999	n/a	14371.3182	show_circle	n/a	n/a	11	n/a	0	circle.bmp
+59.1852727273	n/a	14796.3182	show_cross	n/a	n/a	12	n/a	1	cross.bmp
+59.8298181818	n/a	14957.4545	show_face	scrambled_face	first_show	12	n/a	17	s111.bmp
+60.71163636359999	n/a	15177.9091	show_circle	n/a	n/a	12	n/a	0	circle.bmp
+62.4116363636	n/a	15602.9091	show_cross	n/a	n/a	13	n/a	1	cross.bmp
+63.0043636364	n/a	15751.0909	show_face	scrambled_face	immediate_repeat	13	1	18	s111.bmp
+63.9534545455	n/a	15988.3636	show_circle	n/a	n/a	13	n/a	0	circle.bmp
+65.6534545455	n/a	16413.3636	show_cross	n/a	n/a	14	n/a	1	cross.bmp
+66.2116363636	n/a	16552.9091	show_face	unfamiliar_face	delayed_repeat	14	9	15	u112.bmp
+67.1134545455	n/a	16778.3636	show_circle	n/a	n/a	14	n/a	0	circle.bmp
+68.81345454550001	n/a	17203.3636	show_cross	n/a	n/a	15	n/a	1	cross.bmp
+69.2852727273	n/a	17321.3182	show_face	scrambled_face	first_show	15	n/a	17	s112.bmp
+70.2516363636	n/a	17562.9091	show_circle	n/a	n/a	15	n/a	0	circle.bmp
+71.9516363636	n/a	17987.9091	show_cross	n/a	n/a	16	n/a	1	cross.bmp
+72.5425454545	n/a	18135.6364	show_face	famous_face	delayed_repeat	16	10	7	f130.bmp
+73.0834545455	n/a	18270.8636	right_press	n/a	n/a	16	n/a	4096	n/a
+73.45345454550001	n/a	18363.3636	show_circle	n/a	n/a	16	n/a	0	circle.bmp
+75.1534545455	n/a	18788.3636	show_cross	n/a	n/a	17	n/a	1	cross.bmp
+75.74981818180001	n/a	18937.4545	show_face	scrambled_face	first_show	17	n/a	17	s115.bmp
+76.7543636364	n/a	19188.5909	show_circle	n/a	n/a	17	n/a	0	circle.bmp
+76.8561818182	n/a	19214.0455	right_press	n/a	n/a	17	n/a	4096	n/a
+78.4543636364	n/a	19613.5909	show_cross	n/a	n/a	18	n/a	1	cross.bmp
+78.9407272727	n/a	19735.1818	show_face	unfamiliar_face	first_show	18	n/a	13	u123.bmp
+79.82527272729999	n/a	19956.3182	show_circle	n/a	n/a	18	n/a	0	circle.bmp
+81.52527272729999	n/a	20381.3182	show_cross	n/a	n/a	19	n/a	1	cross.bmp
+82.0316363636	n/a	20507.9091	show_face	scrambled_face	first_show	19	n/a	17	s005.bmp
+82.708	n/a	20677.0	right_press	n/a	n/a	19	n/a	4096	n/a
+82.9961818182	n/a	20749.0455	show_circle	n/a	n/a	19	n/a	0	circle.bmp
+84.6961818182	n/a	21174.0455	show_cross	n/a	n/a	20	n/a	1	cross.bmp
+85.1716363636	n/a	21292.9091	show_face	scrambled_face	immediate_repeat	20	1	18	s005.bmp
+85.7807272727	n/a	21445.1818	right_press	n/a	n/a	20	n/a	4096	n/a
+86.09890909090001	n/a	21524.7273	show_circle	n/a	n/a	20	n/a	0	circle.bmp
+87.7989090909	n/a	21949.7273	show_cross	n/a	n/a	21	n/a	1	cross.bmp
+88.2952727273	n/a	22073.8182	show_face	famous_face	delayed_repeat	21	10	7	f025.bmp
+89.1589090909	n/a	22289.7273	show_circle	n/a	n/a	21	n/a	0	circle.bmp
+90.8589090909	n/a	22714.7273	show_cross	n/a	n/a	22	n/a	1	cross.bmp
+91.5034545455	n/a	22875.8636	show_face	unfamiliar_face	first_show	22	n/a	13	u045.bmp
+92.3852727273	n/a	23096.3182	show_circle	n/a	n/a	22	n/a	0	circle.bmp
+94.0852727273	n/a	23521.3182	show_cross	n/a	n/a	23	n/a	1	cross.bmp
+94.6270909091	n/a	23656.7727	show_face	unfamiliar_face	immediate_repeat	23	1	14	u045.bmp
+95.5707272727	n/a	23892.6818	show_circle	n/a	n/a	23	n/a	0	circle.bmp
+97.2707272727	n/a	24317.6818	show_cross	n/a	n/a	24	n/a	1	cross.bmp
+97.818	n/a	24454.5	show_face	famous_face	first_show	24	n/a	5	f059.bmp
+98.5089090909	n/a	24627.2273	right_press	n/a	n/a	24	n/a	4096	n/a
+98.7143636364	n/a	24678.5909	show_circle	n/a	n/a	24	n/a	0	circle.bmp
+100.4143636364	n/a	25103.5909	show_cross	n/a	n/a	25	n/a	1	cross.bmp
+100.9416363636	n/a	25235.4091	show_face	famous_face	immediate_repeat	25	1	6	f059.bmp
+101.5970909091	n/a	25399.2727	right_press	n/a	n/a	25	n/a	4096	n/a
+101.9198181818	n/a	25479.9545	show_circle	n/a	n/a	25	n/a	0	circle.bmp
+103.6198181818	n/a	25904.9545	show_cross	n/a	n/a	26	n/a	1	cross.bmp
+104.2325454545	n/a	26058.1364	show_face	scrambled_face	delayed_repeat	26	11	19	s112.bmp
+104.8325454545	n/a	26208.1364	right_press	n/a	n/a	26	n/a	4096	n/a
+105.168	n/a	26292.0	show_circle	n/a	n/a	26	n/a	0	circle.bmp
+106.868	n/a	26717.0	show_cross	n/a	n/a	27	n/a	1	cross.bmp
+107.4734545455	n/a	26868.3636	show_face	famous_face	first_show	27	n/a	5	f041.bmp
+108.1889090909	n/a	27047.2273	right_press	n/a	n/a	27	n/a	4096	n/a
+108.4498181818	n/a	27112.4545	show_circle	n/a	n/a	27	n/a	0	circle.bmp
+110.1498181818	n/a	27537.4545	show_cross	n/a	n/a	28	n/a	1	cross.bmp
+110.5970909091	n/a	27649.2727	show_face	scrambled_face	delayed_repeat	28	11	19	s115.bmp
+111.2870909091	n/a	27821.7727	right_press	n/a	n/a	28	n/a	4096	n/a
+111.4352727273	n/a	27858.8182	show_circle	n/a	n/a	28	n/a	0	circle.bmp
+113.1352727273	n/a	28283.8182	show_cross	n/a	n/a	29	n/a	1	cross.bmp
+113.738	n/a	28434.5	show_face	scrambled_face	first_show	29	n/a	17	s139.bmp
+114.4461818182	n/a	28611.5455	right_press	n/a	n/a	29	n/a	4096	n/a
+114.7461818182	n/a	28686.5455	show_circle	n/a	n/a	29	n/a	0	circle.bmp
+116.4461818182	n/a	29111.5455	show_cross	n/a	n/a	30	n/a	1	cross.bmp
+117.0952727273	n/a	29273.8182	show_face	scrambled_face	immediate_repeat	30	1	18	s139.bmp
+118.0598181818	n/a	29514.9545	show_circle	n/a	n/a	30	n/a	0	circle.bmp
+119.7598181818	n/a	29939.9545	show_cross	n/a	n/a	31	n/a	1	cross.bmp
+120.2698181818	n/a	30067.4545	show_face	unfamiliar_face	delayed_repeat	31	13	15	u123.bmp
+121.1243636364	n/a	30281.0909	show_circle	n/a	n/a	31	n/a	0	circle.bmp
+122.8243636364	n/a	30706.0909	show_cross	n/a	n/a	32	n/a	1	cross.bmp
+123.3761818182	n/a	30844.0455	show_face	scrambled_face	first_show	32	n/a	17	s076.bmp
+124.1452727273	n/a	31036.3182	right_press	n/a	n/a	32	n/a	4096	n/a
+124.258	n/a	31064.5	show_circle	n/a	n/a	32	n/a	0	circle.bmp
+125.958	n/a	31489.5	show_cross	n/a	n/a	33	n/a	1	cross.bmp
+126.5334545455	n/a	31633.3636	show_face	famous_face	first_show	33	n/a	5	f081.bmp
+127.4098181818	n/a	31852.4545	show_circle	n/a	n/a	33	n/a	0	circle.bmp
+127.4189090909	n/a	31854.7273	right_press	n/a	n/a	33	n/a	4096	n/a
+129.1098181818	n/a	32277.4545	show_cross	n/a	n/a	34	n/a	1	cross.bmp
+129.6907272727	n/a	32422.6818	show_face	famous_face	immediate_repeat	34	1	6	f081.bmp
+130.18345454549998	n/a	32545.8636	right_press	n/a	n/a	34	n/a	4096	n/a
+130.55436363639998	n/a	32638.5909	show_circle	n/a	n/a	34	n/a	0	circle.bmp
+132.2543636364	n/a	33063.5909	show_cross	n/a	n/a	35	n/a	1	cross.bmp
+132.73163636360002	n/a	33182.9091	show_face	famous_face	first_show	35	n/a	5	f141.bmp
+133.48163636360002	n/a	33370.4091	right_press	n/a	n/a	35	n/a	4096	n/a
+133.6643636364	n/a	33416.0909	show_circle	n/a	n/a	35	n/a	0	circle.bmp
+135.3643636364	n/a	33841.0909	show_cross	n/a	n/a	36	n/a	1	cross.bmp
+136.0052727273	n/a	34001.3182	show_face	scrambled_face	first_show	36	n/a	17	s137.bmp
+136.91254545450002	n/a	34228.1364	right_press	n/a	n/a	36	n/a	4096	n/a
+136.9370909091	n/a	34234.2727	show_circle	n/a	n/a	36	n/a	0	circle.bmp
+138.6370909091	n/a	34659.2727	show_cross	n/a	n/a	37	n/a	1	cross.bmp
+139.1125454545	n/a	34778.1364	show_face	famous_face	delayed_repeat	37	10	7	f041.bmp
+139.8934545455	n/a	34973.3636	right_press	n/a	n/a	37	n/a	4096	n/a
+140.0870909091	n/a	35021.7727	show_circle	n/a	n/a	37	n/a	0	circle.bmp
+141.7870909091	n/a	35446.7727	show_cross	n/a	n/a	38	n/a	1	cross.bmp
+142.4534545455	n/a	35613.3636	show_face	unfamiliar_face	first_show	38	n/a	13	u120.bmp
+143.4307272727	n/a	35857.6818	show_circle	n/a	n/a	38	n/a	0	circle.bmp
+145.1307272727	n/a	36282.6818	show_cross	n/a	n/a	39	n/a	1	cross.bmp
+145.74436363639998	n/a	36436.0909	show_face	unfamiliar_face	first_show	39	n/a	13	u002.bmp
+146.7252727273	n/a	36681.3182	show_circle	n/a	n/a	39	n/a	0	circle.bmp
+148.42527272729998	n/a	37106.3182	show_cross	n/a	n/a	40	n/a	1	cross.bmp
+149.0352727273	n/a	37258.8182	show_face	scrambled_face	delayed_repeat	40	8	19	s076.bmp
+149.8570909091	n/a	37464.2727	show_circle	n/a	n/a	40	n/a	0	circle.bmp
+151.5570909091	n/a	37889.2727	show_cross	n/a	n/a	41	n/a	1	cross.bmp
+152.1261818182	n/a	38031.5455	show_face	famous_face	first_show	41	n/a	5	f121.bmp
+153.0743636364	n/a	38268.5909	show_circle	n/a	n/a	41	n/a	0	circle.bmp
+154.77436363639998	n/a	38693.5909	show_cross	n/a	n/a	42	n/a	1	cross.bmp
+155.4007272727	n/a	38850.1818	show_face	famous_face	immediate_repeat	42	1	6	f121.bmp
+156.3989090909	n/a	39099.7273	show_circle	n/a	n/a	42	n/a	0	circle.bmp
+158.0989090909	n/a	39524.7273	show_cross	n/a	n/a	43	n/a	1	cross.bmp
+158.7416363636	n/a	39685.4091	show_face	unfamiliar_face	first_show	43	n/a	13	u018.bmp
+159.648	n/a	39912.0	show_circle	n/a	n/a	43	n/a	0	circle.bmp
+159.7498181818	n/a	39937.4545	right_press	n/a	n/a	43	n/a	4096	n/a
+161.348	n/a	40337.0	show_cross	n/a	n/a	44	n/a	1	cross.bmp
+161.9661818182	n/a	40491.5455	show_face	famous_face	delayed_repeat	44	9	7	f141.bmp
+162.8325454545	n/a	40708.1364	show_circle	n/a	n/a	44	n/a	0	circle.bmp
+162.8370909091	n/a	40709.2727	right_press	n/a	n/a	44	n/a	4096	n/a
+164.5325454545	n/a	41133.1364	show_cross	n/a	n/a	45	n/a	1	cross.bmp
+165.1725454545	n/a	41293.1364	show_face	unfamiliar_face	first_show	45	n/a	13	u014.bmp
+166.1261818182	n/a	41531.5455	show_circle	n/a	n/a	45	n/a	0	circle.bmp
+167.82618181819998	n/a	41956.5455	show_cross	n/a	n/a	46	n/a	1	cross.bmp
+168.448	n/a	42112.0	show_face	unfamiliar_face	immediate_repeat	46	1	14	u014.bmp
+169.3125454545	n/a	42328.1364	show_circle	n/a	n/a	46	n/a	0	circle.bmp
+171.0125454545	n/a	42753.1364	show_cross	n/a	n/a	47	n/a	1	cross.bmp
+171.5216363636	n/a	42880.4091	show_face	scrambled_face	delayed_repeat	47	11	19	s137.bmp
+172.218	n/a	43054.5	right_press	n/a	n/a	47	n/a	4096	n/a
+172.5052727273	n/a	43126.3182	show_circle	n/a	n/a	47	n/a	0	circle.bmp
+174.20527272729998	n/a	43551.3182	show_cross	n/a	n/a	48	n/a	1	cross.bmp
+174.728	n/a	43682.0	show_face	unfamiliar_face	first_show	48	n/a	13	u023.bmp
+175.5625454545	n/a	43890.6364	show_circle	n/a	n/a	48	n/a	0	circle.bmp
+177.2625454545	n/a	44315.6364	show_cross	n/a	n/a	49	n/a	1	cross.bmp
+177.8016363636	n/a	44450.4091	show_face	unfamiliar_face	delayed_repeat	49	11	15	u120.bmp
+178.7734545455	n/a	44693.3636	show_circle	n/a	n/a	49	n/a	0	circle.bmp
+180.4734545455	n/a	45118.3636	show_cross	n/a	n/a	50	n/a	1	cross.bmp
+181.0761818182	n/a	45269.0455	show_face	unfamiliar_face	first_show	50	n/a	13	u041.bmp
+181.7389090909	n/a	45434.7273	right_press	n/a	n/a	50	n/a	4096	n/a
+182.0270909091	n/a	45506.7727	show_circle	n/a	n/a	50	n/a	0	circle.bmp
+183.7270909091	n/a	45931.7727	show_cross	n/a	n/a	51	n/a	1	cross.bmp
+184.1834545455	n/a	46045.8636	show_face	unfamiliar_face	delayed_repeat	51	12	15	u002.bmp
+185.1525454545	n/a	46288.1364	show_circle	n/a	n/a	51	n/a	0	circle.bmp
+186.8525454545	n/a	46713.1364	show_cross	n/a	n/a	52	n/a	1	cross.bmp
+187.458	n/a	46864.5	show_face	scrambled_face	first_show	52	n/a	17	s125.bmp
+188.3852727273	n/a	47096.3182	show_circle	n/a	n/a	52	n/a	0	circle.bmp
+190.0852727273	n/a	47521.3182	show_cross	n/a	n/a	53	n/a	1	cross.bmp
+190.6652727273	n/a	47666.3182	show_face	scrambled_face	immediate_repeat	53	1	18	s125.bmp
+191.6407272727	n/a	47910.1818	show_circle	n/a	n/a	53	n/a	0	circle.bmp
+193.3407272727	n/a	48335.1818	show_cross	n/a	n/a	54	n/a	1	cross.bmp
+193.9225454545	n/a	48480.6364	show_face	famous_face	first_show	54	n/a	5	f146.bmp
+194.8325454545	n/a	48708.1364	show_circle	n/a	n/a	54	n/a	0	circle.bmp
+196.5325454545	n/a	49133.1364	show_cross	n/a	n/a	55	n/a	1	cross.bmp
+197.0125454545	n/a	49253.1364	show_face	unfamiliar_face	delayed_repeat	55	12	15	u018.bmp
+197.958	n/a	49489.5	show_circle	n/a	n/a	55	n/a	0	circle.bmp
+199.658	n/a	49914.5	show_cross	n/a	n/a	56	n/a	1	cross.bmp
+200.3034545455	n/a	50075.8636	show_face	famous_face	first_show	56	n/a	5	f058.bmp
+201.1316363636	n/a	50282.9091	right_press	n/a	n/a	56	n/a	4096	n/a
+201.1870909091	n/a	50296.7727	show_circle	n/a	n/a	56	n/a	0	circle.bmp
+202.8870909091	n/a	50721.7727	show_cross	n/a	n/a	57	n/a	1	cross.bmp
+203.4607272727	n/a	50865.1818	show_face	famous_face	immediate_repeat	57	1	6	f058.bmp
+204.1461818182	n/a	51036.5455	right_press	n/a	n/a	57	n/a	4096	n/a
+204.4789090909	n/a	51119.7273	show_circle	n/a	n/a	57	n/a	0	circle.bmp
diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-1_events.tsv b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-1_events.tsv
new file mode 100644
index 00000000..8ed95eba
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-1_events.tsv
@@ -0,0 +1,201 @@
+onset	duration	sample	event_type	face_type	rep_status	trial	rep_lag	value	stim_file
+0.004	n/a	1.0	setup_right_sym	n/a	n/a	n/a	n/a	3	n/a
+25.1161818182	n/a	6279.0455	show_face_initial	famous_face	first_show	1	n/a	5	f074.bmp
+25.9789090909	n/a	6494.7273	show_circle	n/a	n/a	1	n/a	0	circle.bmp
+26.0261818182	n/a	6506.5455	left_press	n/a	n/a	1	n/a	256	n/a
+27.678909090900003	n/a	6919.7273	show_cross	n/a	n/a	2	n/a	1	cross.bmp
+28.1734545455	n/a	7043.3636	show_face	unfamiliar_face	first_show	2	n/a	13	u011.bmp
+29.0598181818	n/a	7264.9545	show_circle	n/a	n/a	2	n/a	0	circle.bmp
+29.1116363636	n/a	7277.9091	left_press	n/a	n/a	2	n/a	256	n/a
+30.7598181818	n/a	7689.9545	show_cross	n/a	n/a	3	n/a	1	cross.bmp
+31.3307272727	n/a	7832.6818	show_face	scrambled_face	first_show	3	n/a	17	s036.bmp
+32.2798181818	n/a	8069.9545	show_circle	n/a	n/a	3	n/a	0	circle.bmp
+32.2952727273	n/a	8073.8182	left_press	n/a	n/a	3	n/a	256	n/a
+33.9798181818	n/a	8494.9545	show_cross	n/a	n/a	4	n/a	1	cross.bmp
+34.438	n/a	8609.5	show_face	famous_face	first_show	4	n/a	5	f112.bmp
+35.0207272727	n/a	8755.1818	right_press	n/a	n/a	4	n/a	4096	n/a
+35.4343636364	n/a	8858.5909	show_circle	n/a	n/a	4	n/a	0	circle.bmp
+37.1343636364	n/a	9283.5909	show_cross	n/a	n/a	5	n/a	1	cross.bmp
+37.7789090909	n/a	9444.7273	show_face	famous_face	immediate_repeat	5	1	6	f112.bmp
+38.3270909091	n/a	9581.7727	right_press	n/a	n/a	5	n/a	4096	n/a
+38.6825454545	n/a	9670.6364	show_circle	n/a	n/a	5	n/a	0	circle.bmp
+40.3825454545	n/a	10095.6364	show_cross	n/a	n/a	6	n/a	1	cross.bmp
+40.9698181818	n/a	10242.4545	show_face	unfamiliar_face	first_show	6	n/a	13	u066.bmp
+41.5543636364	n/a	10388.5909	left_press	n/a	n/a	6	n/a	256	n/a
+41.9298181818	n/a	10482.4545	show_circle	n/a	n/a	6	n/a	0	circle.bmp
+43.629818181800005	n/a	10907.4545	show_cross	n/a	n/a	7	n/a	1	cross.bmp
+44.2770909091	n/a	11069.2727	show_face	unfamiliar_face	immediate_repeat	7	1	14	u066.bmp
+44.7452727273	n/a	11186.3182	left_press	n/a	n/a	7	n/a	256	n/a
+45.1461818182	n/a	11286.5455	show_circle	n/a	n/a	7	n/a	0	circle.bmp
+46.8461818182	n/a	11711.5455	show_cross	n/a	n/a	8	n/a	1	cross.bmp
+47.350727272700006	n/a	11837.6818	show_face	unfamiliar_face	first_show	8	n/a	13	u113.bmp
+47.9570909091	n/a	11989.2727	right_press	n/a	n/a	8	n/a	4096	n/a
+48.2598181818	n/a	12064.9545	show_circle	n/a	n/a	8	n/a	0	circle.bmp
+49.9598181818	n/a	12489.9545	show_cross	n/a	n/a	9	n/a	1	cross.bmp
+50.508	n/a	12627.0	show_face	unfamiliar_face	immediate_repeat	9	1	14	u113.bmp
+51.2570909091	n/a	12814.2727	right_press	n/a	n/a	9	n/a	4096	n/a
+51.409818181800006	n/a	12852.4545	show_circle	n/a	n/a	9	n/a	0	circle.bmp
+53.1098181818	n/a	13277.4545	show_cross	n/a	n/a	10	n/a	1	cross.bmp
+53.5825454545	n/a	13395.6364	show_face	famous_face	delayed_repeat	10	9	7	f074.bmp
+54.269818181800005	n/a	13567.4545	left_press	n/a	n/a	10	n/a	256	n/a
+54.484363636400005	n/a	13621.0909	show_circle	n/a	n/a	10	n/a	0	circle.bmp
+56.1843636364	n/a	14046.0909	show_cross	n/a	n/a	11	n/a	1	cross.bmp
+56.6561818182	n/a	14164.0455	show_face	scrambled_face	first_show	11	n/a	17	s100.bmp
+57.5234545455	n/a	14380.8636	show_circle	n/a	n/a	11	n/a	0	circle.bmp
+57.6107272727	n/a	14402.6818	right_press	n/a	n/a	11	n/a	4096	n/a
+59.223454545500005	n/a	14805.8636	show_cross	n/a	n/a	12	n/a	1	cross.bmp
+59.7798181818	n/a	14944.9545	show_face	scrambled_face	immediate_repeat	12	1	18	s100.bmp
+60.3152727273	n/a	15078.8182	right_press	n/a	n/a	12	n/a	4096	n/a
+60.6907272727	n/a	15172.6818	show_circle	n/a	n/a	12	n/a	0	circle.bmp
+62.390727272700005	n/a	15597.6818	show_cross	n/a	n/a	13	n/a	1	cross.bmp
+62.9370909091	n/a	15734.2727	show_face	unfamiliar_face	delayed_repeat	13	11	15	u011.bmp
+63.6552727273	n/a	15913.8182	left_press	n/a	n/a	13	n/a	256	n/a
+63.8470909091	n/a	15961.7727	show_circle	n/a	n/a	13	n/a	0	circle.bmp
+65.54709090909999	n/a	16386.7727	show_cross	n/a	n/a	14	n/a	1	cross.bmp
+66.1607272727	n/a	16540.1818	show_face	unfamiliar_face	first_show	14	n/a	13	u069.bmp
+67.07436363640001	n/a	16768.5909	show_circle	n/a	n/a	14	n/a	0	circle.bmp
+67.228	n/a	16807.0	right_press	n/a	n/a	14	n/a	4096	n/a
+68.7743636364	n/a	17193.5909	show_cross	n/a	n/a	15	n/a	1	cross.bmp
+69.3689090909	n/a	17342.2273	show_face	unfamiliar_face	immediate_repeat	15	1	14	u069.bmp
+69.9052727273	n/a	17476.3182	right_press	n/a	n/a	15	n/a	4096	n/a
+70.1970909091	n/a	17549.2727	show_circle	n/a	n/a	15	n/a	0	circle.bmp
+71.8970909091	n/a	17974.2727	show_cross	n/a	n/a	16	n/a	1	cross.bmp
+72.3925454545	n/a	18098.1364	show_face	scrambled_face	delayed_repeat	16	13	19	s036.bmp
+73.2898181818	n/a	18322.4545	show_circle	n/a	n/a	16	n/a	0	circle.bmp
+73.46436363640001	n/a	18366.0909	right_press	n/a	n/a	16	n/a	4096	n/a
+74.9898181818	n/a	18747.4545	show_cross	n/a	n/a	17	n/a	1	cross.bmp
+75.6325454545	n/a	18908.1364	show_face	famous_face	first_show	17	n/a	5	f039.bmp
+76.368	n/a	19092.0	right_press	n/a	n/a	17	n/a	4096	n/a
+76.63436363640001	n/a	19158.5909	show_circle	n/a	n/a	17	n/a	0	circle.bmp
+78.3343636364	n/a	19583.5909	show_cross	n/a	n/a	18	n/a	1	cross.bmp
+78.9570909091	n/a	19739.2727	show_face	famous_face	first_show	18	n/a	5	f020.bmp
+79.6643636364	n/a	19916.0909	right_press	n/a	n/a	18	n/a	4096	n/a
+79.8807272727	n/a	19970.1818	show_circle	n/a	n/a	18	n/a	0	circle.bmp
+81.5807272727	n/a	20395.1818	show_cross	n/a	n/a	19	n/a	1	cross.bmp
+82.1643636364	n/a	20541.0909	show_face	famous_face	first_show	19	n/a	5	f101.bmp
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+83.07527272729999	n/a	20768.8182	show_circle	n/a	n/a	19	n/a	0	circle.bmp
+84.77527272729999	n/a	21193.8182	show_cross	n/a	n/a	20	n/a	1	cross.bmp
+85.3725454545	n/a	21343.1364	show_face	scrambled_face	first_show	20	n/a	17	s058.bmp
+86.0489090909	n/a	21512.2273	left_press	n/a	n/a	20	n/a	256	n/a
+86.2352727273	n/a	21558.8182	show_circle	n/a	n/a	20	n/a	0	circle.bmp
+87.93527272729999	n/a	21983.8182	show_cross	n/a	n/a	21	n/a	1	cross.bmp
+88.4625454545	n/a	22115.6364	show_face	scrambled_face	immediate_repeat	21	1	18	s058.bmp
+89.01254545450001	n/a	22253.1364	left_press	n/a	n/a	21	n/a	256	n/a
+89.478	n/a	22369.5	show_circle	n/a	n/a	21	n/a	0	circle.bmp
+91.178	n/a	22794.5	show_cross	n/a	n/a	22	n/a	1	cross.bmp
+91.8370909091	n/a	22959.2727	show_face	unfamiliar_face	first_show	22	n/a	13	u061.bmp
+92.4243636364	n/a	23106.0909	right_press	n/a	n/a	22	n/a	4096	n/a
+92.7425454545	n/a	23185.6364	show_circle	n/a	n/a	22	n/a	0	circle.bmp
+94.4425454545	n/a	23610.6364	show_cross	n/a	n/a	23	n/a	1	cross.bmp
+94.9270909091	n/a	23731.7727	show_face	unfamiliar_face	immediate_repeat	23	1	14	u061.bmp
+95.5016363636	n/a	23875.4091	right_press	n/a	n/a	23	n/a	4096	n/a
+95.8570909091	n/a	23964.2727	show_circle	n/a	n/a	23	n/a	0	circle.bmp
+97.5570909091	n/a	24389.2727	show_cross	n/a	n/a	24	n/a	1	cross.bmp
+98.118	n/a	24529.5	show_face	famous_face	first_show	24	n/a	5	f105.bmp
+98.668	n/a	24667.0	right_press	n/a	n/a	24	n/a	4096	n/a
+99.0398181818	n/a	24759.9545	show_circle	n/a	n/a	24	n/a	0	circle.bmp
+100.7398181818	n/a	25184.9545	show_cross	n/a	n/a	25	n/a	1	cross.bmp
+101.3589090909	n/a	25339.7273	show_face	famous_face	delayed_repeat	25	8	7	f039.bmp
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+102.2907272727	n/a	25572.6818	show_circle	n/a	n/a	25	n/a	0	circle.bmp
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+104.4661818182	n/a	26116.5455	show_face	famous_face	first_show	26	n/a	5	f138.bmp
+105.178	n/a	26294.5	right_press	n/a	n/a	26	n/a	4096	n/a
+105.2889090909	n/a	26322.2273	show_circle	n/a	n/a	26	n/a	0	circle.bmp
+106.9889090909	n/a	26747.2273	show_cross	n/a	n/a	27	n/a	1	cross.bmp
+107.5070909091	n/a	26876.7727	show_face	famous_face	delayed_repeat	27	9	7	f020.bmp
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+108.4352727273	n/a	27108.8182	show_circle	n/a	n/a	27	n/a	0	circle.bmp
+110.1352727273	n/a	27533.8182	show_cross	n/a	n/a	28	n/a	1	cross.bmp
+110.7970909091	n/a	27699.2727	show_face	famous_face	first_show	28	n/a	5	f064.bmp
+111.4734545455	n/a	27868.3636	right_press	n/a	n/a	28	n/a	4096	n/a
+111.6761818182	n/a	27919.0455	show_circle	n/a	n/a	28	n/a	0	circle.bmp
+113.3761818182	n/a	28344.0455	show_cross	n/a	n/a	29	n/a	1	cross.bmp
+113.8543636364	n/a	28463.5909	show_face	famous_face	immediate_repeat	29	1	6	f064.bmp
+114.4052727273	n/a	28601.3182	right_press	n/a	n/a	29	n/a	4096	n/a
+114.6734545455	n/a	28668.3636	show_circle	n/a	n/a	29	n/a	0	circle.bmp
+116.3734545455	n/a	29093.3636	show_cross	n/a	n/a	30	n/a	1	cross.bmp
+116.9289090909	n/a	29232.2273	show_face	famous_face	delayed_repeat	30	11	7	f101.bmp
+117.5816363636	n/a	29395.4091	right_press	n/a	n/a	30	n/a	4096	n/a
+117.8807272727	n/a	29470.1818	show_circle	n/a	n/a	30	n/a	0	circle.bmp
+119.5807272727	n/a	29895.1818	show_cross	n/a	n/a	31	n/a	1	cross.bmp
+120.1025454545	n/a	30025.6364	show_face	unfamiliar_face	first_show	31	n/a	13	u127.bmp
+120.6807272727	n/a	30170.1818	left_press	n/a	n/a	31	n/a	256	n/a
+120.9898181818	n/a	30247.4545	show_circle	n/a	n/a	31	n/a	0	circle.bmp
+122.6898181818	n/a	30672.4545	show_cross	n/a	n/a	32	n/a	1	cross.bmp
+123.2425454545	n/a	30810.6364	show_face	scrambled_face	first_show	32	n/a	17	s103.bmp
+124.128	n/a	31032.0	show_circle	n/a	n/a	32	n/a	0	circle.bmp
+124.2616363636	n/a	31065.4091	left_press	n/a	n/a	32	n/a	256	n/a
+125.828	n/a	31457.0	show_cross	n/a	n/a	33	n/a	1	cross.bmp
+126.3661818182	n/a	31591.5455	show_face	unfamiliar_face	first_show	33	n/a	13	u143.bmp
+126.9743636364	n/a	31743.5909	left_press	n/a	n/a	33	n/a	256	n/a
+127.2743636364	n/a	31818.5909	show_circle	n/a	n/a	33	n/a	0	circle.bmp
+128.9743636364	n/a	32243.5909	show_cross	n/a	n/a	34	n/a	1	cross.bmp
+129.5407272727	n/a	32385.1818	show_face	famous_face	delayed_repeat	34	10	7	f105.bmp
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+130.4925454545	n/a	32623.1364	show_circle	n/a	n/a	34	n/a	0	circle.bmp
+132.19254545450002	n/a	33048.1364	show_cross	n/a	n/a	35	n/a	1	cross.bmp
+132.7643636364	n/a	33191.0909	show_face	famous_face	first_show	35	n/a	5	f119.bmp
+133.3534545455	n/a	33338.3636	left_press	n/a	n/a	35	n/a	256	n/a
+133.608	n/a	33402.0	show_circle	n/a	n/a	35	n/a	0	circle.bmp
+135.308	n/a	33827.0	show_cross	n/a	n/a	36	n/a	1	cross.bmp
+135.9052727273	n/a	33976.3182	show_face	famous_face	immediate_repeat	36	1	6	f119.bmp
+136.4534545455	n/a	34113.3636	left_press	n/a	n/a	36	n/a	256	n/a
+136.92163636360002	n/a	34230.4091	show_circle	n/a	n/a	36	n/a	0	circle.bmp
+138.6216363636	n/a	34655.4091	show_cross	n/a	n/a	37	n/a	1	cross.bmp
+139.2461818182	n/a	34811.5455	show_face	famous_face	delayed_repeat	37	11	7	f138.bmp
+139.83072727270002	n/a	34957.6818	right_press	n/a	n/a	37	n/a	4096	n/a
+140.20981818180002	n/a	35052.4545	show_circle	n/a	n/a	37	n/a	0	circle.bmp
+141.9098181818	n/a	35477.4545	show_cross	n/a	n/a	38	n/a	1	cross.bmp
+142.55436363639998	n/a	35638.5909	show_face	unfamiliar_face	first_show	38	n/a	13	u074.bmp
+143.0743636364	n/a	35768.5909	left_press	n/a	n/a	38	n/a	256	n/a
+143.448	n/a	35862.0	show_circle	n/a	n/a	38	n/a	0	circle.bmp
+145.148	n/a	36287.0	show_cross	n/a	n/a	39	n/a	1	cross.bmp
+145.74436363639998	n/a	36436.0909	show_face	unfamiliar_face	immediate_repeat	39	1	14	u074.bmp
+146.23163636360002	n/a	36557.9091	left_press	n/a	n/a	39	n/a	256	n/a
+146.7252727273	n/a	36681.3182	show_circle	n/a	n/a	39	n/a	0	circle.bmp
+148.42527272729998	n/a	37106.3182	show_cross	n/a	n/a	40	n/a	1	cross.bmp
+149.0689090909	n/a	37267.2273	show_face	unfamiliar_face	first_show	40	n/a	13	u134.bmp
+149.7352727273	n/a	37433.8182	left_press	n/a	n/a	40	n/a	256	n/a
+149.9625454545	n/a	37490.6364	show_circle	n/a	n/a	40	n/a	0	circle.bmp
+151.66254545450002	n/a	37915.6364	show_cross	n/a	n/a	41	n/a	1	cross.bmp
+152.1261818182	n/a	38031.5455	show_face	unfamiliar_face	delayed_repeat	41	10	15	u127.bmp
+152.6370909091	n/a	38159.2727	right_press	n/a	n/a	41	n/a	4096	n/a
+153.0498181818	n/a	38262.4545	show_circle	n/a	n/a	41	n/a	0	circle.bmp
+154.7498181818	n/a	38687.4545	show_cross	n/a	n/a	42	n/a	1	cross.bmp
+155.3834545455	n/a	38845.8636	show_face	scrambled_face	first_show	42	n/a	17	s150.bmp
+156.3143636364	n/a	39078.5909	show_circle	n/a	n/a	42	n/a	0	circle.bmp
+156.5061818182	n/a	39126.5455	right_press	n/a	n/a	42	n/a	4096	n/a
+158.0143636364	n/a	39503.5909	show_cross	n/a	n/a	43	n/a	1	cross.bmp
+158.5752727273	n/a	39643.8182	show_face	scrambled_face	delayed_repeat	43	11	19	s103.bmp
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+159.4961818182	n/a	39874.0455	show_circle	n/a	n/a	43	n/a	0	circle.bmp
+161.1961818182	n/a	40299.0455	show_cross	n/a	n/a	44	n/a	1	cross.bmp
+161.8152727273	n/a	40453.8182	show_face	unfamiliar_face	first_show	44	n/a	13	u077.bmp
+162.388	n/a	40597.0	left_press	n/a	n/a	44	n/a	256	n/a
+162.6416363636	n/a	40660.4091	show_circle	n/a	n/a	44	n/a	0	circle.bmp
+164.3416363636	n/a	41085.4091	show_cross	n/a	n/a	45	n/a	1	cross.bmp
+164.8552727273	n/a	41213.8182	show_face	unfamiliar_face	immediate_repeat	45	1	14	u077.bmp
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+165.8652727273	n/a	41466.3182	show_circle	n/a	n/a	45	n/a	0	circle.bmp
+167.5652727273	n/a	41891.3182	show_cross	n/a	n/a	46	n/a	1	cross.bmp
+168.1298181818	n/a	42032.4545	show_face	unfamiliar_face	delayed_repeat	46	13	15	u143.bmp
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+168.9934545455	n/a	42248.3636	show_circle	n/a	n/a	46	n/a	0	circle.bmp
+170.6934545455	n/a	42673.3636	show_cross	n/a	n/a	47	n/a	1	cross.bmp
+171.3370909091	n/a	42834.2727	show_face	scrambled_face	first_show	47	n/a	17	s026.bmp
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+174.0189090909	n/a	43504.7273	show_cross	n/a	n/a	48	n/a	1	cross.bmp
+174.528	n/a	43632.0	show_face	scrambled_face	immediate_repeat	48	1	18	s026.bmp
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+175.3970909091	n/a	43849.2727	show_circle	n/a	n/a	48	n/a	0	circle.bmp
+177.0970909091	n/a	44274.2727	show_cross	n/a	n/a	49	n/a	1	cross.bmp
+177.6016363636	n/a	44400.4091	show_face	famous_face	first_show	49	n/a	5	f036.bmp
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+178.54163636360002	n/a	44635.4091	show_circle	n/a	n/a	49	n/a	0	circle.bmp
+180.2416363636	n/a	45060.4091	show_cross	n/a	n/a	50	n/a	1	cross.bmp
+180.7089090909	n/a	45177.2273	show_face	famous_face	immediate_repeat	50	1	6	f036.bmp
+181.2907272727	n/a	45322.6818	left_press	n/a	n/a	50	n/a	256	n/a
+181.7089090909	n/a	45427.2273	show_circle	n/a	n/a	50	n/a	0	circle.bmp
diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-2_events.tsv b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-2_events.tsv
new file mode 100644
index 00000000..6979cec6
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-2_events.tsv
@@ -0,0 +1,201 @@
+onset	duration	sample	event_type	face_type	rep_status	trial	rep_lag	value	stim_file
+0.004	n/a	1.0	setup_right_sym	n/a	n/a	n/a	n/a	3	n/a
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+25.8598181818	n/a	6464.9545	right_press	n/a	n/a	1	n/a	4096	n/a
+25.9516363636	n/a	6487.9091	show_circle	n/a	n/a	1	n/a	0	circle.bmp
+27.6516363636	n/a	6912.9091	show_cross	n/a	n/a	2	n/a	1	cross.bmp
+28.2552727273	n/a	7063.8182	show_face	scrambled_face	first_show	2	n/a	17	s141.bmp
+28.9170909091	n/a	7229.2727	left_press	n/a	n/a	2	n/a	256	n/a
+29.2725454545	n/a	7318.1364	show_circle	n/a	n/a	2	n/a	0	circle.bmp
+30.9725454545	n/a	7743.1364	show_cross	n/a	n/a	3	n/a	1	cross.bmp
+31.4452727273	n/a	7861.3182	show_face	scrambled_face	immediate_repeat	3	1	18	s141.bmp
+32.1234545455	n/a	8030.8636	left_press	n/a	n/a	3	n/a	256	n/a
+32.3816363636	n/a	8095.4091	show_circle	n/a	n/a	3	n/a	0	circle.bmp
+34.081636363600005	n/a	8520.4091	show_cross	n/a	n/a	4	n/a	1	cross.bmp
+34.569818181799995	n/a	8642.4545	show_face	unfamiliar_face	first_show	4	n/a	13	u132.bmp
+35.3943636364	n/a	8848.5909	right_press	n/a	n/a	4	n/a	4096	n/a
+35.4189090909	n/a	8854.7273	show_circle	n/a	n/a	4	n/a	0	circle.bmp
+37.1189090909	n/a	9279.7273	show_cross	n/a	n/a	5	n/a	1	cross.bmp
+37.7434545455	n/a	9435.8636	show_face	unfamiliar_face	immediate_repeat	5	1	14	u132.bmp
+38.1970909091	n/a	9549.2727	right_press	n/a	n/a	5	n/a	4096	n/a
+38.5725454545	n/a	9643.1364	show_circle	n/a	n/a	5	n/a	0	circle.bmp
+40.2725454545	n/a	10068.1364	show_cross	n/a	n/a	6	n/a	1	cross.bmp
+40.7834545455	n/a	10195.8636	show_face	scrambled_face	first_show	6	n/a	17	s033.bmp
+41.6189090909	n/a	10404.7273	right_press	n/a	n/a	6	n/a	4096	n/a
+41.758909090900005	n/a	10439.7273	show_circle	n/a	n/a	6	n/a	0	circle.bmp
+43.4589090909	n/a	10864.7273	show_cross	n/a	n/a	7	n/a	1	cross.bmp
+44.0743636364	n/a	11018.5909	show_face	scrambled_face	immediate_repeat	7	1	18	s033.bmp
+44.5670909091	n/a	11141.7727	right_press	n/a	n/a	7	n/a	4096	n/a
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+53.5298181818	n/a	13382.4545	show_face	famous_face	immediate_repeat	10	1	6	f102.bmp
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+56.6034545455	n/a	14150.8636	show_face	famous_face	delayed_repeat	11	10	7	f108.bmp
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+72.908	n/a	18227.0	show_face	scrambled_face	delayed_repeat	16	8	19	s062.bmp
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+77.038	n/a	19259.5	show_circle	n/a	n/a	17	n/a	0	circle.bmp
+78.738	n/a	19684.5	show_cross	n/a	n/a	18	n/a	1	cross.bmp
+79.25618181819999	n/a	19814.0455	show_face	unfamiliar_face	first_show	18	n/a	13	u097.bmp
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+80.168	n/a	20042.0	show_circle	n/a	n/a	18	n/a	0	circle.bmp
+81.868	n/a	20467.0	show_cross	n/a	n/a	19	n/a	1	cross.bmp
+82.5134545455	n/a	20628.3636	show_face	unfamiliar_face	delayed_repeat	19	7	15	u106.bmp
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+83.4852727273	n/a	20871.3182	show_circle	n/a	n/a	19	n/a	0	circle.bmp
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+89.0452727273	n/a	22261.3182	show_face	scrambled_face	delayed_repeat	21	8	19	s017.bmp
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+89.9643636364	n/a	22491.0909	show_circle	n/a	n/a	21	n/a	0	circle.bmp
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+95.3261818182	n/a	23831.5455	show_face	scrambled_face	immediate_repeat	23	1	18	s080.bmp
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+111.3298181818	n/a	27832.4545	show_face	unfamiliar_face	first_show	28	n/a	13	u100.bmp
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+113.9098181818	n/a	28477.4545	show_cross	n/a	n/a	29	n/a	1	cross.bmp
+114.4870909091	n/a	28621.7727	show_face	scrambled_face	delayed_repeat	29	12	19	s025.bmp
+115.1225454545	n/a	28780.6364	left_press	n/a	n/a	29	n/a	256	n/a
+115.3643636364	n/a	28841.0909	show_circle	n/a	n/a	29	n/a	0	circle.bmp
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+117.6107272727	n/a	29402.6818	show_face	famous_face	first_show	30	n/a	5	f099.bmp
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+118.4961818182	n/a	29624.0455	show_circle	n/a	n/a	30	n/a	0	circle.bmp
+120.1961818182	n/a	30049.0455	show_cross	n/a	n/a	31	n/a	1	cross.bmp
+120.7016363636	n/a	30175.4091	show_face	famous_face	immediate_repeat	31	1	6	f099.bmp
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+121.5316363636	n/a	30382.9091	show_circle	n/a	n/a	31	n/a	0	circle.bmp
+123.2316363636	n/a	30807.9091	show_cross	n/a	n/a	32	n/a	1	cross.bmp
+123.708	n/a	30927.0	show_face	unfamiliar_face	delayed_repeat	32	14	15	u097.bmp
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+124.708	n/a	31177.0	show_circle	n/a	n/a	32	n/a	0	circle.bmp
+126.408	n/a	31602.0	show_cross	n/a	n/a	33	n/a	1	cross.bmp
+127.0161818182	n/a	31754.0455	show_face	scrambled_face	first_show	33	n/a	17	s071.bmp
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+130.1734545455	n/a	32543.3636	show_face	scrambled_face	immediate_repeat	34	1	18	s071.bmp
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+133.4307272727	n/a	33357.6818	show_face	famous_face	delayed_repeat	35	15	7	f147.bmp
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+139.8452727273	n/a	34961.3182	show_face	unfamiliar_face	immediate_repeat	37	1	14	u091.bmp
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+149.4170909091	n/a	37354.2727	show_face	famous_face	first_show	40	n/a	5	f034.bmp
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+150.338	n/a	37584.5	show_circle	n/a	n/a	40	n/a	0	circle.bmp
+152.038	n/a	38009.5	show_cross	n/a	n/a	41	n/a	1	cross.bmp
+152.6416363636	n/a	38160.4091	show_face	unfamiliar_face	delayed_repeat	41	13	15	u100.bmp
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+181.4916363636	n/a	45372.9091	show_face	unfamiliar_face	first_show	50	n/a	13	u103.bmp
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+182.358	n/a	45589.5	show_circle	n/a	n/a	50	n/a	0	circle.bmp
diff --git a/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-3_events.tsv b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-3_events.tsv
new file mode 100644
index 00000000..82ddc4d9
--- /dev/null
+++ b/datasets/eeg_ds003645s_hed_remodel/derivatives/remodel/backups/test_backup/backup_root/sub-003/eeg/sub-003_task-FacePerception_run-3_events.tsv
@@ -0,0 +1,201 @@
+onset	duration	sample	event_type	face_type	rep_status	trial	rep_lag	value	stim_file
+0.004	n/a	1.0	setup_right_sym	n/a	n/a	n/a	n/a	3	n/a
+27.5589090909	n/a	6889.7273	show_face_initial	scrambled_face	first_show	1	n/a	17	s044.bmp
+28.2207272727	n/a	7055.1818	left_press	n/a	n/a	1	n/a	256	n/a
+28.4352727273	n/a	7108.8182	show_circle	n/a	n/a	1	n/a	0	circle.bmp
+30.1352727273	n/a	7533.8182	show_cross	n/a	n/a	2	n/a	1	cross.bmp
+30.7489090909	n/a	7687.2273	show_face	scrambled_face	immediate_repeat	2	1	18	s044.bmp
+31.3243636364	n/a	7831.0909	left_press	n/a	n/a	2	n/a	256	n/a
+31.6498181818	n/a	7912.4545	show_circle	n/a	n/a	2	n/a	0	circle.bmp
+33.3498181818	n/a	8337.4545	show_cross	n/a	n/a	3	n/a	1	cross.bmp
+33.8398181818	n/a	8459.9545	show_face	unfamiliar_face	first_show	3	n/a	13	u055.bmp
+34.6625454545	n/a	8665.6364	show_circle	n/a	n/a	3	n/a	0	circle.bmp
+34.8761818182	n/a	8719.0455	right_press	n/a	n/a	3	n/a	4096	n/a
+36.3625454545	n/a	9090.6364	show_cross	n/a	n/a	4	n/a	1	cross.bmp
+36.9298181818	n/a	9232.4545	show_face	unfamiliar_face	first_show	4	n/a	13	u079.bmp
+37.6543636364	n/a	9413.5909	left_press	n/a	n/a	4	n/a	256	n/a
+37.938909090900005	n/a	9484.7273	show_circle	n/a	n/a	4	n/a	0	circle.bmp
+39.6389090909	n/a	9909.7273	show_cross	n/a	n/a	5	n/a	1	cross.bmp
+40.2207272727	n/a	10055.1818	show_face	unfamiliar_face	immediate_repeat	5	1	14	u079.bmp
+40.698	n/a	10174.5	left_press	n/a	n/a	5	n/a	256	n/a
+41.1752727273	n/a	10293.8182	show_circle	n/a	n/a	5	n/a	0	circle.bmp
+42.8752727273	n/a	10718.8182	show_cross	n/a	n/a	6	n/a	1	cross.bmp
+43.4289090909	n/a	10857.2273	show_face	famous_face	first_show	6	n/a	5	f121.bmp
+44.0425454545	n/a	11010.6364	right_press	n/a	n/a	6	n/a	4096	n/a
+44.27072727270001	n/a	11067.6818	show_circle	n/a	n/a	6	n/a	0	circle.bmp
+45.9707272727	n/a	11492.6818	show_cross	n/a	n/a	7	n/a	1	cross.bmp
+46.4689090909	n/a	11617.2273	show_face	famous_face	first_show	7	n/a	5	f033.bmp
+47.2470909091	n/a	11811.7727	left_press	n/a	n/a	7	n/a	256	n/a
+47.46163636359999	n/a	11865.4091	show_circle	n/a	n/a	7	n/a	0	circle.bmp
+49.1616363636	n/a	12290.4091	show_cross	n/a	n/a	8	n/a	1	cross.bmp
+49.7598181818	n/a	12439.9545	show_face	famous_face	immediate_repeat	8	1	6	f033.bmp
+50.2089090909	n/a	12552.2273	left_press	n/a	n/a	8	n/a	256	n/a
+50.7361818182	n/a	12684.0455	show_circle	n/a	n/a	8	n/a	0	circle.bmp
+52.4361818182	n/a	13109.0455	show_cross	n/a	n/a	9	n/a	1	cross.bmp
+53.0670909091	n/a	13266.7727	show_face	scrambled_face	first_show	9	n/a	17	s028.bmp
+53.8870909091	n/a	13471.7727	right_press	n/a	n/a	9	n/a	4096	n/a
+53.8916363636	n/a	13472.9091	show_circle	n/a	n/a	9	n/a	0	circle.bmp
+55.5916363636	n/a	13897.9091	show_cross	n/a	n/a	10	n/a	1	cross.bmp
+56.208	n/a	14052.0	show_face	scrambled_face	first_show	10	n/a	17	s135.bmp
+56.8361818182	n/a	14209.0455	left_press	n/a	n/a	10	n/a	256	n/a
+57.1770909091	n/a	14294.2727	show_circle	n/a	n/a	10	n/a	0	circle.bmp
+58.8770909091	n/a	14719.2727	show_cross	n/a	n/a	11	n/a	1	cross.bmp
+59.41527272729999	n/a	14853.8182	show_face	scrambled_face	immediate_repeat	11	1	18	s135.bmp
+59.8952727273	n/a	14973.8182	left_press	n/a	n/a	11	n/a	256	n/a
+60.3707272727	n/a	15092.6818	show_circle	n/a	n/a	11	n/a	0	circle.bmp
+62.070727272700005	n/a	15517.6818	show_cross	n/a	n/a	12	n/a	1	cross.bmp
+62.6725454545	n/a	15668.1364	show_face	unfamiliar_face	delayed_repeat	12	9	15	u055.bmp
+63.5234545455	n/a	15880.8636	right_press	n/a	n/a	12	n/a	4096	n/a
+63.5716363636	n/a	15892.9091	show_circle	n/a	n/a	12	n/a	0	circle.bmp
+65.2716363636	n/a	16317.9091	show_cross	n/a	n/a	13	n/a	1	cross.bmp
+65.7634545455	n/a	16440.8636	show_face	famous_face	first_show	13	n/a	5	f072.bmp
+66.2652727273	n/a	16566.3182	left_press	n/a	n/a	13	n/a	256	n/a
+66.7370909091	n/a	16684.2727	show_circle	n/a	n/a	13	n/a	0	circle.bmp
+68.4370909091	n/a	17109.2727	show_cross	n/a	n/a	14	n/a	1	cross.bmp
+68.9370909091	n/a	17234.2727	show_face	scrambled_face	first_show	14	n/a	17	s066.bmp
+69.5961818182	n/a	17399.0455	left_press	n/a	n/a	14	n/a	256	n/a
+69.9207272727	n/a	17480.1818	show_circle	n/a	n/a	14	n/a	0	circle.bmp
+71.62072727270001	n/a	17905.1818	show_cross	n/a	n/a	15	n/a	1	cross.bmp
+72.1443636364	n/a	18036.0909	show_face	scrambled_face	immediate_repeat	15	1	18	s066.bmp
+72.6952727273	n/a	18173.8182	left_press	n/a	n/a	15	n/a	256	n/a
+73.1443636364	n/a	18286.0909	show_circle	n/a	n/a	15	n/a	0	circle.bmp
+74.8443636364	n/a	18711.0909	show_cross	n/a	n/a	16	n/a	1	cross.bmp
+75.3525454545	n/a	18838.1364	show_face	famous_face	delayed_repeat	16	10	7	f121.bmp
+76.2289090909	n/a	19057.2273	show_circle	n/a	n/a	16	n/a	0	circle.bmp
+76.2334545455	n/a	19058.3636	right_press	n/a	n/a	16	n/a	4096	n/a
+77.9289090909	n/a	19482.2273	show_cross	n/a	n/a	17	n/a	1	cross.bmp
+78.60981818180001	n/a	19652.4545	show_face	famous_face	first_show	17	n/a	5	f063.bmp
+79.2552727273	n/a	19813.8182	right_press	n/a	n/a	17	n/a	4096	n/a
+79.5625454545	n/a	19890.6364	show_circle	n/a	n/a	17	n/a	0	circle.bmp
+81.2625454545	n/a	20315.6364	show_cross	n/a	n/a	18	n/a	1	cross.bmp
+81.7170909091	n/a	20429.2727	show_face	unfamiliar_face	first_show	18	n/a	13	u139.bmp
+82.3361818182	n/a	20584.0455	right_press	n/a	n/a	18	n/a	4096	n/a
+82.5570909091	n/a	20639.2727	show_circle	n/a	n/a	18	n/a	0	circle.bmp
+84.2570909091	n/a	21064.2727	show_cross	n/a	n/a	19	n/a	1	cross.bmp
+84.8570909091	n/a	21214.2727	show_face	scrambled_face	delayed_repeat	19	10	19	s028.bmp
+85.54163636359999	n/a	21385.4091	left_press	n/a	n/a	19	n/a	256	n/a
+85.7370909091	n/a	21434.2727	show_circle	n/a	n/a	19	n/a	0	circle.bmp
+87.4370909091	n/a	21859.2727	show_cross	n/a	n/a	20	n/a	1	cross.bmp
+88.048	n/a	22012.0	show_face	scrambled_face	first_show	20	n/a	17	s018.bmp
+88.90254545450001	n/a	22225.6364	left_press	n/a	n/a	20	n/a	256	n/a
+89.03618181819999	n/a	22259.0455	show_circle	n/a	n/a	20	n/a	0	circle.bmp
+90.7361818182	n/a	22684.0455	show_cross	n/a	n/a	21	n/a	1	cross.bmp
+91.3389090909	n/a	22834.7273	show_face	famous_face	first_show	21	n/a	5	f076.bmp
+91.9316363636	n/a	22982.9091	right_press	n/a	n/a	21	n/a	4096	n/a
+92.2161818182	n/a	23054.0455	show_circle	n/a	n/a	21	n/a	0	circle.bmp
+93.9161818182	n/a	23479.0455	show_cross	n/a	n/a	22	n/a	1	cross.bmp
+94.4798181818	n/a	23619.9545	show_face	famous_face	immediate_repeat	22	1	6	f076.bmp
+94.9570909091	n/a	23739.2727	right_press	n/a	n/a	22	n/a	4096	n/a
+95.3343636364	n/a	23833.5909	show_circle	n/a	n/a	22	n/a	0	circle.bmp
+97.0343636364	n/a	24258.5909	show_cross	n/a	n/a	23	n/a	1	cross.bmp
+97.5361818182	n/a	24384.0455	show_face	famous_face	delayed_repeat	23	10	7	f072.bmp
+98.3889090909	n/a	24597.2273	show_circle	n/a	n/a	23	n/a	0	circle.bmp
+98.3916363636	n/a	24597.9091	right_press	n/a	n/a	23	n/a	4096	n/a
+100.0889090909	n/a	25022.2273	show_cross	n/a	n/a	24	n/a	1	cross.bmp
+100.5770909091	n/a	25144.2727	show_face	scrambled_face	first_show	24	n/a	17	s121.bmp
+101.4770909091	n/a	25369.2727	left_press	n/a	n/a	24	n/a	256	n/a
+101.5325454545	n/a	25383.1364	show_circle	n/a	n/a	24	n/a	0	circle.bmp
+103.2325454545	n/a	25808.1364	show_cross	n/a	n/a	25	n/a	1	cross.bmp
+103.7843636364	n/a	25946.0909	show_face	scrambled_face	first_show	25	n/a	17	s051.bmp
+104.278	n/a	26069.5	left_press	n/a	n/a	25	n/a	256	n/a
+104.7534545455	n/a	26188.3636	show_circle	n/a	n/a	25	n/a	0	circle.bmp
+106.4534545455	n/a	26613.3636	show_cross	n/a	n/a	26	n/a	1	cross.bmp
+106.9416363636	n/a	26735.4091	show_face	famous_face	delayed_repeat	26	9	7	f063.bmp
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+107.8307272727	n/a	26957.6818	show_circle	n/a	n/a	26	n/a	0	circle.bmp
+109.5307272727	n/a	27382.6818	show_cross	n/a	n/a	27	n/a	1	cross.bmp
+110.0652727273	n/a	27516.3182	show_face	unfamiliar_face	first_show	27	n/a	13	u140.bmp
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+110.8852727273	n/a	27721.3182	show_circle	n/a	n/a	27	n/a	0	circle.bmp
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+113.1725454545	n/a	28293.1364	show_face	unfamiliar_face	delayed_repeat	28	10	15	u139.bmp
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+114.1098181818	n/a	28527.4545	show_circle	n/a	n/a	28	n/a	0	circle.bmp
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+116.4634545455	n/a	29115.8636	show_face	unfamiliar_face	first_show	29	n/a	13	u124.bmp
+117.3498181818	n/a	29337.4545	show_circle	n/a	n/a	29	n/a	0	circle.bmp
+117.3570909091	n/a	29339.2727	right_press	n/a	n/a	29	n/a	4096	n/a
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+119.5707272727	n/a	29892.6818	show_face	unfamiliar_face	immediate_repeat	30	1	14	u124.bmp
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+120.4670909091	n/a	30116.7727	show_circle	n/a	n/a	30	n/a	0	circle.bmp
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+122.678	n/a	30669.5	show_face	scrambled_face	delayed_repeat	31	11	19	s018.bmp
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+123.5352727273	n/a	30883.8182	show_circle	n/a	n/a	31	n/a	0	circle.bmp
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+126.7643636364	n/a	31691.0909	show_circle	n/a	n/a	32	n/a	0	circle.bmp
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+129.0598181818	n/a	32264.9545	show_face	famous_face	immediate_repeat	33	1	6	f150.bmp
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+139.5307272727	n/a	34882.6818	show_circle	n/a	n/a	36	n/a	0	circle.bmp
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+168.2189090909	n/a	42054.7273	show_circle	n/a	n/a	45	n/a	0	circle.bmp
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+170.4716363636	n/a	42617.9091	show_face	unfamiliar_face	immediate_repeat	46	1	14	u128.bmp
+170.8770909091	n/a	42719.2727	left_press	n/a	n/a	46	n/a	256	n/a
+171.3543636364	n/a	42838.5909	show_circle	n/a	n/a	46	n/a	0	circle.bmp
+173.05436363639998	n/a	43263.5909	show_cross	n/a	n/a	47	n/a	1	cross.bmp
+173.528	n/a	43382.0	show_face	famous_face	first_show	47	n/a	5	f124.bmp
+174.3698181818	n/a	43592.4545	show_circle	n/a	n/a	47	n/a	0	circle.bmp
+174.3807272727	n/a	43595.1818	right_press	n/a	n/a	47	n/a	4096	n/a
+176.0698181818	n/a	44017.4545	show_cross	n/a	n/a	48	n/a	1	cross.bmp
+176.5689090909	n/a	44142.2273	show_face	unfamiliar_face	delayed_repeat	48	11	15	u089.bmp
+177.3143636364	n/a	44328.5909	right_press	n/a	n/a	48	n/a	4096	n/a
+177.5352727273	n/a	44383.8182	show_circle	n/a	n/a	48	n/a	0	circle.bmp
+179.2352727273	n/a	44808.8182	show_cross	n/a	n/a	49	n/a	1	cross.bmp
+179.7598181818	n/a	44939.9545	show_face	unfamiliar_face	first_show	49	n/a	13	u044.bmp
+180.3743636364	n/a	45093.5909	left_press	n/a	n/a	49	n/a	256	n/a
+180.7252727273	n/a	45181.3182	show_circle	n/a	n/a	49	n/a	0	circle.bmp
+182.4252727273	n/a	45606.3182	show_cross	n/a	n/a	50	n/a	1	cross.bmp
+183.0507272727	n/a	45762.6818	show_face	unfamiliar_face	first_show	50	n/a	13	u086.bmp
+183.7498181818	n/a	45937.4545	left_press	n/a	n/a	50	n/a	256	n/a
+183.8734545455	n/a	45968.3636	show_circle	n/a	n/a	50	n/a	0	circle.bmp
diff --git a/src/jupyter_notebooks/bids/find_event_combinations.ipynb b/src/jupyter_notebooks/bids/find_event_combinations.ipynb
index 3943cbc3..ed065961 100644
--- a/src/jupyter_notebooks/bids/find_event_combinations.ipynb
+++ b/src/jupyter_notebooks/bids/find_event_combinations.ipynb
@@ -61,8 +61,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:02:17.144301Z",
-     "start_time": "2024-06-15T16:02:14.364188Z"
+     "end_time": "2024-09-26T11:19:17.585166Z",
+     "start_time": "2024-09-26T11:19:15.001655Z"
     }
    },
    "outputs": [
@@ -96,7 +96,7 @@
      ]
     }
    ],
-   "execution_count": 3
+   "execution_count": 2
   }
  ],
  "metadata": {
diff --git a/src/jupyter_notebooks/bids/merge_spreadsheet_into_sidecar.ipynb b/src/jupyter_notebooks/bids/merge_spreadsheet_into_sidecar.ipynb
index 887e0f7b..7aac525b 100644
--- a/src/jupyter_notebooks/bids/merge_spreadsheet_into_sidecar.ipynb
+++ b/src/jupyter_notebooks/bids/merge_spreadsheet_into_sidecar.ipynb
@@ -57,8 +57,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:03:32.787320Z",
-     "start_time": "2024-06-15T16:03:32.760819Z"
+     "end_time": "2024-09-26T11:19:31.106197Z",
+     "start_time": "2024-09-26T11:19:29.608508Z"
     }
    },
    "outputs": [
@@ -137,7 +137,7 @@
      ]
     }
    ],
-   "execution_count": 2
+   "execution_count": 1
   }
  ],
  "metadata": {
diff --git a/src/jupyter_notebooks/bids/sidecar_to_spreadsheet.ipynb b/src/jupyter_notebooks/bids/sidecar_to_spreadsheet.ipynb
index 017e8571..5b5e7e39 100644
--- a/src/jupyter_notebooks/bids/sidecar_to_spreadsheet.ipynb
+++ b/src/jupyter_notebooks/bids/sidecar_to_spreadsheet.ipynb
@@ -48,8 +48,8 @@
      "name": "#%% Create a spreadsheet corresponding to a JSON sidecar and save it.\n"
     },
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:11:28.865510Z",
-     "start_time": "2024-06-15T16:11:28.848888Z"
+     "end_time": "2024-09-26T11:19:51.584884Z",
+     "start_time": "2024-09-26T11:19:50.106320Z"
     }
    },
    "outputs": [
@@ -96,7 +96,7 @@
      ]
     }
    ],
-   "execution_count": 3
+   "execution_count": 1
   }
  ],
  "metadata": {
diff --git a/src/jupyter_notebooks/bids/summarize_events.ipynb b/src/jupyter_notebooks/bids/summarize_events.ipynb
index 30c73c74..93de82ce 100644
--- a/src/jupyter_notebooks/bids/summarize_events.ipynb
+++ b/src/jupyter_notebooks/bids/summarize_events.ipynb
@@ -35,8 +35,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:14:21.640014Z",
-     "start_time": "2024-06-15T16:14:20.294996Z"
+     "end_time": "2024-09-26T11:20:04.561801Z",
+     "start_time": "2024-09-26T11:20:03.168288Z"
     }
    },
    "cell_type": "code",
diff --git a/src/jupyter_notebooks/bids/validate_bids_dataset.ipynb b/src/jupyter_notebooks/bids/validate_bids_dataset.ipynb
index c9ced62a..fc5ecf9b 100644
--- a/src/jupyter_notebooks/bids/validate_bids_dataset.ipynb
+++ b/src/jupyter_notebooks/bids/validate_bids_dataset.ipynb
@@ -60,8 +60,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:15:15.994199Z",
-     "start_time": "2024-06-15T16:15:10.086834Z"
+     "end_time": "2024-09-26T11:20:25.926126Z",
+     "start_time": "2024-09-26T11:20:20.711150Z"
     }
    },
    "outputs": [
@@ -69,7 +69,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Using HEDTOOLS version: {'date': '2024-06-14T17:02:33-0500', 'dirty': False, 'error': None, 'full-revisionid': '940e75ddcedd5a14910098b60277413edc3c024e', 'version': '0.5.0'}\n",
+      "Using HEDTOOLS version: {'date': '2024-09-22T07:25:45-0500', 'dirty': False, 'error': None, 'full-revisionid': '5b99266536c785274c5d0d263914fe01160717ae', 'version': '0.5.0+109.g5b992665'}\n",
       "Number of issues: 0\n",
       "No HED validation errors\n"
      ]
diff --git a/src/jupyter_notebooks/remodeling/run_remodel.ipynb b/src/jupyter_notebooks/remodeling/run_remodel.ipynb
index 2de204ce..6c6ffb98 100644
--- a/src/jupyter_notebooks/remodeling/run_remodel.ipynb
+++ b/src/jupyter_notebooks/remodeling/run_remodel.ipynb
@@ -48,8 +48,8 @@
      "name": "#%%  This removes all summaries from eeg_ds003645s_hed_remodel and then reruns.\n"
     },
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:20:24.831395Z",
-     "start_time": "2024-06-15T16:20:22.979092Z"
+     "end_time": "2024-09-26T11:20:51.226004Z",
+     "start_time": "2024-09-26T11:20:49.689854Z"
     }
    },
    "outputs": [
@@ -69,8 +69,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2024-06-15T16:20:24.847180Z",
-     "start_time": "2024-06-15T16:20:24.837479Z"
+     "end_time": "2024-09-26T11:20:51.241800Z",
+     "start_time": "2024-09-26T11:20:51.229904Z"
     }
    },
    "outputs": [],
diff --git a/src/jupyter_notebooks/remodeling/run_remodel_backup.ipynb b/src/jupyter_notebooks/remodeling/run_remodel_backup.ipynb
index caf3e23d..ec18ff5e 100644
--- a/src/jupyter_notebooks/remodeling/run_remodel_backup.ipynb
+++ b/src/jupyter_notebooks/remodeling/run_remodel_backup.ipynb
@@ -1,82 +1,82 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "source": [
-    "# Backup the event files in a dataset\n",
-    "\n",
-    "This notebook calls `run_remodel_backup(arglist)` with a list of parameters from the following table\n",
-    "to back up the events in a dataset.\n",
-    "\n",
-    "| parameter          | default                                  | dest        | other | meaning |\n",
-    "|--------------------|------------------------------------------|-------------| ----- | ------- |\n",
-    "| data_dir           |                                          | data_dir    |   |  Full path of dataset root directory. |\n",
-    "| -bd, --backup_dir  | `[data_root]/derivatives/remodel/backups` | backup_dir  |  | Name of the default backup for remodeling. |\n",
-    "| -bn, --backup_name | `default_back`                             | backup_name |  | Name of the default backup for remodeling. |\n",
-    "| -e, --extensions   | ['.tsv']                                 | extensions  | nargs=* |File extensions to allow in locating files. <br/> A * indicates all files allowed. |\n",
-    "| -f, --file-suffix  | ['events']                               | file_suffix |  nargs=* | Filename suffix of files to be backed up. <br/>A * indicates all files allowed. |\n",
-    "| -t, --task-names | []   |task_names | nargs=* | The name of the task. |\n",
-    "| -v, --verbose |   | verbose |action=store_true | If present, output informative messages as computation progresses. |  \n",
-    "| -x, --exclude-dirs | [] | exclude_dirs | nargs=* | Directories names to exclude from search for files. <br/>If omitted, no directories except the backup directory will be excluded. <br/>Note data_dir/remodel/backup will always be excluded. |"
-   ],
-   "metadata": {
-    "collapsed": false
-   }
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Results will be found in derivatives/remodel/backups/test_backup relative to data_root\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import hed.tools.remodeling.cli.run_remodel_backup as cli_backup\n",
-    "\n",
-    "data_root = os.path.realpath('../../../datasets/eeg_ds003645s_hed_remodel')\n",
-    "backup_name = 'test_backup'\n",
-    "arg_list = [data_root, '-bn', backup_name, '-x', 'derivatives', 'stimuli', 'code', 'sourcedata'\n",
-    "                '-f', 'events', '-e', '.tsv']\n",
-    "cli_backup.main(arg_list)\n",
-    "print(\"Results will be found in derivatives/remodel/backups/test_backup relative to data_root\")"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "pycharm": {
-     "name": "#%%\n"
-    },
-    "ExecuteTime": {
-     "end_time": "2024-01-10T13:08:07.582640300Z",
-     "start_time": "2024-01-10T13:08:07.530641100Z"
-    }
-   }
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "source": [
+    "# Backup the event files in a dataset\n",
+    "\n",
+    "This notebook calls `run_remodel_backup(arglist)` with a list of parameters from the following table\n",
+    "to back up the events in a dataset.\n",
+    "\n",
+    "| parameter          | default                                  | dest        | other | meaning |\n",
+    "|--------------------|------------------------------------------|-------------| ----- | ------- |\n",
+    "| data_dir           |                                          | data_dir    |   |  Full path of dataset root directory. |\n",
+    "| -bd, --backup_dir  | `[data_root]/derivatives/remodel/backups` | backup_dir  |  | Name of the default backup for remodeling. |\n",
+    "| -bn, --backup_name | `default_back`                             | backup_name |  | Name of the default backup for remodeling. |\n",
+    "| -e, --extensions   | ['.tsv']                                 | extensions  | nargs=* |File extensions to allow in locating files. <br/> A * indicates all files allowed. |\n",
+    "| -f, --file-suffix  | ['events']                               | file_suffix |  nargs=* | Filename suffix of files to be backed up. <br/>A * indicates all files allowed. |\n",
+    "| -t, --task-names | []   |task_names | nargs=* | The name of the task. |\n",
+    "| -v, --verbose |   | verbose |action=store_true | If present, output informative messages as computation progresses. |  \n",
+    "| -x, --exclude-dirs | [] | exclude_dirs | nargs=* | Directories names to exclude from search for files. <br/>If omitted, no directories except the backup directory will be excluded. <br/>Note data_dir/remodel/backup will always be excluded. |"
+   ],
+   "metadata": {
+    "collapsed": false
+   }
+  },
+  {
+   "cell_type": "code",
+   "source": [
+    "import os\n",
+    "import hed.tools.remodeling.cli.run_remodel_backup as cli_backup\n",
+    "\n",
+    "data_root = os.path.realpath('../../../datasets/eeg_ds003645s_hed_remodel')\n",
+    "backup_name = 'test_backup'\n",
+    "arg_list = [data_root, '-bn', backup_name, '-x', 'derivatives', 'stimuli', 'code', 'sourcedata'\n",
+    "                '-f', 'events', '-e', '.tsv']\n",
+    "cli_backup.main(arg_list)\n",
+    "print(\"Results will be found in derivatives/remodel/backups/test_backup relative to data_root\")"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "pycharm": {
+     "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2024-09-26T11:21:25.301612Z",
+     "start_time": "2024-09-26T11:21:23.866565Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Results will be found in derivatives/remodel/backups/test_backup relative to data_root\n"
+     ]
+    }
+   ],
+   "execution_count": 1
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}