diff --git a/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-stopsignal_acq-seq_events.tsv b/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-stopsignal_acq-seq_events.tsv
index 2373ce62..c28ddf68 100644
--- a/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-stopsignal_acq-seq_events.tsv
+++ b/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-stopsignal_acq-seq_events.tsv
@@ -1,101 +1,101 @@
-onset duration trial_type stop_signal_delay response_time response_accuracy response_hand sex
-0.0844 0.5084 go n/a 0.914 correct left male
-8.5926 0.5083 go n/a 0.919 correct right female
-13.6008 0.5083 succesful_stop 0.2 n/a n/a right female
-16.1174 0.5083 go n/a 0.828 correct right female
-20.6172 0.5084 go n/a 0.69 correct right female
-25.1255 0.5083 go n/a 0.734 correct right female
-29.6337 0.5083 unsuccesful_stop 0.25 0.626 correct left male
-32.1503 0.5083 go n/a 0.749 correct left male
-37.1502 0.5083 succesful_stop 0.3 n/a n/a right female
-41.6584 0.5083 go n/a 1.025 correct right female
-45.1666 0.5083 go n/a 0.752 correct right female
-48.6749 0.5083 succesful_stop 0.35 n/a n/a right male
-52.6831 0.5083 go n/a 0.696 correct left male
-57.6913 0.5083 go n/a 0.928 correct right female
-60.2079 0.5083 succesful_stop 0.4 n/a n/a right male
-64.7078 0.5083 go n/a 0.806 correct left male
-69.216 0.5083 go n/a 1.156 correct right female
-72.2326 0.5083 succesful_stop 0.45 n/a n/a right female
-76.2408 0.5083 go n/a 1.112 correct right female
-81.7407 0.5083 go n/a 1.122 incorrect left female
-88.7571 0.5084 go n/a 0.886 correct left male
-93.7653 0.5084 succesful_stop 0.5 n/a n/a right female
-96.7736 0.5083 go n/a 0.848 correct left male
-101.2818 0.5083 go n/a 1.011 correct right female
-105.79 0.5083 go n/a 0.962 correct right female
-109.2983 0.5083 succesful_stop 0.55 n/a n/a right female
-117.8147 0.5083 go n/a 1.158 incorrect left female
-125.3312 0.5083 succesful_stop 0.6 n/a n/a right male
-129.8394 0.5083 go n/a 1.211 incorrect left female
-133.8476 0.5084 go n/a 1.04 correct right female
-137.8559 0.5083 unsuccesful_stop 0.65 1.001 correct left male
-141.3641 0.5083 succesful_stop 0.7 n/a n/a right female
-148.3889 0.5083 go n/a 1.065 correct left male
-152.8888 0.5083 go n/a 0.968 correct left male
-156.897 0.5084 go n/a 1.275 correct left male
-161.4053 0.5083 succesful_stop 0.75 n/a n/a right female
-164.9135 0.5083 unsuccesful_stop 0.8 0.95 correct right female
-168.4301 0.5083 go n/a 0.899 correct right female
-173.4299 0.5084 go n/a 1.092 correct left male
-177.4382 0.5083 go n/a 1.084 correct right female
-180.9464 0.5083 go n/a 1.299 correct right female
-184.9546 0.5084 go n/a 1.029 correct right female
-189.4629 0.5083 unsuccesful_stop 0.85 0.948 correct left male
-193.4711 0.5083 succesful_stop 0.9 n/a n/a right male
-197.9793 0.5083 go n/a 1.411 correct left male
-200.9876 0.5083 go n/a 1.333 correct left male
-205.9958 0.5083 go n/a 1.209 correct left male
-209.504 0.5083 succesful_stop 0.95 n/a n/a right male
-212.5206 0.5083 go n/a 1.263 correct left male
-216.5288 0.5083 succesful_stop 1.0 n/a n/a right male
-222.0287 0.5083 go n/a 1.387 correct right female
-225.0369 0.5083 go n/a 1.64 correct right female
-228.5535 0.5083 go n/a 1.244 correct left male
-234.0534 0.5083 go n/a 1.494 correct left male
-240.5782 0.5083 succesful_stop 1.05 n/a n/a right male
-250.0863 0.5083 go n/a 1.339 correct right female
-253.5945 0.5083 go n/a 1.31 correct left male
-257.1028 0.5083 go n/a 1.468 correct left male
-261.611 0.5083 go n/a 1.328 correct left male
-265.1192 0.5083 go n/a 1.319 correct left male
-270.1274 0.5083 go n/a 1.44 incorrect left female
-273.1357 0.5083 succesful_stop 1.1 n/a n/a right female
-277.6439 0.5083 go n/a 1.296 correct left male
-282.1521 0.5083 go n/a 1.317 correct right female
-284.6687 0.5083 succesful_stop 1.15 n/a n/a right female
-290.1686 0.5083 succesful_stop 1.2 n/a n/a right female
-297.185 0.5084 go n/a 1.327 correct right female
-302.1933 0.5083 go n/a 1.496 correct right female
-306.2015 0.5083 succesful_stop 1.25 n/a n/a right female
-309.7097 0.5083 unsuccesful_stop 1.3 1.415 correct right female
-312.7263 0.5083 unsuccesful_stop 1.35 1.531 correct right female
-318.2262 0.5083 unsuccesful_stop 1.4 1.5 correct right female
-326.2426 0.5083 go n/a 1.711 correct left male
-329.7509 0.5083 go n/a 1.533 correct right female
-332.7675 0.5083 go n/a 1.928 correct right female
-337.7673 0.5083 unsuccesful_stop 1.45 1.299 correct left male
-340.7839 0.5083 go n/a 1.877 correct left male
-345.7838 0.5083 succesful_stop 1.5 n/a n/a right male
-349.792 0.5083 succesful_stop 1.55 n/a n/a right male
-353.3003 0.5083 go n/a 2.018 correct right female
-357.3085 0.5083 go n/a 1.834 correct left male
-362.3167 0.5083 succesful_stop 1.6 n/a n/a right male
-365.8249 0.5083 unsuccesful_stop 1.65 1.738 correct left male
-370.3331 0.5084 go n/a 2.072 correct left male
-373.8414 0.5083 go n/a 1.903 correct right female
-378.3496 0.5083 succesful_stop 1.7 n/a n/a right female
-381.3579 0.5083 go n/a 1.785 correct left male
-384.8744 0.5083 go n/a 1.912 correct right female
-389.3743 0.5083 go n/a 1.75 correct right female
-394.3825 0.5083 succesful_stop 1.75 n/a n/a right male
-397.8908 0.5083 go n/a 1.786 correct left male
-402.399 0.5083 go n/a 2.256 correct right female
-405.4072 0.5083 go n/a 2.279 correct left male
-409.9154 0.5084 go n/a 2.269 correct left male
-414.4237 0.5083 go n/a 1.994 incorrect left female
-421.9401 0.5084 go n/a 2.318 correct left male
-426.4483 0.5084 go n/a n/a miss right male
-432.4649 0.5083 unsuccesful_stop 1.8 1.343 correct left male
-435.9731 0.5083 unsuccesful_stop 1.85 1.714 correct right female
-438.9897 0.5083 go n/a 2.261 correct right female
+onset duration trial_type stop_signal_delay response_time response_accuracy response_hand sex
+0.0844 0.5084 go n/a 0.914 correct left male
+8.5926 0.5083 go n/a 0.919 correct right female
+13.6008 0.5083 succesful_stop 0.2 n/a n/a right female
+16.1174 0.5083 go n/a 0.828 correct right female
+20.6172 0.5084 go n/a 0.69 correct right female
+25.1255 0.5083 go n/a 0.734 correct right female
+29.6337 0.5083 unsuccesful_stop 0.25 0.626 correct left male
+32.1503 0.5083 go n/a 0.749 correct left male
+37.1502 0.5083 succesful_stop 0.3 n/a n/a right female
+41.6584 0.5083 go n/a 1.025 correct right female
+45.1666 0.5083 go n/a 0.752 correct right female
+48.6749 0.5083 succesful_stop 0.35 n/a n/a right male
+52.6831 0.5083 go n/a 0.696 correct left male
+57.6913 0.5083 go n/a 0.928 correct right female
+60.2079 0.5083 succesful_stop 0.4 n/a n/a right male
+64.7078 0.5083 go n/a 0.806 correct left male
+69.216 0.5083 go n/a 1.156 correct right female
+72.2326 0.5083 succesful_stop 0.45 n/a n/a right female
+76.2408 0.5083 go n/a 1.112 correct right female
+81.7407 0.5083 go n/a 1.122 incorrect left female
+88.7571 0.5084 go n/a 0.886 correct left male
+93.7653 0.5084 succesful_stop 0.5 n/a n/a right female
+96.7736 0.5083 go n/a 0.848 correct left male
+101.2818 0.5083 go n/a 1.011 correct right female
+105.79 0.5083 go n/a 0.962 correct right female
+109.2983 0.5083 succesful_stop 0.55 n/a n/a right female
+117.8147 0.5083 go n/a 1.158 incorrect left female
+125.3312 0.5083 succesful_stop 0.6 n/a n/a right male
+129.8394 0.5083 go n/a 1.211 incorrect left female
+133.8476 0.5084 go n/a 1.04 correct right female
+137.8559 0.5083 unsuccesful_stop 0.65 1.001 correct left male
+141.3641 0.5083 succesful_stop 0.7 n/a n/a right female
+148.3889 0.5083 go n/a 1.065 correct left male
+152.8888 0.5083 go n/a 0.968 correct left male
+156.897 0.5084 go n/a 1.275 correct left male
+161.4053 0.5083 succesful_stop 0.75 n/a n/a right female
+164.9135 0.5083 unsuccesful_stop 0.8 0.95 correct right female
+168.4301 0.5083 go n/a 0.899 correct right female
+173.4299 0.5084 go n/a 1.092 correct left male
+177.4382 0.5083 go n/a 1.084 correct right female
+180.9464 0.5083 go n/a 1.299 correct right female
+184.9546 0.5084 go n/a 1.029 correct right female
+189.4629 0.5083 unsuccesful_stop 0.85 0.948 correct left male
+193.4711 0.5083 succesful_stop 0.9 n/a n/a right male
+197.9793 0.5083 go n/a 1.411 correct left male
+200.9876 0.5083 go n/a 1.333 correct left male
+205.9958 0.5083 go n/a 1.209 correct left male
+209.504 0.5083 succesful_stop 0.95 n/a n/a right male
+212.5206 0.5083 go n/a 1.263 correct left male
+216.5288 0.5083 succesful_stop 1.0 n/a n/a right male
+222.0287 0.5083 go n/a 1.387 correct right female
+225.0369 0.5083 go n/a 1.64 correct right female
+228.5535 0.5083 go n/a 1.244 correct left male
+234.0534 0.5083 go n/a 1.494 correct left male
+240.5782 0.5083 succesful_stop 1.05 n/a n/a right male
+250.0863 0.5083 go n/a 1.339 correct right female
+253.5945 0.5083 go n/a 1.31 correct left male
+257.1028 0.5083 go n/a 1.468 correct left male
+261.611 0.5083 go n/a 1.328 correct left male
+265.1192 0.5083 go n/a 1.319 correct left male
+270.1274 0.5083 go n/a 1.44 incorrect left female
+273.1357 0.5083 succesful_stop 1.1 n/a n/a right female
+277.6439 0.5083 go n/a 1.296 correct left male
+282.1521 0.5083 go n/a 1.317 correct right female
+284.6687 0.5083 succesful_stop 1.15 n/a n/a right female
+290.1686 0.5083 succesful_stop 1.2 n/a n/a right female
+297.185 0.5084 go n/a 1.327 correct right female
+302.1933 0.5083 go n/a 1.496 correct right female
+306.2015 0.5083 succesful_stop 1.25 n/a n/a right female
+309.7097 0.5083 unsuccesful_stop 1.3 1.415 correct right female
+312.7263 0.5083 unsuccesful_stop 1.35 1.531 correct right female
+318.2262 0.5083 unsuccesful_stop 1.4 1.5 correct right female
+326.2426 0.5083 go n/a 1.711 correct left male
+329.7509 0.5083 go n/a 1.533 correct right female
+332.7675 0.5083 go n/a 1.928 correct right female
+337.7673 0.5083 unsuccesful_stop 1.45 1.299 correct left male
+340.7839 0.5083 go n/a 1.877 correct left male
+345.7838 0.5083 succesful_stop 1.5 n/a n/a right male
+349.792 0.5083 succesful_stop 1.55 n/a n/a right male
+353.3003 0.5083 go n/a 2.018 correct right female
+357.3085 0.5083 go n/a 1.834 correct left male
+362.3167 0.5083 succesful_stop 1.6 n/a n/a right male
+365.8249 0.5083 unsuccesful_stop 1.65 1.738 correct left male
+370.3331 0.5084 go n/a 2.072 correct left male
+373.8414 0.5083 go n/a 1.903 correct right female
+378.3496 0.5083 succesful_stop 1.7 n/a n/a right female
+381.3579 0.5083 go n/a 1.785 correct left male
+384.8744 0.5083 go n/a 1.912 correct right female
+389.3743 0.5083 go n/a 1.75 correct right female
+394.3825 0.5083 succesful_stop 1.75 n/a n/a right male
+397.8908 0.5083 go n/a 1.786 correct left male
+402.399 0.5083 go n/a 2.256 correct right female
+405.4072 0.5083 go n/a 2.279 correct left male
+409.9154 0.5084 go n/a 2.269 correct left male
+414.4237 0.5083 go n/a 1.994 incorrect left female
+421.9401 0.5084 go n/a 2.318 correct left male
+426.4483 0.5084 go n/a n/a miss right male
+432.4649 0.5083 unsuccesful_stop 1.8 1.343 correct left male
+435.9731 0.5083 unsuccesful_stop 1.85 1.714 correct right female
+438.9897 0.5083 go n/a 2.261 correct right female
diff --git a/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-workingmemory_acq-seq_events.tsv b/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-workingmemory_acq-seq_events.tsv
index bac502d6..3f1b679c 100644
--- a/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-workingmemory_acq-seq_events.tsv
+++ b/datasets/fmri_ds002790s_hed_aomic/sub-0001/func/sub-0001_task-workingmemory_acq-seq_events.tsv
@@ -1,41 +1,41 @@
-onset duration trial_type response_accuracy response_time response_hand
-8.0401 6 active_change correct 2.3812999999999995 right
-20.0565 6 active_change incorrect 1.4655999999999985 left
-26.0647 6 active_nochange incorrect 1.3942000000000014 right
-36.0811 6 passive n/a 1.9474000000000018 right
-42.0893 6 active_change correct 1.737099999999998 right
-52.1057 6 active_nochange correct 2.0763000000000034 left
-60.1221 6 active_change correct 1.6906999999999925 right
-66.1303 6 active_nochange incorrect 1.9181999999999988 right
-72.1385 6 active_change correct 1.6239000000000061 right
-78.1467 6 active_change correct 1.7944999999999993 right
-86.1631 6 active_nochange incorrect 1.3408000000000015 right
-92.1713 6 active_nochange incorrect 1.3305000000000007 right
-100.1878 6 active_nochange incorrect 1.7357000000000085 right
-106.1959 6 passive miss n/a right
-112.2041 6 active_change incorrect 1.671999999999997 left
-118.2123 6 active_nochange incorrect 1.5976 right
-126.2287 6 passive n/a 1.542900000000003 right
-134.2452 6 active_nochange incorrect 1.4461999999999762 right
-140.2534 6 active_nochange incorrect 1.241800000000012 right
-150.2698 6 active_nochange incorrect 1.5661000000000058 right
-156.278 6 passive n/a 1.4296999999999969 right
-162.2861 6 passive n/a 1.4713999999999885 right
-172.3025 6 active_change incorrect 1.4847000000000037 left
-180.319 6 active_change incorrect 1.8348000000000013 left
-188.3355 6 active_nochange incorrect 1.292100000000005 right
-194.3436 6 active_change incorrect 1.838799999999992 left
-204.36 6 passive n/a 1.3200999999999965 right
-210.3682 6 active_nochange incorrect 1.4677000000000078 right
-216.3764 6 active_change incorrect 1.3973000000000013 left
-222.3846 6 active_change incorrect 1.498899999999992 left
-228.3927 6 active_nochange incorrect 1.5526000000000124 right
-238.4092 6 active_change incorrect 1.8087999999999909 left
-244.4173 6 active_change correct 1.4834999999999923 right
-252.43380000000002 6 active_change correct 1.286799999999971 right
-258.442 6 active_change correct 1.6632999999999925 right
-264.4501 6 active_nochange incorrect 1.3710999999999558 right
-272.4666 6 passive n/a 1.272299999999973 right
-280.4831 6 passive n/a 1.4186000000000263 right
-296.4993 6 active_nochange incorrect 1.501800000000003 right
-302.5075 6 active_nochange incorrect 1.2133999999999787 right
+onset duration trial_type response_accuracy response_time response_hand
+8.0401 6 active_change correct 2.3812999999999995 right
+20.0565 6 active_change incorrect 1.4655999999999985 left
+26.0647 6 active_nochange incorrect 1.3942000000000014 right
+36.0811 6 passive n/a 1.9474000000000018 right
+42.0893 6 active_change correct 1.737099999999998 right
+52.1057 6 active_nochange correct 2.0763000000000034 left
+60.1221 6 active_change correct 1.6906999999999925 right
+66.1303 6 active_nochange incorrect 1.9181999999999988 right
+72.1385 6 active_change correct 1.6239000000000061 right
+78.1467 6 active_change correct 1.7944999999999993 right
+86.1631 6 active_nochange incorrect 1.3408000000000015 right
+92.1713 6 active_nochange incorrect 1.3305000000000007 right
+100.1878 6 active_nochange incorrect 1.7357000000000085 right
+106.1959 6 passive miss n/a right
+112.2041 6 active_change incorrect 1.671999999999997 left
+118.2123 6 active_nochange incorrect 1.5976 right
+126.2287 6 passive n/a 1.542900000000003 right
+134.2452 6 active_nochange incorrect 1.4461999999999762 right
+140.2534 6 active_nochange incorrect 1.241800000000012 right
+150.2698 6 active_nochange incorrect 1.5661000000000058 right
+156.278 6 passive n/a 1.4296999999999969 right
+162.2861 6 passive n/a 1.4713999999999885 right
+172.3025 6 active_change incorrect 1.4847000000000037 left
+180.319 6 active_change incorrect 1.8348000000000013 left
+188.3355 6 active_nochange incorrect 1.292100000000005 right
+194.3436 6 active_change incorrect 1.838799999999992 left
+204.36 6 passive n/a 1.3200999999999965 right
+210.3682 6 active_nochange incorrect 1.4677000000000078 right
+216.3764 6 active_change incorrect 1.3973000000000013 left
+222.3846 6 active_change incorrect 1.498899999999992 left
+228.3927 6 active_nochange incorrect 1.5526000000000124 right
+238.4092 6 active_change incorrect 1.8087999999999909 left
+244.4173 6 active_change correct 1.4834999999999923 right
+252.4338 6 active_change correct 1.286799999999971 right
+258.442 6 active_change correct 1.6632999999999925 right
+264.4501 6 active_nochange incorrect 1.3710999999999558 right
+272.4666 6 passive n/a 1.272299999999973 right
+280.4831 6 passive n/a 1.4186000000000263 right
+296.4993 6 active_nochange incorrect 1.501800000000003 right
+302.5075 6 active_nochange incorrect 1.2133999999999787 right
diff --git a/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-emomatching_acq-seq_events.tsv b/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-emomatching_acq-seq_events.tsv
index 58d25f08..61b36b4f 100644
--- a/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-emomatching_acq-seq_events.tsv
+++ b/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-emomatching_acq-seq_events.tsv
@@ -1,49 +1,49 @@
-onset duration trial_type response_time response_hand response_accuracy ori_match sex ethn_target ethn_match ethn_distractor emo_match
-10.01 1.6667000000000005 control 1.6667000000000005 right incorrect horizontal n/a n/a n/a n/a n/a
-15.0183 1.1883000000000017 control 1.1883000000000017 left incorrect horizontal n/a n/a n/a n/a n/a
-20.0265 1.2719000000000023 control 1.2719000000000023 right incorrect vertical n/a n/a n/a n/a n/a
-25.0347 1.8336000000000006 control 1.8336000000000006 right incorrect vertical n/a n/a n/a n/a n/a
-30.043 3.498100000000001 control 3.498100000000001 right correct vertical n/a n/a n/a n/a n/a
-35.0512 2.288800000000002 control 2.288800000000002 left incorrect horizontal n/a n/a n/a n/a n/a
-40.0594 1.667500000000004 emotion 1.667500000000004 right incorrect n/a female caucasian caucasian caucasian fear
-45.0677 1.5800999999999945 emotion 1.5800999999999945 left incorrect n/a male black black black anger
-50.0759 1.9557000000000002 emotion 1.9557000000000002 left incorrect n/a female caucasian caucasian caucasian anger
-55.0841 1.534399999999998 emotion 1.534399999999998 right incorrect n/a male black black black fear
-60.0924 3.8489000000000004 emotion 3.8489000000000004 left correct n/a male caucasian caucasian caucasian anger
-65.1006 2.8596000000000004 emotion 2.8596000000000004 right correct n/a female asian black asian fear
-70.1088 1.955299999999994 control 1.955299999999994 left incorrect horizontal n/a n/a n/a n/a n/a
-75.1171 1.1109000000000009 control 1.1109000000000009 right incorrect horizontal n/a n/a n/a n/a n/a
-80.1253 0.9056000000000068 control 0.9056000000000068 right incorrect vertical n/a n/a n/a n/a n/a
-85.1335 1.0041999999999973 control 1.0041999999999973 right incorrect vertical n/a n/a n/a n/a n/a
-90.1418 1.7617999999999938 control 1.7617999999999938 left incorrect vertical n/a n/a n/a n/a n/a
-95.15 1.399499999999989 control 1.399499999999989 left incorrect horizontal n/a n/a n/a n/a n/a
-100.1582 1.9491000000000014 emotion 1.9491000000000014 left incorrect n/a female caucasian caucasian caucasian anger
-105.1665 2.3867000000000047 emotion 2.3867000000000047 right incorrect n/a male black black black anger
-110.1747 2.6842999999999932 emotion 2.6842999999999932 left incorrect n/a female caucasian caucasian caucasian fear
-115.1829 2.846999999999994 emotion 2.846999999999994 left incorrect n/a male black black black fear
-120.1912 2.4376000000000033 emotion 2.4376000000000033 right incorrect n/a male caucasian caucasian caucasian fear
-125.1994 3.7032000000000096 emotion 3.7032000000000096 right incorrect n/a female asian black asian anger
-130.2076 1.6078999999999724 control 1.6078999999999724 right incorrect horizontal n/a n/a n/a n/a n/a
-135.2159 1.1984999999999957 control 1.1984999999999957 left incorrect vertical n/a n/a n/a n/a n/a
-140.2241 1.2101000000000113 control 1.2101000000000113 right incorrect horizontal n/a n/a n/a n/a n/a
-145.2323 2.3737999999999886 control 2.3737999999999886 right incorrect vertical n/a n/a n/a n/a n/a
-150.2405 1.3704999999999927 control 1.3704999999999927 left incorrect vertical n/a n/a n/a n/a n/a
-155.2488 1.0841000000000065 control 1.0841000000000065 left incorrect vertical n/a n/a n/a n/a n/a
-160.257 2.787700000000001 emotion 2.787700000000001 right incorrect n/a male caucasian caucasian caucasian anger
-165.2652 1.697400000000016 emotion 1.697400000000016 right incorrect n/a female caucasian caucasian caucasian fear
-170.2735 1.6999999999999886 emotion 1.6999999999999886 left incorrect n/a male black black black anger
-175.2817 3.3115999999999985 emotion 3.3115999999999985 left correct n/a female black asian asian anger
-180.2899 1.8993000000000109 emotion 1.8993000000000109 left incorrect n/a male caucasian caucasian white fear
-185.2982 1.5878999999999905 emotion 1.5878999999999905 left incorrect n/a female asian asian black fear
-190.3064 2.1415000000000077 control 2.1415000000000077 right incorrect horizontal n/a n/a n/a n/a n/a
-195.3146 1.7061999999999955 control 1.7061999999999955 right incorrect vertical n/a n/a n/a n/a n/a
-200.3229 1.0157999999999845 control 1.0157999999999845 left incorrect horizontal n/a n/a n/a n/a n/a
-205.3311 1.5263999999999953 control 1.5263999999999953 left incorrect vertical n/a n/a n/a n/a n/a
-210.3393 0.8520999999999788 control 0.8520999999999788 left incorrect horizontal n/a n/a n/a n/a n/a
-215.3476 1.1337000000000046 control 1.1337000000000046 right incorrect vertical n/a n/a n/a n/a n/a
-220.3558 2.385400000000004 emotion 2.385400000000004 left incorrect n/a male caucasian caucasian caucasian fear
-225.364 1.8149999999999977 emotion 1.8149999999999977 right incorrect n/a female black asian asian fear
-230.3723 1.9545999999999992 emotion 1.9545999999999992 left incorrect n/a male caucasian caucasian caucasian anger
-235.3805 1.9262999999999977 emotion 1.9262999999999977 right incorrect n/a male black black black fear
-240.3887 2.6219000000000108 emotion 2.6219000000000108 right incorrect n/a female caucasian caucasian caucasian anger
-245.397 1.5575000000000045 emotion 1.5575000000000045 left incorrect n/a female asian asian black anger
+onset duration trial_type response_time response_hand response_accuracy ori_match sex ethn_target ethn_match ethn_distractor emo_match
+10.01 1.6667000000000003 control 1.6667000000000003 right incorrect horizontal n/a n/a n/a n/a n/a
+15.0183 1.1883000000000017 control 1.1883000000000017 left incorrect horizontal n/a n/a n/a n/a n/a
+20.0265 1.2719000000000025 control 1.2719000000000025 right incorrect vertical n/a n/a n/a n/a n/a
+25.0347 1.8336000000000008 control 1.8336000000000008 right incorrect vertical n/a n/a n/a n/a n/a
+30.043 3.498100000000001 control 3.498100000000001 right correct vertical n/a n/a n/a n/a n/a
+35.0512 2.288800000000002 control 2.288800000000002 left incorrect horizontal n/a n/a n/a n/a n/a
+40.0594 1.667500000000004 emotion 1.667500000000004 right incorrect n/a female caucasian caucasian caucasian fear
+45.0677 1.5800999999999945 emotion 1.5800999999999945 left incorrect n/a male black black black anger
+50.0759 1.9557 emotion 1.9557 left incorrect n/a female caucasian caucasian caucasian anger
+55.0841 1.534399999999998 emotion 1.534399999999998 right incorrect n/a male black black black fear
+60.0924 3.8489 emotion 3.8489 left correct n/a male caucasian caucasian caucasian anger
+65.1006 2.8596000000000004 emotion 2.8596000000000004 right correct n/a female asian black asian fear
+70.1088 1.955299999999994 control 1.955299999999994 left incorrect horizontal n/a n/a n/a n/a n/a
+75.1171 1.1109000000000009 control 1.1109000000000009 right incorrect horizontal n/a n/a n/a n/a n/a
+80.1253 0.9056000000000068 control 0.9056000000000068 right incorrect vertical n/a n/a n/a n/a n/a
+85.1335 1.004199999999997 control 1.004199999999997 right incorrect vertical n/a n/a n/a n/a n/a
+90.1418 1.7617999999999938 control 1.7617999999999938 left incorrect vertical n/a n/a n/a n/a n/a
+95.15 1.399499999999989 control 1.399499999999989 left incorrect horizontal n/a n/a n/a n/a n/a
+100.1582 1.9491000000000007 emotion 1.9491000000000007 left incorrect n/a female caucasian caucasian caucasian anger
+105.1665 2.3867000000000047 emotion 2.3867000000000047 right incorrect n/a male black black black anger
+110.1747 2.684299999999993 emotion 2.684299999999993 left incorrect n/a female caucasian caucasian caucasian fear
+115.1829 2.846999999999994 emotion 2.846999999999994 left incorrect n/a male black black black fear
+120.1912 2.437600000000004 emotion 2.437600000000004 right incorrect n/a male caucasian caucasian caucasian fear
+125.1994 3.7032000000000096 emotion 3.7032000000000096 right incorrect n/a female asian black asian anger
+130.2076 1.6078999999999724 control 1.6078999999999724 right incorrect horizontal n/a n/a n/a n/a n/a
+135.2159 1.1984999999999957 control 1.1984999999999957 left incorrect vertical n/a n/a n/a n/a n/a
+140.2241 1.2101000000000113 control 1.2101000000000113 right incorrect horizontal n/a n/a n/a n/a n/a
+145.2323 2.3737999999999886 control 2.3737999999999886 right incorrect vertical n/a n/a n/a n/a n/a
+150.2405 1.3704999999999927 control 1.3704999999999927 left incorrect vertical n/a n/a n/a n/a n/a
+155.2488 1.0841000000000065 control 1.0841000000000065 left incorrect vertical n/a n/a n/a n/a n/a
+160.257 2.787700000000001 emotion 2.787700000000001 right incorrect n/a male caucasian caucasian caucasian anger
+165.2652 1.697400000000016 emotion 1.697400000000016 right incorrect n/a female caucasian caucasian caucasian fear
+170.2735 1.6999999999999886 emotion 1.6999999999999886 left incorrect n/a male black black black anger
+175.2817 3.3115999999999985 emotion 3.3115999999999985 left correct n/a female black asian asian anger
+180.2899 1.8993000000000109 emotion 1.8993000000000109 left incorrect n/a male caucasian caucasian white fear
+185.2982 1.5878999999999903 emotion 1.5878999999999903 left incorrect n/a female asian asian black fear
+190.3064 2.141500000000008 control 2.141500000000008 right incorrect horizontal n/a n/a n/a n/a n/a
+195.3146 1.7061999999999955 control 1.7061999999999955 right incorrect vertical n/a n/a n/a n/a n/a
+200.3229 1.0157999999999845 control 1.0157999999999845 left incorrect horizontal n/a n/a n/a n/a n/a
+205.3311 1.526399999999995 control 1.526399999999995 left incorrect vertical n/a n/a n/a n/a n/a
+210.3393 0.8520999999999788 control 0.8520999999999788 left incorrect horizontal n/a n/a n/a n/a n/a
+215.3476 1.1337000000000046 control 1.1337000000000046 right incorrect vertical n/a n/a n/a n/a n/a
+220.3558 2.385400000000004 emotion 2.385400000000004 left incorrect n/a male caucasian caucasian caucasian fear
+225.364 1.8149999999999973 emotion 1.8149999999999973 right incorrect n/a female black asian asian fear
+230.3723 1.9545999999999992 emotion 1.9545999999999992 left incorrect n/a male caucasian caucasian caucasian anger
+235.3805 1.9262999999999977 emotion 1.9262999999999977 right incorrect n/a male black black black fear
+240.3887 2.6219000000000108 emotion 2.6219000000000108 right incorrect n/a female caucasian caucasian caucasian anger
+245.397 1.5575000000000043 emotion 1.5575000000000043 left incorrect n/a female asian asian black anger
diff --git a/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-stopsignal_acq-seq_events.tsv b/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-stopsignal_acq-seq_events.tsv
index 20e8d700..da961979 100644
--- a/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-stopsignal_acq-seq_events.tsv
+++ b/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-stopsignal_acq-seq_events.tsv
@@ -1,101 +1,101 @@
-onset duration trial_type stop_signal_delay response_time response_accuracy response_hand sex
-0.0753 0.5083 go n/a 1.295 correct right female
-5.5752 0.5083 go n/a 1.061 correct left male
-9.0834 0.5083 go n/a 1.034 correct right female
-12.5917 0.5083 go n/a 1.476 correct left male
-17.0999 0.5083 go n/a 1.149 correct left male
-20.1165 0.5083 go n/a 1.071 correct right female
-25.1164 0.5083 go n/a 1.311 correct right female
-28.6247 0.5083 go n/a 1.294 correct left male
-33.1329 0.5084 succesful_stop 0.2 n/a n/a right female
-40.1578 0.5083 go n/a 1.172 correct right female
-45.1577 0.5083 go n/a 1.03 correct left male
-48.666 0.5083 go n/a 1.568 correct right female
-52.1826 0.5083 go n/a 1.112 correct left male
-56.6825 0.5083 go n/a 1.268 correct right female
-60.6907 0.5083 go n/a 1.358 correct left male
-65.199 0.5083 succesful_stop 0.25 n/a n/a right male
-68.7072 0.5083 succesful_stop 0.3 n/a n/a right male
-73.7154 0.5084 go n/a 1.107 correct left male
-76.7237 0.5083 go n/a 1.186 correct left male
-81.732 0.5083 go n/a 1.014 correct right female
-85.2402 0.5083 go n/a 1.017 correct right female
-88.7485 0.5083 go n/a 1.276 correct left male
-92.2651 0.5083 succesful_stop 0.35 n/a n/a right male
-101.2732 0.5084 go n/a 0.919 correct left male
-105.2815 0.5083 go n/a 0.897 correct left male
-108.7897 0.5084 go n/a 0.979 correct left male
-113.298 0.5083 go n/a 1.219 correct right female
-116.3146 0.5083 succesful_stop 0.4 n/a n/a right male
-124.3311 0.5083 succesful_stop 0.45 n/a n/a right male
-132.3476 0.5083 succesful_stop 0.5 n/a n/a right female
-137.3475 0.5083 go n/a 1.046 correct left male
-144.3724 0.5083 go n/a 1.783 correct right female
-149.8723 0.5083 go n/a 1.038 correct right female
-153.8805 0.5083 succesful_stop 0.55 n/a n/a right male
-156.8888 0.5083 go n/a 1.084 correct right female
-160.4054 0.5083 go n/a 0.909 correct left male
-165.4053 0.5083 succesful_stop 0.6 n/a n/a right male
-168.9135 0.5084 go n/a 1.033 correct left male
-173.4218 0.5083 go n/a 0.962 correct left male
-176.93 0.5084 go n/a 1.007 correct right female
-181.4383 0.5083 go n/a 0.931 correct right female
-185.9465 0.5084 go n/a 0.893 correct left male
-192.9631 0.5083 go n/a 1.803 correct right female
-197.9713 0.5083 succesful_stop 0.65 n/a n/a right male
-201.9795 0.5084 go n/a 1.049 correct right female
-204.9878 0.5083 go n/a 1.643 correct left male
-208.5044 0.5083 go n/a 1.048 correct left male
-212.5127 0.5083 go n/a 0.916 correct left male
-221.0208 0.5083 go n/a 1.002 correct right female
-224.5374 0.5083 go n/a 0.835 correct left male
-228.5457 0.5083 go n/a 1.23 correct right female
-234.0456 0.5083 go n/a 0.978 correct left male
-238.0538 0.5083 go n/a 0.904 correct left male
-242.0621 0.5083 go n/a 1.015 correct left male
-245.0703 0.5084 go n/a 1.18 correct left male
-249.5786 0.5083 succesful_stop 0.7 n/a n/a right female
-253.0868 0.5084 succesful_stop 0.75 n/a n/a right male
-256.6034 0.5084 go n/a 1.405 correct right female
-262.1033 0.5084 go n/a 1.098 correct left male
-266.1116 0.5083 go n/a 1.604 correct right female
-269.6198 0.5084 succesful_stop 0.8 n/a n/a right male
-274.1281 0.5083 go n/a 1.187 correct right female
-281.1446 0.5083 go n/a 1.24 correct left male
-285.1529 0.5083 go n/a 0.987 correct left male
-288.6695 0.5083 go n/a 1.496 correct left male
-298.1776 0.5083 succesful_stop 0.85 n/a n/a right female
-301.1859 0.5083 go n/a 1.119 correct right female
-305.1941 0.5084 go n/a 1.826 correct right female
-309.7024 0.5083 succesful_stop 0.9 n/a n/a right male
-314.2106 0.5083 go n/a 1.375 correct right female
-316.7272 0.5084 go n/a 1.062 correct right female
-322.2271 0.5083 go n/a 1.144 correct right female
-328.752 0.5083 succesful_stop 0.95 n/a n/a right female
-333.7519 0.5083 succesful_stop 1.0 n/a n/a right male
-338.2601 0.5084 succesful_stop 1.05 n/a n/a right female
-341.7684 0.5083 succesful_stop 1.1 n/a n/a right female
-345.2767 0.5083 go n/a 1.549 correct left male
-349.2849 0.5083 succesful_stop 1.15 n/a n/a right female
-352.8015 0.5083 go n/a 1.536 correct left male
-357.8014 0.5083 go n/a 1.489 correct left male
-361.3097 0.5083 succesful_stop 1.2 n/a n/a right female
-365.3179 0.5083 succesful_stop 1.25 n/a n/a right female
-370.3262 0.5083 go n/a 1.688 correct left male
-374.3344 0.5083 succesful_stop 1.3 n/a n/a right male
-378.3427 0.5083 go n/a 1.799 correct right female
-381.8509 0.5083 go n/a 1.981 correct right female
-384.8675 0.5083 succesful_stop 1.35 n/a n/a right male
-389.8674 0.5083 go n/a 1.992 correct left male
-393.8757 0.5083 go n/a 1.842 correct left male
-398.3839 0.5083 go n/a 1.741 correct left male
-400.9005 0.5084 succesful_stop 1.4 n/a n/a right female
-406.4004 0.5084 go n/a 1.842 correct right female
-409.9087 0.5083 succesful_stop 1.45 n/a n/a right male
-412.9253 0.5083 go n/a 1.82 correct left male
-417.9252 0.5083 go n/a 2.137 correct left male
-420.9418 0.5083 go n/a 2.022 correct right female
-426.4417 0.5083 go n/a 1.735 correct right female
-430.4499 0.5084 succesful_stop 1.5 n/a n/a right female
-433.9582 0.5083 go n/a 2.087 correct left male
-437.9665 0.5083 go n/a 2.369 correct right female
+onset duration trial_type stop_signal_delay response_time response_accuracy response_hand sex
+0.0753 0.5083 go n/a 1.295 correct right female
+5.5752 0.5083 go n/a 1.061 correct left male
+9.0834 0.5083 go n/a 1.034 correct right female
+12.5917 0.5083 go n/a 1.476 correct left male
+17.0999 0.5083 go n/a 1.149 correct left male
+20.1165 0.5083 go n/a 1.071 correct right female
+25.1164 0.5083 go n/a 1.311 correct right female
+28.6247 0.5083 go n/a 1.294 correct left male
+33.1329 0.5084 succesful_stop 0.2 n/a n/a right female
+40.1578 0.5083 go n/a 1.172 correct right female
+45.1577 0.5083 go n/a 1.03 correct left male
+48.666 0.5083 go n/a 1.568 correct right female
+52.1826 0.5083 go n/a 1.112 correct left male
+56.6825 0.5083 go n/a 1.268 correct right female
+60.6907 0.5083 go n/a 1.358 correct left male
+65.199 0.5083 succesful_stop 0.25 n/a n/a right male
+68.7072 0.5083 succesful_stop 0.3 n/a n/a right male
+73.7154 0.5084 go n/a 1.107 correct left male
+76.7237 0.5083 go n/a 1.186 correct left male
+81.732 0.5083 go n/a 1.014 correct right female
+85.2402 0.5083 go n/a 1.017 correct right female
+88.7485 0.5083 go n/a 1.276 correct left male
+92.2651 0.5083 succesful_stop 0.35 n/a n/a right male
+101.2732 0.5084 go n/a 0.919 correct left male
+105.2815 0.5083 go n/a 0.897 correct left male
+108.7897 0.5084 go n/a 0.979 correct left male
+113.298 0.5083 go n/a 1.219 correct right female
+116.3146 0.5083 succesful_stop 0.4 n/a n/a right male
+124.3311 0.5083 succesful_stop 0.45 n/a n/a right male
+132.3476 0.5083 succesful_stop 0.5 n/a n/a right female
+137.3475 0.5083 go n/a 1.046 correct left male
+144.3724 0.5083 go n/a 1.783 correct right female
+149.8723 0.5083 go n/a 1.038 correct right female
+153.8805 0.5083 succesful_stop 0.55 n/a n/a right male
+156.8888 0.5083 go n/a 1.084 correct right female
+160.4054 0.5083 go n/a 0.909 correct left male
+165.4053 0.5083 succesful_stop 0.6 n/a n/a right male
+168.9135 0.5084 go n/a 1.033 correct left male
+173.4218 0.5083 go n/a 0.962 correct left male
+176.93 0.5084 go n/a 1.007 correct right female
+181.4383 0.5083 go n/a 0.931 correct right female
+185.9465 0.5084 go n/a 0.893 correct left male
+192.9631 0.5083 go n/a 1.803 correct right female
+197.9713 0.5083 succesful_stop 0.65 n/a n/a right male
+201.9795 0.5084 go n/a 1.049 correct right female
+204.9878 0.5083 go n/a 1.643 correct left male
+208.5044 0.5083 go n/a 1.048 correct left male
+212.5127 0.5083 go n/a 0.916 correct left male
+221.0208 0.5083 go n/a 1.002 correct right female
+224.5374 0.5083 go n/a 0.835 correct left male
+228.5457 0.5083 go n/a 1.23 correct right female
+234.0456 0.5083 go n/a 0.978 correct left male
+238.0538 0.5083 go n/a 0.904 correct left male
+242.0621 0.5083 go n/a 1.015 correct left male
+245.0703 0.5084 go n/a 1.18 correct left male
+249.5786 0.5083 succesful_stop 0.7 n/a n/a right female
+253.0868 0.5084 succesful_stop 0.75 n/a n/a right male
+256.6034 0.5084 go n/a 1.405 correct right female
+262.1033 0.5084 go n/a 1.098 correct left male
+266.1116 0.5083 go n/a 1.604 correct right female
+269.6198 0.5084 succesful_stop 0.8 n/a n/a right male
+274.1281 0.5083 go n/a 1.187 correct right female
+281.1446 0.5083 go n/a 1.24 correct left male
+285.1529 0.5083 go n/a 0.987 correct left male
+288.6695 0.5083 go n/a 1.496 correct left male
+298.1776 0.5083 succesful_stop 0.85 n/a n/a right female
+301.1859 0.5083 go n/a 1.119 correct right female
+305.1941 0.5084 go n/a 1.826 correct right female
+309.7024 0.5083 succesful_stop 0.9 n/a n/a right male
+314.2106 0.5083 go n/a 1.375 correct right female
+316.7272 0.5084 go n/a 1.062 correct right female
+322.2271 0.5083 go n/a 1.144 correct right female
+328.752 0.5083 succesful_stop 0.95 n/a n/a right female
+333.7519 0.5083 succesful_stop 1.0 n/a n/a right male
+338.2601 0.5084 succesful_stop 1.05 n/a n/a right female
+341.7684 0.5083 succesful_stop 1.1 n/a n/a right female
+345.2767 0.5083 go n/a 1.549 correct left male
+349.2849 0.5083 succesful_stop 1.15 n/a n/a right female
+352.8015 0.5083 go n/a 1.536 correct left male
+357.8014 0.5083 go n/a 1.489 correct left male
+361.3097 0.5083 succesful_stop 1.2 n/a n/a right female
+365.3179 0.5083 succesful_stop 1.25 n/a n/a right female
+370.3262 0.5083 go n/a 1.688 correct left male
+374.3344 0.5083 succesful_stop 1.3 n/a n/a right male
+378.3427 0.5083 go n/a 1.799 correct right female
+381.8509 0.5083 go n/a 1.981 correct right female
+384.8675 0.5083 succesful_stop 1.35 n/a n/a right male
+389.8674 0.5083 go n/a 1.992 correct left male
+393.8757 0.5083 go n/a 1.842 correct left male
+398.3839 0.5083 go n/a 1.741 correct left male
+400.9005 0.5084 succesful_stop 1.4 n/a n/a right female
+406.4004 0.5084 go n/a 1.842 correct right female
+409.9087 0.5083 succesful_stop 1.45 n/a n/a right male
+412.9253 0.5083 go n/a 1.82 correct left male
+417.9252 0.5083 go n/a 2.137 correct left male
+420.9418 0.5083 go n/a 2.022 correct right female
+426.4417 0.5083 go n/a 1.735 correct right female
+430.4499 0.5084 succesful_stop 1.5 n/a n/a right female
+433.9582 0.5083 go n/a 2.087 correct left male
+437.9665 0.5083 go n/a 2.369 correct right female
diff --git a/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-workingmemory_acq-seq_events.tsv b/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-workingmemory_acq-seq_events.tsv
index c632241e..b48c5fb3 100644
--- a/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-workingmemory_acq-seq_events.tsv
+++ b/datasets/fmri_ds002790s_hed_aomic/sub-0002/func/sub-0002_task-workingmemory_acq-seq_events.tsv
@@ -1,41 +1,41 @@
-onset duration trial_type response_accuracy response_time response_hand
-8.0417 6 active_change correct 1.921899999999999 right
-20.0582 6 active_change correct 1.6791000000000018 right
-26.0664 6 active_nochange correct 1.2166999999999994 left
-36.0828 6 passive n/a 1.5701000000000036 right
-42.0911 6 active_change correct 1.9116 right
-52.1075 6 active_nochange correct 1.4819999999999993 left
-60.123999999999995 6 active_change correct 1.985200000000006 right
-66.1322 6 active_nochange correct 1.2288999999999959 left
-72.1405 6 active_change incorrect 1.689399999999992 left
-78.1487 6 active_change incorrect 1.6610999999999905 left
-86.1652 6 active_nochange correct 1.5814000000000021 left
-92.1734 6 active_nochange correct 1.2169999999999987 left
-100.1899 6 active_nochange incorrect 2.0482000000000085 right
-106.1981 6 passive n/a 1.8248999999999995 left
-112.2063 6 active_change incorrect 1.161600000000007 left
-118.2145 6 active_nochange correct 1.2661999999999978 left
-126.231 6 passive n/a 1.6225000000000023 right
-134.2475 6 active_nochange correct 1.3008000000000095 left
-140.2558 6 active_nochange incorrect 1.5313000000000159 right
-150.2722 6 active_nochange correct 1.2187000000000126 left
-156.2804 6 passive n/a 1.8563000000000045 right
-162.2887 6 passive n/a 1.6199000000000012 right
-172.3051 6 active_change incorrect 1.3781999999999925 left
-180.3216 6 active_change correct 1.4695000000000107 right
-188.3381 6 active_nochange correct 1.8837000000000046 left
-194.3463 6 active_change correct 1.1133999999999844 right
-204.3628 6 passive n/a 0.4677000000000078 left
-210.371 6 active_nochange correct 1.3982999999999777 left
-216.3792 6 active_change incorrect 1.6799000000000035 left
-222.3874 6 active_change correct 1.4726 right
-228.3957 6 active_nochange correct 1.2420999999999935 left
-238.4121 6 active_change incorrect 1.338499999999982 left
-244.4203 6 active_change incorrect 1.501100000000008 left
-252.4368 6 active_change correct 1.6492999999999824 right
-258.4451 6 active_change correct 1.6598999999999933 right
-264.4533 6 active_nochange correct 1.299599999999998 left
-272.4698 6 passive n/a 2.0517999999999574 left
-280.4863 6 passive n/a 1.327199999999948 right
-296.5026 6 active_nochange incorrect 1.3274000000000115 right
-302.5108 6 active_nochange incorrect 1.579999999999984 right
+onset duration trial_type response_accuracy response_time response_hand
+8.0417 6 active_change correct 1.921899999999999 right
+20.0582 6 active_change correct 1.6791000000000018 right
+26.0664 6 active_nochange correct 1.2166999999999994 left
+36.0828 6 passive n/a 1.5701000000000036 right
+42.0911 6 active_change correct 1.9116 right
+52.1075 6 active_nochange correct 1.481999999999999 left
+60.124 6 active_change correct 1.985200000000006 right
+66.1322 6 active_nochange correct 1.228899999999996 left
+72.1405 6 active_change incorrect 1.689399999999992 left
+78.1487 6 active_change incorrect 1.6610999999999905 left
+86.1652 6 active_nochange correct 1.581400000000002 left
+92.1734 6 active_nochange correct 1.2169999999999987 left
+100.1899 6 active_nochange incorrect 2.0482000000000085 right
+106.1981 6 passive n/a 1.8248999999999995 left
+112.2063 6 active_change incorrect 1.161600000000007 left
+118.2145 6 active_nochange correct 1.2661999999999978 left
+126.231 6 passive n/a 1.6225000000000025 right
+134.2475 6 active_nochange correct 1.3008000000000095 left
+140.2558 6 active_nochange incorrect 1.531300000000016 right
+150.2722 6 active_nochange correct 1.2187000000000126 left
+156.2804 6 passive n/a 1.8563000000000045 right
+162.2887 6 passive n/a 1.6199000000000012 right
+172.3051 6 active_change incorrect 1.3781999999999923 left
+180.3216 6 active_change correct 1.469500000000011 right
+188.3381 6 active_nochange correct 1.8837000000000048 left
+194.3463 6 active_change correct 1.1133999999999844 right
+204.3628 6 passive n/a 0.4677000000000078 left
+210.371 6 active_nochange correct 1.3982999999999777 left
+216.3792 6 active_change incorrect 1.6799000000000035 left
+222.3874 6 active_change correct 1.4726 right
+228.3957 6 active_nochange correct 1.2420999999999935 left
+238.4121 6 active_change incorrect 1.338499999999982 left
+244.4203 6 active_change incorrect 1.501100000000008 left
+252.4368 6 active_change correct 1.6492999999999824 right
+258.4451 6 active_change correct 1.6598999999999933 right
+264.4533 6 active_nochange correct 1.299599999999998 left
+272.4698 6 passive n/a 2.051799999999957 left
+280.4863 6 passive n/a 1.327199999999948 right
+296.5026 6 active_nochange incorrect 1.3274000000000117 right
+302.5108 6 active_nochange incorrect 1.579999999999984 right
diff --git a/docs/source/FileRemodelingTools.md b/docs/source/FileRemodelingTools.md
index 49a1be73..cf1b5fd2 100644
--- a/docs/source/FileRemodelingTools.md
+++ b/docs/source/FileRemodelingTools.md
@@ -55,10 +55,10 @@ This user's guide contains the following topics:
* [**Summarize column names**](summarize-column-names-anchor)
* [**Summarize column values**](summarize-column-values-anchor)
* [**Summarize definitions**](summarize-definitions-anchor)
- * [**Summarize sidecar from events**](summarize-sidecar-from-events-anchor)
* [**Summarize hed tags**](summarize-hed-tags-anchor)
* [**Summarize hed type**](summarize-hed-type-anchor)
* [**Summarize hed validation**](summarize-hed-validation-anchor)
+ * [**Summarize sidecar from events**](summarize-sidecar-from-events-anchor)
* [**Remodel implementation**](remodel-implementation-anchor)
@@ -143,10 +143,10 @@ and links to further documentation. Operations not listed in the summarize secti
| **summarize** | | |
| | [*summarize_column_names*](summarize-column-names-anchor) | Summarize column names and order in the files. |
| | [*summarize_column_values*](summarize-column-values-anchor) | Count the occurrences of the unique column values. |
-| | [*summarize_sidecar_from_events*](summarize-sidecar-from-events-anchor) | Generate a sidecar template from an event file. |
| | [*summarize_hed_tags*](summarize-hed-tags-anchor) | Summarize the HED tags present in the
HED annotations for the dataset. |
| | [*summarize_hed_type*](summarize-hed-type-anchor) | Summarize the detailed usage of a particular type tag
such as *Condition-variable* or *Task*
(used to automatically extract experimental designs). |
| | [*summarize_hed_validation*](summarize-hed-validation-anchor) | Validate the data files and report any errors. |
+| | [*summarize_sidecar_from_events*](summarize-sidecar-from-events-anchor) | Generate a sidecar template from an event file. |
````
The **clean-up** operations are used at various phases of restructuring to assure consistency
@@ -276,7 +276,7 @@ and a longer form (two hyphens followed by a more self-explanatory name).
Users are free to use either form.
`-b`, `--bids-format`
-> If this flag present, the dataset is in BIDS format with sidecars. Tabular files are located using BIDS naming.
+> If this flag present, the dataset is in BIDS format with sidecars. Tabular files and their associated sidecars are located using BIDS naming.
`-e`, `--extensions`
> This option is followed by a list of file extension(s) of the data files to process.
@@ -329,8 +329,17 @@ Users are free to use either form.
> The name(s) of the tasks to be included (for BIDS-formatted files only).
> When a dataset includes multiple tasks, the event files are often structured
> differently for each task and thus require different transformation files.
-> This option allows the backups and operations to be restricted to a single task.
-> If this option is omitted, all tasks are used.
+> This option allows the backups and operations to be restricted to a individual tasks.
+
+> If this option is omitted, all tasks are used. This means that all `events.tsv` files are
+> restored from a backup if the backup is used, the operations are performed on all `events.tsv` files, and summaries are combined over all tasks.
+
+> If a list of specific task names follows this option, only datafiles corresponding to
+> the listed tasks are processed giving separate summaries for each listed task.
+
+> If a "*" follows this option, all event files are processed and separate summaries are created for each task.
+
+> Task detection follows the BIDS convention. Tasks are detected by finding "task-x" in the file names of `events.tsv` files. Here x is the name of the task. The task name is followed by an underbar, by a period, or be at the end of the filename.
`-v`, `--verbose`
> If present, more comprehensive messages documenting transformation progress
@@ -1839,6 +1848,7 @@ from the sidecar, reporting any deviations from the known definitions as errors.
(summarize-definitions-parameters-anchor)=
#### Summarize definitions parameters
+**NOTE: This summary is still under development**
The following table lists the parameters required for using the summary.
```{admonition} Parameters for the *summarize_definitions* operation.
@@ -2012,8 +2022,9 @@ The *summarize_hed_tags* operation has the two required parameters
| *summary_filename* | str | A unique file basename to use for saving this summary. |
| *tags* | dict | Dictionary with category title keys and tags in that category as values. |
| *append_timecode* | bool | (Optional) If True, append a time code to filename.
False is the default.|
-| *expand_context* | bool | (Optional) If true, expand the event context to
account for onsets and offsets. |
-| *expand_definitions* | bool | (Optional) If true, expand definitions and include in tag counts. |
+| *include_context* | bool | (Optional) If true, expand the event context to
account for onsets and offsets. |
+| *replace_defs* | bool | (Optional) If true, the `Def` tags are replaced with the
contents of the definition (no `Def` or `Def-expand`). |
+| *remove_types* | list | (Optional) A list of types (such as `Condition-variable` and `Task` to remove. |
```
The *tags* dictionary has keys that specify how the user wishes the tags
@@ -2023,15 +2034,11 @@ Note that these keys are titles designating display categories, not HED tags.
The *tags* dictionary values are lists of actual HED tags (or their children)
that should be listed under the respective display categories.
-If the optional parameter *expand_context* is true, the counts include tags contributing
+If the optional parameter *include_context* is true, the counts include tags contributing
to the event context in events intermediate between onsets and offsets.
-**The option of expanding the event context to account
-for onset/offset effects will be implemented in this release.**
-If the optional parameter *expand_definitions* is true, the tag counts include
-tags contributed by expanding the definitions.
- **The option of expanding the event context to account
-for onset/offset effects will be implemented in this release.**
+If the optional parameter *replace_defs* is true, the tag counts include
+tags contributed by contents of the definitions.
(summarize-hed-tags-example-anchor)=