neurolake audit · datasets

Every dataset in the audit

The 150 OpenNeuro datasets behind the audit, each at the snapshot the audit checked. 78 of 150 are clean (76 of the 148 raw datasets), 62 have warnings only and 10 have at least one error. Open a dataset to see its findings rule by rule.

Filter150 datasets

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`ds000005`	Mixed-gambles task	16	80	0	16	warnings only	only snapshot
`ds000006`	ds000006	14	218	0	28	warnings only	only snapshot
`ds000009`	The generality of self-control	24	216	0	0	clean	only snapshot
`ds000110`	Incidental encoding task (Posner Cueing Paradigm)	18	216	0	18	warnings only	only snapshot
`ds000164`	Stroop Task	28	56	0	1	warnings only	only snapshot
`ds001145`	Twilight Zone Movie Watching Dataset	24	48	0	25	warnings only	only snapshot
`ds001242`	Examining effects of arousal on responses to salient and non-salient stimuli in younger and older adults	52	466	0	721	warnings only	only snapshot
`ds001345`	Decoding of multisensory semantics and memories in low-level visual cortex	12	60	0	12	warnings only	only snapshot
`ds001517`	Associative Prediction of Visual Shape in the Hippocampus	24	216	0	24	warnings only	no change
`ds001541`	Mouse_opto_DRN	16	78	2	0	errors	no change
`ds001547`	Layer VASO in visual system	5	27	1	0	errors	no change
`ds001600`	Example Fieldmaps	1	19	0	1	warnings only	only snapshot
`ds001619`	Voluntary Task Switching Reward	11	132	0	9	warnings only	2 to 9 findings
`ds001652`	Ironia VEV	8	39	0	0	clean	no change
`ds001715`	Dissociable neural mechanisms track evidence accumulation for selection of attention versus action	34	442	0	35	warnings only	only snapshot
`ds001762`	Dorsal anterior cingulate and ventromedial prefrontal cortex have inverse roles in both foraging and economic choice	31	124	0	32	warnings only	no change
`ds001775`	Neural Differentiation Tracks Improved Recall of Competing Memories Following Interleaved Study and Retrieval Practice	24	168	0	25	warnings only	no change
`ds001838`	Handedness and Symbolic Number Representation	53	264	1	16	errors	no change
`ds002338`	A multi-modal human neuroimaging dataset for data integration: simultaneous EEG and fMRI acquisition during a motor imagery neurofeedback task: XP2	17	187	0	6	warnings only	7 to 6 findings
`ds002411`	fMRI dataset on program comprehension and expertise	29	203	0	0	clean	no change
`ds002419`	Short-term consumption of sucralose with, but not without, carbohydrate impairs neural and metabolic sensitivity to sugar	48	434	0	0	clean	no change
`ds002425`	The neural representation of visually evoked emotion is high-dimensional, categorical, and distributed across transmodal brain regions	5	350	0	6	warnings only	no change
`ds002791`	DataSet1	23	92	0	0	clean	only snapshot
`ds002814`	A Multimodal Neuroimaging Dataset to Study Spatiotemporal Dynamics of Visual Processing in Humans	21	357	0	0	clean	no change
`ds002841`	Intuitive physics with fMRI	29	203	0	30	warnings only	no change
`ds002908`	Human MEG recordings during sequential conflict task	13	53	0	1	warnings only	only snapshot
`ds003012`	action-in-auctions	29	116	1	29	errors	no change
`ds003023`	Temporal Dynamics of Emotional Music	39	429	0	1	warnings only	only snapshot
`ds003028`	Brain Correlates of Math Processing in Adults	26	208	0	0	clean	only snapshot
`ds003047`	DTI data from 'Fiber architecture in the ventromedial striatum and its relation with the bed nucleus of the stria terminalis'	11	29	0	29	warnings only	only snapshot
`ds003085`	Temporal Dynamics of Emotional Music	39	429	0	1	warnings only	only snapshot
`ds003136`	Postnatal Affective MRI Dataset	25	175	1	25	errors	only snapshot
`ds003374`	Dataset of neurons and intracranial EEG from human amygdala during aversive dynamic visual stimulation	9	18	0	0	clean	no change
`ds003438`	newbi4fmri2020 Variant1 Suboptimal Block Designs	1	8	0	1	warnings only	only snapshot
`ds003444`	newbi4fmri2020 Variant7 Prosopagnosia	1	10	0	1	warnings only	only snapshot
`ds003469`	Speech disfluencies: Neurophysiological aspect in normal population	81	324	0	1	warnings only	only snapshot
`ds003499`	Developmental change in prefrontal cortex recruitment supports the emergence of value-guided memory	90	6,341	0	0	clean	no change
`ds003507`	fMRI: Audiovisual Valence Congruence	21	126	0	21	warnings only	22 to 21 findings
`ds003509`	EEG: Simon Conflict in Parkinson's	56	84	0	0	clean	no change
`ds003545`	Adolescent language learners	24	413	0	0	clean	only snapshot
`ds003569`	Transposition confusability during visual word recognition	25	50	1	25	errors	only snapshot
`ds003570`	EEG: Improvisation and Musical Structures	40	40	0	0	clean	only snapshot
`ds003604`	A longitudinal neuroimaging dataset on language processing in children ages 5, 7, and 9 years old	322	5,800	0	0	clean	no change
`ds003669`	Confidence in Detection and Discrimination	46	426	0	47	warnings only	only snapshot
`ds003758`	Dynamic representation of the subjective value of information	15	120	0	0	clean	no change
`ds003768`	Simultaneous EEG and fMRI signals during sleep from humans	33	543	0	1	warnings only	errors to warnings only
`ds003772`	Functionally dissociable influences on learning rate in a dynamic environment	32	288	0	0	clean	no change
`ds003812`	spatial_frequency_preferences	12	302	0	0	clean	no change
`ds003838`	EEG, pupillometry, ECG and photoplethysmography, and behavioral data in the digit span task and rest	65	130	0	0	clean	no change
`ds003849`	Individual differences in frontoparietal plasticity in humans	92	368	0	1	warnings only	no change
`ds003872`	The Reading Brain Project L2 Adults	56	560	0	1	warnings only	only snapshot
`ds003974`	The Reading Brain Project L1 Adults	52	520	0	1	warnings only	no change
`ds003988`	The Reading Brain Project L2 Adults	56	560	0	1	warnings only	only snapshot
`ds004009`	Abstract-Category-Signal	33	301	0	1	warnings only	only snapshot
`ds004021`	Visuomotor Rotation Adaptation Experiment	32	384	0	0	clean	no change
`ds004040`	Trance channeling EEG study	13	26	0	11	warnings only	only snapshot
`ds004042`	FilmFestival	20	145	0	20	warnings only	no change
`ds004056`	Goal-directed motor task	29	785	0	0	clean	no change
`ds004103`	Collaborations and deceptions in strategic interactions revealed by hyperscanning fMRI	0	0	0	2	warnings only	1 to 2 findings
`ds004121`	BCIT Mind Wandering	21	60	0	0	clean	only snapshot
`ds004141`	Targeting Dynamic Facial Processing Mechanisms in Superior Temporal Sulcus Using fMRI Neurofeedback	20	100	0	0	clean	no change
`ds004145`	GDMOffspring_MRI	49	49	0	0	clean	only snapshot
`ds004161`	Turone Sheep Chronic Stress (TSCS)	24	288	0	0	clean	only snapshot
`ds004166`	Effects of Forward and Backward Span Trainings on Working Memory: Evidence from a Randomized, Controlled Trial	71	213	1,065	11	errors	only snapshot
`ds004199`	An open presurgery MRI dataset of people with epilepsy and focal cortical dysplasia type II	170	340	0	0	clean	no change
`ds004226`	Summed social cognition: additive neural representations of situations, mental states, and actions	28	364	0	56	warnings only	only snapshot
`ds004228`	Early stressful experiences are associated with reduced neural responses to naturalistic emotional and social content in children	70	140	0	1	warnings only	2 to 1 findings
`ds004279`	Large Spanish EEG	56	60	0	0	clean	no change
`ds004285`	Listening task	78	624	0	78	warnings only	only snapshot
`ds004295`	Reward gain and punishment avoidance reversal learning	26	26	0	1	warnings only	only snapshot
`ds004302`	Brain correlates of speech perception in schizophrenia patients with and without auditory hallucinations	71	142	0	71	warnings only	70 to 71 findings
`ds004315`	Mood Manipulation and PST, Experiment 1	50	50	0	0	clean	only snapshot
`ds004348`	Ear-EEG Sleep Monitoring 2017 (EESM17)	9	18	45	0	errors	no change
`ds004350`	Executive Functionning Study for Assessing the Effect of Neurofeedback	24	240	0	0	clean	warnings only to clean
`ds004446`	The BMI-HDEEG dataset 2	30	237	0	0	clean	no change
`ds004482`	ABSeqfMRI	23	207	0	0	clean	only snapshot
`ds004495`	Episodic and Semantic Memory fMRI Dataset	40	1,336	0	0	clean	only snapshot
`ds004532`	EEG: Probabilistic Selection Task (PST) + PST with Cabergoline Challenge	110	137	0	0	clean	no change
`ds004597`	Gloups	27	454	0	0	clean	no change
`ds004620`	Macaque angiography dataset	8	16	0	8	warnings only	no change
`ds004631`	Top-down attention impacts neural dynamics during narratives with overlapping event scripts	38	116	0	0	clean	only snapshot
`ds004670`	Visual Illusion Reconstruction	7	1,676	0	8	warnings only	no change
`ds004696`	HAPwave_bids	8	8	0	0	clean	no change
`ds004745`	8-Channel SSVEP EEG Dataset with Artifact Trials	6	6	0	0	clean	no change
`ds004770`	iEEG on children during gameplay	10	22	0	0	clean	only snapshot
`ds004783`	Functional MRI dataset for evaluating brain synchrony among dance spectators	26	52	0	0	clean	no change
`ds004830`	Spatial Attention Decoding using fNIRS During Complex Scene Analysis	12	14	0	0	clean	no change
`ds004848`	Game of Thrones - A naturalistic viewing dataset	73	434	0	0	clean	no change
`ds004851`	HID	66	66	0	0	clean	no change
`ds004902`	A Resting-state EEG Dataset for Sleep Deprivation	71	218	0	1	warnings only	no change
`ds004958`	The FreeSurfer Maintenance Dataset	34	1,323	0	0	clean	only snapshot
`ds004974`	MRI mapping of hemodynamics in the human spinal cord	29	148	0	0	clean	no change
`ds005003`	Retrospective Task/Rest fMRI Data from Tumor Patients	42	222	0	6	warnings only	5 to 6 findings
`ds005047`	An fMRI dataset in response to large-scale short natural dynamic facial expression videos	5	840	0	0	clean	warnings only to clean
`ds005056`	Dataset2	25	25	0	0	clean	only snapshot
`ds005059`	Paired Associates Learning: Memory for Word Pairs in Cued Recall	69	282	0	5	warnings only	no change
`ds005065`	Heuristics in risky decision-making relate to preferential representation of information MEG data	21	275	15	0	errors	only snapshot
`ds005069`	test	1	5	0	0	clean	only snapshot
`ds005085`	Sequence pilot: multiecho and multiband fMRI	10	399	0	3	warnings only	only snapshot
`ds005095`	STERNBERG DIFFICULT	48	48	0	0	clean	no change
`ds005114`	EEG: DPX Cog Ctl Task in Acute Mild TBI	91	223	0	0	clean	only snapshot
`ds005216`	UltraCortex: Submillimeter Ultra-High Field 9.4T Brain MR Image Collection and Manual Cortical Segmentations	78	86	0	0	clean	no change
`ds005284`	26 By Biosemi	26	26	0	1	warnings only	only snapshot
`ds005342`	EEG data offline and online during motor imagery for standing and sitting	32	32	0	0	clean	no change
`ds005357`	Neurogame Project	45	90	0	1	warnings only	no change
`ds005366`	Large-scale fMRI dataset for the design of motor-based Brain-Computer Interfaces	147	604	0	9	warnings only	no change
`ds005385`	Resting-state EEG data before and after cognitive activity across the adult lifespan and a 5-year follow-up	608	3,264	0	0	clean	no change
`ds005454`	fMRIPrep boot camp -- 7T training dataset	5	40	0	0	clean	only snapshot
`ds005481`	ds004496-fmriprep (derivative)	30	562	0	0	clean	only snapshot
`ds005491`	Categorized Free Recall with Open-Loop Stimulation at Encoding	19	51	0	2	warnings only	only snapshot
`ds005498`	Single-pulse TMS fMRI	152	1,735	0	0	clean	warnings only to clean
`ds005510`	Healthy Brain Network (HBN) EEG - Release 6	135	1,227	0	0	clean	no change
`ds005522`	Spatial Navigation Memory of Object Locations	55	176	0	5	warnings only	only snapshot
`ds005565`	Neural associations between fingerspelling, print, and signs: An ERP priming study with deaf readers	24	24	0	0	clean	no change
`ds005635`	Effects of environmental enrichment on functional connectivity in C58 mice (juvenile cohort)	18	36	0	0	clean	no change
`ds005642`	illusory-face-eeg	21	21	0	0	clean	no change
`ds005664`	San Diego State University Traveling Subjects Diffusion MRI (SDSU-TS) Dataset	9	283	0	0	clean	no change
`ds005691`	SpinalExpect_Invasive	8	8	0	0	clean	only snapshot
`ds005697`	PerceiveImagine	51	51	5	1	errors	warnings only to errors
`ds005777`	Electrical_Morphine_Placebo_2018	14	113	0	0	clean	no change
`ds005810`	NOD-MEG	31	335	0	0	clean	warnings only to clean
`ds005863`	Cognitive Electrophysiology in Socioeconomic Context in Adulthood	127	357	0	0	clean	no change
`ds005868`	Flankers-FAR	48	48	0	0	clean	no change
`ds005873`	SeizeIT2	125	2,850	0	0	clean	no change
`ds005895`	Loss of the lysosomal lipid flippase ATP10B leads to progressive dopaminergic neurodegeneration and parkinsonian motor deficits.	25	53	0	0	clean	only snapshot
`ds005907`	EEG: RL Task (3-Armed Bandit) with alcohol cues in hazardous drinkers and ctls (derivative)	53	53	0	0	clean	only snapshot
`ds005963`	FRESH Motor Dataset	10	40	0	0	clean	only snapshot
`ds006036`	A complementary dataset of open-eyes EEG recordings in a photo-stimulation setting from: Alzheimer's disease, Frontotemporal dementia and Healthy subjects	88	88	0	0	clean	no change
`ds006040`	Sustained Attention Task (gradCPT) Dataset using simultaneous EEG-fMRI and DTI	28	742	0	1	warnings only	no change
`ds006095`	Mind in Motion Older Adults Walking Over Uneven Terrain	71	1,182	0	0	clean	only snapshot
`ds006260`	Dataset of psychophysiological data from children with learning difficulties who strengthen reading and math skills through assistive technology	76	366	0	0	clean	no change
`ds006318`	A Multi-Sequence MRI Dataset for AI-Driven Brain Tumor Analysis Applications	0	0	0	86	warnings only	no change
`ds006366`	Mouse Sleep Staging Validation dataset (MSSV)	92	148	0	0	clean	no change
`ds006370`	Memory Reactivation Levels Remain Unaffected by Anticipated Interference Experiment 2 Dataset	56	56	0	0	clean	no change
`ds006373`	Cast Dataset	2	646	0	11	warnings only	no change
`ds006566`	RSfMRI_Manipulation	20	360	0	40	warnings only	no change
`ds006568`	Attitude Change Study 2 Debate	37	259	0	0	clean	only snapshot
`ds006729`	R01_Neuromuscular_Signature_Pilot	28	172	0	68	warnings only	only snapshot
`ds006821`	Quantum	49	498	0	1	warnings only	only snapshot
`ds006833`	Optimizing MR-based gaze-decoding for eyes-closed eye-tracking in fMRI	15	270	0	26	warnings only	29 to 26 findings
`ds006850`	Urban Appraisal: Physiological Recording during Rating of Different Urban Environments	63	126	0	0	clean	only snapshot
`ds006893`	The interplay of central insulin and menstrual cycle on functional brain networks and neural food cue reactivity in women	15	138	0	0	clean	no change
`ds006948`	Linking Subjective Experience of Anxiety to Brain Function using Natural Language Processing	75	1,047	0	1	warnings only	no change
`ds007276`	Language Task Battery	17	284	0	1	warnings only	no change
`ds007353`	HAD-MEEG	32	503	0	0	clean	only snapshot
`ds007384`	no name	21	504	0	1	warnings only	only snapshot
`ds007427`	Comprehensive methodology for sample enrichment in EEG biomarker studies for Alzheimer’s risk classification	44	44	0	94	warnings only	no change
`ds007446`	Late Unbalanced Bilinguals Dataset: Structural and Functional MRI data with functional localizers	118	1,295	0	0	clean	no change
`ds007468`	Brain mechanisms for processing systematic sound-to-meaning mappings for concrete and abstract concepts	24	144	0	25	warnings only	no change
`ds007477`	TimeSeries BIDS converted	18	36	0	0	clean	no change

Errors and warnings count individual findings. Status follows the audit: errors if any error, warnings only if any warning, otherwise clean (informational findings do not count). The last column compares with the first published snapshot for the 88 raw datasets that have more than one.