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FAIR readiness, schema completeness, and policy warning checks for dataset governance. Business and scientific purpose: accelerate trusted data-to-insight flow with governed, traceable, and reusable scientific assets. Metadata is connected to linked entities, metrics, and workflow actions in this workspace. Use these panels to review evidence, identify risks, and decide the next best scientific action. The view uses deterministic demo data shaped to mirror realistic drug discovery operations.

Metadata Quality Mix

instrument_id, qc_threshold

none

batch_label

Policy Warning Mix

access-scope mismatch

none

150

Metadata Check Register

id	name	fair	owner	missingFields	policyWarning
DS-0001	Single-cell Dataset 1	fail	Bioinformatics	instrument_id, qc_threshold	access-scope mismatch
DS-0002	Imaging Dataset 2	pass	Chemistry	none	none
DS-0003	Single-cell Dataset 3	warning	Discovery Biology	none	none
DS-0004	Single-cell Dataset 4	warning	Research Ops	batch_label	none
DS-0005	Proteomics Dataset 5	pass	Bioinformatics	none	none
DS-0006	RNA-seq Dataset 6	fail	Chemistry	instrument_id, qc_threshold	none
DS-0007	RNA-seq Dataset 7	warning	Discovery Biology	batch_label	access-scope mismatch
DS-0008	Chemistry Dataset 8	warning	Research Ops	none	none
DS-0009	Single-cell Dataset 9	warning	Bioinformatics	none	none
DS-0010	RNA-seq Dataset 10	fail	Chemistry	batch_label	none
DS-0011	Imaging Dataset 11	fail	Discovery Biology	instrument_id, qc_threshold	none
DS-0012	RNA-seq Dataset 12	fail	Research Ops	none	none
DS-0013	RNA-seq Dataset 13	fail	Bioinformatics	batch_label	access-scope mismatch
DS-0014	Proteomics Dataset 14	warning	Chemistry	none	none
DS-0015	RNA-seq Dataset 15	pass	Discovery Biology	none	none
DS-0016	Proteomics Dataset 16	fail	Research Ops	instrument_id, qc_threshold	none
DS-0017	Chemistry Dataset 17	warning	Bioinformatics	none	none
DS-0018	Chemistry Dataset 18	pass	Chemistry	none	none
DS-0019	Single-cell Dataset 19	pass	Discovery Biology	batch_label	access-scope mismatch
DS-0020	Proteomics Dataset 20	fail	Research Ops	none	none
DS-0021	Proteomics Dataset 21	pass	Bioinformatics	instrument_id, qc_threshold	none
DS-0022	Proteomics Dataset 22	warning	Chemistry	batch_label	none
DS-0023	Single-cell Dataset 23	pass	Discovery Biology	none	none
DS-0024	Proteomics Dataset 24	pass	Research Ops	none	none
DS-0025	RNA-seq Dataset 25	warning	Bioinformatics	batch_label	access-scope mismatch
DS-0026	Proteomics Dataset 26	pass	Chemistry	instrument_id, qc_threshold	none
DS-0027	Imaging Dataset 27	pass	Discovery Biology	none	none
DS-0028	Proteomics Dataset 28	pass	Research Ops	batch_label	none
DS-0029	Single-cell Dataset 29	fail	Bioinformatics	none	none
DS-0030	Chemistry Dataset 30	fail	Chemistry	none	none
DS-0031	Imaging Dataset 31	fail	Discovery Biology	instrument_id, qc_threshold	access-scope mismatch
DS-0032	Single-cell Dataset 32	fail	Research Ops	none	none
DS-0033	Imaging Dataset 33	pass	Bioinformatics	none	none
DS-0034	RNA-seq Dataset 34	fail	Chemistry	batch_label	none
DS-0035	Chemistry Dataset 35	warning	Discovery Biology	none	none
DS-0036	Imaging Dataset 36	pass	Research Ops	instrument_id, qc_threshold	none
DS-0037	Single-cell Dataset 37	warning	Bioinformatics	batch_label	access-scope mismatch
DS-0038	Chemistry Dataset 38	fail	Chemistry	none	none
DS-0039	RNA-seq Dataset 39	pass	Discovery Biology	none	none
DS-0040	RNA-seq Dataset 40	fail	Research Ops	batch_label	none
DS-0041	RNA-seq Dataset 41	fail	Bioinformatics	instrument_id, qc_threshold	none
DS-0042	Chemistry Dataset 42	warning	Chemistry	none	none
DS-0043	Imaging Dataset 43	warning	Discovery Biology	batch_label	access-scope mismatch
DS-0044	RNA-seq Dataset 44	fail	Research Ops	none	none
DS-0045	Chemistry Dataset 45	warning	Bioinformatics	none	none
DS-0046	Chemistry Dataset 46	fail	Chemistry	instrument_id, qc_threshold	none
DS-0047	Proteomics Dataset 47	warning	Discovery Biology	none	none
DS-0048	RNA-seq Dataset 48	fail	Research Ops	none	none
DS-0049	Proteomics Dataset 49	warning	Bioinformatics	batch_label	access-scope mismatch
DS-0050	Proteomics Dataset 50	fail	Chemistry	none	none
DS-0051	Imaging Dataset 51	pass	Discovery Biology	instrument_id, qc_threshold	none
DS-0052	Chemistry Dataset 52	pass	Research Ops	batch_label	none
DS-0053	Single-cell Dataset 53	fail	Bioinformatics	none	none
DS-0054	RNA-seq Dataset 54	warning	Chemistry	none	none
DS-0055	Single-cell Dataset 55	warning	Discovery Biology	batch_label	access-scope mismatch
DS-0056	Chemistry Dataset 56	warning	Research Ops	instrument_id, qc_threshold	none
DS-0057	Single-cell Dataset 57	fail	Bioinformatics	none	none
DS-0058	Single-cell Dataset 58	fail	Chemistry	batch_label	none
DS-0059	RNA-seq Dataset 59	pass	Discovery Biology	none	none
DS-0060	Chemistry Dataset 60	warning	Research Ops	none	none
DS-0061	Chemistry Dataset 61	pass	Bioinformatics	instrument_id, qc_threshold	access-scope mismatch
DS-0062	Proteomics Dataset 62	fail	Chemistry	none	none
DS-0063	Single-cell Dataset 63	pass	Discovery Biology	none	none
DS-0064	Chemistry Dataset 64	fail	Research Ops	batch_label	none
DS-0065	Chemistry Dataset 65	warning	Bioinformatics	none	none
DS-0066	Imaging Dataset 66	warning	Chemistry	instrument_id, qc_threshold	none
DS-0067	Chemistry Dataset 67	pass	Discovery Biology	batch_label	access-scope mismatch
DS-0068	Single-cell Dataset 68	fail	Research Ops	none	none
DS-0069	Chemistry Dataset 69	fail	Bioinformatics	none	none
DS-0070	Imaging Dataset 70	fail	Chemistry	batch_label	none
DS-0071	RNA-seq Dataset 71	fail	Discovery Biology	instrument_id, qc_threshold	none
DS-0072	Proteomics Dataset 72	warning	Research Ops	none	none
DS-0073	Imaging Dataset 73	warning	Bioinformatics	batch_label	access-scope mismatch
DS-0074	RNA-seq Dataset 74	pass	Chemistry	none	none
DS-0075	Imaging Dataset 75	warning	Discovery Biology	none	none
DS-0076	Proteomics Dataset 76	warning	Research Ops	instrument_id, qc_threshold	none
DS-0077	RNA-seq Dataset 77	warning	Bioinformatics	none	none
DS-0078	Single-cell Dataset 78	pass	Chemistry	none	none
DS-0079	Imaging Dataset 79	fail	Discovery Biology	batch_label	access-scope mismatch
DS-0080	RNA-seq Dataset 80	fail	Research Ops	none	none
DS-0081	Single-cell Dataset 81	warning	Bioinformatics	instrument_id, qc_threshold	none
DS-0082	Single-cell Dataset 82	warning	Chemistry	batch_label	none
DS-0083	Chemistry Dataset 83	pass	Discovery Biology	none	none
DS-0084	Imaging Dataset 84	warning	Research Ops	none	none
DS-0085	Chemistry Dataset 85	fail	Bioinformatics	batch_label	access-scope mismatch
DS-0086	Chemistry Dataset 86	warning	Chemistry	instrument_id, qc_threshold	none
DS-0087	RNA-seq Dataset 87	fail	Discovery Biology	none	none
DS-0088	Imaging Dataset 88	pass	Research Ops	batch_label	none
DS-0089	Chemistry Dataset 89	warning	Bioinformatics	none	none
DS-0090	Chemistry Dataset 90	fail	Chemistry	none	none
DS-0091	Imaging Dataset 91	fail	Discovery Biology	instrument_id, qc_threshold	access-scope mismatch
DS-0092	Chemistry Dataset 92	fail	Research Ops	none	none
DS-0093	Chemistry Dataset 93	fail	Bioinformatics	none	none
DS-0094	Imaging Dataset 94	pass	Chemistry	batch_label	none
DS-0095	Proteomics Dataset 95	warning	Discovery Biology	none	none
DS-0096	Chemistry Dataset 96	fail	Research Ops	instrument_id, qc_threshold	none
DS-0097	RNA-seq Dataset 97	pass	Bioinformatics	batch_label	access-scope mismatch
DS-0098	Single-cell Dataset 98	warning	Chemistry	none	none
DS-0099	Proteomics Dataset 99	pass	Discovery Biology	none	none
DS-0100	Single-cell Dataset 100	warning	Research Ops	batch_label	none
DS-0101	Imaging Dataset 101	pass	Bioinformatics	instrument_id, qc_threshold	none
DS-0102	Proteomics Dataset 102	pass	Chemistry	none	none
DS-0103	Single-cell Dataset 103	warning	Discovery Biology	batch_label	access-scope mismatch
DS-0104	Imaging Dataset 104	warning	Research Ops	none	none
DS-0105	Proteomics Dataset 105	pass	Bioinformatics	none	none
DS-0106	Proteomics Dataset 106	pass	Chemistry	instrument_id, qc_threshold	none
DS-0107	RNA-seq Dataset 107	warning	Discovery Biology	none	none
DS-0108	Imaging Dataset 108	warning	Research Ops	none	none
DS-0109	Imaging Dataset 109	fail	Bioinformatics	batch_label	access-scope mismatch
DS-0110	Single-cell Dataset 110	warning	Chemistry	none	none
DS-0111	Proteomics Dataset 111	warning	Discovery Biology	instrument_id, qc_threshold	none
DS-0112	Chemistry Dataset 112	fail	Research Ops	batch_label	none
DS-0113	Proteomics Dataset 113	pass	Bioinformatics	none	none
DS-0114	Chemistry Dataset 114	warning	Chemistry	none	none
DS-0115	Chemistry Dataset 115	pass	Discovery Biology	batch_label	access-scope mismatch
DS-0116	Proteomics Dataset 116	fail	Research Ops	instrument_id, qc_threshold	none
DS-0117	Imaging Dataset 117	warning	Bioinformatics	none	none
DS-0118	Chemistry Dataset 118	warning	Chemistry	batch_label	none
DS-0119	Proteomics Dataset 119	pass	Discovery Biology	none	none
DS-0120	RNA-seq Dataset 120	fail	Research Ops	none	none
DS-0121	Chemistry Dataset 121	warning	Bioinformatics	instrument_id, qc_threshold	access-scope mismatch
DS-0122	RNA-seq Dataset 122	warning	Chemistry	none	none
DS-0123	RNA-seq Dataset 123	warning	Discovery Biology	none	none
DS-0124	Proteomics Dataset 124	pass	Research Ops	batch_label	none
DS-0125	RNA-seq Dataset 125	warning	Bioinformatics	none	none
DS-0126	RNA-seq Dataset 126	warning	Chemistry	instrument_id, qc_threshold	none
DS-0127	RNA-seq Dataset 127	warning	Discovery Biology	batch_label	access-scope mismatch
DS-0128	RNA-seq Dataset 128	pass	Research Ops	none	none
DS-0129	Imaging Dataset 129	pass	Bioinformatics	none	none
DS-0130	Chemistry Dataset 130	fail	Chemistry	batch_label	none
DS-0131	Imaging Dataset 131	warning	Discovery Biology	instrument_id, qc_threshold	none
DS-0132	Proteomics Dataset 132	fail	Research Ops	none	none
DS-0133	Single-cell Dataset 133	warning	Bioinformatics	batch_label	access-scope mismatch
DS-0134	Imaging Dataset 134	pass	Chemistry	none	none
DS-0135	RNA-seq Dataset 135	fail	Discovery Biology	none	none
DS-0136	RNA-seq Dataset 136	pass	Research Ops	instrument_id, qc_threshold	none
DS-0137	Imaging Dataset 137	pass	Bioinformatics	none	none
DS-0138	RNA-seq Dataset 138	warning	Chemistry	none	none
DS-0139	RNA-seq Dataset 139	fail	Discovery Biology	batch_label	access-scope mismatch
DS-0140	Single-cell Dataset 140	pass	Research Ops	none	none
DS-0141	Proteomics Dataset 141	fail	Bioinformatics	instrument_id, qc_threshold	none
DS-0142	Single-cell Dataset 142	fail	Chemistry	batch_label	none
DS-0143	RNA-seq Dataset 143	fail	Discovery Biology	none	none
DS-0144	Imaging Dataset 144	fail	Research Ops	none	none
DS-0145	RNA-seq Dataset 145	pass	Bioinformatics	batch_label	access-scope mismatch
DS-0146	Proteomics Dataset 146	fail	Chemistry	instrument_id, qc_threshold	none
DS-0147	Chemistry Dataset 147	fail	Discovery Biology	none	none
DS-0148	Chemistry Dataset 148	fail	Research Ops	batch_label	none
DS-0149	RNA-seq Dataset 149	warning	Bioinformatics	none	none
DS-0150	Proteomics Dataset 150	pass	Chemistry	none	none
DS-0151	Imaging Dataset 151	pass	Discovery Biology	instrument_id, qc_threshold	access-scope mismatch
DS-0152	Chemistry Dataset 152	warning	Research Ops	none	none
DS-0153	Imaging Dataset 153	pass	Bioinformatics	none	none
DS-0154	Chemistry Dataset 154	warning	Chemistry	batch_label	none
DS-0155	Single-cell Dataset 155	pass	Discovery Biology	none	none
DS-0156	RNA-seq Dataset 156	warning	Research Ops	instrument_id, qc_threshold	none
DS-0157	Chemistry Dataset 157	fail	Bioinformatics	batch_label	access-scope mismatch
DS-0158	Proteomics Dataset 158	fail	Chemistry	none	none
DS-0159	Single-cell Dataset 159	pass	Discovery Biology	none	none
DS-0160	Imaging Dataset 160	warning	Research Ops	batch_label	none
DS-0161	Single-cell Dataset 161	fail	Bioinformatics	instrument_id, qc_threshold	none
DS-0162	Single-cell Dataset 162	pass	Chemistry	none	none
DS-0163	Proteomics Dataset 163	warning	Discovery Biology	batch_label	access-scope mismatch
DS-0164	Proteomics Dataset 164	warning	Research Ops	none	none
DS-0165	Imaging Dataset 165	warning	Bioinformatics	none	none
DS-0166	Proteomics Dataset 166	warning	Chemistry	instrument_id, qc_threshold	none
DS-0167	RNA-seq Dataset 167	warning	Discovery Biology	none	none
DS-0168	Imaging Dataset 168	fail	Research Ops	none	none
DS-0169	Imaging Dataset 169	warning	Bioinformatics	batch_label	access-scope mismatch
DS-0170	Single-cell Dataset 170	fail	Chemistry	none	none
DS-0171	Imaging Dataset 171	warning	Discovery Biology	instrument_id, qc_threshold	none
DS-0172	Single-cell Dataset 172	pass	Research Ops	batch_label	none
DS-0173	Single-cell Dataset 173	warning	Bioinformatics	none	none
DS-0174	Imaging Dataset 174	pass	Chemistry	none	none
DS-0175	Chemistry Dataset 175	fail	Discovery Biology	batch_label	access-scope mismatch
DS-0176	RNA-seq Dataset 176	pass	Research Ops	instrument_id, qc_threshold	none
DS-0177	Chemistry Dataset 177	pass	Bioinformatics	none	none
DS-0178	Single-cell Dataset 178	pass	Chemistry	batch_label	none
DS-0179	RNA-seq Dataset 179	warning	Discovery Biology	none	none
DS-0180	Single-cell Dataset 180	warning	Research Ops	none	none