Transfer data#

Here, weโ€™ll show how to load one instance for reading data and use another to write data.

Setup#

!lamin init --storage ./test-transfer --schema bionty
๐Ÿ’ก connected lamindb: anonymous/test-transfer
import lamindb as ln
import bionty as bt

bt.settings.organism = "human"
๐Ÿ’ก connected lamindb: anonymous/test-transfer
ln.settings.transform.stem_uid = "ITeOtm7bhtdq"
ln.settings.transform.version = "1"
ln.track()
๐Ÿ’ก notebook imports: bionty==0.42.9 lamindb==0.70.2
๐Ÿ’ก saved: Transform(uid='ITeOtm7bhtdq5zKv', name='Transfer data', key='transfer', version='1', type='notebook', updated_at=2024-04-19 17:40:47 UTC, created_by_id=1)
๐Ÿ’ก saved: Run(uid='fuWT5MRvIVCovpd7vNQv', transform_id=1, created_by_id=1)

Query cellxgene#

All artifacts in the laminlabs/cellxgene clone of CZ CELLxGENE (for more info, see here):

artifacts = ln.Artifact.using("laminlabs/cellxgene")
artifacts.df().head()
uid storage_id key suffix accessor description version size hash hash_type n_objects n_observations transform_id run_id visibility key_is_virtual created_at updated_at created_by_id
id
1717 6GM0siRkIUISUwpFb54A 2 cell-census/2023-07-25/h5ads/ff12e239-9292-4d2... .h5ad AnnData Pla_HDBR9518710 2023-07-25 21993955 PFgOHr86dGrEOrPELpKvrQ-3 md5-n None 1216.0 11.0 16.0 1 False 2023-11-28 21:46:39.659067+00:00 2024-01-24 07:05:41.771446+00:00 1
1613 qnlBU5a6OR46Zkku1gEl 2 cell-census/2023-07-25/h5ads/dfe8e072-94a7-415... .h5ad AnnData WS_PLA_S9101764 2023-07-25 39725919 -2OE3CsXIxegNGOQO7cJVw-5 md5-n None 3568.0 11.0 16.0 1 False 2023-11-28 21:46:33.371255+00:00 2024-01-24 07:05:43.770581+00:00 1
1497 w6UNsyZp0eTrl3Uz15Wl 2 cell-census/2023-07-25/h5ads/c1568274-2af2-4cd... .h5ad AnnData WS_PLA_S9101769 2023-07-25 34328778 oaxWjROHsHneVVf7VgcoaA-5 md5-n None 3130.0 11.0 16.0 1 False 2023-11-28 21:46:26.369149+00:00 2024-01-24 07:05:45.247888+00:00 1
1434 txst3MWWFtvPGcYOR145 2 cell-census/2023-07-25/h5ads/ab326369-b63c-48d... .h5ad AnnData primary_trophoblast_organoid 2023-07-25 530799215 2i7cuX3r562-mfIK8GYAyA-64 md5-n None 26853.0 11.0 16.0 1 False 2023-11-28 21:46:22.575516+00:00 2024-01-24 07:05:45.699596+00:00 1
979 Vd2uGOTQOwleGdFRlEOp 2 cell-census/2023-07-25/h5ads/1fe63353-9e75-482... .h5ad AnnData Heart - A single-cell transcriptomic atlas cha... 2023-07-25 148387585 4keMLCOrr6OP70fPvE0TIQ-18 md5-n None 8613.0 11.0 16.0 1 False 2023-11-28 21:45:55.034851+00:00 2024-01-24 07:15:09.559452+00:00 1

Query or search the queryset:

artifact = artifacts.filter(description__icontains="tabula sapiens").first()
artifact
Artifact(uid='7JWPBDDaO3v4bsarcj50', key='cell-census/2023-07-25/h5ads/f01bdd17-4902-40f5-86e3-240d66dd2587.h5ad', suffix='.h5ad', accessor='AnnData', description='Tabula Sapiens - Salivary_Gland', version='2023-07-25', size=575121838, hash='4DpycNCrKc_Q_pEYmPXZRw-69', hash_type='md5-n', n_observations=27199, visibility=1, key_is_virtual=False, updated_at=2024-01-24 07:05:50 UTC, storage_id=2, transform_id=11, run_id=16, created_by_id=1)

Save the artifact to the default instance:

artifact.save()
โ— now recursing through parents: this only happens once, but is much slower than bulk saving
โ— now recursing through parents: this only happens once, but is much slower than bulk saving
โ— now recursing through parents: this only happens once, but is much slower than bulk saving
โ— now recursing through parents: this only happens once, but is much slower than bulk saving
โ— did not create Disease record for 1 non-validated ontology_id: 'PATO:0000461'
โ— now recursing through parents: this only happens once, but is much slower than bulk saving
โ— did not create Phenotype records for 2 non-validated ontology_ids: 'PATO:0000383', 'PATO:0000384'

All features & labels have been transferred, the data itself is still on CZโ€™s S3:

artifact.describe()
Artifact(uid='7JWPBDDaO3v4bsarcj50', key='cell-census/2023-07-25/h5ads/f01bdd17-4902-40f5-86e3-240d66dd2587.h5ad', suffix='.h5ad', accessor='AnnData', description='Tabula Sapiens - Salivary_Gland', version='2023-07-25', size=575121838, hash='4DpycNCrKc_Q_pEYmPXZRw-69', hash_type='md5-n', n_observations=27199, visibility=1, key_is_virtual=False, updated_at=2024-04-19 17:40:50 UTC)

Provenance:
  ๐Ÿ“Ž storage: Storage(uid='oIYGbD74', root='s3://cellxgene-data-public', type='s3', region='us-west-2')
  ๐Ÿ“Ž transform: Transform(uid='ITeOtm7bhtdq5zKv', name='Transfer data', key='transfer', version='1', type='notebook')
  ๐Ÿ“Ž run: Run(uid='fuWT5MRvIVCovpd7vNQv', started_at=2024-04-19 17:40:47 UTC, is_consecutive=True)
  ๐Ÿ“Ž created_by: User(uid='00000000', handle='anonymous')
Features:
  obs: FeatureSet(uid='yhd6j46g25TIm3ihtYgK', n=11, registry='core.Feature')
    ๐Ÿ”— tissue (2, bionty.Tissue): 'sublingual gland', 'parotid gland'
    ๐Ÿ”— tissue_type (1, core.ULabel): 'tissue'
    ๐Ÿ”— assay (2, bionty.ExperimentalFactor): '10x 3' v3', 'Smart-seq2'
    ๐Ÿ”— cell_type (24, bionty.CellType): 'endothelial cell of lymphatic vessel', 'fibroblast', 'basal cell', 'acinar cell of salivary gland', 'memory B cell', 'monocyte', 'plasma cell', 'neutrophil', 'adventitial cell', 'naive B cell', ...
    ๐Ÿ”— development_stage (2, bionty.DevelopmentalStage): '69-year-old human stage', '59-year-old human stage'
    ๐Ÿ”— disease (1, bionty.Disease): 'normal'
    ๐Ÿ”— donor_id (2, core.ULabel): 'TSP14', 'TSP7'
    ๐Ÿ”— self_reported_ethnicity (1, bionty.Ethnicity): 'European'
    ๐Ÿ”— sex (2, bionty.Phenotype): 'female', 'male'
    ๐Ÿ”— suspension_type (1, core.ULabel): 'cell'
    ๐Ÿ”— organism (1, bionty.Organism): 'human'
  var: FeatureSet(uid='mgVxeOtHZXl7o70xxJ06', n=58604, type='number', registry='bionty.Gene')
    'GPR153', 'LINC00467', 'NEK8', 'DDX51', 'TFPT', 'RN7SL869P', 'TMEM256P1', 'TBL1XR1', 'KCTD16', 'UPK3BP1', 'RN7SL96P', 'FUT3', 'ASCL4', 'CDC40', 'CPLX2', 'CASC20', 'EIF4EP1', 'IL36A', 'CCDC169-SOHLH2', 'RN7SL775P', ...
Labels:
  ๐Ÿ“Ž organism (1, bionty.Organism): 'human'
  ๐Ÿ“Ž tissues (2, bionty.Tissue): 'sublingual gland', 'parotid gland'
  ๐Ÿ“Ž cell_types (24, bionty.CellType): 'endothelial cell of lymphatic vessel', 'fibroblast', 'basal cell', 'acinar cell of salivary gland', 'memory B cell', 'monocyte', 'plasma cell', 'neutrophil', 'adventitial cell', 'naive B cell', ...
  ๐Ÿ“Ž diseases (1, bionty.Disease): 'normal'
  ๐Ÿ“Ž phenotypes (2, bionty.Phenotype): 'female', 'male'
  ๐Ÿ“Ž experimental_factors (2, bionty.ExperimentalFactor): '10x 3' v3', 'Smart-seq2'
  ๐Ÿ“Ž developmental_stages (2, bionty.DevelopmentalStage): '69-year-old human stage', '59-year-old human stage'
  ๐Ÿ“Ž ethnicities (1, bionty.Ethnicity): 'European'
  ๐Ÿ“Ž ulabels (4, core.ULabel): 'tissue', 'cell', 'TSP14', 'TSP7'

The database is populated correspondingly:

Hide code cell content
ln.view()
****************
* module: core *
****************
Artifact
uid storage_id key suffix accessor description version size hash hash_type n_objects n_observations transform_id run_id visibility key_is_virtual created_at updated_at created_by_id
id
1 7JWPBDDaO3v4bsarcj50 2 cell-census/2023-07-25/h5ads/f01bdd17-4902-40f... .h5ad AnnData Tabula Sapiens - Salivary_Gland 2023-07-25 575121838 4DpycNCrKc_Q_pEYmPXZRw-69 md5-n None 27199 1 1 1 False 2024-04-19 17:40:50.266286+00:00 2024-04-19 17:40:50.266310+00:00 1
Feature
uid name type unit description registries synonyms created_at updated_at created_by_id
id
11 wCbvLeKe2rv8 organism category None None bionty.Organism None 2024-04-19 17:40:51.268404+00:00 2024-04-19 17:40:51.268416+00:00 1
10 9s20Imh64bYU suspension_type category None MUST be 'cell', 'nucleus', or 'na' core.ULabel None 2024-04-19 17:40:51.268290+00:00 2024-04-19 17:40:51.268303+00:00 1
9 Xcti9JkM9uvG sex category None None bionty.Phenotype None 2024-04-19 17:40:51.268169+00:00 2024-04-19 17:40:51.268186+00:00 1
8 DbVAV4BaQXAh self_reported_ethnicity category None None bionty.Ethnicity None 2024-04-19 17:40:51.268056+00:00 2024-04-19 17:40:51.268069+00:00 1
7 xbMGSIMHV67J donor_id category None None core.ULabel None 2024-04-19 17:40:51.267943+00:00 2024-04-19 17:40:51.267956+00:00 1
6 UnTz4XK8XGd0 disease category None None bionty.Disease None 2024-04-19 17:40:51.267829+00:00 2024-04-19 17:40:51.267842+00:00 1
5 Up1fqy1APH21 development_stage category None None bionty.DevelopmentalStage None 2024-04-19 17:40:51.267707+00:00 2024-04-19 17:40:51.267726+00:00 1
FeatureSet
uid name n type registry hash created_at updated_at created_by_id
id
2 mgVxeOtHZXl7o70xxJ06 None 58604 number bionty.Gene vGM2j-OZYfQ4-9KsK75K 2024-04-19 17:41:44.563051+00:00 2024-04-19 17:41:44.563083+00:00 1
1 yhd6j46g25TIm3ihtYgK None 11 None core.Feature FqF5x0w1rGBjZBGzh-Qr 2024-04-19 17:40:51.279877+00:00 2024-04-19 17:40:51.279902+00:00 1
Run
uid transform_id started_at finished_at created_by_id json report_id environment_id is_consecutive reference reference_type created_at
id
1 fuWT5MRvIVCovpd7vNQv 1 2024-04-19 17:40:47.695358+00:00 None 1 None None None True None None 2024-04-19 17:40:47.695495+00:00
Storage
uid root description type region created_at updated_at created_by_id
id
2 oIYGbD74 s3://cellxgene-data-public None s3 us-west-2 2024-04-19 17:40:50.263654+00:00 2024-04-19 17:40:50.263690+00:00 1
1 QZVAol3d /home/runner/work/lamindb/lamindb/docs/test-tr... None local None 2024-04-19 17:40:44.144189+00:00 2024-04-19 17:40:44.144213+00:00 1
Transform
uid name key version description type latest_report_id source_code_id reference reference_type created_at updated_at created_by_id
id
1 ITeOtm7bhtdq5zKv Transfer data transfer 1 None notebook None None None None 2024-04-19 17:40:47.687711+00:00 2024-04-19 17:40:47.687756+00:00 1
ULabel
uid name description reference reference_type created_at updated_at created_by_id
id
4 WzKPMCXX cell None None None 2024-04-19 17:42:39.864197+00:00 2024-04-19 17:42:39.864221+00:00 1
3 1s9HrDbk TSP7 None None None 2024-04-19 17:42:36.372448+00:00 2024-04-19 17:42:36.372462+00:00 1
2 HVoqm0bp TSP14 None None None 2024-04-19 17:42:36.372335+00:00 2024-04-19 17:42:36.372359+00:00 1
1 orwn0HKG tissue None None None 2024-04-19 17:41:57.817365+00:00 2024-04-19 17:41:57.817389+00:00 1
User
uid handle name created_at updated_at
id
1 00000000 anonymous None 2024-04-19 17:40:44.140254+00:00 2024-04-19 17:40:44.140289+00:00
******************
* module: bionty *
******************
CellType
uid name ontology_id abbr synonyms description public_source_id created_at updated_at created_by_id
id
78 7glBbUDw protein secreting cell CL:0000154 None None None 21 2024-04-19 17:42:32.349125+00:00 2024-04-19 17:42:32.349153+00:00 1
77 1uUQwGAL endo-epithelial cell CL:0002076 None None An Epithelial Cell Derived From Endoderm. 21 2024-04-19 17:42:31.578357+00:00 2024-04-19 17:42:31.578385+00:00 1
76 4eEkKmdU secretory cell CL:0000151 None None A Cell That Specializes In Controlled Release ... 21 2024-04-19 17:42:30.926890+00:00 2024-04-19 17:42:30.926919+00:00 1
75 6o2T6eYX epithelial cell of alimentary canal CL:0002251 None None An Epithelial Cell Of The Musculomembranous Di... 21 2024-04-19 17:42:30.240436+00:00 2024-04-19 17:42:30.240449+00:00 1
74 4cUGHo42 exocrine cell CL:0000152 None None A Cell Of An Exocrine Gland; I.E. A Gland That... 21 2024-04-19 17:42:30.240312+00:00 2024-04-19 17:42:30.240327+00:00 1
73 41jKWil4 glandular epithelial cell CL:0000150 None None A Specialized Epithelial Cell That Is Capable ... 21 2024-04-19 17:42:30.240166+00:00 2024-04-19 17:42:30.240195+00:00 1
72 4CcnyLVr acinar cell CL:0000622 None acinic cell|acinous cell A Secretory Cell That Is Grouped Together With... 21 2024-04-19 17:42:29.517936+00:00 2024-04-19 17:42:29.517951+00:00 1
DevelopmentalStage
uid name ontology_id abbr synonyms description public_source_id created_at updated_at created_by_id
id
3 7k1A0zkT human life cycle stage HsapDv:0000000 None developmental stage A Spatiotemporal Region Encompassing Some Part... 52 2024-04-19 17:42:33.887346+00:00 2024-04-19 17:42:33.887376+00:00 1
2 5q64GXx1 69-year-old human stage HsapDv:0000163 None None Adult Stage That Refers To An Adult Who Is Ove... 52 2024-04-19 17:42:33.202680+00:00 2024-04-19 17:42:33.202698+00:00 1
1 2zxrb1Pu 59-year-old human stage HsapDv:0000153 None None Middle Aged Stage That Refers To An Adult Who ... 52 2024-04-19 17:42:33.202518+00:00 2024-04-19 17:42:33.202545+00:00 1
Disease
uid name ontology_id abbr synonyms description public_source_id created_at updated_at created_by_id
id
1 6IZiH6X8 normal PATO:0000461 None None A Quality Inhering In A Bearer By Virtue Of Th... 47 2024-04-19 17:42:36.066311+00:00 2024-04-19 17:42:36.066339+00:00 1
Ethnicity
uid name ontology_id abbr synonyms description public_source_id created_at updated_at created_by_id
id
2 6Tnv21Sw ancestry category HANCESTRO:0004 None ancestral group Population Category Defined Using Ancestry Inf... 54 2024-04-19 17:42:38.031028+00:00 2024-04-19 17:42:38.031056+00:00 1
1 15mGvAtW European HANCESTRO:0005 None Caucasian|white Includes Individuals Who Either Self-Report Or... 54 2024-04-19 17:42:37.292846+00:00 2024-04-19 17:42:37.292879+00:00 1
ExperimentalFactor
uid name ontology_id abbr synonyms description molecule instrument measurement public_source_id created_at updated_at created_by_id
id
9 6JvKxplX 10x technology EFO:0008995 None 10x Genomics|10x single cell library construction 10X Is A "Synthetic Long-Read" Technology And ... None None None 39 2024-04-19 17:42:03.828951+00:00 2024-04-19 17:42:03.828979+00:00 1
8 1SAR2Y26 10x transcription profiling EFO:0030080 None None The 10X-Based Single-Cell Technology That Sequ... None None None 39 2024-04-19 17:42:03.141307+00:00 2024-04-19 17:42:03.141338+00:00 1
7 2kXleO7C 10x 3' transcription profiling EFO:0030003 None None 10X 3' Transcription Profiling Is The 10X-Base... None None None 39 2024-04-19 17:42:02.389405+00:00 2024-04-19 17:42:02.389436+00:00 1
6 5q5okCXl single cell library construction EFO:0010183 None single-cell library preparation|single-cell li... A Library Preparation Process That Starts From... None None None 39 2024-04-19 17:42:01.581328+00:00 2024-04-19 17:42:01.581359+00:00 1
5 1wLRxESw assay by molecule EFO:0002772 None None None None None None 39 2024-04-19 17:42:00.923672+00:00 2024-04-19 17:42:00.923703+00:00 1
4 1x8VaVN0 Smart-like EFO:0010184 None None Library Construction Method Using The Smart (S... None None None 39 2024-04-19 17:42:00.112877+00:00 2024-04-19 17:42:00.112892+00:00 1
3 789nVHwo RNA assay EFO:0001457 None None An Assay With Input Rna RNA assay None None 39 2024-04-19 17:42:00.112694+00:00 2024-04-19 17:42:00.112726+00:00 1
Gene
uid symbol stable_id ensembl_gene_id ncbi_gene_ids biotype description synonyms organism_id public_source_id created_at updated_at created_by_id
id
58604 1aFBxW64W53c RP1-228P16.8 None ENSG00000276814 None None None None 1 9 2024-04-19 17:41:40.603337+00:00 2024-04-19 17:41:40.603350+00:00 1
58603 5SZpPLVNTEDG RP11-118B22.2 None ENSG00000256427 None None None None 1 9 2024-04-19 17:41:40.603186+00:00 2024-04-19 17:41:40.603199+00:00 1
58602 iGHPHX0SjTTi RP11-69M1.8 None ENSG00000282080 None None None None 1 9 2024-04-19 17:41:40.603034+00:00 2024-04-19 17:41:40.603048+00:00 1
58601 krBYTJVPPY8i RP11-196E1.3 None ENSG00000254561 None None None None 1 9 2024-04-19 17:41:40.602883+00:00 2024-04-19 17:41:40.602896+00:00 1
58600 5IyCVjNwe3KV RP11-334E6.3 None ENSG00000254740 None None None None 1 9 2024-04-19 17:41:40.602729+00:00 2024-04-19 17:41:40.602744+00:00 1
58599 14gTjcZXDS5z RP11-959F10.6 None ENSG00000256863 None None None None 1 9 2024-04-19 17:41:40.602556+00:00 2024-04-19 17:41:40.602569+00:00 1
58598 5ILZRV3F2hQ8 MTRNR2L8 None ENSG00000255823 None None None None 1 9 2024-04-19 17:41:40.602403+00:00 2024-04-19 17:41:40.602417+00:00 1
Organism
uid name ontology_id scientific_name public_source_id created_at updated_at created_by_id
id
1 1dpCL6Td human NCBITaxon:9606 homo_sapiens 1 2024-04-19 17:40:46.345110+00:00 2024-04-19 17:40:46.345153+00:00 1
Phenotype
uid name ontology_id abbr synonyms description public_source_id created_at updated_at created_by_id
id
2 3OV8JZsS female PATO:0000383 None None A Biological Sex Quality Inhering In An Indivi... 47 2024-04-19 17:42:39.560877+00:00 2024-04-19 17:42:39.560891+00:00 1
1 kniZxLLf male PATO:0000384 None None A Biological Sex Quality Inhering In An Indivi... 47 2024-04-19 17:42:39.560740+00:00 2024-04-19 17:42:39.560768+00:00 1
PublicSource
uid entity organism currently_used source source_name version url md5 source_website created_at updated_at created_by_id
id
55 5JnV BioSample all True ncbi NCBI BioSample attributes 2023-09 s3://bionty-assets/df_all__ncbi__2023-09__BioS... 918db9bd1734b97c596c67d9654a4126 https://www.ncbi.nlm.nih.gov/biosample/docs/at... 2024-04-19 17:40:44.233653+00:00 2024-04-19 17:40:44.233666+00:00 1
54 3Tlc Ethnicity human True hancestro Human Ancestry Ontology 3.0 https://github.com/EBISPOT/hancestro/raw/3.0/h... 76dd9efda9c2abd4bc32fc57c0b755dd https://github.com/EBISPOT/hancestro 2024-04-19 17:40:44.233514+00:00 2024-04-19 17:40:44.233527+00:00 1
53 16tR DevelopmentalStage mouse True mmusdv Mouse Developmental Stages 2020-03-10 http://aber-owl.net/media/ontologies/MMUSDV/9/... 5bef72395d853c7f65450e6c2a1fc653 https://github.com/obophenotype/developmental-... 2024-04-19 17:40:44.233375+00:00 2024-04-19 17:40:44.233388+00:00 1
52 7CRn DevelopmentalStage human True hsapdv Human Developmental Stages 2020-03-10 http://aber-owl.net/media/ontologies/HSAPDV/11... 52181d59df84578ed69214a5cb614036 https://github.com/obophenotype/developmental-... 2024-04-19 17:40:44.233236+00:00 2024-04-19 17:40:44.233249+00:00 1
51 3TI0 Drug all True dron Drug Ontology 2023-03-10 https://data.bioontology.org/ontologies/DRON/s... 75e86011158fae76bb46d96662a33ba3 https://bioportal.bioontology.org/ontologies/DRON 2024-04-19 17:40:44.233096+00:00 2024-04-19 17:40:44.233109+00:00 1
50 3rm9 BFXPipeline all True lamin Bioinformatics Pipeline 1.0.0 s3://bionty-assets/bfxpipelines.json a7eff57a256994692fba46e0199ffc94 https://lamin.ai 2024-04-19 17:40:44.232955+00:00 2024-04-19 17:40:44.232969+00:00 1
49 QfYh Pathway all False pw Pathway Ontology 7.79 https://data.bioontology.org/ontologies/PW/sub... 02e2337bb1ab7cc4332ef6acc4cbdfa6 https://www.ebi.ac.uk/ols/ontologies/pw 2024-04-19 17:40:44.232813+00:00 2024-04-19 17:40:44.232827+00:00 1
Tissue
uid name ontology_id abbr synonyms description public_source_id created_at updated_at created_by_id
id
17 7SvOepT5 buccal salivary gland UBERON:0012102 None None A Salivary Gland That Is Part Of A Cheek. 25 2024-04-19 17:41:57.478903+00:00 2024-04-19 17:41:57.478919+00:00 1
16 6TiLnvMv serous gland UBERON:0000409 None None A Gland In Which The Principal Secretory Cells... 25 2024-04-19 17:41:57.478753+00:00 2024-04-19 17:41:57.478783+00:00 1
15 4o2HviGe multicellular anatomical structure UBERON:0010000 None multicellular structure An Anatomical Structure That Has More Than One... 25 2024-04-19 17:41:56.418505+00:00 2024-04-19 17:41:56.418535+00:00 1
14 7HJIkVT2 organ UBERON:0000062 None None Anatomical Structure That Performs A Specific ... 25 2024-04-19 17:41:55.777473+00:00 2024-04-19 17:41:55.777502+00:00 1
13 1piRkddj digestive system element UBERON:0013765 None digestive organ|digestive system organ Any Of The Organs Or Elements That Are Part Of... 25 2024-04-19 17:41:55.046519+00:00 2024-04-19 17:41:55.046533+00:00 1
12 2PA5WYod gland UBERON:0002530 None glandular organ An Organ That Functions As A Secretory Or Excr... 25 2024-04-19 17:41:55.046374+00:00 2024-04-19 17:41:55.046404+00:00 1
11 6dBB06kF exocrine gland UBERON:0002365 None glandula exocrina|ducted gland A Gland That Secretes Products (Excluding Horm... 25 2024-04-19 17:41:54.425341+00:00 2024-04-19 17:41:54.425356+00:00 1
Hide code cell content
# clean up test instance
!lamin delete --force test-transfer
!rm -r test-transfer
๐Ÿ’ก deleting instance anonymous/test-transfer
โ— manually delete your stored data: /home/runner/work/lamindb/lamindb/docs/test-transfer