cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8310857
title: Dataset - Interações entre o marketing e a ciência da informação: estudo bibliométrico das comunicações científicas indexadas pela Brapci

description: Dataset utilizada para realizar pesquisa sobre as Interações entre o marketing e a ciência da informação: estudo bibliométrico das comunicações científicas indexadas pela Brapci.


444 registros listados/obseervados.
DOI: 10.15468/dl.ta3fku
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006992-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73t65v
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sphecodes puncticeps Thomson, 1870",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 565 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006991-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8k8era
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sphecodes reticulatus Thomson, 1870",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 434 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006993-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65syx6
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Peru",
 "TaxonKey is Phoenicoparrus andinus (Philippi, 1854)"
 ]
}

 The dataset includes 416 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006994-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13225788
title: Posterior CO emissions

description: The dataset provides CO emissions from anthropogenic sources resulting from a global inversion of multispectral CO retrieval profiles (V9J) from the Measurements of Pollution in the Troposphere (MOPITT) presented in Gaubert et al., (2024). The analysis is performed using a quantile-conserving ensemble filter framework (QCEFF), specifically with a bounded normal rank histogram (BNRH) distribution for the prior, using the Data Assimilation Research Testbed (DART). The posterior emissions are derived on the global Community Atmosphere Model with Chemistry (CAM-Chem) model grid at the horizontal resolution is 0.9° latitude by 1.25° longitude. The prior emissions are CAMS-GLOB-ANT version 5.3 (Soulié et al., 2024) and the Fire Inventory from NCAR version 2.5 (Wiedinmyer et al., 2023).
DOI: 10.15468/dl.ncpfxd
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sphecodes rufiventris (Panzer, 1798)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 103 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006996-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n2srk
title: Occurrence Download

description: A dataset containing 906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Dryophytes eximius (Baird, 1854)",
 "Year 2019-2024"
 ]
}

 The dataset includes 906 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006997-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13889018
title: Posterior CO emissions

description: The dataset provides CO emissions from anthropogenic sources resulting from a global inversion of multispectral CO retrieval profiles (V9J) from the Measurements of Pollution in the Troposphere (MOPITT) presented in Gaubert et al., (2024). The analysis is performed using a quantile-conserving ensemble filter framework (QCEFF), specifically with a bounded normal rank histogram (BNRH) distribution for the prior, using the Data Assimilation Research Testbed (DART). The posterior emissions are derived on the global Community Atmosphere Model with Chemistry (CAM-Chem) model grid at the horizontal resolution is 0.9° latitude by 1.25° longitude. The prior emissions are CAMS-GLOB-ANT version 5.3 (Soulié et al., 2024) and the Fire Inventory from NCAR version 2.5 (Wiedinmyer et al., 2023).
DOI: 10.5281/zenodo.13225787
title: Posterior CO emissions

description: The dataset provides CO emissions from anthropogenic sources resulting from a global inversion of multispectral CO retrieval profiles (V9J) from the Measurements of Pollution in the Troposphere (MOPITT) presented in Gaubert et al., (2024). The analysis is performed using a quantile-conserving ensemble filter framework (QCEFF), specifically with a bounded normal rank histogram (BNRH) distribution for the prior, using the Data Assimilation Research Testbed (DART). The posterior emissions are derived on the global Community Atmosphere Model with Chemistry (CAM-Chem) model grid at the horizontal resolution is 0.9° latitude by 1.25° longitude. The prior emissions are CAMS-GLOB-ANT version 5.3 (Soulié et al., 2024) and the Fire Inventory from NCAR version 2.5 (Wiedinmyer et al., 2023).
DOI: 10.15468/dl.rm94nw
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sphecodes spinulosus Hagens, 1875",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 41 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006998-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k3y6gk
title: Occurrence Download

description: A dataset containing 573 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Stelis punctulatissima (Kirby, 1802)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 573 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufyy7j
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Stelis signata (Latreille, 1809)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 100 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007000-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3eudq
title: Occurrence Download

description: A dataset containing 470 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Xylocopa valga Gerstäcker, 1872",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 470 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007001-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9cfqr
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "Geometry POLYGON((141.63148 -37.3676,142.63834 -37.3676,142.63834 -36.57625,141.63148 -36.57625,141.63148 -37.3676))",
 "TaxonKey is Psilotum nudum (L.) P.Beauv."
 ]
}

 The dataset includes 70 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007003-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5gma6
title: Occurrence Download

description: A dataset containing 1895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "TaxonKey is Cornus nuttallii Audubon ex Torr. & A.Gray"
 ]
}

 The dataset includes 1895 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007002-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qt84d5
title: Occurrence Download

description: A dataset containing 2832 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Bombus muscorum (Linnaeus, 1758)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 2832 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007004-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgnavm
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lama guanicoe (Müller, 1776)"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007007-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6v59u
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((141.26375 -37.75413,142.90513 -37.75413,142.90513 -36.56554,141.26375 -36.56554,141.26375 -37.75413))",
 "TaxonKey is Acacia ulicifolia (Salisb.) Court"
 ]
}

 The dataset includes 134 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007008-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7tb8a
title: Occurrence Download

description: A dataset containing 136191 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-114.9305 32.14332,-114.73392 31.94759,-114.61698 31.84778,-114.57476 31.76767,-114.49174 31.67568,-114.32523 31.59117,-114.27148 31.54341,-114.14767 31.4942,-114.02573 31.49275,-113.9188 31.6263,-113.68855 31.52014,-113.63809 31.47733,-113.59959 31.32661,-113.53725 31.2961,-113.31402 31.25509,-113.29704 31.2858,-113.20364 31.31446,-113.05445 31.43712,-113.03121 31.32585,-112.78652 31.50306,-112.71939 31.47033,-112.69956 31.42355,-112.73586 31.37836,-112.85559 31.36704,-112.89414 31.33238,-112.87991 31.15425,-112.81264 31.11627,-112.75253 31.12377,-112.53531 31.20779,-112.46411 31.03385,-112.47958 30.92033,-112.45068 30.84738,-112.5301 30.76651,-112.57399 30.66162,-112.5483 30.59287,-112.44372 30.51557,-112.32355 30.32224,-112.12873 30.4417,-112.00205 30.32178,-111.95451 30.31108,-111.94152 30.42147,-111.96063 30.52347,-111.78357 30.66174,-111.79564 30.7034,-111.7676 30.80779,-111.83798 30.81831,-111.88449 30.90862,-112.02144 30.91041,-112.05685 30.88747,-112.22825 30.94507,-112.2718 31.09929,-112.24778 31.16692,-112.33078 31.30491,-112.33497 31.36779,-112.41007 31.39781,-112.49807 31.38552,-112.54912 31.48192,-112.61157 31.51961,-112.62479 31.56994,-112.76196 31.64445,-112.83817 31.74801,-112.78398 31.86984,-113.15531 31.98255,-113.77733 32.17772,-114.64072 32.44024,-114.64417 32.41627,-114.82378 32.33532,-114.86648 32.34777,-114.92164 32.2727,-114.9305 32.14332))",
 "Geometry POLYGON((-114.64072 32.44024,-114.80793 32.49238,-114.81092 32.60672,-114.75166 32.65998,-114.72798 32.71812,-115.45253 32.66814,-115.35528 32.39006,-115.32226 32.2734,-115.21876 32.23181,-115.16324 32.1672,-115.02625 32.16629,-114.9305 32.14332,-114.92164 32.2727,-114.86648 32.34777,-114.82378 32.33532,-114.64417 32.41627,-114.64072 32.44024))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 136191 records from 394 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006959-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cf7nwa
title: Occurrence Download

description: A dataset containing 2168 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Andrena chrysosceles (Kirby, 1802)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 30, 46 30, 46 68, -26 68, -26 30))"
 ]
}

 The dataset includes 2168 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007006-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqtvth
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "TaxonKey is Fuchsia fulgens Moc. & Sessé ex DC."
 ]
}

 The dataset includes 384 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007009-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyyqcj
title: Occurrence Download

description: A dataset containing 67597426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America"
 ]
}

 The dataset includes 67597426 records from 3640 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006955-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17059608
title: The dataset for the paper submitted to Microbiome

description: The datasets contain the raw data of the sequence of 16s DNA and ITS2
DOI: 10.5281/zenodo.17059609
title: The dataset for the paper submitted to Microbiome

description: The datasets contain the raw data of the sequence of 16s DNA and ITS2
DOI: 10.48539/hbm827.nkzg.839
title: Anatomical Structures, Cell Types, plus Biomarkers (ASCT+B) table for Lung, v1.5

description: Anatomical Structures, Cell Types, plus Biomarkers (ASCT+B) tables (https://humanatlas.io/asctb-tables) aim to capture<br>the nested lung structure of anatomical human body parts, the typology of cells, and biomarkers used to identify lung<br>cell types. The tables are authored and reviewed by an international team of experts. The current Lung ASCT+B table is<br>simplified to consider the anatomical and cellular composition of the intra-pulmonary respiratory tract of one lung<br>lobe as representative of the five human lung lobes. The gross anatomy of the lung lobe was highly influenced by<br>Gray's Anatomy The Anatomical Basis of Clinical Practice, the International Federation of Associations of Anatomists:<br>Terminologia Anatomica (TA) and the LungMAP Anatomical Ontology. References are provided for the identification of<br>each cell type in each histologic structure. Cell types were labeled up to the finest level of labeling available,<br>and set to “None” if no cell type label was available at the level under consideration. Uberon and Cell Ontology<br>entries used are as specific to lung and substructures as available. Where cells of similar type are distinguished by<br>occurance in different locations, the closest and highest level of resolution available distinguishing markers is<br>used. The table includes detailed anatomical structures of the branching airway along with associated cell types like<br>multiciliated epithelial cells, secretory cells, and structural cells. This comprehensive mapping supports research<br>into pulmonary biology and related medical<br>conditions. <br><br>**Bibliography:** <br> <br>* Standring, Susan, ed. 2020. Gray’s Anatomy: The Anatomical Basis of Clinical Practice. 42nd ed. London: *Elsevier*.<br>* IFAA and International Federation of Associations of Anatomists. 2025. “*Anatomical Terminology (FIPAT) - IFAA*.” June 15, 2025. https://ifaa.net/committees/anatomical-terminology-fipat/.<br>* Pan, Huaqin, Gail H. Deutsch, Susan E. Wert, Namasivayam Ambalavanan, Charles Ansong, Maryanne E. Ardini-Poleske, Jacqueline Bagwell, et al. 2019. “Comprehensive Anatomic Ontologies for Lung Development: A Comparison of Alveolar Formation and Maturation within Mouse and Human Lung.” *Journal of Biomedical Semantics* 10 (1): 18. https://doi.org/10.1186/s13326-019-0209-1.
DOI: 10.15468/dl.33dhpd
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Branchinecta lindahli",
 "Year 1189-2025"
 ]
}

 The dataset includes 539 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053561-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dg72g
title: Occurrence Download

description: A dataset containing 887124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Larus dominicanus"
 ]
}

 The dataset includes 887124 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053472-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48539/hbm577.tnmj.736
title: OMAP-10: Multiplexed Antibody-Based Imaging of Human Palatine Tonsil with MACSima, v1.1

description: OMAP-10 was designed for MACSima (MACSima imaging cyclic staining) imaging of paraformaldehyde (PFA)-fixed human<br>tonsil samples. The MACSima technology is described in detail in the following publication<br>(https://doi.org/10.1038/s41598-022-05841-4). Most, but not all, antibodies in this panel are recombinant antibodies<br>with a mutated human IgG1 constant region. The described mutation removes the Fc receptor binding capacity of human<br>IgG1, eliminating the need for additional blocking steps and reducing non-specific binding of human antibodies on<br>human tissues. Highly multiplexed imaging is achieved through cycles of immunolabeling with FITC, PE, and APC<br>conjugated antibodies and photobleaching to eliminate fluorescence signal between imaging cycles. The panel contains<br>30 antibodies and the nuclear marker DAPI for image alignment and nuclear segmentation. This OMAP provides a spatial<br>context for all anatomical structures and most cell types present in the human palatine tonsil. OMAP-10 follows<br>closely OMAP-1 described for human lymph nodes<br>(https://cdn.humanatlas.io/hra-releases/v1.3/docs/omap/omap-1-human-lymph-node-ibex.html). All reagents were obtained<br>from Miltenyi Biotec and have been rigorously tested through an internal quality control system to have minimal<br>variation between lots. For this reason, lot information is not included in this table. Analysis was performed by an<br>accompanied software package MACSIQ View Analysis also described in the MACSima publication<br>(https://doi.org/10.1038/s41598-022-05841-4). The result of the analysis is included in the uploaded dataset. In<br>brief, the software processes the raw images of the MACSima run, generates stitched images, and then allows downstream<br>analysis including cell segmentation, cell gating, data normalization, dimension reduction plots (tSNE, UMAP), heat<br>maps, distance analyses and cluster analyses, all of which are interactively linked together. The MACSima system is<br>continuously evolving, and this is the first OMAP for the MACSima system. A representative dataset created using<br>OMAP-10 can be found here: https://doi.org/10.5281/zenodo.7875937.