cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.lzbcco
title: Occurrence Download

description: A dataset containing 1676927 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is China"
 ]
}

 The dataset includes 1676927 records from 771 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002530-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14775657
title: Single‐cell Transcriptomics of Melanoma Sentinel Lymph Nodes Identifies Unique Myeloid, B and T Cell Signatures Associated with Tumor Metastasis

description: Cell-level raw counts for RNA and ADT (cell-surface protein) expression for the 97,777 cells described in our manuscript. The metadata CSV file includes the cluster designation for each cell in the "cell_type" column.
DOI: 10.5281/zenodo.15607108
title: Single-cell transcriptomics of melanoma sentinel lymph nodes identifies immune cell signatures associated with metastasis

description: Cell-level raw counts for RNA and ADT (cell-surface protein) expression. A seurat object can be created from these files in R, for example:

## 1. libraries --------------------------------------------------------------if (!requireNamespace("Seurat", quietly = TRUE))  stop("install.packages('Seurat')")if (!requireNamespace("Matrix",  quietly = TRUE)) stop("install.packages('Matrix')")if (!requireNamespace("data.table", quietly = TRUE)) install.packages("data.table")

library(data.table)library(Seurat)library(data.table)

## check versionspkgs <- c("Seurat", "data.table", "Matrix")v <- vapply(pkgs, function(p) as.character(packageVersion(p)), character(1))print(v)# Seurat data.table     Matrix # "5.0.0"   "1.14.8"    "1.6.3" 

## 2. helper to read a MatrixMarket triple + row/col names --------------------

read_mtx <- function(mtx_path, row_csv, barcode_csv) {  mat <- Matrix::readMM(mtx_path)

  rows <- data.table::fread(row_csv, header = FALSE)[[1]]  if (length(rows) == nrow(mat) + 1) rows <- rows[-1]          # drop header  stopifnot(length(rows) == nrow(mat))

  cols <- data.table::fread(barcode_csv, header = FALSE)[[1]]  if (length(cols) == ncol(mat) + 1) cols <- cols[-1]          # drop header  stopifnot(length(cols) == ncol(mat))

  rownames(mat) <- rows  colnames(mat) <- cols  mat}

## 3. load counts and metadata ----------------------------------------------rna_counts <- read_mtx("RNA_counts.mtx",  "RNA_genes.csv",  "RNA_barcodes.csv")adt_counts <- read_mtx("ADT_counts.mtx", "ADT_features.csv","RNA_barcodes.csv")   # same barcodesmeta       <- data.table::fread("seurat_metadata_filtered.csv", data.table = FALSE)rownames(meta) <- colnames(rna_counts)   # ensure 1-to-1 alignment

## 4. build Seurat object ----------------------------------------------------seu <- Seurat::CreateSeuratObject(  counts   = rna_counts,  assay    = "RNA",  project  = "Rebuilt",  meta.data = meta)

# add ADT as a separate assayadt_assay <- Seurat::CreateAssayObject(counts = adt_counts)Seurat::DefaultAssay(adt_assay) <- "ADT"seu[["ADT"]] <- adt_assay

# tidy upSeurat::Key(seu[["ADT"]]) <- "adt_"Seurat::DefaultAssay(seu)  <- "RNA"

## 5. save -------------------------------------------------------------------saveRDS(seu, file = "seurat_rebuilt.rds")# peek at first 5×5 slice of RNA & ADT count layers## RNA -----------------------------------------------------------------------rna_slice <- Seurat::GetAssayData(seu[["RNA"]], layer = "counts")[1:5, 1:5]cat("\n── RNA (first 5 genes × 5 cells) ──\n")print(as.matrix(rna_slice))   # coercion only for nicer console display

## ADT -----------------------------------------------------------------------adt_slice <- Seurat::GetAssayData(seu[["ADT"]], layer = "counts")[1:5, 1:5]cat("\n── ADT (first 5 features × 5 cells) ──\n")print(as.matrix(adt_slice))
DOI: 10.5281/zenodo.15607801
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250606k Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250606k Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15607802
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250606k Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250606k Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.kcju4y
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia thuscula Cav.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 81 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010137-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2bxwb
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dermaptera",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-141.77 0.09,-141.77 33.14,-86.66 33.14,-86.66 0.09,-141.77 0.09))"
 ]
}

 The dataset includes 321 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033922-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dsdfba
title: Occurrence Download

description: A dataset containing 5336 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amaranthus blitoides S.Watson"
 ]
}

 The dataset includes 5336 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002857-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5ay7e
title: Occurrence Download

description: A dataset containing 49088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Actinobacteria"
 ]
}

 The dataset includes 49088 records from 563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020202-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzzkqz
title: Occurrence Download

description: A dataset containing 3815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichoptera",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-141.94 -0.17,-141.94 32.92,-86.84 32.92,-86.84 -0.17,-141.94 -0.17))"
 ]
}

 The dataset includes 3815 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033928-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s75uqy
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Picumnus rufiventris (Bonaparte, 1838)",
 "Country is Colombia"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002857-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ucg5b
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alsophila cinerea (Copel.) R.M.Tryon"
 ]
}

 The dataset includes 22 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001759-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxbaf8
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Embioptera",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-142.34 -0.38,-142.34 32.75,-87.23 32.75,-87.23 -0.38,-142.34 -0.38))"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033930-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lo0ysf
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pulsatrix koeniswaldiana (M.Bertoni & W.Bertoni, 1901)",
 "Country is Brazil"
 ]
}

 The dataset includes 235 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002857-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsttme
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plecoptera",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-141.81 -0.30,-141.81 32.81,-86.70 32.81,-86.70 -0.30,-141.81 -0.30))"
 ]
}

 The dataset includes 199 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033933-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqrupt
title: Occurrence Download

description: A dataset containing 2762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia caerulescens L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 2762 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010089-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsihlu
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia tortilis subsp. raddiana (Savi) Brenan",
 "Country is Niger"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033934-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ag874a
title: Occurrence Download

description: A dataset containing 5794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Perimyotis subflavus (F.Cuvier, 1832)"
 ]
}

 The dataset includes 5794 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010092-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmpqnl
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Month is greater than or equal to July",
 "Country is India",
 "TaxonKey is Pelecaniformes"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002858-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.987pz9
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cyclosorus wulingshanensis C.M.Zhang"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050384-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtxa1y
title: Occurrence Download

description: A dataset containing 2197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carcharhinus longimanus (Poey, 1861)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2197 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053513-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jb4gt
title: Occurrence Download

description: A dataset containing 734 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis tropidolepis Boulenger, 1885"
 ]
}

 The dataset includes 734 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010118-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jx56n8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes gustavo-romeroi Archila"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169053-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yfve9l
title: Occurrence Download

description: A dataset containing 1159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odontophrynus americanus (Duméril & Bibron, 1841)",
 "Country is Argentina",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 1159 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033936-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3egy5m
title: Occurrence Download

description: A dataset containing 8899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mya truncata Linnaeus, 1758"
 ]
}

 The dataset includes 8899 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039643-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjyyer
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agathosma leptospermoides Sond."
 ]
}

 The dataset includes 18 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020228-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmstmf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia tortilis subsp. raddiana (Savi) Brenan",
 "Country is Sudan"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033938-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aeb8zd
title: Occurrence Download

description: A dataset containing 3216 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loxipasser anoxanthus (Gosse, 1847)"
 ]
}

 The dataset includes 3216 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0410392-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5yg7a
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia santonicum L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 325 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010123-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3eky7
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidobatrachus llanensis Reig & Cei, 1963",
 "Country is Argentina",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 152 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033942-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10952261
title: PROCEEDINGS OF AZERBAIJAN HIGH TECHNICAL EDUCATIONAL INSTITUTIONS

description: PROCEEDINGS OF AZERBAIJAN HIGH TECHNICAL EDUCATIONAL INSTITUTIONS
DOI: 10.5281/zenodo.10958709
title: PROCEEDINGS OF AZERBAIJAN HIGH TECHNICAL EDUCATIONAL INSTITUTIONS

description: PROCEEDINGS OF AZERBAIJAN HIGH TECHNICAL EDUCATIONAL INSTITUTIONS
DOI: 10.15468/dl.iluedk
title: Occurrence Download

description: A dataset containing 2460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Sylvilagus audubonii (Baird, 1858)"
 ]
}

 The dataset includes 2460 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002858-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q68w8p
title: Occurrence Download

description: A dataset containing 63383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is North America",
 "Country is Mexico",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Nymphalidae",
 "Year 2019-2024"
 ]
}

 The dataset includes 63383 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020127-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjd8ek
title: Occurrence Download

description: A dataset containing 714 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus peduncularis Née"
 ]
}

 The dataset includes 714 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033945-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjp78w
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus sericeus Lam."
 ]
}

 The dataset includes 115 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169054-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grpzhy
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potentilla rhenana P.J.Müll. ex F.W.Schultz"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002858-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz7tu9
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agathosma linifolia Licht. ex Roem. & Schult."
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020232-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjcdji
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psittacula krameri (Scopoli, 1769)",
 "Country is Mauritania"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033952-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6o9rku
title: Occurrence Download

description: A dataset containing 42203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scorzonera humilis L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42203 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002860-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj9zkd
title: Occurrence Download

description: A dataset containing 1313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Renealmia cernua (Sw. ex Roem. & Schult.) J.F.Macbr."
 ]
}

 The dataset includes 1313 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010114-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iicwzn
title: Occurrence Download

description: A dataset containing 2389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carcharhinus obscurus (Lesueur, 1818)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2389 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053514-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.