cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kf9j9k
title: Occurrence Download

description: A dataset containing 3316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Carcharhinus longimanus"
 ]
}

 The dataset includes 3316 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009442-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwmbw7
title: Occurrence Download

description: A dataset containing 4138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ligumia recta",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 4138 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009443-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7qjfs
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pedicularis verticillata verticillata"
 ]
}

 The dataset includes 27 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009445-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.grzaxz
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras robineae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009446-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18615024
title: Processed SingleCellExperiment objects for CPM/AMD model in all cells and neutrophils.

description: sce_annotated object: This dataset contains the processed SingleCellExperiment object used for the analysis of all CD11b+Gr1+ cells. The object includes normalized counts, dimensional reductions, clustering annotations, and metadata used in the associated manuscript.

sce_neutro object: This dataset contains the processed SingleCellExperiment object used for the analysis of subsetted neutrophil subpopulations. The object includes normalized counts, dimensional reductions, clustering annotations, and metadata used in the associated manuscript.
DOI: 10.5281/zenodo.18615023
title: Processed SingleCellExperiment objects for CPM/AMD model in all cells and neutrophils.

description: sce_annotated object: This dataset contains the processed SingleCellExperiment object used for the analysis of all CD11b+Gr1+ cells. The object includes normalized counts, dimensional reductions, clustering annotations, and metadata used in the associated manuscript.

sce_neutro object: This dataset contains the processed SingleCellExperiment object used for the analysis of subsetted neutrophil subpopulations. The object includes normalized counts, dimensional reductions, clustering annotations, and metadata used in the associated manuscript.
DOI: 10.15468/dl.ed77r4
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptochilus luteus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 42 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009447-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq64g2
title: Occurrence Download

description: A dataset containing 363973 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ramphastos sulfuratus"
 ]
}

 The dataset includes 363973 records from 189 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009387-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18615058
title: Assignment 7

description: Scipy Cubic Spline interpolation practice with thermometer in liquid nitrogen. Plots of resistance versus temperature, and use of best-fit lines on data. From Week 3 Tuesday morning tutorial-- 2/10/26.
DOI: 10.5281/zenodo.18615059
title: Assignment 7

description: Scipy Cubic Spline interpolation practice with thermometer in liquid nitrogen. Plots of resistance versus temperature, and use of best-fit lines on data. From Week 3 Tuesday morning tutorial-- 2/10/26.
DOI: 10.5281/zenodo.18615056
title: Pregnancy Charenting
DOI: 10.5281/zenodo.18615057
title: Pregnancy Charenting
DOI: 10.15468/dl.wb7wfb
title: Occurrence Download

description: A dataset containing 2877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen)",
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Fabia subquadrata"
 ]
}

 The dataset includes 2877 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009449-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzgg4q
title: Occurrence Download

description: A dataset containing 4022 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.31.13_2)",
 "TaxonKey is one of (Aves [GBIF Backbone Taxonomy])",
 "Year 2016-2026"
 ]
 }
 ]
}

 The dataset includes 4022 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009450-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r3fpyz
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Luxemburgia damazioana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 120 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009451-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/815a6757473faf4892752a1a32fe7999
title: Aquatic Ecosystem Assessment of the McCormack-Williamson Tract, Sacramento-San Joaquin Delta, CA, 2025

description: This dataset documents physical habitat, hydrodynamic, water-quality, structural cover, and aquatic community conditions within the McCormack–Williamson Tract (MWT), a tidally influenced floodplain wetland in the Sacramento-San Joaquin Delta near the confluence of the Mokelumne and Cosumnes rivers. Following levee breaches in 2017 and 2023, portions of MWT transitioned from agricultural land to connected tidal wetland, subtidal, and floodplain habitats. Data were collected between February and October 2025 to characterize spatial and temporal variability in hydraulic conditions, water quality, vegetation and structural cover, elevation surfaces, and aquatic communities under tidal stages including mean higher high water (MHHW), mean tide level (MTL), and mean lower low water (MLLW).
 Data include point time series from autonomous water-quality and water-level loggers; acoustic Doppler current profiler velocity measurements along transects; RTK-GPS topographic and bathymetric survey points; aerial lidar and drone-derived raster elevation surfaces; polygon cover maps derived from orthomosaic imagery; fish community observations derived from stereo video imagery; and zooplankton observations collected using a Deep-Focus Particle Imager. Continuous sensors recorded at 30-minute intervals. These datasets were processed to produce derived geospatial products including digital elevation models, water surface elevation time series, vegetation/structural cover polygons, fish and zooplankton community metrics, and modeled habitat suitability polygons based on defined hydraulic, cover, and water-quality criteria.
 The dataset provides spatially explicit environmental measurements, biological community observations, and modeled habitat suitability layers representing first-year post-breach conditions at MWT.
DOI: 10.5281/zenodo.18615013
title: Replication Data from: DOT Hazmat Shipment Data
title: https://www.bts.gov/content/us-hazardous-materials-shipments-transportation-mode-2007

description: The Hazardous Materials Shipment datasets are a table in the National Transportation Statistics report, compiled every year by the Department of Transportation (DOT) and the Department of Commerce U.S. Census Bureau (DOC - Census).  For the 2021 Report, the Hazardous Materials tables were in Section 1.D (https://www.bts.gov/topics/national-transportation-statistics, accessed 2/3/2026).

 

For each year 1960, plus 1970 - 2020, all of the files downloaded were named with the year beginning the title.  Each year in the collection has at least the National Transportation Statistics report for that year; some years also have a “Commodity Flow Survey” (CFS) as well.  For the latter, “CFS” is in the filename title.  Where a file has “National Transportation Statistics” in the filename, that is a PDF printed from the landing page for that year’s report entry.  

 

For a couple of years (2021 and 2024, e.g.) there are tables or zip files also available, and for those as well if there is “CFS” in the filename it pertains to the Commodity Flow Survey, where no “CFS” means that file pertains to the National Transportation Statistics report.

 

Quoted from https://www.bts.gov/topics/national-transportation-statistics (accessed 2/3/2026):

“The National Transportation Statistics (NTS) is a collection of transportation data first published in November 1971.  “ 

 

Quoted from https://www.bts.gov/tsar (accessed 2/3/2026):

“The Transportation Statistics Annual Report (TSAR) presents an overview of the U.S. transportation system and key indicators, including data and statistics on passenger travel, freight movement, transportation and the economy, system reliability, safety, energy use, and the environmental impacts of transportation. The report also focuses on closing data gaps and improving the ways transportation statistics are collected, compiled, analyzed, and published.

BTS is required by its authorizing legislation to prepare and submit the Transportation Statistics Annual Report to Congress and the President each year.”
DOI: 10.5281/zenodo.18615012
title: Replication Data from: DOT Hazmat Shipment Data
title: https://www.bts.gov/content/us-hazardous-materials-shipments-transportation-mode-2007

description: The Hazardous Materials Shipment datasets are a table in the National Transportation Statistics report, compiled every year by the Department of Transportation (DOT) and the Department of Commerce U.S. Census Bureau (DOC - Census).  For the 2021 Report, the Hazardous Materials tables were in Section 1.D (https://www.bts.gov/topics/national-transportation-statistics, accessed 2/3/2026).

 

For each year 1960, plus 1970 - 2020, all of the files downloaded were named with the year beginning the title.  Each year in the collection has at least the National Transportation Statistics report for that year; some years also have a “Commodity Flow Survey” (CFS) as well.  For the latter, “CFS” is in the filename title.  Where a file has “National Transportation Statistics” in the filename, that is a PDF printed from the landing page for that year’s report entry.  

 

For a couple of years (2021 and 2024, e.g.) there are tables or zip files also available, and for those as well if there is “CFS” in the filename it pertains to the Commodity Flow Survey, where no “CFS” means that file pertains to the National Transportation Statistics report.

 

Quoted from https://www.bts.gov/topics/national-transportation-statistics (accessed 2/3/2026):

“The National Transportation Statistics (NTS) is a collection of transportation data first published in November 1971.  “ 

 

Quoted from https://www.bts.gov/tsar (accessed 2/3/2026):

“The Transportation Statistics Annual Report (TSAR) presents an overview of the U.S. transportation system and key indicators, including data and statistics on passenger travel, freight movement, transportation and the economy, system reliability, safety, energy use, and the environmental impacts of transportation. The report also focuses on closing data gaps and improving the ways transportation statistics are collected, compiled, analyzed, and published.

BTS is required by its authorizing legislation to prepare and submit the Transportation Statistics Annual Report to Congress and the President each year.”
DOI: 10.15468/dl.ju8mzf
title: Occurrence Download

description: A dataset containing 3484268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alchemilla, Alopecurus gerardii, Bellidiastrum michelii, Gentianella albanica, Hieracium andrasovszkyi, Jacobaea abrotanifolia, Melampyrum nemorosum, Melampyrum sylvaticum, Noccaea praecox, Scorzoneroides montana, Stachys officinalis, Viola vilaensis, Alchemilla velebitica, Edraianthus dinaricus, Festuca burnatii, Festuca elegans, Festuca gautieri, Festuca pseudeskia, Festuca quadriflora, Festuca scariosa, Festuca hercegovinica, Heliosperma pusillum, Juncus trifidus, Leontodon asperrimus, Leontodon biscutellifolius, Lilium carniolicum, Lilium jankae, Linum austriacum, Linum perenne, Luzula divulgata, Luzula exspectata, Luzula fallax, Mcneillia graminifolia, Ornithogalum divergens, Ornithogalum umbellatum, Pilosella hoppeana, Primula veris, Sabulina verna, Salix aurita, Salix silesiaca, Saxifraga moschata, Scleranthus perennis, Sedum, Stachys cretica, Valeriana tripteris, Vicia tenuifolia, Viola reichenbachiana)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3484268 records from 4354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009376-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5n3-tk8-gmn
title: Anthemis arvensis subsp. cyllenea (Halácsy) R. Fern.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/m5t-dsy-cwk
title: Anthemis auriculata Boiss.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/gpn-qhn-j5j
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/rvg-krp-76q
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/prk-4g6-wba
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/g5f-n49-c7a
title: Arbutus unedo L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hp4-krx-k3h
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/0np-w80-jpn
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/slx-kxn-1kv
title: Anthemis arvensis subsp. arvensis

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/7yq-jtn-spf
title: Anacamptis boryi (Rchb.f.) R.M.Bateman, Pridgeon & M.W.Chase

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/hjj-6eh-yg6
title: Achnatherum bromoides (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/5v9-mwt-q5v
title: Anacamptis laxiflora subsp. laxiflora

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.15468/dl.2jvuf7
title: Occurrence Download

description: A dataset containing 551558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonum aviculare L."
 ]
}

 The dataset includes 551558 records from 3105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113023-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id310664.1
title: StrainInfo SI-ID 310664.1

description: StrainInfo dataset 310664 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310551.1
title: StrainInfo SI-ID 310551.1

description: StrainInfo dataset 310551 about a strain of Saccharomyces uvarum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310665.1
title: StrainInfo SI-ID 310665.1

description: StrainInfo dataset 310665 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310552.1
title: StrainInfo SI-ID 310552.1

description: StrainInfo dataset 310552 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310610.1
title: StrainInfo SI-ID 310610.1

description: StrainInfo dataset 310610 about a strain of Candida friedrichii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310611.1
title: StrainInfo SI-ID 310611.1

description: StrainInfo dataset 310611 about a strain of Naganishia albida. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310612.1
title: StrainInfo SI-ID 310612.1

description: StrainInfo dataset 310612 about a strain of Cystofilobasidium infirmominiatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310666.1
title: StrainInfo SI-ID 310666.1

description: StrainInfo dataset 310666 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310667.1
title: StrainInfo SI-ID 310667.1

description: StrainInfo dataset 310667 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.ejolcu
title: Occurrence Download

description: A dataset containing 1219719 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calidris alpina (Linnaeus, 1758)"
 ]
}

 The dataset includes 1219719 records from 426 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000150-190306134739812/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id310668.1
title: StrainInfo SI-ID 310668.1

description: StrainInfo dataset 310668 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310669.1
title: StrainInfo SI-ID 310669.1

description: StrainInfo dataset 310669 about a strain of Saccharomyces cerevisiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310613.1
title: StrainInfo SI-ID 310613.1

description: StrainInfo dataset 310613 about a strain of Cystofilobasidium infirmominiatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310757.1
title: StrainInfo SI-ID 310757.1

description: StrainInfo dataset 310757 about a strain of Debaryomyces hansenii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id310614.1
title: StrainInfo SI-ID 310614.1

description: StrainInfo dataset 310614 about a strain of Rhodotorula glutinis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.w34gsq
title: Occurrence Download

description: A dataset containing 531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Pseudobombax ellipticum (Kunth) Dugand",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 531 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006298-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.