cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4eyvmv
title: Occurrence Download

description: A dataset containing 2083 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanocorax dickeyi R.T.Moore, 1935"
 ]
}

 The dataset includes 2083 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010287-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9cns4h
title: Occurrence Download

description: A dataset containing 9407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Argemone L."
 ]
}

 The dataset includes 9407 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010289-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xxg2v6
title: Occurrence Download

description: A dataset containing 991 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-97.46049 15.51349,-95.11845 15.51349,-95.11845 16.23381,-97.46049 16.23381,-97.46049 15.51349))",
 "HasCoordinate is true",
 "TaxonKey is Ctenosaura pectinata (Wiegmann, 1834)"
 ]
}

 The dataset includes 991 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010290-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sa4xvm
title: Occurrence Download

description: A dataset containing 1257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "TaxonKey is Lonicera interrupta Benth."
 ]
}

 The dataset includes 1257 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010296-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xuazj5
title: Occurrence Download

description: A dataset containing 21097 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is sarce_rockyshores"
 ]
}

 The dataset includes 21097 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010293-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chnzrf
title: Occurrence Download

description: A dataset containing 2083 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanocorax dickeyi R.T.Moore, 1935"
 ]
}

 The dataset includes 2083 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010292-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsnxhy
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum elatum Benth.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 293 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010295-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y62adm
title: Occurrence Download

description: A dataset containing 152234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chroicocephalus maculipennis (M.H.K.Lichtenstein, 1823)"
 ]
}

 The dataset includes 152234 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010238-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15264810
title: FlatProt: 2D visualization eases protein structure comparison - Dataset
DOI: 10.5281/zenodo.15264492
title: Normalized GEFS Week 3 Forecasts and ERA5 VPD Labels for ML

description: Machine Learning dataset from 2000-2019, specifically used to train UNET neural networks, containing the following training data processed to a CONUS-like domain, 10.5 to 59.5 latitude and -159.5 to -60.5 longitude, on half degree resolution from 11 ensemble members of 6-hourly GEFS data and vapor pressure deficit (VPD) labels created on the same domain from ERA5.

Training data are from years: 2000, 2001, 2003-2006, 2009-2014, 2016, 2017, and 2019

Validation data are from years: 2002, 2008, and 2018

Blind testing data are from years 2007 and 2015

The input data are created from week 3 forecasting data produced by the GEFS initialized on the first Wednesdays of the year. Input data included in this dataset are:



'soilw'   # Weekly mean volumetric soil moisture content @ bgrnd_depth

'pwat'    # Weekly mean precipitable water

'2t'      # Weekly mean 2 metre temperature

't'       # Weekly mean temperature at pressure (note two values at 850mb and 200mb)

sine of the number of the week of the year


Finally, the files are normalized by z-score normalization by pressure height (or surface) and variable. They are then saved into npy matrices sized [99, 199, 6] in the above order for NN training purposes. The VPD labels are the coresponding weekly mean VPD per gridcell derived form ERA5 data, and stored in npy files sized [99, 199, 1] for NN label purposes, intended to represent "observed" vpd on the corresponding week three forecast. They have an identical name to the input but are stored in the label directory. The zip files has been zipped in a way that contains subdirectories directories storing the npy files and identical data-label names as the following:

naming example - nn_dataset_YYYY_week_WW_ens_E_f_2.npy

where YYYY = year (2019)

where WW = week (1 through up to 48)

where E = GEFS ensemble number (0-10)

where f_2 means forecast week three (0-4 included in initial GEFS dataset)

Directories are named to divide npy files into:



training data

training labels

validation data

validation labels

testing data

testing labels
DOI: 10.15468/dl.4yqwhk
title: Occurrence Download

description: A dataset containing 1367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum obovatum Walter)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1367 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010297-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57vvbr
title: Occurrence Download

description: A dataset listing the 1827 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is COD.15_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset's 1827 records were derived from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010286-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28843202
title: FGDs with People with diabetes.rar

description: This folder contains anonymized transcripts of focus group discussions with people living with diabetes.
DOI: 10.6084/m9.figshare.28843202.v1
title: FGDs with People with diabetes.rar

description: This folder contains anonymized transcripts of focus group discussions with people living with diabetes.
DOI: 10.15468/dl.tk8hgj
title: Occurrence Download

description: A dataset containing 171238536 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 "PublishingCountry is one of (Canada)"
 ]
}

 The dataset includes 171238536 records from 369 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010257-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12784167
title: Evidence of Autoclitic Functions on Stimulus Class Formation Through Intraverbal Naming

description: Raw data and R Script with statistical analysis; Ms submitted to The Psychological Record (04-2025)
DOI: 10.5281/zenodo.12784168
title: Evidence of Autoclitic Functions on Stimulus Class Formation Through Intraverbal Naming

description: Raw data and R Script with statistical analysis; Ms submitted to The Psychological Record (04-2025)
DOI: 10.15468/dl.e4eh5r
title: Occurrence Download

description: A dataset containing 8608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viburnum prunifolium L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8608 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010299-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ibaeqf
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077282-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cezot
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013389-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7d6yn
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013454-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zms52u
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077306-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.khw4wb
title: Occurrence Download

description: A dataset containing 999028405 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 999028405 records from 19418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007058-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110600187
title: Persepolis Fortification Aramaic Text 401, PFAT 401

description: [Text Description:] Administrative text with seals PFATS 0194 ❧ [Text or Publication Number Note:] PFAT 401, Bowman 401 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription. Seal impression PFATS 0194 on flat edge. ❧ [Physical Object Note:] Damage on upper edge.
DOI: 10.25549/inscriptifact-ouc110601137
title: Persepolis Fortification Aramaic Text 427, PFAT 427

description: [Text Description:] Administrative text with seals PFATS 0407s, PFATS 0019s ❧ [Text or Publication Number Note:] PFAT 427, Bowman 427 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0407s on reverse; PFATS 0019s on flat edge. ❧ [Physical Object Note:] Damage on upper edge, round edge.
DOI: 10.25549/inscriptifact-ouc110600163
title: Persepolis Fortification Aramaic Text 401, PFAT 401

description: [Text Description:] Administrative text with seals PFATS 0194 ❧ [Text or Publication Number Note:] PFAT 401, Bowman 401 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription. Seal impression PFATS 0194 on flat edge. ❧ [Physical Object Note:] Damage on upper edge.
DOI: 10.25549/inscriptifact-ouc110601136
title: Persepolis Fortification Aramaic Text 428, PFAT 428

description: [Text Description:] Administrative text with seals PFATS 0044 ❧ [Text or Publication Number Note:] PFAT 428, Bowman 428 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0044 on obverse, reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110600155
title: Persepolis Fortification Aramaic Text 401, PFAT 401

description: [Text Description:] Administrative text with seals PFATS 0194 ❧ [Text or Publication Number Note:] PFAT 401, Bowman 401 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription. Seal impression PFATS 0194 on flat edge. ❧ [Physical Object Note:] Damage on upper edge.
DOI: 10.25549/inscriptifact-ouc110601121
title: Persepolis Fortification Aramaic Text 427, PFAT 427

description: [Text Description:] Administrative text with seals PFATS 0407s, PFATS 0019s ❧ [Text or Publication Number Note:] PFAT 427, Bowman 427 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0407s on reverse; PFATS 0019s on flat edge. ❧ [Physical Object Note:] Damage on upper edge, round edge.
DOI: 10.25549/inscriptifact-ouc110600151
title: Persepolis Fortification Aramaic Text 401, PFAT 401

description: [Text Description:] Administrative text with seals PFATS 0194 ❧ [Text or Publication Number Note:] PFAT 401, Bowman 401 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription. Seal impression PFATS 0194 on flat edge. ❧ [Physical Object Note:] Damage on upper edge.
DOI: 10.25549/inscriptifact-ouc1sto1608413
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc110601058
title: Persepolis Fortification Aramaic Text 425, PFAT 425

description: [Text Description:] Administrative text with seals PFATS 0403s ❧ [Text or Publication Number Note:] PFAT 425, Bowman 425 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0403s on obverse, reverse. ❧ [Physical Object Note:] Damage on upper edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110597516
title: Persepolis Fortification Aramaic Text 383, PFAT 383

description: [Text Description:] Administrative text with seals PFATS 0370s; PFATS 0371. ❧ [Text or Publication Number Note:] PFAT 383, Bowman 383 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription. Seal impressions PFATS 0370s on obverse, upper edge, reverse, bottom edge; PFATS 0371 on flat edge.
DOI: 10.25549/inscriptifact-ouc110601030
title: Persepolis Fortification Aramaic Text 425, PFAT 425

description: [Text Description:] Administrative text with seals PFATS 0403s ❧ [Text or Publication Number Note:] PFAT 425, Bowman 425 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0403s on obverse, reverse. ❧ [Physical Object Note:] Damage on upper edge, flat edge.
DOI: 10.15468/dl.p6wr53
title: Occurrence Download

description: A dataset containing 90797872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))"
 ]
}

 The dataset includes 90797872 records from 2017 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027318-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uye6p2
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chile, Argentina)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Fabiana imbricata Ruiz & Pav."
 ]
}

 The dataset includes 669 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015373-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgjx6b
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Setchellanthaceae"
 ]
}

 The dataset includes 120 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015374-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzcfbg
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Sigillariaceae"
 ]
}

 The dataset includes 201 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015375-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt37y2
title: Occurrence Download

description: A dataset containing 2953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Simmondsiaceae"
 ]
}

 The dataset includes 2953 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015379-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93ngu2
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cattleya guttata Lindl."
 ]
}

 The dataset includes 259 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015380-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.