cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6823057
title: DCW-GMT: The Digital Chart of the World for GMT

description: The Digital Chart of the World is a comprehensive 1:1,000,000 scale vector basemap of the world. The charts were designed to meet the needs of pilots and air crews in medium- and low-altitude en route navigation and to support military operational planning, intelligence briefings, and other needs. For basic background information about DCW, see the Wikipedia entry. DCW-GMT is an enhancement to DCW in a few ways: It contains more state boundaries (the largest 8 countries are now represented). The data have been reformatted to save space and are distributed as a single deflated netCDF-4 file.
description: Funded by US National Science Foundation grants OCE-1558403 https://www.nsf.gov/awardsearch/showAward?AWD_ID=1558403
DOI: 10.5281/zenodo.8283380
title: DCW-GMT: The Digital Chart of the World for GMT

description: The Digital Chart of the World is a comprehensive 1:1,000,000 scale vector basemap of the world. The charts were designed to meet the needs of pilots and air crews in medium- and low-altitude en route navigation and to support military operational planning, intelligence briefings, and other needs. For basic background information about DCW, see the Wikipedia entry.

DCW-GMT is an enhancement to DCW in a few ways:



It contains more state boundaries (the largest 8 countries are now represented).

The data have been reformatted to save space and are distributed as a single deflated netCDF-4 file.
description: Funded by US National Science Foundation grants OCE-1558403
https://www.nsf.gov/awardsearch/showAward?AWD_ID=1558403
DOI: 10.5281/zenodo.12531499
title: DCW-GMT: The Digital Chart of the World for GMT

description: The Digital Chart of the World is a comprehensive 1:1,000,000 scale vector basemap of the world. The charts were designed to meet the needs of pilots and air crews in medium- and low-altitude en route navigation and to support military operational planning, intelligence briefings, and other needs. For basic background information about DCW, see the Wikipedia entry.

DCW-GMT is an enhancement to DCW in a few ways:



It contains more state boundaries (the largest 8 countries, Norway and United Kingdom are now represented).

The data have been reformatted to save space and are distributed as a single deflated netCDF-4 file.
description: Funded by US National Science Foundation grants OCE-1558403
https://www.nsf.gov/awardsearch/showAward?AWD_ID=1558403
DOI: 10.5281/zenodo.6823056
title: DCW-GMT: The Digital Chart of the World for GMT

description: The Digital Chart of the World is a comprehensive 1:1,000,000 scale vector basemap of the world. The charts were designed to meet the needs of pilots and air crews in medium- and low-altitude en route navigation and to support military operational planning, intelligence briefings, and other needs. For basic background information about DCW, see the Wikipedia entry.

DCW-GMT is an enhancement to DCW in a few ways:



It contains more state boundaries (the largest 8 countries, Norway and United Kingdom are now represented).

The data have been reformatted to save space and are distributed as a single deflated netCDF-4 file.
description: Funded by US National Science Foundation grants OCE-1558403
https://www.nsf.gov/awardsearch/showAward?AWD_ID=1558403
DOI: 10.15468/dl.dhrscy
title: Occurrence Download

description: A dataset containing 3492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hippophae rhamnoides L."
 ]
}

 The dataset includes 3492 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092808-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.4077338
title: PharmKG: A Dedicated Knowledge Graph Benchmark for Biomedical Data Mining

description: Biomedical knowledge graphs, which can help with the understanding of complex biological systems and pathologies, have begun to play a critical role in medical practice and research. However, challenges remain in their embedding and use due to their complex nature and the specific demands of their construction. Existing studies often suffer from problems such as sparse and noisy datasets, insufficient modeling methods, and non-uniform evaluation metrics. In this work,<strong> </strong>we established a comprehensive knowledge graph (KG) system for the biomedical field in an attempt to bridge the gap. Here we introduced PharmKG, a multi-relational, attributed biomedical knowledge graph, composed of more than 500,000 individual interconnections between genes, drugs, and diseases, with 29 relation types over a vocabulary of ~8,000 disambiguated entities. Each entity in PharmKG is attached with heterogeneous, domain-specific information obtained from multi-omics data, i.e. gene expression, chemical structure, and disease word embedding, while preserving the semantic and biomedical features. For baselines, we offered 9 state-of-the-art knowledge graph embedding (KGE) approaches and a new biological, intuitive, graph neural network-based KGE method that uses a combination of both global network structure and heterogeneous domain features. Based on the proposed benchmark, we conducted extensive experiments to assess these KGE models using multiple evaluation metrics. Finally, we discussed our observations across various downstream biological tasks and provide insights and guidelines for how to use a knowledge graph in biomedicine. We hope that the unprecedented quality and diversity of PharmKG will lead to advances in biomedical knowledge graph construction, embedding and application.
DOI: 10.5281/zenodo.5361324
title: OpenBioLink2020

description: The OpenBioLink2020 Dataset is a highly challenging biomedical benchmark dataset containing over 5 million positive and negative edges. The test set does not contain trivially predictable, inverse edges from the training set and does contain all different edge types, to provide a more realistic edge prediction scenario. For further information, please check out the github repository. OpenBioLink2020: directed, high quality is the default dataset that should be used for benchmarking purposes. To allow anayzing the effect of data quality as well as the directionality of the evaluation graph, four variants of OpenBioLink2020 are provided -- in directed and undirected setting, with and without quality cutoff. Additionally, each graph is available in RDF N3 format (without train-validation-test splits) and BEL. OpenBioLink is a resource and evaluation framework for evaluating link prediction models on heterogeneous biomedical graph data. It contains benchmark datasets as well as tools for creating custom benchmarks and training and evaluating models. The OpenBioLink benchmark aims to meet the following criteria: Openly available Large-scale Wide coverage of current biomedical knowledge and entity types Standardized, balanced train-test split Open-source code for benchmark dataset generation Open-source code for evaluation (independent of model) Integrating and differentiating multiple types of biological entities and relations (i.e., formalized as a heterogeneous graph) Minimized information leakage between train and test sets (e.g., avoid inclusion of trivially inferable relations in the test set) Coverage of true negative relations, where available Differentiating high-quality data from noisy, low-quality data Differentiating benchmarks for directed and undirected graphs in order to be applicable to a wide variety of link prediction methods Clearly defined release cycle with versions of the benchmark and public leaderboard Please note that the OpenBioLink benchmark files contain data derived from external ressources. Licensing terms of these external resources are detailed here.
description: {"references": ["Anna Breit, Simon Ott, Asan Agibetov, Matthias Samwald, OpenBioLink: A benchmarking framework for large-scale biomedical link prediction, Bioinformatics, , btaa274, https://doi.org/10.1093/bioinformatics/btaa274"]}
DOI: 10.5281/zenodo.7011027
title: PharMeBINet TSV

description: PharMeBINet TSV version of the Neo4j database (2022.05.14)
DOI: 10.15468/dl.uf5gwq
title: Occurrence Download

description: A dataset containing 3123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ilex rotunda Thunb.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3123 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092805-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7mwrs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW4195"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092809-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/4ye7-5q84
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/bcyt-6y4j
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/n4um-f26x
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/7xed-fcuj
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/ux2e-b6xa
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/g7ye-nh9c
title: Measurement of Sulphate_corrected at Villum Research Station, Station Nord

description: Measurement of Sulphate_corrected at Villum Research Station, Station Nord
DOI: 10.48597/jbnr-z8vj
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/nj3j-qh95
title: Measurement of Sulphate_corrected at K-puszta

description: Measurement of Sulphate_corrected at K-puszta
DOI: 10.48597/tnj6-he9e
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/vg92-yk88
title: Measurement of Sulphate_corrected at Ulborg

description: Measurement of Sulphate_corrected at Ulborg
DOI: 10.48597/y4d2-vjtp
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/yhq3-ad6n
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.15468/dl.u6qxcf
title: Occurrence Download

description: A dataset containing 1120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gibasis geniculata (Jacq.) Rohweder)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1120 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092807-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/xkvu-hhb3
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/pnw4-bp3u
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/xmrm-68sk
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/x757-u3zv
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/ybmr-2zze
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/gmfa-zmx2
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/pgmg-6kvk
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/ya8q-z8bt
title: Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/ag7t-2d8d
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/cq3a-hmzd
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/rwbe-dmsn
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/wurq-bxbc
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/7sgp-ej7w
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/ebsg-wg3n
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/jed4-xp8a
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/qbbz-nfm8
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/ywn8-udf3
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/2nfu-udn7
title: Measurement of Sulphate_corrected at Ulborg

description: Measurement of Sulphate_corrected at Ulborg
DOI: 10.48597/e68s-ycmq
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/nkm4-5ft7
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/t2v3-7pme
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/tsuh-mfjn
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/v878-wd9c
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/y86y-mxqf
title: Measurement of Sulphate_corrected at Risoe

description: Measurement of Sulphate_corrected at Risoe
DOI: 10.48597/6qag-4d4z
title: Measurement of Sulphate_corrected at Ulborg

description: Measurement of Sulphate_corrected at Ulborg
DOI: 10.48597/7p38-hs9p
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/bw7b-b4u9
title: Measurement of Sulphate_corrected at Risø

description: Measurement of Sulphate_corrected at Risø
DOI: 10.48597/ezb8-b4d2
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/hm28-5vr6
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/kxcc-nh3p
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/5zb3-ppvu
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/6w4k-zfwk
title: Measurement of Sulphate_corrected at Ulborg

description: Measurement of Sulphate_corrected at Ulborg
DOI: 10.48597/khk3-m3ya
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/p3pt-cget
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/ztdk-pc85
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/5bmv-kfc8
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/5dmb-qxrr
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/6gan-wxuz
title: Measurement of Sulphate_corrected at Ulborg

description: Measurement of Sulphate_corrected at Ulborg
DOI: 10.48597/auge-7pfu
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/nuzj-ppx3
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/sedk-dfuc
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/yacj-g4z8
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/zwyr-6yg3
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/zxnn-p6ms
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/3jcj-f62a
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/5fnb-n764
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/jm4m-hdn9
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/kaqk-p2kv
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/rnes-4hqd
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/uga8-cqdr
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/576y-6d5u
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/7f4x-ce8w
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/epzx-dkff
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/fq68-k7pv
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/m99a-z6dz
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/pcm9-h7ph
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/rvbj-jb3h
title: Measurement of Sulphate_corrected at Rigi

description: Measurement of Sulphate_corrected at Rigi
DOI: 10.48597/xw4w-sgkv
title: Measurement of Sulphate_corrected at Virolahti III

description: Measurement of Sulphate_corrected at Virolahti III
DOI: 10.48597/h9rr-kkhq
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/kvbb-uvdx
title: Measurement of Sulphate_corrected at Anholt

description: Measurement of Sulphate_corrected at Anholt
DOI: 10.48597/2k7j-6zhw
title: Measurement of Sulphate_corrected at Tange

description: Measurement of Sulphate_corrected at Tange
DOI: 10.48597/6afd-byk3
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/e9je-aphf
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/snda-wnjy
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/ugbk-9d5h
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/askg-gp8z
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/m6gq-nc67
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/r4nc-64rj
title: Measurement of Sulphate_corrected at Pallas (Matorova)

description: Measurement of Sulphate_corrected at Pallas (Matorova)
DOI: 10.48597/vkns-z8qk
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/f74n-9bur
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/h6k8-uzd4
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/qbys-ckxm
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/7jge-thwf
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/rh53-7g62
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/t5sc-s836
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/8enj-wxnr
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/9xxe-ajkd
title: Measurement of Sulphate_corrected at Utö

description: Measurement of Sulphate_corrected at Utö
DOI: 10.48597/pzjs-vfyc
title: Measurement of Sulphate_corrected at Oulanka

description: Measurement of Sulphate_corrected at Oulanka
DOI: 10.48597/buxk-kf9b
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/p4w6-2mtn
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.48597/g6wq-k75w
title: Measurement of Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne
DOI: 10.15468/dl.mkwvq7
title: Occurrence Download

description: A dataset containing 1464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Albizia kalkora (Roxb.) Prain"
 ]
}

 The dataset includes 1464 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092812-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g793e6
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Olindias sambaquiensis Müller, 1861"
 ]
}

 The dataset includes 95 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092813-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.