cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.x28nfu
title: Occurrence Download

description: A dataset containing 8738 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monetaria moneta (Linnaeus, 1758)"
 ]
}

 The dataset includes 8738 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085751-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13895631
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Karen Anna Økland, http://www.wikidata.org/entity/Q11980140. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q11980140
DOI: 10.5281/zenodo.13895632
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Karen Anna Økland, http://www.wikidata.org/entity/Q11980140. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q11980140
DOI: 10.5281/zenodo.13895633
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Henrik Henrichsen, http://www.wikidata.org/entity/Q130356627. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q130356627
DOI: 10.5281/zenodo.13895634
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Henrik Henrichsen, http://www.wikidata.org/entity/Q130356627. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q130356627
DOI: 10.5281/zenodo.13895623
title: IMPORTANCE OF TEACHING ENGLISH IN HIGH SCHOOL

description: In todays world English language is widely spoken by other nations, and teaching this language to the young is crucial part of our education. Proficiency in English enables individuals to communicate effectively with people from diverse backgrounds, fostering international understanding and collaboration. English is the primary language of instruction in many prestigious universities and educational institutions worldwide. English is the language of science, aviation, computers, diplomacy, and tourism. Knowing English increases your chances of getting a good job in a multinational company within your home country or of finding work abroad.  This article explores the importance of teaching English in schools and its various benefits for students. Drawing on a literature analysis and research methodology, the article highlights the benefits of English language education in promoting global communication, increasing employability, facilitating access to information, promoting cultural exchange, and preparing students for higher education opportunities. However, the article also acknowledges the challenges of teaching English in schools, such as the lack of qualified teachers, inadequate resources, and cultural barriers, and emphasizes the need to prioritize and invest in English language education to prepare students for the challenges and opportunities of a globalized world.
DOI: 10.5281/zenodo.13895624
title: IMPORTANCE OF TEACHING ENGLISH IN HIGH SCHOOL

description: In todays world English language is widely spoken by other nations, and teaching this language to the young is crucial part of our education. Proficiency in English enables individuals to communicate effectively with people from diverse backgrounds, fostering international understanding and collaboration. English is the primary language of instruction in many prestigious universities and educational institutions worldwide. English is the language of science, aviation, computers, diplomacy, and tourism. Knowing English increases your chances of getting a good job in a multinational company within your home country or of finding work abroad.  This article explores the importance of teaching English in schools and its various benefits for students. Drawing on a literature analysis and research methodology, the article highlights the benefits of English language education in promoting global communication, increasing employability, facilitating access to information, promoting cultural exchange, and preparing students for higher education opportunities. However, the article also acknowledges the challenges of teaching English in schools, such as the lack of qualified teachers, inadequate resources, and cultural barriers, and emphasizes the need to prioritize and invest in English language education to prepare students for the challenges and opportunities of a globalized world.
DOI: 10.15468/dl.p89t9h
title: Occurrence Download

description: A dataset containing 20806 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana clamitans Latreille, 1801"
 ]
}

 The dataset includes 20806 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044780-240906103802322/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.27175689
title: Data File

description: The climate emergency calls for carbon drawdown to be applied at scale to offset the ‘hard to sell’ emission reductions that threaten Net Zero. 1) The use of biogenic materials in construction promises benefits in terms of low embodied carbon (EC) but timber harvested today only sequestered atmospheric carbon (AC) in the past. Reduction of future AC concentration is only possible from today, and harvesting timber harms a forest’s ability to sequester carbon in the future, unless a level of afforestation can be guaranteed. 2) Current Whole Life Carbon (WLC) assessment methodologies confuse the perceived value of past sequestration, making it seem equivalent to EC, or implying a guarantee of future AC benefit. This study seeks to connect these two opposing elements by finding a forest-management ‘success’ value (F<sub>S</sub>) at which harvesting losses are outweighed by future sequestration, and a net benefit (in future AC terms) can be justifiably claimed. The research finds a measure of forestry success (a standard established in terms of net sequestration per hectare) and cumulatively offsets losses through harvest against additional drawdown achieved in a well-managed forest. Results show that current boreal forest management regimes do not guarantee a net benefit, but that only modest improvements from a contemporary baseline would be required, to see a net benefit by 2050. Recommendations are made to establish a carbon-focused standard for forestry management to replace current binary sustainability accreditations.
DOI: 10.6084/m9.figshare.27175689.v1
title: Data File

description: The climate emergency calls for carbon drawdown to be applied at scale to offset the ‘hard to sell’ emission reductions that threaten Net Zero. 1) The use of biogenic materials in construction promises benefits in terms of low embodied carbon (EC) but timber harvested today only sequestered atmospheric carbon (AC) in the past. Reduction of future AC concentration is only possible from today, and harvesting timber harms a forest’s ability to sequester carbon in the future, unless a level of afforestation can be guaranteed. 2) Current Whole Life Carbon (WLC) assessment methodologies confuse the perceived value of past sequestration, making it seem equivalent to EC, or implying a guarantee of future AC benefit. This study seeks to connect these two opposing elements by finding a forest-management ‘success’ value (F<sub>S</sub>) at which harvesting losses are outweighed by future sequestration, and a net benefit (in future AC terms) can be justifiably claimed. The research finds a measure of forestry success (a standard established in terms of net sequestration per hectare) and cumulatively offsets losses through harvest against additional drawdown achieved in a well-managed forest. Results show that current boreal forest management regimes do not guarantee a net benefit, but that only modest improvements from a contemporary baseline would be required, to see a net benefit by 2050. Recommendations are made to establish a carbon-focused standard for forestry management to replace current binary sustainability accreditations.
DOI: 10.6084/m9.figshare.27175701
title: Movie Genre Evaluation Set

description: data
DOI: 10.6084/m9.figshare.27175701.v1
title: Movie Genre Evaluation Set

description: data
DOI: 10.15468/dl.5mh34z
title: Occurrence Download

description: A dataset containing 1769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana chiricahuensis Platz & Mecham, 1979"
 ]
}

 The dataset includes 1769 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044781-240906103802322/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.27175707
title: Movie Genre GPT-4o Evaluation Set

description: data
DOI: 10.6084/m9.figshare.27175707.v1
title: Movie Genre GPT-4o Evaluation Set

description: data
DOI: 10.6084/m9.figshare.27175710
title: Movie Genre Production Data

description: data
DOI: 10.6084/m9.figshare.27175710.v1
title: Movie Genre Production Data

description: data
DOI: 10.15468/dl.7kwdpt
title: Occurrence Download

description: A dataset containing 11470 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Haemagogus Williston, 1896"
 ]
}

 The dataset includes 11470 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044784-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46r4x8
title: Occurrence Download

description: A dataset containing 36402 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lutzomyia França, 1924"
 ]
}

 The dataset includes 36402 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044786-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt9cju
title: Occurrence Download

description: A dataset containing 36402 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lutzomyia França, 1924"
 ]
}

 The dataset includes 36402 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044788-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9xywyx
title: Occurrence Download

description: A dataset containing 7467 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triatoma dimidiata (Latreille, 1811)"
 ]
}

 The dataset includes 7467 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044793-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p545ez
title: Occurrence Download

description: A dataset containing 67012 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Culex quinquefasciatus Say, 1823"
 ]
}

 The dataset includes 67012 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044789-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybfzg2
title: Occurrence Download

description: A dataset containing 2844 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles darlingi Root, 1926"
 ]
}

 The dataset includes 2844 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044794-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5ce6d
title: Occurrence Download

description: A dataset containing 9259 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plan Aménagement et de Gestion Simplifié (PAGS) des forèts sacrées des départements de l'Ouémé-Plateau et le Collines. Données mobilisées dans le cadre du projet JRS Bénin"
 ]
}

 The dataset includes 9259 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044796-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4km9y
title: Occurrence Download

description: A dataset containing 2481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trypanosoma cruzi Chagas, 1909"
 ]
}

 The dataset includes 2481 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044797-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47cgcd
title: Occurrence Download

description: A dataset containing 578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Combretum erythrophyllum (Burch.) Sond."
 ]
}

 The dataset includes 578 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044798-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cg88tz
title: Occurrence Download

description: A dataset containing 787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Continent is Africa",
 "Country is South Africa",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (LC, VU)",
 "OccurrenceStatus is Present",
 "TaxonKey is Equus zebra Linnaeus, 1758",
 "Year 1961-2024"
 ]
}

 The dataset includes 787 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044799-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13895637
title: COLLABORATIVE  LANGUAGE  TEACHING

description: This article is about cooperative language teaching, and the opinions and opinions of research scientists on the topic were studied in depth. Communication is the way individual can show the feelings, tell the thoughts, ask questions, ask for help, argue, persuade, explain, and give order each other.
DOI: 10.5281/zenodo.13895638
title: COLLABORATIVE  LANGUAGE  TEACHING

description: This article is about cooperative language teaching, and the opinions and opinions of research scientists on the topic were studied in depth. Communication is the way individual can show the feelings, tell the thoughts, ask questions, ask for help, argue, persuade, explain, and give order each other.
DOI: 10.5281/zenodo.8427312
title: Aberrant gene expression prediction benchmark based on GTEx v8

description: This repository contains the aberrant gene expression prediction benchmark data as well as the necessary expected gene expression across tissues and tissue-specific isoform contribution scores for AbExp prediction. 
The aberrant gene expression prediction benchmark data (aberrant_expression_prediction_benchmark.parquet) contains the following columns:

individual: GTEx individual
gene: Ensembl gene identifier
tissue: GTEx tissue
tissue_type: GTEx tissue type
mu: OUTRIDER-estimated expected gene expression
theta: OUTRIDER-estimated gene dispersion
counts: Raw gene expression count
normalized_counts: OUTRIDER-normalized gene expression count
l2fc: log2 fold change between observed and expected gene expression count
zscore: z-score of gene expression, obtained by quantile-mapping the OUTRIDER-estimated distribution to the standard normal distribution
nominal_pvalue: OUTRIDER-estimated p-value of being an expression outlier
FDR: FDR-adjusted p-value of being an expression outlier
is_in_benchmark: Whether this observation is part of the aberrant gene expression prediction benchmark
is_underexpressed_outlier: Whether this observation is an underexpression outlier at FDR < 20%. This is the benchmark prediction label.
The isoform proportions table (gtex_v8_isoform_proportions.tsv) contains the following columns:

gene: Ensembl gene identifier
tissue_type: GTEx tissue type
tissue: GTEx tissue
transcript: Ensembl transcript identifier
mean_transcript_proportions: mean transcript proportions across individuals in GTEx v8
median_transcript_proportions: median transcript proportions across individuals in GTEx v8
sd_transcript_proportions: standard deviation of transcript proportions across individuals in GTEx v8
The expected gene expression table (gtex_v8_expected_expression.tsv) contains the following columns:

gene: Ensembl gene identifier
tissue_type: GTEx tissue type
tissue: GTEx tissue
gene_is_expressed: Whether the gene is expressed in the tissue
median_expression: median OUTRIDER-estimated expected gene expression (mu) across individuals
expression_dispersion: OUTRIDER-estimated gene dispersion (theta)
DOI: 10.5281/zenodo.13895656
title: Replication Package for "Improving Programming Education Through SonarQube: A Multiple Empirical Study of How Students Understand Rule Violations, Perceive the Criticality of the Rule, and the Fixing Difficulty"
DOI: 10.5281/zenodo.13895657
title: Replication Package for "Improving Programming Education Through SonarQube: A Multiple Empirical Study of How Students Understand Rule Violations, Perceive the Criticality of the Rule, and the Fixing Difficulty"
DOI: 10.15468/dl.4fe4xx
title: Occurrence Download

description: A dataset containing 64662 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes aegypti (Linnaeus, 1762)"
 ]
}

 The dataset includes 64662 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044795-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvtdhw
title: Occurrence Download

description: A dataset containing 25913 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Candida Berkhout, 1923"
 ]
}

 The dataset includes 25913 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044801-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyxsxm
title: Occurrence Download

description: A dataset containing 19692 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana catesbeiana Shaw, 1802"
 ]
}

 The dataset includes 19692 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044802-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13895641
title: World Ocean Atlas 2023 (WOA23) 1991-2020 (t,Sa,d) annual means

description: The WOA23 1991-2020 objectively analyzed annual means public datasets have been used by the author in a two parts paper (submitted in October 2024 to the Comptes-Rendus-Geoscience) to compute the absolute seawater entropy from the Temperature, Salinity and depth values (t,Sa,d). The "csv" files "woa23_decav91C0_t00an04.csv.gz" for temperature and "woa23_decav91C0_s00an04.csv.gz" for salinity have been compressed with the "gzip -9" tool. They have been updated from: https://www.ncei.noaa.gov/products/world-ocean-atlas
DOI: 10.5281/zenodo.13895642
title: World Ocean Atlas 2023 (WOA23) 1991-2020 (t,Sa,d) annual means

description: The WOA23 1991-2020 objectively analyzed annual means public datasets have been used by the author in a two parts paper (submitted in October 2024 to the Comptes-Rendus-Geoscience) to compute the absolute seawater entropy from the Temperature, Salinity and depth values (t,Sa,d). The "csv" files "woa23_decav91C0_t00an04.csv.gz" for temperature and "woa23_decav91C0_s00an04.csv.gz" for salinity have been compressed with the "gzip -9" tool. They have been updated from: https://www.ncei.noaa.gov/products/world-ocean-atlas
DOI: 10.15468/dl.uqyzww
title: Occurrence Download

description: A dataset containing 4155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rana cascadae Slater, 1939"
 ]
}

 The dataset includes 4155 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044804-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8mxbh
title: Occurrence Download

description: A dataset containing 11401 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhipicephalus sanguineus Latreille, 1806"
 ]
}

 The dataset includes 11401 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044805-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ztkp6
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.26703 17.96329,75.26703 17.96329,75.26703 87.03671,-97.26703 87.03671,-97.26703 17.96329))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bellardia bayeri (Jacentkovský, 1937)"
 ]
}

 The dataset includes 133 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044808-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzf4kf
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.26703 17.96329,75.26703 17.96329,75.26703 87.03671,-97.26703 87.03671,-97.26703 17.96329))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bellardia bayeri (Jacentkovský, 1937)"
 ]
}

 The dataset includes 133 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044807-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.