cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28229633.v2
title: CMap: a database for mapping job titles, sector specialization, and promotions across 24 sectors

description: Understanding job titles, career trajectories, and promotions provides valuable insight into labor market dynamics and professional mobility. We present Career Map (CMap), a novel dataset spanning 24 industry sectors, systematically structured to study job specialization, sector concentration, and career advancements. Using advanced natural language processing techniques and large language models, we standardize 6.2 million job titles into 109 thousand unique titles and introduce a Specialization Index to quantify how specialized a title is within its sector. The dataset includes both a structured job titles dataset and a set of identified promotions—30 thousand validated promotions from the United States and the United Kingdom, and 72 thousand inferred promotions from a global context. It enables research on job hierarchies, workforce mobility and systemic inequalities in professional advancement. By providing insights into career progression patterns, labor market structures, and the impact of education and experience, this dataset serves as a valuable resource for economists, sociologists, and computational researchers studying employment trends across industries and regions.This repository contains the code necessary to recreate Figure 4 and Table 4 from the original manuscript.
DOI: 10.6084/m9.figshare.28229633.v1
title: CMap: a database for mapping job titles, sector specialization, and promotions across 24 sectorsTable 4Figure 4

description: Understanding job titles, career trajectories, and promotions provides valuable insight into labor market dynamics and professional mobility. We present Career Map (CMap), a novel dataset spanning 24 industry sectors, systematically structured to study job specialization, sector concentration, and career advancements. Using advanced natural language processing techniques and large language models, we standardize 6.2 million job titles into 109 thousand unique titles and introduce a Specialization Index to quantify how specialized a title is within its sector. The dataset includes both a structured job titles dataset and a set of identified promotions—30 thousand validated promotions from the United States and the United Kingdom, and 72 thousand inferred promotions from a global context. It enables research on job hierarchies, workforce mobility and systemic inequalities in professional advancement. By providing insights into career progression patterns, labor market structures, and the impact of education and experience, this dataset serves as a valuable resource for economists, sociologists, and computational researchers studying employment trends across industries and regions.This repository contains the code necessary to recreate Figure 4 and Table 4 from the original manuscript.
DOI: 10.15468/dl.spb3xb
title: Occurrence Download

description: A dataset containing 671 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chusquea oxylepis (Hack.) Ekman"
 ]
}

 The dataset includes 671 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030977-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15625200
title: TABLE 1 in A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data

description: TABLE 1 Summary of morphometric data on males and females in two subspecies of Triturus marmoratus. Values to the left are averages of untransformed data in mm and to the right are the relative values obtained from division by snout-vent length (SVl1). The panel to the right gives the results of statistical testing on SVl1 and relative sizes, with in parentheses the identity of the group with significantly higher values.
Subspeciesmarmoratus (m)harmannis ssp. nov. (h)Mann-Whitney U -testMalesN = 70 (5 populations)N = 247 (38 populations)As measuredRelativeAs measuredRelativeSVl165.3160.60*** (m)ILd35.070.53732.990.545NSFLl26.660.40925.140.416NSTFl8.220.1278.140.134NSHLl27.040.41525.700.425NSFTl8.970.1398.630.143NSHw13.170.20212.840.212*** (h)Hl17.880.27517.520.290*** (h)FemalesN = 80 (5 populations)N = 338 (38 populations)As measuredRelativeAs measuredRelativeSVl167.3865.17*** (m)ILd36.310.53835.700.548NSFLl25.890.38523.940.368*** (m)TFl7.710.1147.110.109* (m)HLl25.730.38323.750.365*** (m)FTl7.980.1196.900.107*** (m)Hw13.480.20013.420.206*** (h)Hl18.010.26717.840.274* (h)
Significance levels are: * P <0.05, ** P <0.01, *** P <0.001 and NS P> 0.05.
description: Published as part of Arntzen, Jan W., 2024, A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data, pp. 257 in Contributions to Zoology 93 on page 257, DOI: 10.1163/18759866-BJA10060, http://zenodo.org/record/13153846
DOI: 10.5281/zenodo.15625202
title: TABLE 2 in A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data

description: TABLE 2 Mitochondrial DNA haplotype variation at the ND4 gene, its classification and numbers observed in marbled and pygmy newts (Triturus marmoratus, T. rudolfi and T. pygmaeus).
NHaplogroupPopulationsH1H2H3H4H5H6Species, subspecies or areaT. m. marmoratus (m)1079271608Transition zone m-h50340200T. m. harmannis ssp. nov. (h)9016616334731893T. pygmaeus (p) and T. rudolfi (r)1670344445701644Species hybrid populations m-p, m-r6005142924Associated dataHaplotype diversity (π * 1000)0.262.692.020.860.150.88Typical for (sub)speciesm m h h h p and r Downloaded from Brill.com 07/10/2024 02:02:47
description: Published as part of Arntzen, Jan W., 2024, A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data, pp. 259 in Contributions to Zoology 93 on page 259, DOI: 10.1163/18759866-BJA10060, http://zenodo.org/record/13153846
DOI: 10.5281/zenodo.15625203
title: TABLE 2 in A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data

description: TABLE 2 Mitochondrial DNA haplotype variation at the ND4 gene, its classification and numbers observed in marbled and pygmy newts (Triturus marmoratus, T. rudolfi and T. pygmaeus).
NHaplogroupPopulationsH1H2H3H4H5H6Species, subspecies or areaT. m. marmoratus (m)1079271608Transition zone m-h50340200T. m. harmannis ssp. nov. (h)9016616334731893T. pygmaeus (p) and T. rudolfi (r)1670344445701644Species hybrid populations m-p, m-r6005142924Associated dataHaplotype diversity (π * 1000)0.262.692.020.860.150.88Typical for (sub)speciesm m h h h p and r Downloaded from Brill.com 07/10/2024 02:02:47
description: Published as part of Arntzen, Jan W., 2024, A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data, pp. 259 in Contributions to Zoology 93 on page 259, DOI: 10.1163/18759866-BJA10060, http://zenodo.org/record/13153846
DOI: 10.5281/zenodo.15625204
title: TABLE A 1 in A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data

description: TABLE A1 Morphometric data for live adult Triturus marmoratus harmannis ssp. nov. from the type locality. Characters measured are described in the text.
MalesNumberSVl1SVl2ILdFLlTFlHLlFTlHwHlTotal lengthNlinks173833830.38.932.69.315.120.11511258673125.37.825.17.312.517.91230365753228.87.427.08.313.319.01370470793927.47.828.77.914.320.81450570803829.48.428.78.814.618.01470666753727.97.630.08.513.818.81391759633025.86.725.37.213.217.51260865753727.37.227.97.813.818.01360974834231.79.233.09.615.521.1139 #01067753330.58.630.29.114.216.814001166753430.08.828.58.314.518.513701262703628.38.828.89.313.616.11320Females1373813927.27.827.56.315.619.415101473814027.76.728.27.114.220.515201575824119.38.028.97.714.719.615601676844328.47.428.07.115.621.315501776834228.98.428.57.815.118.915501871784026.57.426.76.615.520.614831975844028.16.426.56.215.421.515502075834428.56.727.46.615.619.315542172804029.07.528.86.615.519.515002276834028.66.528.87.714.422.215532374804228.26.826.36.314.619.115232471783825.37.125.56.414.319.51470# Tail damaged
description: Published as part of Arntzen, Jan W., 2024, A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data, pp. 265 in Contributions to Zoology 93 on page 265, DOI: 10.1163/18759866-BJA10060, http://zenodo.org/record/13153846
DOI: 10.5281/zenodo.15625205
title: TABLE A 1 in A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data

description: TABLE A1 Morphometric data for live adult Triturus marmoratus harmannis ssp. nov. from the type locality. Characters measured are described in the text.
MalesNumberSVl1SVl2ILdFLlTFlHLlFTlHwHlTotal lengthNlinks173833830.38.932.69.315.120.11511258673125.37.825.17.312.517.91230365753228.87.427.08.313.319.01370470793927.47.828.77.914.320.81450570803829.48.428.78.814.618.01470666753727.97.630.08.513.818.81391759633025.86.725.37.213.217.51260865753727.37.227.97.813.818.01360974834231.79.233.09.615.521.1139 #01067753330.58.630.29.114.216.814001166753430.08.828.58.314.518.513701262703628.38.828.89.313.616.11320Females1373813927.27.827.56.315.619.415101473814027.76.728.27.114.220.515201575824119.38.028.97.714.719.615601676844328.47.428.07.115.621.315501776834228.98.428.57.815.118.915501871784026.57.426.76.615.520.614831975844028.16.426.56.215.421.515502075834428.56.727.46.615.619.315542172804029.07.528.86.615.519.515002276834028.66.528.87.714.422.215532374804228.26.826.36.314.619.115232471783825.37.125.56.414.319.51470# Tail damaged
description: Published as part of Arntzen, Jan W., 2024, A subspecies of marbled newt (Triturus marmoratus) in the Iberian Peninsula newly resolved from congruent nuclear and mitochondrial DNA data, pp. 265 in Contributions to Zoology 93 on page 265, DOI: 10.1163/18759866-BJA10060, http://zenodo.org/record/13153846
DOI: 10.15468/dl.pg4gqd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthroleptella kogelbergensis Turner & Channing, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((18.2339 -32.5266,18.1411 -32.657,18.1007 -32.7021,18.0224 -32.6366,17.8923 -32.6419,17.754 -32.8255,17.7723 -32.9007,20.509 -32.9007,20.509 -28.5786,16.2782 -28.5786,16.4358 -28.7202,16.726 -29.1235,17.1957 -30.3752,17.6655 -31.1743,18.1322 -31.7679,18.2495 -32.2638,18.2339 -32.5266))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030978-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.14680011
title: CMap: Mapping Job Titles, Sector Specialization, and Promotions across 24 Sectors
DOI: 10.15468/dl.6qwzue
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthroleptella kogelbergensis Turner & Channing, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030979-250525065834625/datasets/export for details.
DOI: 10.15472/cbhopd
title: Organismos macrofaunales provenientes de sedimentos para evaluar concentraciones de microplásticos

description: Este conjunto de datos pertenece al monitoreo ambiental que acompaña las actividades relacionadas con el efecto del polvillo de carbón y los microplásticos en el desarrollo temprano de organismos arrecifes. Éste monitoreo tuvo como objetivo evaluar la presencia y concentración de estas partículas en la columna de agua y en los sedimentos, con el fin de contextualizar las condiciones reales disposición en el ambiente natural. Para ello se realizaron muestras sistemáticos en diferentes puntos recolectando muestras de sedimento y procesándolas mediante técnicas de separación por densidad y análisis visual. Adicionalmente se extrajeron los organismos macrofaunales (1.239 registros biológicos) presentes en dicho sedimento y se digirieron para evaluar las concentraciones de microplasticos dentro de ellos.
description: Esta información permite establecer una línea base ambiental y respaldar la relevancia ecológica de los tratamientos aplicados en los ensayos experimentales con organismos en etapas tempranas del desarrollo larval.
DOI: 10.15468/dl.9vdgcp
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Myanmar, Bhutan, Bangladesh, Pakistan, Afghanistan, Nepal)",
 "TaxonKey is Appias olferna Swinhoe, 1890"
 ]
}

 The dataset includes 120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030980-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15625212
title: Interaction between body-space and self-relevance: Self-relevance improves the discrimination of distance from oneself in the extrapersonal space

description: Public data repository for the paper entitled "Interaction between body-space and self-relevance: Self-relevance improves the discrimination of distance from oneself in the extrapersonal space".

The raw data from participants are divided between the "body-centered task" with files containing "Ego", the "stimulus-centered task" with files containing "Allo" and the "post-test" with files containing "Post".
DOI: 10.5281/zenodo.15625213
title: Interaction between body-space and self-relevance: Self-relevance improves the discrimination of distance from oneself in the extrapersonal space

description: Public data repository for the paper entitled "Interaction between body-space and self-relevance: Self-relevance improves the discrimination of distance from oneself in the extrapersonal space".

The raw data from participants are divided between the "body-centered task" with files containing "Ego", the "stimulus-centered task" with files containing "Allo" and the "post-test" with files containing "Post".
DOI: 10.15468/dl.b8zk4k
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kerivoula papillosa (Temminck, 1840)"
 ]
}

 The dataset includes 486 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030981-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkkhun
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kerivoula papillosa (Temminck, 1840)"
 ]
}

 The dataset includes 486 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030982-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s3dj7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthroleptella kogelbergensis Turner & Channing, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030983-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15584855
title: ARTIC RSV amplicon sequencing reveals global RSV genotype dynamics

description: This repository contains the consensus sequences generated for the study "ARTIC RSV amplicon sequencing reveals global RSV genotype dynamics", as well as the extended data of two supplemental figures and two supplemental tables.

The fasta sequence headers are in the following format:

> Seq_ID | Sequencing_run | Collection_year | Collection_country | internal_or_external | RSV_lineage

Only samples sequenced internally at the Royal Infirmary of Edinburgh (int) have a sequencing run detailed.
DOI: 10.5281/zenodo.15584856
title: ARTIC RSV amplicon sequencing reveals global RSV genotype dynamics

description: This repository contains the consensus sequences generated for the study "ARTIC RSV amplicon sequencing reveals global RSV genotype dynamics". The fasta sequence headers are in the following format:

> Seq_ID | Sequencing_run | Collection_year | Collection_country | internal_or_external | RSV_lineage

Only samples sequenced internally at the Royal Infirmary of Edinburgh (int) have a sequencing run detailed.
DOI: 10.5281/zenodo.15625057
title: ARTIC RSV amplicon sequencing reveals global RSV genotype dynamics

description: This repository contains the consensus sequences generated for the study "ARTIC RSV amplicon sequencing reveals global RSV genotype dynamics", as well as the extended data of two supplemental figures and two supplemental tables.

The fasta sequence headers are in the following format:

> Seq_ID | Sequencing_run | Collection_year | Collection_country | internal_or_external | RSV_lineage

Only samples sequenced internally at the Royal Infirmary of Edinburgh (int) have a sequencing run detailed.
DOI: 10.15468/dl.apsrx3
title: Occurrence Download

description: A dataset containing 110327 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Geometry POLYGON((-74.29564264455234 4.757629077453672,-74.29564264455234 4.689925193592359,-74.11665226360255 4.689925193592359,-74.11665226360255 4.757629077453672,-74.29564264455234 4.757629077453672))"
 ]
}

 The dataset includes 110327 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030926-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwcbgx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthroleptella kogelbergensis Turner & Channing, 2017",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030984-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15623459
title: What Drives Gullies in Spain's Olive Landscapes? A regional analysis of gully activity

description: Data of research work "What Drives Gullies in Spain's Olive Landscapes? A Regional Analysis of Gully Activity"

Figure 1: (a) Guadalquivir basin in Andalusia (Spain) (b) study area, one within each of the principal landscapes units occupied by olive groves and the meteorological stations (c) area occupied by olive groves in Andalusia (SIOSE)

Figure 2:  Graphic illustration of gully activity over the three study periods, showing three scenarios (NG is new gullies, SG is stable gully, AG is active gully, X indicates no gully presence, NON). Scenario a)        In 2008-2010 there is no gully, in 2010-2013 a new gully appears (NG) and the gully head remains in the same position in 2013-2019 (SG); Scenario b) A gully head is mapped in the same position in all photos from 2008 to 2019, so the gully remains stable (SG) over all three study periods, Scenario c) A gully emerges (NG) in 2008-2010 and grows in 2010-2013 and in 2013-2019. This gully is considered active in the last two periods (AG)

Figure 3: Observed gully heads in the years 2008, 2010, 2013 and 2019 for each landscape unit: a) countryside foothills, b) countryside hills, c) mid mountains and d) valley plains. Each study area occupies 25 km2. 

Figure 4: Gully Head Initiation (GHI) index for the four gully head activity types (AG - active gullies, SG - stable gullies, NG - new gullies, and NON- non-gullies) in the 4 landscape units and for the entire data set (without differentiation between landscapes). The line dividing the box represents the median value.

Figure 5: Comparing GHI across three different time periods of the study period. (AG - active gullies, SG- stable gullies, NG -new gullies, and NON-non-gullies)

Figure 6: (a) ROC and its corresponding AUC for each combination between the 3 point categories, taking into account all the landscapes together. (b) AUC for the entire model together, taking into account all the points that are gullies compared to those that are not. 0: Non gullies, NON; 1: New gullies NG; 2: Active gullies AG; 3: Stable gullies, SG

Figure 7: Topographic threshold for gully initiation applied to the 4 four classes of gully erosion activity: SG = Stable gullies, NG = New gullies, AG = Active gullies, NON = Not gullies.