cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14604143
title: Annotated Tweets from Occupations in Natural sciences, geography and informatics

description: Background

The skills and qualifications of IT professionals are constantly changing and under discussion. In particular, we see the impact of emerging technologies and tools, such as AI, on the labor market and their reflection in the broader scientific community, media and everyday life. However, in order to uncover the complex dynamics surrounding vocational education, we need to take a closer look at the labor demand as well as the public perception and valuation of professionals. Therefore, we present a novel approach to work with social media data, in particular Twitter/X data. We have collected a large dataset of job-related X data (2007-2023) but see that a word list-based searching strategy is not enough. Most tweets are actually job offers, and this dataset contains manually annotated data to categorize tweets accordingly.

Data

This dataset contains mainly German tweets (2007-2023) related to occupations in Natural sciences, geography and informatics.




Tweets.id
Tweet ID


job_id
Occupation identifier (KldB)


Category
Annotated category (0 - not annotated, 1 - not related to occupations, 2 - information about occupations, 3 - people associated with a particular occupation, 4 - educational aspects, 5 - job offers) 




Contact

Please contact us if you have questions or want to use this dataset.
DOI: 10.15468/dl.dtbye4
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagocephalus gloveri Abe & Tabeta, 1983",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058030-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qr67ct
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (China, Hong Kong, Chinese Taipei)",
 "TaxonKey is Tubuca acuta (Stimpson, 1858)",
 "Year 2022-2025"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058031-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m369jd
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sebastes schlegelii Hilgendorf, 1880",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 391 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058032-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p49sb9
title: Occurrence Download

description: A dataset containing 578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthopagrus schlegelii (Bleeker, 1854)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 578 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058033-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g456fp
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Chinese Taipei, China, Hong Kong)",
 "OccurrenceStatus is Present",
 "TaxonKey is Paraleptuca splendida (Stimpson, 1858)",
 "Year 2022-2025"
 ]
}

 The dataset includes 155 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058034-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11046013
title: Occipital Nerve Stimulation Selectively Modulates Top-down Inhibitory Control

description: Objective: Here we investigate the effect of occipital nerve stimulation using low-gamma range alternating current on goal-directed and stimulus-driven attention and inhibitory training and performance. We sought to determine if stimulation modulated performance over a two-day period. Methods: We studied this effect in 47 participants recruited in one of two experiments. The goal-directed task used the stop-signal reaction time task (SSRT) during stimulation and stop-change reaction time (SCRT) in a 24-hour follow-up. Stop-signal reaction time (SSRT) and Stop-change reaction time (SCRT) were recorded in seconds, calculated using a non-integration method. SSRT/SCRT and accuracy were used as outcome measures. The stimulus-driven task used a sustained-attention reaction time task (SART), and reaction time and inhibition (NoGo) accuracy were used as outcome measures. Results: Compared to the control group, the stimulation group had improved SCRT 24 hours after combined stimulation and training. No difference in accuracy on either day were present. No difference between groups arose in the SART during training or testing.
DOI: 10.5281/zenodo.11046014
title: Occipital Nerve Stimulation Selectively Modulates Top-down Inhibitory Control

description: Objective: Here we investigate the effect of occipital nerve stimulation using low-gamma range alternating current on goal-directed and stimulus-driven attention and inhibitory training and performance. We sought to determine if stimulation modulated performance over a two-day period. Methods: We studied this effect in 47 participants recruited in one of two experiments. The goal-directed task used the stop-signal reaction time task (SSRT) during stimulation and stop-change reaction time (SCRT) in a 24-hour follow-up. Stop-signal reaction time (SSRT) and Stop-change reaction time (SCRT) were recorded in seconds, calculated using a non-integration method. SSRT/SCRT and accuracy were used as outcome measures. The stimulus-driven task used a sustained-attention reaction time task (SART), and reaction time and inhibition (NoGo) accuracy were used as outcome measures. Results: Compared to the control group, the stimulation group had improved SCRT 24 hours after combined stimulation and training. No difference in accuracy on either day were present. No difference between groups arose in the SART during training or testing.
DOI: 10.15468/dl.4srnv2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysophrys schlegelii Bleeker, 1854",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058035-241126133413365/datasets/export for details.
DOI: 10.5281/zenodo.14604203
title: 1.1_Data for pET28b(+)-SUMO_p53_allconst_raw.

description: Raw data for M1.1_ Gene design and E. coli transformation.
DOI: 10.5281/zenodo.14604202
title: 1.1_Data for pET28b(+)-SUMO_p53_allconst_raw.

description: Raw data for M1.1_ Gene design and E. coli transformation.
DOI: 10.34740/kaggle/dsv/10384976
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.4x4ug2
title: Occurrence Download

description: A dataset containing 3828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((10.11684 58.1204,12.48122 59.42704,20.50769 59.3026,23.68094 57.74708,25.11202 57.68486,26.97864 59.17815,30.96076 63.96915,22.49875 67.82683,7.13025 60.60923,4.32469 60.02576,6.6947 56.81377,10.11684 58.1204))",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax lessonae (Camerano, 1882)"
 ]
}

 The dataset includes 3828 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058037-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xextpp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carcharhinus falciformis (Müller & Henle, 1839)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058038-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zth8j2
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tephrosia obbiadensis Chiov."
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058039-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92grv2
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Chinese Taipei, Hong Kong, China)",
 "TaxonKey is Austruca lactea (De Haan, 1835)",
 "Year 2022-2025"
 ]
}

 The dataset includes 381 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058040-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uht96v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carcharias falciformis Müller & Henle, 1839",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058041-241126133413365/datasets/export for details.
DOI: 10.5281/zenodo.14261162
title: Brondata bij syntheseonderzoek 'Van micro naar macro: de aanwezigheid van mesolithische jagers-verzamelaarsgroepen in de regio van de Beneden-Schelde begrijpen door middel van techno-functioneel onderzoek'.

description: Bijlagen bij syntheseonderzoek "Van micro naar macro: de aanwezigheid van mesolithische jagers-verzamelaarsgroepen in de regio van de Beneden-Schelde begrijpen door middel van techno-functioneel onderzoek", gepubliceerd als SYNTAR 27 (https://doi.org/10.55465/HLBU2121)

 

Bijlage 1: Lijst met de aantallen bestudeerde en mogelijk gebruikte artefacten van Beveren-LPWW, per cluster.

Bijlage 2: Overzicht van de bewaringstoestand van de artefacten uit de negen Beveren-LPWW clusters waarvan meer dan 50 artefacten werden gescreend. Voor elke cluster wordt worden de alteratieglans, patina, hittebeschadiging, postdepositionele boordafronding en postdepositionele abrasie gekwantificeerd. 

Bijlage 3: Alle data van archeologische plantbewerkingssporen, per artefact waarop ze werden waargenomen.
DOI: 10.5281/zenodo.14261163
title: Brondata bij syntheseonderzoek 'Van micro naar macro: de aanwezigheid van mesolithische jagers-verzamelaarsgroepen in de regio van de Beneden-Schelde begrijpen door middel van techno-functioneel onderzoek'.

description: Bijlagen bij syntheseonderzoek "Van micro naar macro: de aanwezigheid van mesolithische jagers-verzamelaarsgroepen in de regio van de Beneden-Schelde begrijpen door middel van techno-functioneel onderzoek", gepubliceerd als SYNTAR 27 (https://doi.org/10.55465/HLBU2121)

 

Bijlage 1: Lijst met de aantallen bestudeerde en mogelijk gebruikte artefacten van Beveren-LPWW, per cluster.

Bijlage 2: Overzicht van de bewaringstoestand van de artefacten uit de negen Beveren-LPWW clusters waarvan meer dan 50 artefacten werden gescreend. Voor elke cluster wordt worden de alteratieglans, patina, hittebeschadiging, postdepositionele boordafronding en postdepositionele abrasie gekwantificeerd. 

Bijlage 3: Alle data van archeologische plantbewerkingssporen, per artefact waarop ze werden waargenomen.
DOI: 10.15468/dl.xtn232
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (Chinese Taipei, China, Hong Kong)",
 "TaxonKey is Tubuca arcuata (De Haan, 1835)",
 "Year 2022-2025"
 ]
}

 The dataset includes 938 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058042-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqn3re
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunnus orientalis (Temminck & Schlegel, 1844)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058043-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25392/leicester.data.25921168
title: Phylogenetic analyses

description: Raw files from the phylogenetic analyses of phototransduction genes described in the paper "The Molecular Evolution of Animal Phototransduction and Photoreceptor Cells".
DOI: 10.25392/leicester.data.25921168.v1
title: Phylogenetic analyses

description: Raw files from the phylogenetic analyses of phototransduction genes described in the paper "The Molecular Evolution of Animal Phototransduction and Photoreceptor Cells".
DOI: 10.15468/dl.swzs82
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Tubuca paradussumieri (Bott, 1973)",
 "Year 2022-2025"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058044-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hbdp4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elops smithi McBride, Rocha, Ruiz-Carus & Bowen, 2010",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058045-241126133413365/datasets/export for details.
DOI: 10.15468/dl.djhgy2
title: Occurrence Download

description: A dataset listing the 10346 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungal 28S Ribosomal RNA (LSU) RefSeq Targeted Loci Project."
 ]
}

 The dataset's 10346 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058036-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13959133
title: Databank syntheseonderzoek: "Kuilen vol wol? Op zoek naar een functionele interpretatie van de artisanale kuilen uit zandig Vlaanderen tijdens de volle middeleeuwen (900-1250): inventarisatie, typologie, ecologie".

description: Databank met het overzicht van de relevante sites en kuilen (met coupefoto's, tekeningen en vlakfoto's) van het syntheseonderzoek "Kuilen vol wol? Op zoek naar een functionele interpretatie van de artisanale kuilen uit zandig Vlaanderen tijdens de volle middeleeuwen (900-1250): inventarisatie, typologie, ecologie", gepubliceerd als SYNTAR 26 (https://doi.org/10.55465/ECYZ3527).
DOI: 10.5281/zenodo.13959134
title: Databank syntheseonderzoek: "Kuilen vol wol? Op zoek naar een functionele interpretatie van de artisanale kuilen uit zandig Vlaanderen tijdens de volle middeleeuwen (900-1250): inventarisatie, typologie, ecologie".

description: Databank met het overzicht van de relevante sites en kuilen (met coupefoto's, tekeningen en vlakfoto's) van het syntheseonderzoek "Kuilen vol wol? Op zoek naar een functionele interpretatie van de artisanale kuilen uit zandig Vlaanderen tijdens de volle middeleeuwen (900-1250): inventarisatie, typologie, ecologie", gepubliceerd als SYNTAR 26 (https://doi.org/10.55465/ECYZ3527).
DOI: 10.15468/dl.pgsrs3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunnus maccoyii (Castelnau, 1872)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058046-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eq9cy8
title: Occurrence Download

description: A dataset containing 3828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((10.11684 58.1204,12.48122 59.42704,20.50769 59.3026,23.68094 57.74708,25.11202 57.68486,26.97864 59.17815,30.96076 63.96915,22.49875 67.82683,7.13025 60.60923,4.32469 60.02576,6.6947 56.81377,10.11684 58.1204))",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax lessonae (Camerano, 1882)"
 ]
}

 The dataset includes 3828 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058047-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tna8sb
title: Occurrence Download

description: A dataset containing 12452819 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sitta carolinensis Latham, 1790"
 ]
}

 The dataset includes 12452819 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058027-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pju55v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thynnus orientalis Temminck & Schlegel, 1844",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058048-241126133413365/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc21t7rw
title: CCDC 1901098: Experimental Crystal Structure Determination

description: Related Article: Tomohiro Seki, Kentaro Ida, Hiroyasu Sato, Shinji Aono, Shigeyoshi Sakaki, Hajime Ito|2020|Chem.-Eur.J.|26|735|doi:10.1002/chem.201904597
description: Related Article: Tomohiro Seki|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2gylnp
title: CCDC 2292563: Experimental Crystal Structure Determination

description: Related Article: SAMINA  EASMIN|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2h5z3s
title: CCDC 2299645: Experimental Crystal Structure Determination

description: Related Article: Li Sun, Xiaochun Li, Constance Vandenbulcke, Nour El Islam Belmouri, Guillaume Bouchez, Koen Robeyns, Aurelian Rotaru, Kamel Boukheddaden, Yann Garcia|2024|Mat.Advs.|5|8564|doi:10.1039/D4MA00527A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jyvv6
title: CCDC 2352399: Experimental Crystal Structure Determination

description: Related Article: Guocheng Deng, Sami Malola, Taeyoung Ki, Xiaolin Liu, Seungwoo Yoo, Kangjae Lee, Megalamane S. Bootharaju, Hannu Häkkinen, Taeghwan Hyeon|2024|J.Am.Chem.Soc.|146|26751|doi:10.1021/jacs.4c06832
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kcp6v
title: CCDC 2364717: Experimental Crystal Structure Determination

description: Related Article: Takayuki Nakajima, Momoko Kotani, Yuki Maeda, Miwa Sato, Kento Iwai, Tomoaki Tanase|2024|Inorg.Chem.|63|19847|doi:10.1021/acs.inorgchem.4c03241
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2kd0tt
title: CCDC 2365046: Experimental Crystal Structure Determination

description: Related Article: Shoyo Shinkawa, Masatoshi Kawahata, Kentaro Yamaguchi, Masahide Tominaga|2024|CrystEngComm|26|5358|doi:10.1039/D4CE00718B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.