cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14718006
title: RADCAT (Radio Analysis of Duplicates CATalogue)

description: RADCAT is an amulgimation of existing catalogues in literature where the usage of the Vertex Cover Heuristc is employed to remove duplicate sources during catalogue compilation. Furthermore, RADCAT is comprised out of  radio sources that have been observed not only in the FIRST and NVSS surveys, but also the LoTSS survey. RADCAT was used to construct six datasets, and as such its purpose is to facilitate various machine learning models that can leverage multi-modal survey inputs to enhance classification accuracy. This includes testing different transfer learning approaches across surveys with varying resolution and sensitivity, as well as exploring cross-survey image generation techniques. The six datasets that depict the sources catalogued in RADCAT are:



RADCAT-F (Image dataset with fixed pixel resolution across surveys).

RADCAT-Fc (RADCAT-F with sigma clipping applied).

RADCAT-V (Image dataset with varying pixel resolution across surveys).

RADCAT-Vc (RADCAT-V with sigma clipping applied).

RADVIS (Reverse engineered visibilities dataset).

RADVISc (RADVIS with sigma clipping applied to the images before reverse engineering visibilities).


Column Headings of RADCAT.csv:



Index           - The source identifier associated with the fits filename. 

RAh             - Hour part of the right ascension.

RAm            - Minute part of the right ascension.

RAs              - Second part of the right ascension.

DECsign      - Positive or negative sign for declination.

DECd           - Magnitude of degree part of declination.

DECm          - Arcminute part of declination.

DECs           - Arcsecond part of declination.

Catalog       - Radio source origin.

Type            - RADCAT morphological label.

RA/deg       - Right ascension in degrees.

DEC/deg     - Declination in degrees.

Divergence - Morphological labels of source as per the constituent catalogues of RADCAT.



Original       - Morphological label of source as per the source's original catalogue.   



Supplemental files are available on the GitHub repository.



data_excluded.zip                  - All sources excluded during the construction of the final RADCAT, due to reasons titled in the filenames.

graph_theory_approach.py   - The noval approach to radio astronomy at removing duplicate sources.  

read_augmentations.ipynb   - An example of how to read the augmentations files inside the dataset zip files an how to use them.

source_ids_test.txt                - The source ids that correspond to a RADCAT row entry that were used in the test set during research.

source_ids_val_train.txt        - The source ids that correspond to a RADCAT row entry that were used in the training set during research.

Catalogue References.txt     - References to each catalogue used to create RADCAT.

threshold_search.csv            - The source pairs and their distances that fell between the interval [0.005, 0.072] degrees. The 'same' or 'diff' tag was manually assigned upon visual inspection. This aided in obtaining a threshold of 0.03 degrees.
DOI: 10.5281/zenodo.14718007
title: RADCAT (Radio Analysis of Duplicates CATalogue)

description: RADCAT is an amulgimation of existing catalogues in literature where the usage of the Vertex Cover Heuristc is employed to remove duplicate sources during catalogue compilation. Furthermore, RADCAT is comprised out of  radio sources that have been observed not only in the FIRST and NVSS surveys, but also the LoTSS survey. RADCAT was used to construct six datasets, and as such its purpose is to facilitate various machine learning models that can leverage multi-modal survey inputs to enhance classification accuracy. This includes testing different transfer learning approaches across surveys with varying resolution and sensitivity, as well as exploring cross-survey image generation techniques. The six datasets that depict the sources catalogued in RADCAT are:



RADCAT-F (Image dataset with fixed pixel resolution across surveys).

RADCAT-Fc (RADCAT-F with sigma clipping applied).

RADCAT-V (Image dataset with varying pixel resolution across surveys).

RADCAT-Vc (RADCAT-V with sigma clipping applied).

RADVIS (Reverse engineered visibilities dataset).

RADVISc (RADVIS with sigma clipping applied to the images before reverse engineering visibilities).


Column Headings of RADCAT.csv:



Index           - The source identifier associated with the fits filename. 

RAh             - Hour part of the right ascension.

RAm            - Minute part of the right ascension.

RAs              - Second part of the right ascension.

DECsign      - Positive or negative sign for declination.

DECd           - Magnitude of degree part of declination.

DECm          - Arcminute part of declination.

DECs           - Arcsecond part of declination.

Catalog       - Radio source origin.

Type            - RADCAT morphological label.

RA/deg       - Right ascension in degrees.

DEC/deg     - Declination in degrees.

Divergence - Morphological labels of source as per the constituent catalogues of RADCAT.



Original       - Morphological label of source as per the source's original catalogue.   



Supplemental files are available on the GitHub repository.



data_excluded.zip                  - All sources excluded during the construction of the final RADCAT, due to reasons titled in the filenames.

graph_theory_approach.py   - The noval approach to radio astronomy at removing duplicate sources.  

read_augmentations.ipynb   - An example of how to read the augmentations files inside the dataset zip files an how to use them.

source_ids_test.txt                - The source ids that correspond to a RADCAT row entry that were used in the test set during research.

source_ids_val_train.txt        - The source ids that correspond to a RADCAT row entry that were used in the training set during research.

Catalogue References.txt     - References to each catalogue used to create RADCAT.

threshold_search.csv            - The source pairs and their distances that fell between the interval [0.005, 0.072] degrees. The 'same' or 'diff' tag was manually assigned upon visual inspection. This aided in obtaining a threshold of 0.03 degrees.
DOI: 10.15468/dl.nys8ct
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Nepal, Myanmar, Bangladesh, Afghanistan, Bhutan, Pakistan)",
 "TaxonKey is Artipe eryx (Linnaeus, 1771)"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068886-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4ujtt
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Calycanthus chinensis (W.C.Cheng & S.Y.Chang) W.C.Cheng & S.Y.Chang ex P.T.Li"
 ]
}

 The dataset includes 74 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068887-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p14nkdr2
title: Repeat microgravity data from Rio Rancho, New Mexico, 2019-2023

description: This dataset represents the network-adjusted results of relative- and absolute-gravity surveys performed from 2019 to 2023 in Rio Rancho and Bernalillo County, New Mexico. Relative surveys were conducted using a Zero Length Spring, Inc. Burris relative-gravity meter. Absolute-gravity surveys were conducted using a Micro-g LaCoste, Inc. A-10 absolute-gravity meter. The effect of solid Earth tides and ocean loading were removed from the data prior to network adjustment. Non-linear instrument drift was removed by evaluating gravity change during repeated measurements at one or more base stations. Vertical gradients between the relative- and absolute-gravity meters were measured at each station where both types of measurement were collected to correlate the measurements of the two instruments. Vertical gradients were measured using a relative-gravity meter and tripod set to the height of the absolute-gravity meter. Relative-gravity differences and absolute-gravity data were combined using least-squares network adjustment, as implemented in the software GSadjust (https://github.com/jkennedy-usgs/sgp-gsadjust). Data are provided for 20 stations collected over 11 discrete surveys.
DOI: 10.15468/dl.zyknuz
title: Occurrence Download

description: A dataset containing 3813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Betula lenta L.)",
 "StateProvince is one of (Alabama, Connecticut, Georgia, Kentucky, Maine, Maryland, Massachusetts, Mississippi, New Hampshire, New Jersey, New York, North Carolina, Ohio, Ontario, Pennsylvania, Rhode I., South Carolina, Tennessee, Vermont, Virginia, West Virginia)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 3813 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068889-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2195874983
title: Structural Biology at EMBL Grenoble, IBS-CIBB and IAB

description: This proposal clusters crystallography and bioSAXS projects at the EMBL Grenoble, IBS-CIBB and IAB. It combines groups working on different topics with a major focus on cell signaling proteins, drug discovery, long non-coding RNAs, nucleic acid-protein complexes, and host-pathogen interactions. The proposers have long-standing experience in the use, as well as the development of beam lines for macromolecular crystallography and biological small angle X-ray scattering and have participated in successive BAG applications over the years, mostly at the ESRF but also at other synchrotrons. The BAG responsible is Andrew McCarthy (EMBL Grenoble) for this application round.
DOI: 10.5281/zenodo.15738136
title: NEAREST OBS: teleseismic events for P-wave receiver function analysis

description: Teleseismic events (magnitude 6 or above, distance from 30º to 90º) used for P-wave receiver function analysis of the NEAREST (integrated observation from NEAR shore sourcES of Tsunamis) ocean-bottom seismometers (http://nearest.bo.ismar.cnr.it). Files include a time window of -20 s to +120 s from the direct P-wave arrival, with a sampling rate of 10 Hz and already detrended and tapered. The theoretical ray parameter (s/km) is stored in the USER8 header variable. ZNE components are included.

The naming of the files follows the structure below:

stationyear.event.channel

As an example, the Z component of event number 8 of year 2007 in station N0704 is:

n070407.008.z
DOI: 10.5281/zenodo.15738137
title: NEAREST OBS: teleseismic events for P-wave receiver function analysis

description: Teleseismic events (magnitude 6 or above, distance from 30º to 90º) used for P-wave receiver function analysis of the NEAREST (integrated observation from NEAR shore sourcES of Tsunamis) ocean-bottom seismometers (http://nearest.bo.ismar.cnr.it). Files include a time window of -20 s to +120 s from the direct P-wave arrival, with a sampling rate of 10 Hz and already detrended and tapered. The theoretical ray parameter (s/km) is stored in the USER8 header variable. ZNE components are included.

The naming of the files follows the structure below:

stationyear.event.channel

As an example, the Z component of event number 8 of year 2007 in station N0704 is:

n070407.008.z
DOI: 10.5281/zenodo.15739694
title: Table 1 in Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts

description: Table 1. Anoplognathus spp. collected in 85-cm diameter frass traps beneath Schinus molle trees.
DateLocationNo. treesA. montanusA. pallidicollis18 December 1991Baldry cemetery120 males, 7 females-(32 ° 52 ' S 148 ° 30 ' E)15 January 1992Coolac tearooms142 males, 14 females2 females(34 ° 56 ' S 148 ° 10 ' E)1 February 1992`Rock fi eld’, Boorowa122 males, 7 females1 male(34 ° 27 ' S 148 ° 44 ' E)8 February 1992Baldry cemetery249 males, 17 females-(32 ° 52 ' S 148 ° 30 ' E)
description: Published as part of Steinbauer, Martin J. & Wanjura, Wolfgang J., 2002, Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts, pp. 120 in Journal of Natural History 36 (1) on page 120, DOI: 10.1080/00222930010022917, http://zenodo.org/record/4757282
DOI: 10.5281/zenodo.15739695
title: Table 1 in Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts

description: Table 1. Anoplognathus spp. collected in 85-cm diameter frass traps beneath Schinus molle trees.
DateLocationNo. treesA. montanusA. pallidicollis18 December 1991Baldry cemetery120 males, 7 females-(32 ° 52 ' S 148 ° 30 ' E)15 January 1992Coolac tearooms142 males, 14 females2 females(34 ° 56 ' S 148 ° 10 ' E)1 February 1992`Rock fi eld’, Boorowa122 males, 7 females1 male(34 ° 27 ' S 148 ° 44 ' E)8 February 1992Baldry cemetery249 males, 17 females-(32 ° 52 ' S 148 ° 30 ' E)
description: Published as part of Steinbauer, Martin J. & Wanjura, Wolfgang J., 2002, Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts, pp. 120 in Journal of Natural History 36 (1) on page 120, DOI: 10.1080/00222930010022917, http://zenodo.org/record/4757282
DOI: 10.5281/zenodo.15739700
title: Table 2 in Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts

description: Table 2. Compositions of monoterpenes in Schinus molle and species of Eucalyptus.
Speciesa -Pinenea -PhellandreneLimoneneb -PhellandreneCymene1,8-CineoleTotal oilS. molle ⸸3.027.67.47.91.200.4E. conica (resistant)8.505.70067.31.3E. conica (susceptible)2.411.70.731.103.20.8E. melliodora (resistant)7.9070073.21.8E. melliodora (susceptible)11.028.61.41.43.320.10.8
⸸Foliage was collected from mature trees (n =9) within the Australian Capital Territory. Leaves were harvested from two locations on each tree, placed in sealed plastic bags and kept on ice for return to the laboratory. Foliage samples were stored at - 20 ° C until required. Leaves were assayed for monoterpenes using gas chromatography as outlined in Edwards et al. (1993). Individual terpenes listed as percentage of total terpene extract; total percentage oil based on leaf fresh weight.
Data for E. conica and E. melliodora taken from Edwards et al. (1993) with the permission of the authors.
description: Published as part of Steinbauer, Martin J. & Wanjura, Wolfgang J., 2002, Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts, pp. 122 in Journal of Natural History 36 (1) on page 122, DOI: 10.1080/00222930010022917, http://zenodo.org/record/4757282
DOI: 10.5281/zenodo.15739701
title: Table 2 in Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts

description: Table 2. Compositions of monoterpenes in Schinus molle and species of Eucalyptus.
Speciesa -Pinenea -PhellandreneLimoneneb -PhellandreneCymene1,8-CineoleTotal oilS. molle ⸸3.027.67.47.91.200.4E. conica (resistant)8.505.70067.31.3E. conica (susceptible)2.411.70.731.103.20.8E. melliodora (resistant)7.9070073.21.8E. melliodora (susceptible)11.028.61.41.43.320.10.8
⸸Foliage was collected from mature trees (n =9) within the Australian Capital Territory. Leaves were harvested from two locations on each tree, placed in sealed plastic bags and kept on ice for return to the laboratory. Foliage samples were stored at - 20 ° C until required. Leaves were assayed for monoterpenes using gas chromatography as outlined in Edwards et al. (1993). Individual terpenes listed as percentage of total terpene extract; total percentage oil based on leaf fresh weight.
Data for E. conica and E. melliodora taken from Edwards et al. (1993) with the permission of the authors.
description: Published as part of Steinbauer, Martin J. & Wanjura, Wolfgang J., 2002, Christmas beetles (Anoplognathus spp., Coleoptera: Scarabaeidae) mistake peppercorn trees for eucalypts, pp. 122 in Journal of Natural History 36 (1) on page 122, DOI: 10.1080/00222930010022917, http://zenodo.org/record/4757282
DOI: 10.6084/m9.figshare.29402411.v1
title: Data analyses

description: Python scripts used in the data analyses. The data folder contains the data sheets withs the monitoring data
DOI: 10.15468/dl.5rrmvm
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 226 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068890-250525065834625/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.29402120
title: Yao_et_al_2025_Nature_Communications_Compounding_Future_Escalation

description: This is the dataset for the research article '<b>Compounding future escalation of emissions- and irrigation-induced increases in humid-heat stress</b>'More information can be found: https://github.com/YiYao1995/Yao_et_al_2025_Nature_Communications_Compounding_Future_Escalation.git
DOI: 10.6084/m9.figshare.29402120.v1
title: Yao_et_al_2025_Nature_Communications_Compounding_Future_Escalation

description: This is the dataset for the research article '<b>Compounding future escalation of emissions- and irrigation-induced increases in humid-heat stress</b>'More information can be found: https://github.com/YiYao1995/Yao_et_al_2025_Nature_Communications_Compounding_Future_Escalation.git
DOI: 10.15468/dl.gpt44t
title: Occurrence Download

description: A dataset containing 9354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fagus grandifolia Ehrh.)",
 "StateProvince is one of (Alabama, Arkansas, Connecticut, Delaware, District of Columbia, Florida, Georgia, Illinois, Indiana, Kentucky, Louisiana, Maine, Maryland, Massachusetts, Michigan, Mississippi, Missouri, New Brunswick, New Hampshire, New Jersey, New York, North Carolina, Nova Scotia, Ohio, Oklahoma, Ontario, Pennsylvania, Prince Edward I., Quebec, Rhode I., South Carolina, Tennessee, Texas, Vermont, Virginia, West Virginia, Wisconsin)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 9354 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068891-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15691032
title: From TikTok to Tradition: A Semi-Experimental Study on the Role of TikTok in Shaping Youth Understanding of Tionghoa Wedding Traditions
DOI: 10.5281/zenodo.15691033
title: From TikTok to Tradition: A Semi-Experimental Study on the Role of TikTok in Shaping Youth Understanding of Tionghoa Wedding Traditions
DOI: 10.5281/zenodo.15739420
title: Western blot results of ORF1p expression screening in cell lines

description: Supporting material for the article Hypomethylating agents increase L1 retroelement expression without inducing novel insertions in myeloid malignancies (Journal: Molecular Oncology). 

Initial Western blot screening (primary results) to reveal which cell lines express ORF1p. 

Tested cell lines: MCF-7, SW-48 TP53 -/-, SW-48, H1299, DAMI, HL-60, MOLM-13, BV-173, NALM-16, NALM-6, SU-DHL-4, MINO, MAVER-1, RAJI.
DOI: 10.5281/zenodo.15739421
title: Western blot results of ORF1p expression screening in cell lines

description: Supporting material for the article Hypomethylating agents increase L1 retroelement expression without inducing novel insertions in myeloid malignancies (Journal: Molecular Oncology). 

Initial Western blot screening (primary results) to reveal which cell lines express ORF1p. 

Tested cell lines: MCF-7, SW-48 TP53 -/-, SW-48, H1299, DAMI, HL-60, MOLM-13, BV-173, NALM-16, NALM-6, SU-DHL-4, MINO, MAVER-1, RAJI.
DOI: 10.15468/dl.ync6np
title: Occurrence Download

description: A dataset containing 28716 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thraupis ornata (Sparrman, 1789)"
 ]
}

 The dataset includes 28716 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068892-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xy4mk7
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Country is Germany",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 226 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068893-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pznbwm
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Fossil",
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Trilobita"
 ]
}

 The dataset includes 152 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068896-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vebh8k
title: Occurrence Download

description: A dataset containing 667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "TaxonKey is Catharus ustulatus (Nuttall, 1840)"
 ]
}

 The dataset includes 667 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068895-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzhawx
title: Occurrence Download

description: A dataset listing the 36403 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 36403 records were derived from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068888-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15738638
title: A7F9B3X21

description: This project explores the intricate details of single cells in the human body, focusing on their structure, function, and behaviour. By studying individual cells, it aims to uncover how they contribute to overall health, disease progression, and human biology. This research can provide deeper insights into cellular processes, paving the way for advancements in medical treatments and personalised medicine.
DOI: 10.5281/zenodo.15738639
title: A7F9B3X21

description: This project explores the intricate details of single cells in the human body, focusing on their structure, function, and behaviour. By studying individual cells, it aims to uncover how they contribute to overall health, disease progression, and human biology. This research can provide deeper insights into cellular processes, paving the way for advancements in medical treatments and personalised medicine.