cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25625/h40b2l/fafihb
title: 45_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/byput6
title: 45_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/se6zpn
title: 46_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/944ihl
title: 46_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/778khk
title: 46_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/uacxmf
title: 47_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/lo8n0m
title: 47_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/nnkqxg
title: 47_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/r8qmth
title: 48_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/ak7f8o
title: 48_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/grgvf6
title: 48_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/fa1ala
title: 49_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/kikqkm
title: 49_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/0h5tnb
title: 49_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/vmcooh
title: 50_virtual_BF.dm4

description: :unav
DOI: 10.15468/dl.ekxhte
title: Occurrence Download

description: A dataset containing 2185 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Aedes aegypti [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Cauca)"
 ]
 }
 ]
}

 The dataset includes 2185 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035277-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/h40b2l/inlhjx
title: 50_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/tcfv8h
title: 50_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/in2z60
title: 51_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/hbqnum
title: 51_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/jss2p9
title: 51_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/lmsik0
title: 52_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/gzltxx
title: 52_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/htiysl
title: 52_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/rlc4d3
title: 53_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/flbmcx
title: 53_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/capqi6
title: 54_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/wkelky
title: 53_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/3uiyk0
title: 54_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/gn8irz
title: 54_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/knm56p
title: 55_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/nkfnc3
title: 55_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/ddimxx
title: 55_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/ettnmh
title: 56_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/w3dmvp
title: 56_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/njv6xa
title: 56_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/g4cs2c
title: 57_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/xpkg4h
title: 57_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/3kfzzx
title: 57_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/4kotal
title: 58_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/xkqcyl
title: 58_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/stvjik
title: 58_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/5auzjt
title: 59_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/vze6ny
title: 59_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/jgjtxg
title: 59_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/ameho7
title: 60_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/oghdau
title: 60_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/2posd3
title: 61_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/kphrfs
title: 60_stack.dm4

description: :unav
DOI: 10.25625/h40b2l/epauuf
title: 61_virtual_BF.dm4

description: :unav
DOI: 10.25625/h40b2l/zfdfmk
title: 61_reference.dm4

description: :unav
DOI: 10.25625/h40b2l/vj1nqk
title: Sequential_tilting_4DSTEM.py

description: :unav
DOI: 10.25625/h40b2l/5cegkz
title: Sequential_tilting_4DSTEM_Acquisition_in_DigitalMicrograph.s

description: DigitalMicrograph script for sequential tilting acquisitions
DOI: 10.25625/h40b2l/xeuwiz
title: Examples.ipynb

description: :unav
DOI: 10.25625/h40b2l/ajclvi
title: LICENSE_DATA.txt

description: Creative Commons Attribution 4.0 International (CC BY 4.0) License
DOI: 10.25625/h40b2l/ba0rve
title: LICENSE_CODE.txt

description: GNU General Public License v3.0 (GPLv3)
DOI: 10.25625/h40b2l
title: Sequential tilting 4D-STEM

description: This dataset contains scripts for acquiring sequential tilting 4D-STEM series, tools for analyzing them, and sequential tilting 4D-STEM raw data. DigitalMicrograph scripts are provided for calibrating beam tilt and tilt-induced beam shift, and for setting up sequential tilting 4D-STEM measurements. For data analysis, there are Python scripts for loading sequential tilting 4D-STEM data and a workflow for evaluating momentum-resolved STEM datasets. The sequential tilting 4D-STEM datasets for three different sample orientations (off-axis, systematic-row, and zone-axis) are uploaded alongside the corresponding vacuum references. An example Jupyter Notebook is also provided for performing data analysis on the sequential tilting 4D-STEM datasets.
DOI: 10.15468/dl.j7gvv6
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.10_2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lantana camara L."
 ]
}

 The dataset includes 29 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012972-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8jkp6
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Puerto Rico",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhizophora mangle"
 ]
}

 The dataset includes 436 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037960-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5z02zn9d
title: MassIVE MSV000099922 - CRISPR/Cas9 HLA deletion mass spectrometry
title: we have used large-scale mass spectrometry-based peptide sequencing to analyze the peptidome of JY cell line lacking HLA-B and -C
DOI: 10.15468/dl.5rkzda
title: Occurrence Download

description: A dataset containing 1427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lasiurus blossevillii",
 "Year 1970-2020"
 ]
}

 The dataset includes 1427 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037961-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd332a
title: Occurrence Download

description: A dataset containing 771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parthenium hysterophorus",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 771 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037964-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2btgz
title: Occurrence Download

description: A dataset containing 9462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cicindela maritima"
 ]
}

 The dataset includes 9462 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037963-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13757669
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17624609
title: designed salt-stabilizing protein structure

description: computational design of a protein for ionic stress alleviation in plant-bacteria symbiosis
DOI: 10.5281/zenodo.17624610
title: designed salt-stabilizing protein structure

description: computational design of a protein for ionic stress alleviation in plant-bacteria symbiosis
DOI: 10.25919/a99y-nf60
title: Long-term project observations for project P885 semester 2025OCTS_05

description: We propose a modest program to continue monitoring 4 of the 6 known radio magnetars in order to achieve three primary science goals. The first is to characterise magnetar outbursts over long timescales, for which tracking their rotational, flux density, and polarisation properties provide a clear view of the impulse response of their magnetic fields. Second, understanding the links between magnetars the mysterious fast radio burst phenomenon through the discovery of rare emission and propagation effects, shared spectro-temporal phenomenology, and connections to high-energy (X-ray/gamma-ray) phenomena. Lastly, our continued monitoring has enormous benefit to the wider magnetar community, providing rapid alerts to changes in activity, adding context to unusual behaviour detected by high-energy observations, and a host of supplementary science through the teams extensive collaborative networks. The project and its precursors have been running since 2007 and have contributed to 21 publications since then. We are seeking to convert the project to long-term status, thereby also carrying these investigations into the SKA era.
DOI: 10.25919/wr4z-n384
title: Parkes observations for project P1380 semester 2025OCTS_09

description: The association of FRB 200428 with the Galactic magnetar SGR 1935+2154 confirms that magnetars can power fast radio bursts (FRBs). However, FRB 200428 is 4 to 8 orders of magnitude less energetic than the typical population of cosmological FRBs. This discrepancy is likely due to the moderate magnetic field strength and evolved age of SGR 1935+2154. In contrast, newborn extragalactic magnetars, such as those formed in gamma-ray burst (GRB) central engines, are expected to have much stronger magnetic fields, more rapid spin-down, and highly dynamic magnetospheres, all of which favor the production of brighter and more frequent FRBs.
 
 We propose a targeted search for FRBs from the recently localized GRB 230307A, a long-duration GRB with evidence suggesting the formation of a young magnetar. Given the source's relatively close distance (291 Mpc) and possible youth (less than 3 years), it offers a compelling opportunity to test FRB generation mechanisms during the early evolution of a magnetar.
 
 We request 30 hours of observing time with the Parkes 64-m Murriyang telescope using the ultra-wideband low-frequency (UWL) receiver. Our plan includes one 10-hour long-duration session to detect rare or clustered bursts, and ten 2-hour sessions spread over 2-3 months to sample temporal variability. Data will be processed with state-of-the-art pipelines for single-pulse searches and coherent dedispersion.
 
 A detection would strongly support magnetar-origin FRB models and provide key constraints on the early-time activity of GRB-formed neutron stars.
DOI: 10.25919/adgx-h472
title: Parkes observations for project PX137 semester 2025OCTS_03

description: Pulsar data from Parkes (Murriyang) Target of Opportunity (ToO) observations
DOI: 10.25919/ak9f-dx29
title: Parkes observations for project PX135 semester 2025OCTS_02

description: Pulsar data from Parkes (Murriyang) Target of Opportunity (ToO) observations
DOI: 10.25919/7mzt-f167
title: Parkes observations for project P1165 semester 2025OCTS_03

description: We recently discovered two new pulsars J1849+1001 (35.1 ms) and J1839+0543 (57.9 ms) in a FAST pulsar survey at intermediate Galactic latitudes (PT2020_0141). Follow-up timing observations show that they are in circular orbits with massive companions. This suggests that PSR J1849+1001 and J1839+0543 can be classified as the intermediate-mass binary pulsar (IMBP). Their massive companions also make them promising systems to measure "Post-Keplerian" parameters through pulsar timing. These Parkes observations will be combined with regular timing observations with FAST or MeerKAT to measure "Post-Keplerian" parameters and then measure both neutron star and companion masses.
DOI: 10.25919/prw1-ac55
title: Parkes observations for project P1386 semester 2025OCTS_07

description: J0045-7319 is a B star/pulsar binary in the Small Magellanic Cloud (SMC) with an orbital period of 51 days. The system is highly eccentric, with a closest approach of only 6 B-star radii, and it offers an unusual probe into massive stars in the SMC. Although similar systems exhibit strong dispersion measure (DM) variation during periastron arising from the stellar wind, observations in 1996 on the Parkes 70 cm receiver found no evidence of a wind from the B star. We propose a new set of observations on the Ultra-Wide Low-frequency receiver (UWL) designed to measure the wind. A null result will decrease the known upper limit on the B-star wind's contribution to DM by a factor of 9.
DOI: 10.34740/kaggle/dsv/13757704
title: Balochi Language to English Translation Dataset
DOI: 10.5281/zenodo.17624179
title: CO₂ Assimilation and Hydraulic Parameters in Reservoirs under Climate Change Scenarios

description: This dataset contains parameters, modeled variables, and CO₂ assimilation results for reservoirs in Brazil, evaluated under reference and future climate scenarios (SSP2-4.5 and SSP5-8.5). Data include crop parameters, meteorological variables, and carbon assimilation estimates generated for scientific analysis of reservoir carbon dynamics and climate adaptation strategies.

Files:



Assimilation_CO2: This file contains four main sheets with information example related to CO₂ assimilation;

CO2_Data: The CO2_Data.xlsx file contains six main sheets with information related to CO₂ emissions in water reservoirs.
DOI: 10.15468/dl.xtch2e
title: Occurrence Download

description: A dataset containing 2673898238 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is one of (United States of America, Canada, France, United Kingdom of Great Britain and Northern Ireland, Australia, Sweden, Netherlands, Spain, Norway, Germany)"
 ]
}

 The dataset includes 2673898238 records from 39107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037742-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mc2uh
title: Occurrence Download

description: A dataset containing 593366 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-115.0374 45.38071, -113.505 45.38071, -113.505 46.72335, -115.0374 46.72335, -115.0374 45.38071))"
 ]
}

 The dataset includes 593366 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012076-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14288/1.0388861
title: Replication Data for: Valuing invisible catches: estimating the global contribution by women to small-scale marine capture fisheries production

description: The role that women play in fisheries around the world is receiving increasing international attention yet the contributions by women to fisheries catches continues to be overlooked by society, industry and policy makers. Here, we address this lack of visibility with a global estimation of small-scale fisheries catches by women. Our estimates reveal that women participate in small-scale fishing activities in all regions of the world, with approximately 2.1 million (± 86,000) women accounting for roughly 11% (± 4%) of participants in small-scale fishing activities, i.e., catching roughly 2.9 million (± 835,000) tonnes per year of marine fish and invertebrates. The landed value of the catch by women is estimated at USD 5.6 billion (± 1.5 billion), with an economic impact of USD 14.8 billion per year (± 4 billion), which is equivalent to 25.6 billion real 2010 dollars (± 7.2 billion). These catches are mostly taken along the shoreline, on foot, or from small, non-motorized vessels using low-technology, low-emission gears in coastal waters. Catches taken by women are often for home consumption, and thus considered part of the subsistence sub-sector. However, in many contexts, women also sell a portion of their catch, generating income for themselves and their families. These findings underscore the significant role of women as direct producers in small-scale fisheries value chains, making visible contributions by women to food and livelihood security, globally.
DOI: 10.14288/1.0390478
title: Code and .mat files for automated homecage paper (figs 9 & 10)

description: These mat files were used to perform the brain-behavior correlation and outcome prediction analyses
DOI: 10.14288/1.0388860
title: Multi-model functionalization of disease-associated PTEN missense mutations identifies multiple molecular mechanisms underlying protein dysfunction

description: Supporting data for "Multi-model functionalization of disease-associated PTEN missense mutations identifies multiple molecular mechanisms underlying protein dysfunction"
DOI: 10.14288/1.0388621
title: Replication Data for: "Investigating Flow State and Cardiac Pre-ejection Period During Electronic Gaming Machine Use"

description: Flow activities (e.g. sports and gaming) have been associated with positive affect and prolonged engagement. In the gambling field, modern electronic gaming machines (EGMs, including modern slot machines) have drawn concern as a potentially flow inducing activity that may be associated with gambling-related harms. Current research has heavily relied on self-reported flow, and further insights may be afforded by physiological methods. We present data from three separate experiments in which self reported gambling flow and cardiac pre-ejection period (PEP; a measure of sympathetic nervous system arousal) were examined. Male undergraduate participants gambled on a genuine EGM in a laboratory setting for a period of at least 15 min, and completed the Flow subscale of the game experience questionnaire (GEQ). Aggregated data were analyzed using multilevel regression. Although EGM gambling was not associated with significant changes in PEP across participants, we found that self-reported flow states were associated with significant decreases in PEP during the first five minutes of EGM use. Thus, participants who experienced flow showed a greater sympathetic nervous system response to the onset of gambling. Though these effects were consistent in experiments 1 and 2, in experiment 3 the effect was inverted during the same time window. We conclude that flow during EGM gambling appears to be associated with early changes in sympathetic nervous system activity, but stress that more research is needed to characterize boundary conditions and moderating factors.
DOI: 10.14288/1.0394462
title: Data for: Image-based Phenotyping of Disaggregated Cells Using Deep Learning

description: Abstract: The ability to phenotype cells is fundamentally important in biological research and medicine. Cur-rent methods rely primarily on fluorescence labeling of specific markers. However, there are many situations where this approach is unavailable or undesirable. Machine learning has been used for image cytometry but has been limited by cell agglomeration and it is currently unclear if this ap-proach can reliably phenotype cells that are difficult to distinguish by the human eye. Here, we show disaggregated single cells can be phenotyped with a high degree of accuracy using low-resolution bright-field and non-specific fluorescence images of the nucleus, cytoplasm, and cyto-skeleton. Specifically, we trained a convolutional neural network using automatically segmented images of cells from eight standard cancer cell-lines. These cells could be identified with an aver-age F1-score of 95.3%, tested using separately acquired images. Here we demonstrate the potential to develop an “electronic eye” to phenotype cells directly from microscopy images. Technical Info: 10X Fluorescent microscopy images of Trypsinized cells. Each Tiff image contains 6 different locations within a Greiner Sensoplate 96-well glass bottom imaging well. Channels are in order: Brightfield, Hoechst, SIR-Actin and Calcein Green. Images were taken on a Nikon TI2E with a DS-QI2 Camera.
DOI: 10.14288/1.0397725
title: Local adaptation to biotic interactions: a meta-analysis across latitudes

description: &lt;b&gt;Abstract&lt;/b&gt;&lt;br/&gt;&lt;p&gt;Adaptation to local conditions can increase species’ geographic distributions and rates of diversification, but which components of the environment commonly drive local adaptation—particularly the importance of biotic interactions—is unclear. Biotic interactions should drive local adaptation when they impose consistent divergent selection; if this is common we expect transplant experiments to detect more frequent and stronger local adaptation when biotic interactions are left intact. We tested this hypothesis using a meta-analysis of transplant experiments from &gt;125 studies (mostly on plants). Overall, local adaptation was common and biotic interactions affected fitness. Nevertheless, local adaptation was neither more common nor stronger when biotic interactions were left intact, either between experimental treatments within studies (control vs. biotic interactions experimentally manipulated) or between studies that used natural vs. biotically-altered transplant environments. However, the effect of ameliorating negative interactions varied with latitude, suggesting that interactions may promote local adaptation more often in tropical vs. temperate ecosystems, though few tropical studies were available to test this. Our results suggest that biotic interactions often fail to drive local adaptation even though they strongly affect fitness, perhaps because temperate biotic environments are unpredictable at the spatiotemporal scales required for local adaptation.&lt;/p&gt;
DOI: 10.14288/1.0388685
title: Data for: A Living Laboratory for Water Sustainability at UBC Farm

description: This dataset contains data collected through the UBC Farm Long-Term Water Monitoring Program, which started in July 2019. &lt;br&gt;&lt;br&gt; The project will develop a water innovations node for UBC’s Campus as a Living Laboratory initiative to conduct water monitoring and evaluate water use reduction strategies to minimize the water footprint of agriculture at UBC Farm and support UBC’s Water Action Plan. The project will increase the capacity of UBC Farm as a leading living laboratory for research, teaching and learning on water sustainability with academic, public sector and industrial partners. The project will implement new, smart, integrated water and climate monitoring technology at UBC Farm. This will enable living-lab based research to develop water conserving strategies and conduct innovative research across the food-energy-water nexus. The project will also inform best practices on water management and irrigation for urban agriculture and climate change, which can be scaled across campus to reduce UBC’s water footprint, and serve as a focal node for research related to water use in the regional agrifood system.