cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.f1vhhmh5h
title: Variance partitioning of nest provisioning rates in blue tits: individual repeatability, heritability and partner interactions

description: In many animal species, including most birds, parental care is performed
 by both parents, which has important implications for mate choice (good
 parent hypothesis) and parental investment strategies. Partitioning the
 variance in measures of parental care into heritable and non-heritable
 components is important to understand the evolvability of parental
 investment and its potential role in mate choice. We employed an automated
 system to monitor provisioning behavior at 817 blue tit nests over 10
 years (totaling ~3 million visits). Daily provisioning rates of males and
 females were moderately repeatable between years (Radj = 0.16 and 0.15
 respectively), which was almost entirely explained by additive genetic
 effects. While this degree of heritability is sufficient for parental
 investment to respond to selection, we argue that the modest level of
 repeatability provides limited potential for a ‘provisioning phenotype’ to
 be used as a criterion in mate choice. Daily visit rates were positively
 correlated between pair members, but after accounting for shared
 environmental factors this relationship became clearly negative, thereby
 providing support for models of partial compensation. Visit rates also
 differed substantially between years, and between days within a year.
 Thus, it is important to account for these variables when comparing
 parental investment between individuals. Our results highlight the
 interplay between genetic, social, and environmental influences on
 provisioning behavior.
description: # Variance partitioning of nest provisioning rates in blue tits:
 individual repeatability, heritability and partner interactions
 [https://doi.org/10.5061/dryad.f1vhhmh5h](https://doi.org/10.5061/dryad.f1vhhmh5h) ## Description of the data and file structure * data_visits.csv (contains daily number of nest visits ): * year - year of study * box - unique nestbox identifier * ID - unique individual identifier * nest - unique breeding attempt identifier * sex - sex of individual (1 = male, 2 = female) * age - age category (1 = yearling, 2 = adult) * partner - identity of breeding partner * date\_ - unique identifier for each date of the study (yyyy_yday) * hatchDate - day of first hatch (1 = January 1st) * yday - day of year (1 = January 1st) * chickAge - age of chicks in days (1 = hatch day) * broodsizeday14 - brood size when chicks were 14 days of age * visits - number of visits made * data_pedigree.csv (contains relatedness between individuals): * id - unique identifier for each individual * dam - identity of genetic father (NA = no data) * sire - identity of genetic mother (NA = no data)
DOI: 10.5067/sel1d-fre11
title: SASSIE ECCO Ocean and Sea-Ice Surface Freshwater Fluxes - Daily Mean llc1080 Grid (Version 1 Release 1)
DOI: 10.5067/sel1d-obp11
title: SASSIE ECCO Ocean Bottom Pressure and Sea Surface Height - Daily Mean llc1080 Grid (Version 1 Release 1)
DOI: 10.48530/isoarch.2020.005
title: Unlocking MEDA-BREAST: Exploring Mediterranean breastfeeding practices through isotopic data from Prehistory to the Middle Ages

description: The dataset includes stable nitrogen and carbon isotope information collected for the purpose of studying the timing of breastfeeding practices in diverse regions and historical periods. These data were sourced from multiple published references, each meticulously documented within the dataset. The primary goal was to scrutinize regional disparities, temporal and cultural trends, socio-political and economic parameters in the timing of breastfeeding in Europe and the Mediterranean, spanning from Prehistory to the Middle Ages. This project sought to offer a readily accessible resource of isotope data for both the academic community and the broader public.
DOI: 10.48530/isoarch.2020.005.v1
title: Unlocking MEDA-BREAST: Exploring Mediterranean breastfeeding practices through isotopic data from Prehistory to the Middle Ages

description: The dataset includes stable nitrogen and carbon isotope information collected for the purpose of studying the timing of breastfeeding practices in diverse regions and historical periods. These data were sourced from multiple published references, each meticulously documented within the dataset. The primary goal was to scrutinize regional disparities, temporal and cultural trends, socio-political and economic parameters in the timing of breastfeeding in Europe and the Mediterranean, spanning from Prehistory to the Middle Ages. This project sought to offer a readily accessible resource of isotope data for both the academic community and the broader public.
DOI: 10.5067/sel1d-3sa11
title: SASSIE ECCO Ocean Three-Dimensional Salinity Advective Fluxes - Daily Mean llc1080 Grid (Version 1 Release 1)
DOI: 10.5067/sel1d-3sd11
title: SASSIE ECCO Ocean Three-Dimensional Salinity Diffusive Fluxes - Daily Mean llc1080 Grid (Version 1 Release 1)
DOI: 10.5067/sel1d-3ta11
title: SASSIE ECCO Ocean Three-Dimensional Potential Temperature Advective Fluxes - Daily Mean llc1080 Grid (Version 1 Release 1)
DOI: 10.5067/smode-sdron1
title: S-MODE Saildrone Level 1 Observations
DOI: 10.5067/smode-dsct0
title: S-MODE DopplerScatt Level 0 Surface Doppler and Radar Backscatter Version 1
DOI: 10.48530/isoarch.2020.006
title: Dataset 2020.006

description: in progress
DOI: 10.48530/isoarch.2020.006.v1
title: Dataset 2020.006

description: in progress
DOI: 10.5067/smode-dsct1
title: S-MODE DopplerScatt Level 1 Surface Doppler and Radar Backscatter Version 1
DOI: 10.5067/smode-dsct2
title: S-MODE DopplerScatt Level 2 Ocean Winds and Currents Version 1
DOI: 10.5067/smode-glid2
title: S-MODE Temperature and Salinity from Slocum Gliders Version 1
DOI: 10.5281/zenodo.15399287
title: tester - performance data

description: Plots, statistical calculations and raw data for the performance metrics of zkgittester.
DOI: 10.5281/zenodo.15399286
title: tester - performance data

description: Plots, statistical calculations and raw data for the performance metrics of zkgittester.
DOI: 10.48530/isoarch.2020.007
title: Dataset 2020.007

description: in progress
DOI: 10.48530/isoarch.2020.007.v1
title: Dataset 2020.007

description: in progress
DOI: 10.5067/smode-mass1h
title: S-MODE MASS Level 1 Hyperspectral Imagery Version 1
DOI: 10.5061/dryad.8pk0p2nxj
title: Data from: The impacts of an AMOC slowdown on Southern Hemisphere and Australian climates at 8.2 ka in ACCESS-ESM1.5 model

description: Greenland ice cores reveal an abrupt cooling of up to 3.3°C 8.2 kyr ago
 (8.2 ka), lasting for roughly 160 years. The event was likely caused by a
 weakening of the Atlantic Meridional Overturning Circulation (AMOC) due to
 freshwater drainage into the North Atlantic. It was associated with a
 global-scale climate change but is recorded in very few high-resolution
 paleoclimatic time series from the Southern Hemisphere (SH). Here, we
 investigate the 8.2 ka event in the SH, particularly the Australian
 climate response to a weakened AMOC. Five North Atlantic meltwater
 experiments are conducted with the Australian Earth System Model,
 ACCESS-ESM1.5, to evaluate the sensitivity of AMOC responses to freshwater
 perturbations under early Holocene conditions as well as their climate
 impact. 
description: # Data from: The impacts of an AMOC slowdown on Southern Hemisphere and
 Australian climates at 8.2 ka in ACCESS-ESM1.5 model
 [https://doi.org/10.5061/dryad.8pk0p2nxj](https://doi.org/10.5061/dryad.8pk0p2nxj) Model outputs for freshwater forcing experiments at 8.2 ka climate conditions. The data files AMOC.nc, SAT.nc, Precip.nc, wind.nc contain monthly mean values to recreate all the plots in the manuscript. ## Description of the data and file structure The data files are in netcdf format. AMOC.nc and SAT.nc contain the results from all five freshwater hosing experiments in the manuscript and the control experiment, Precip.nc and wind.nc contain the results from our best-fit experiment (FW100yr) and the control experiment. Below is the description for all the files and variables. The units are provided in brackets. ### Files and variables #### File: AMOC.zip **Description:** Atlantic Meridional Overturning Circulation time series (Sv) for all experiments. Numbers in the naming indicate the length of experiment in model years. #### File: SAT.zip **Description:** Surface air temperature (K) for all experiments with their entire experiment lengths. #### File: Precip..zip **Description:** Precipitation (kg m-2 s-1) for the control and FW100yr experiments with their entire experiment lengths. #### File: wind.zip **Description:** Surface zonal (uwind) and meridional (vwind) wind (m/s) for the control and FW100yr experiments with the analysis period used in the manuscript.  ## Sharing/Access information Data was derived from the model outputs of simulations present at the National Computational Infrastructure. The model code is available at [https://access-hive.org.au/models/run-a-model/run-access-esm/#prerequisites](https://access-hive.org.au/models/run-a-model/run-access-esm/#prerequisites)
DOI: 10.5067/smode-mass1i
title: S-MODE MASS Level 1 Lwir Version 1
DOI: 10.5067/smode-mass1l
title: S-MODE MASS Level 1 Lidar Point Cloud Version 1
DOI: 10.6073/pasta/4d2a0f0e95977ba1324be8965149b03a
title: Missouri reservoir profile data including depth, temperature, oxygen, photopigments, conductivity, pH, turbidity, and oxidative-reductive potential starting in 2023

description: This dataset of annual limnological profiles starts in 2023 and is from reservoirs in the state of Missouri (MO) in the USA collected by the University of Missouri Limnology Lab. Physical parameters derived from sensors include temperature and oxygen with depth. Sondes used were Yellow Springs Instruments (YSI) EXO3s; profiles include a range of physical, chemical, and biological parameters including depth, conductivity, pH, oxidative-reductive potential (ORP), chlorophyll a, phycocyanin (PC), and turbidity. After May 2024, the turbidity sensor was replaced with a phycoerythrin (PE) sensor. Most of the profiles were collected during the summer months (May-September) when the reservoirs were thermally stratified, but a few were taken during the rest of the year (October-April). The majority of profiles were taken at the deepest point in the reservoir directly up-reservoir of the dam. Sampling was conducted from a boat. The bulk of the data come from the Statewide Lake Assessment Project (SLAP), funded by the Missouri Department of Natural Resources. The profiles are divided into single files for each year. This data has been quality controlled for basic errors and any data outside of normal factory issued sensor ranges.
DOI: 10.48530/isoarch.2020.008
title: Dataset 2020.008

description: in progress
DOI: 10.5067/smode-mass1v
title: S-MODE MASS Level 1 Visible Imagery Version 1
DOI: 10.48530/isoarch.2020.008.v1
title: Dataset 2020.008

description: in progress
DOI: 10.15468/dl.bqnshd
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Delavaya toxocarpa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 128 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006490-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdpfku
title: Occurrence Download

description: A dataset containing 3774640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae, Undaria pinnatifida, Lindavia intermedia)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0",
 "DecimalLongitude is greater than or equal to -180",
 "DecimalLatitude is greater than or equal to -90",
 {
 "not" : {
 "or" : [
 "Issue is Zero coordinate",
 "Issue is Coordinate out of range",
 "Issue is Country coordinate mismatch"
 ]
 }
 }
 ]
}

 The dataset includes 3774640 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006463-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5f5xfb
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diatenopteryx sorbifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 560 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006491-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84vwr3
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Pinus kwangtungensis"
 ]
}

 The dataset includes 167 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006492-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/3e5v-8g85
title: "MSCoD: A Hierarchically-Adaptive Bayesian Flow Networks for Structure-Based Drug Design"

description: "Structure-Based Drug Design (SBDD) is apowerful strategy in computational drug discovery, lever-aging three-dimensional protein structures to designmolecules with high binding affinity. However, capturingcomplex protein-ligand interactions across multiple scalesremains challenging, since current methods often ignorethe hierarchical organization and asymmetry of these inter-actions. To tackle these problems, we developed a novelhierarchically-adaptive framework that integrates a multi-scale feature processing (MSFP) module and a multi-headcooperative attention (MHCA) module, called MSCoD. TheMSFP module employs parallel pathways with distinct com-pression ratios, enabling hierarchical feature extraction andallowing the model to effectively capture both global con-text and fine-grained molecular details. The MHCA mod-ule applies asymmetric cooperative attention to effectivelymodel protein-ligand interactions and adapt ligand fea-tures to the protein environment. This combination enablesMSCoD to generate molecules with enhanced binding affin-ity, stability, and drug-like properties, while maintaininginformative feature representations. Experimental resultsshow that MSCoD outperforms existing methods in gener-ating molecules with more stable 3D structures and higherbinding affinities. MSCoD demonstrates strong capability inmodeling protein-ligand interactions and further extends todrug\u2013target affinity interaction prediction tasks, highlight-ing its versatility and broad applicability in structure-baseddrug discovery. Our code is available at https:\/\/github.com\/xulong0826\/MSCoD."
DOI: 10.13140/rg.2.2.15528.64005
title: LEMBAR ASESMEN KOMUNIKASI & BAHASA (AAC) KASUS CEREBRAL PALSY DEWASA A. IDENTITAS KLIEN
DOI: 10.5281/zenodo.18391703
title: Competition in Public Procurement and Supply Chain Carbon Intensity: Global Evidence from 21.6 Million Contracts

description: This dataset supports the manuscript "Competition in Public Procurement Reduces Supply Chain Carbon Intensity" submitted to Nature Sustainability.

## DATASET CONTENTS

**Primary File: gprd_with_carbon.parquet (794 MB)**
- 21,612,129 contracts from 27 countries (2012-2023)
- Variables: contract ID, country, year, value, n_bidders, single_bidder, carbon_intensity_kg_usd, CPV codes
- Enables full reproduction of all manuscript claims

## KEY FINDINGS (VERIFIED)

1. **Overall Effect**: Single-bidder contracts have 14.8% higher carbon intensity (t=333.7, p<10⁻³⁰⁰, Cohen's d=0.23)

2. **U-CURVE DISCOVERY**: 
   - Small contracts (<€10k): +50.2% premium, d=0.75 (LARGE EFFECT)
   - Medium contracts (€10k-200k): +12.5% premium, d=0.20
   - Large contracts (>€200k): -7.1% REVERSAL, d=-0.12

3. **Temporal Decline**: Carbon premium fell from ~30% to near-zero over 2012-2023 (-2.5%/year, p=0.006)

4. **RDD Causal Evidence**: Transparency thresholds increase bidder count by 27% (p<10⁻³⁸)

5. **Country Heterogeneity**: 20 countries show benefits, 5 show increases, I²=99.9%

## REPRODUCTION

Run the verification script:
```python
python verify_manuscript_claims.py
```

This confirms all 6 major claims against the data.

## DATA SOURCES

- EU Tenders Electronic Daily (TED): https://ted.europa.eu
- Colombia SECOP: https://www.datos.gov.co
- UK Contracts Finder: https://www.gov.uk/contracts-finder
- EXIOBASE 3.8.2: https://doi.org/10.5281/zenodo.5589597

## CODE AVAILABILITY

Analysis code: https://github.com/ProgrmerJack/Public-Procurement-Control-Surface

## LICENSE

Data: CC-BY 4.0
Code: MIT License
description: VERIFICATION RESULTS (2026-01-27):
All 6 manuscript claims verified against data:
✓ Sample: 21,612,129 contracts, 27 countries
✓ Premium: 14.8%, t=333.7, d=0.23
✓ U-curve: Small +50.2%, Large -7.1%
✓ Temporal: -2.46%/year, p=0.006
✓ Heterogeneity: 20 decrease, 5 increase, I²=99.9%
✓ RDD: +27.1% bidders, p<10⁻³⁸
DOI: 10.5281/zenodo.18391704
title: Competition in Public Procurement and Supply Chain Carbon Intensity: Global Evidence from 21.6 Million Contracts

description: This dataset supports the manuscript "Competition in Public Procurement Reduces Supply Chain Carbon Intensity" submitted to Nature Sustainability.

## DATASET CONTENTS

**Primary File: gprd_with_carbon.parquet (794 MB)**
- 21,612,129 contracts from 27 countries (2012-2023)
- Variables: contract ID, country, year, value, n_bidders, single_bidder, carbon_intensity_kg_usd, CPV codes
- Enables full reproduction of all manuscript claims

## KEY FINDINGS (VERIFIED)

1. **Overall Effect**: Single-bidder contracts have 14.8% higher carbon intensity (t=333.7, p<10⁻³⁰⁰, Cohen's d=0.23)

2. **U-CURVE DISCOVERY**: 
   - Small contracts (<€10k): +50.2% premium, d=0.75 (LARGE EFFECT)
   - Medium contracts (€10k-200k): +12.5% premium, d=0.20
   - Large contracts (>€200k): -7.1% REVERSAL, d=-0.12

3. **Temporal Decline**: Carbon premium fell from ~30% to near-zero over 2012-2023 (-2.5%/year, p=0.006)

4. **RDD Causal Evidence**: Transparency thresholds increase bidder count by 27% (p<10⁻³⁸)

5. **Country Heterogeneity**: 20 countries show benefits, 5 show increases, I²=99.9%

## REPRODUCTION

Run the verification script:
```python
python verify_manuscript_claims.py
```

This confirms all 6 major claims against the data.

## DATA SOURCES

- EU Tenders Electronic Daily (TED): https://ted.europa.eu
- Colombia SECOP: https://www.datos.gov.co
- UK Contracts Finder: https://www.gov.uk/contracts-finder
- EXIOBASE 3.8.2: https://doi.org/10.5281/zenodo.5589597

## CODE AVAILABILITY

Analysis code: https://github.com/ProgrmerJack/Public-Procurement-Control-Surface

## LICENSE

Data: CC-BY 4.0
Code: MIT License
description: VERIFICATION RESULTS (2026-01-27):
All 6 manuscript claims verified against data:
✓ Sample: 21,612,129 contracts, 27 countries
✓ Premium: 14.8%, t=333.7, d=0.23
✓ U-curve: Small +50.2%, Large -7.1%
✓ Temporal: -2.46%/year, p=0.006
✓ Heterogeneity: 20 decrease, 5 increase, I²=99.9%
✓ RDD: +27.1% bidders, p<10⁻³⁸
DOI: 10.15468/dl.qkq42e
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dictyoneura obtusa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 166 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006493-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.274y99
title: Occurrence Download

description: A dataset containing 528144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Phleum pratense"
 ]
}

 The dataset includes 528144 records from 2650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006475-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8ctph
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "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 ((47.7498 -11.7869,47.7727 -11.4035,47.4196 -11.0667,47.0031 -11.1387,46.8237 -11.3675,46.8362 -11.7955,47.1096 -12.0382,47.5164 -12.0227,47.7498 -11.7869))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010059-250525065834625/datasets/export for details.
DOI: 10.15468/dl.h2khs9
title: Occurrence Download

description: A dataset containing 350432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araneae",
 "Year 2017-2019",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence, Observation)"
 ]
}

 The dataset includes 350432 records from 850 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049703-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16912042
title: Decoding the Antimicrobial resistance mechanism

description: Decoding AMR mechanism is the article about the mechanism that makes a microbe resistant against drugs. Here two case studies are provided BlaTEM and pbp2a protein as a resistant conferring proteins and from there detection to mechanism everything is explained with help od bioniformatic tools and in silico techniques with highliting major structural components, catalytic domains, residues and active site for drug hydrolysis and drug inactivation. It also highlights the future directions of integration of bioinformatics in Antimicrobial resistant.
DOI: 10.5281/zenodo.16912043
title: Decoding the Antimicrobial resistance mechanism

description: Decoding AMR mechanism is the article about the mechanism that makes a microbe resistant against drugs. Here two case studies are provided BlaTEM and pbp2a protein as a resistant conferring proteins and from there detection to mechanism everything is explained with help od bioniformatic tools and in silico techniques with highliting major structural components, catalytic domains, residues and active site for drug hydrolysis and drug inactivation. It also highlights the future directions of integration of bioinformatics in Antimicrobial resistant.
DOI: 10.5281/zenodo.16908747
title: R code and dataset (How Vegetation Structure and Diaspore Traits Influence Secondary Wind Dispersal: Evidence from a Large Wind-Tunnel Study)
DOI: 10.5281/zenodo.16908437
title: R code and dataset (How Vegetation Structure and Diaspore Traits Influence Secondary Wind Dispersal: Evidence from a Large Wind-Tunnel Study)
DOI: 10.7910/dvn/r9y6vd
title: Replication Data for: Jobs and Fiction: Identifying the Effect of Corporate Tax Avoidance Inflating Export Measures in Ireland

description: Replication Data for: Jobs and Fiction: Identifying the Effect of Corporate Tax Avoidance Inflating Export Measures in Ireland
DOI: 10.7910/dvn/3nrm0p
title: Data of the paper Global warming is accelerating the probability of landslides in Karakoram, Inner Asia

description: This dataset from Norethwest University (China)