cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v954vb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((77.28647 7.50685,78.29867 7.23692,79.85975 9.82022,81.05204 11.74318,82.06643 15.99467,77.20398 12.05126,74.26323 13.15155,72.92063 13.74172,77.28647 7.50685))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia ferruginea"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007337-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3xse6
title: Occurrence Download

description: A dataset containing 13138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Verbesina encelioides"
 ]
}

 The dataset includes 13138 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007338-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kn4ent
title: Occurrence Download

description: A dataset containing 2433954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 1978"
 ]
}

 The dataset includes 2433954 records from 530 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007286-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17709122
title: Dataset for elastic-wave CT resolution study: supporting data for Figures 1–9 and Tables 1–2

description: This dataset contains the synthetic models, ray-path geometries, inverted 3-D velocity volumes, and summary parameters used to produce Figures 1–9 and Tables 1–2 in the associated manuscript on resolution characteristics of 3-D elastic-wave computed tomography (CT).

The data are organised into subfolders Figure1–Figure9 and Tables. Each figure folder contains the numerical values used to generate the corresponding panels (true models, ray paths, inverted velocity models), together with a README file describing file formats, column definitions, and usage. The Tables folder stores the model-parameter combinations reported in Tables 1 and 2 (well spacing, excitation spacing, target size, and the ratio R = Es / L).

Spatial coordinates are given in metres (m), and velocities are P-wave velocities in metres per second (m/s). The volumes were visualised using Voxler (Golden Software), but the data can be loaded into any standard scientific plotting or volume-rendering environment.
DOI: 10.5281/zenodo.17709121
title: Dataset for elastic-wave CT resolution study: supporting data for Figures 1–9 and Tables 1–2

description: This dataset contains the synthetic models, ray-path geometries, inverted 3-D velocity volumes, and summary parameters used to produce Figures 1–9 and Tables 1–2 in the associated manuscript on resolution characteristics of 3-D elastic-wave computed tomography (CT).

The data are organised into subfolders Figure1–Figure9 and Tables. Each figure folder contains the numerical values used to generate the corresponding panels (true models, ray paths, inverted velocity models), together with a README file describing file formats, column definitions, and usage. The Tables folder stores the model-parameter combinations reported in Tables 1 and 2 (well spacing, excitation spacing, target size, and the ratio R = Es / L).

Spatial coordinates are given in metres (m), and velocities are P-wave velocities in metres per second (m/s). The volumes were visualised using Voxler (Golden Software), but the data can be loaded into any standard scientific plotting or volume-rendering environment.
DOI: 10.17632/v3vwm3jnwh.1
title: Carbon nanoparticles enhances leaves biomass and potential productivity in Amazonian tree seedlings

description: Data collected at the National Institute of Amazonian Research Campus III in Manaus, Brazil. Study sxperimentation in greenhouse from March 2023 to June 2023. The carbon nanoparticle (CNP) was applied in the substract, once a week during four weeks. Gas exchange measures were taken in the application month. Growth period was carried for other 60 days, and final analyses were performed in June.
DOI: 10.5281/zenodo.17661691
title: Dataset for 'Valence-bond solids, spin liquids, and unconventional criticality in a one-dimensional Kondo insulator'

description: Dataset (MPS tensors) supporting the findings presented in Phys. Rev. B 112, 155113.
DOI: 10.5281/zenodo.17661690
title: Dataset for 'Valence-bond solids, spin liquids, and unconventional criticality in a one-dimensional Kondo insulator'

description: Dataset (MPS tensors) supporting the findings presented in Phys. Rev. B 112, 155113.
DOI: 10.15468/dl.5zzg7f
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Protobothrops cornutus)",
 "Country is one of (China, India, Indonesia, Pakistan, Bangladesh, Japan, Philippines, Viet Nam, Türkiye, Iran (Islamic Republic of), Thailand, Myanmar, Korea, Republic of, Korea (Democratic People’s Republic of), Iraq, Afghanistan, Saudi Arabia, Uzbekistan, Malaysia, Yemen, Nepal, Sri Lanka, Kazakhstan, Syrian Arab Republic, Cambodia, Jordan, Azerbaijan, United Arab Emirates, Tajikistan, Israel, Lao People’s Democratic Republic, Lebanon, Kyrgyzstan, Turkmenistan, Singapore, Oman, Palestine, State of, Kuwait, Georgia, Mongolia, Armenia, Qatar, Bahrain, Timor-Leste, Cyprus, Bhutan, Maldives, Brunei Darussalam)",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 54 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007340-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/nh3g9gdrck
title: Raw data repository for "BRD2 bridges TFIID and histone acetylation to transcriptional initiation"

description: Uncropped fluorescent images and uncropped western blots for the manuscript "BRD2 bridges TFIID and histone acetylation to transcriptional initiation".
Bin Zheng (1)* Ruxuan Qiu (1) Sarah Gold (1) Marta Iwanaszko (1) Yuki Aoi (1) Benjamin Charles Howard (1) Madhurima Das (1) and Ali Shilatifard (1,2,†)* 

(1) Simpson Querrey Institute for Epigenetics and the Department of Biochemistry and Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA 
(2) Lead contact
(†) Chan Zuckerberg Investigator 

*Correspondence to: 

Ali Shilatifard and/or Bin Zheng 

Department of Biochemistry and Molecular Genetics 
The Louis A. Simpson and Kimberly K. Querrey Biomedical Research Center, Room 7-515 
303 East Superior Street, Chicago, IL 60611, USA 
Office: (312) 503-5217 
Email: ASH@Northwestern.edu 
Email: Bin.Zheng@Northwestern.edu
DOI: 10.17632/nh3g9gdrck.1
title: Raw data repository for "BRD2 bridges TFIID and histone acetylation to transcriptional initiation"

description: Uncropped fluorescent images and uncropped western blots for the manuscript "BRD2 bridges TFIID and histone acetylation to transcriptional initiation".
Bin Zheng (1)* Ruxuan Qiu (1) Sarah Gold (1) Marta Iwanaszko (1) Yuki Aoi (1) Benjamin Charles Howard (1) Madhurima Das (1) and Ali Shilatifard (1,2,†)* 

(1) Simpson Querrey Institute for Epigenetics and the Department of Biochemistry and Molecular Genetics, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA 
(2) Lead contact
(†) Chan Zuckerberg Investigator 

*Correspondence to: 

Ali Shilatifard and/or Bin Zheng 

Department of Biochemistry and Molecular Genetics 
The Louis A. Simpson and Kimberly K. Querrey Biomedical Research Center, Room 7-515 
303 East Superior Street, Chicago, IL 60611, USA 
Office: (312) 503-5217 
Email: ASH@Northwestern.edu 
Email: Bin.Zheng@Northwestern.edu
DOI: 10.13140/rg.2.2.24172.42888
title: ETI Píldoras gramaticales_salamalekum
DOI: 10.17632/ynw33r6jpc
title: Cocoa

description: Cocoa productions
DOI: 10.17632/ynw33r6jpc.1
title: Cocoa

description: Cocoa productions
DOI: 10.17632/2fb4s3sdkp
title: Analisys of CAIX, FH, SDHB, PDSS2, TFAM e HSP70

description: Analysis of mitochondrial markers (CAIX, FH, SDHB, PDSS2, TFAM and HSP70) immunoexpression beetween neoplastic and non-neoplastic tissue and their correlation with clinical pathological features and relevant outcomes.
DOI: 10.17632/2fb4s3sdkp.1
title: Analisys of CAIX, FH, SDHB, PDSS2, TFAM e HSP70

description: Analysis of mitochondrial markers (CAIX, FH, SDHB, PDSS2, TFAM and HSP70) immunoexpression beetween neoplastic and non-neoplastic tissue and their correlation with clinical pathological features and relevant outcomes.
DOI: 10.17632/hvs8pdkkyg.1
title: Crotalus durissus terrificus plasma proteome

description: Little is known about the plasma proteome of snakes, which may provide valuable biomarkers for health monitoring and novel therapeutic applications. This study aimed to characterize the plasma proteome of healthy adult Crotalus durissus terrificus snakes to establish a molecular baseline for physiological assessment and potential diagnostic use.
DOI: 10.15468/dl.gtkzpu
title: Occurrence Download

description: A dataset containing 13138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Verbesina encelioides"
 ]
}

 The dataset includes 13138 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007339-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w5tfxybj9t
title: Associations Between Out-of-Pocket Costs and Treatment Patterns in Psoriasis and Psoriatic Arthritis: A Claims-Based Cohort Study

description: Supplemental Material
DOI: 10.17632/w5tfxybj9t.1
title: Associations Between Out-of-Pocket Costs and Treatment Patterns in Psoriasis and Psoriatic Arthritis: A Claims-Based Cohort Study

description: Supplemental Material
DOI: 10.15468/dl.mfkxuw
title: Occurrence Download

description: A dataset listing the 4131212 species recorded in GBIF matching the query:
{
 "OccurrenceStatus" : [
 "is Present"
 ]
}

 The dataset's 4131212 records were derived from 87388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007312-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24403/jp.1512699
title: Entschlossen demokratisch! / Dr. Ute Engelkenmeier, BIB-Bundesvorsitzende
DOI: 10.15468/dl.s9vxud
title: Occurrence Download

description: A dataset containing 28061 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Species monitoring and inventories SICONA, Recorder-Lux database"
 ]
}

 The dataset includes 28061 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007344-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17052737
title: Marković et al

description: Accompanying ZooMS Data for Marković et al.
DOI: 10.5281/zenodo.17052736
title: Marković et al

description: Accompanying ZooMS Data for Marković et al.
DOI: 10.17632/8f6gnsrw2y
title: Data and scripts for: Learning the mechanism of collective microbial function via random community-media pairing

description: MATLAB simulation code and scripts for reproducing all figures in “Learning the mechanism of collective microbial function via random community–media pairing” by Luoqi Wang, Seppe Kuehn, and Mikhail Tikhonov.
DOI: 10.17632/8f6gnsrw2y.1
title: Data and scripts for: Learning the mechanism of collective microbial function via random community-media pairing

description: MATLAB simulation code and scripts for reproducing all figures in “Learning the mechanism of collective microbial function via random community–media pairing” by Luoqi Wang, Seppe Kuehn, and Mikhail Tikhonov.
DOI: 10.15468/dl.3mnza6
title: Occurrence Download

description: A dataset containing 28061 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Species monitoring and inventories SICONA, Recorder-Lux database"
 ]
}

 The dataset includes 28061 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007343-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gns2xm2zcx
title: Tuning the sensitivity of mechanosensory receptors through histidine scanning

description: Supplemental Movies for the paper titled with "Tuning the sensitivity of mechanosensory receptors through histidine scanning".
DOI: 10.17632/gns2xm2zcx.1
title: Tuning the sensitivity of mechanosensory receptors through histidine scanning

description: Supplemental Movies for the paper titled with "Tuning the sensitivity of mechanosensory receptors through histidine scanning".
DOI: 10.15468/dl.xek9ad
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Observation, Machine Observation, Fossil, Living Specimen, Occurrence evidence, Material citation)",
 "Country is Mexico",
 "TaxonKey is Cochliomyia hominivorax"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007346-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pvy8k
title: Occurrence Download

description: A dataset containing 908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attalea allenii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 908 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007349-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/47bk25cgjk
title: Orthogonal array and AVG values

description: Orthogonal array and AVG values
DOI: 10.17632/47bk25cgjk.1
title: Orthogonal array and AVG values

description: Orthogonal array and AVG values
DOI: 10.17632/ryhfyy87wj.1
title: OsHPPD structural data

description: This database contains the crystal structure of OsHPPD and the predicted structures of relevant mutants simulated using AlphaFold.
DOI: 10.24435/materialscloud:j9-15
title: Functional off-stoichiometry in Cu(In,Ga)Se2

description: Cu(In,Ga)Se2 (CIGSe) is a highly efficient absorber material in thin-film solar cells that demonstrates a unique ability to tolerate massive Cu deficiency, which is often manifested in the formation of ordered defect compounds (ODCs). The conventional explanation is that the off-stoichiometry is mediated by the charge-neutral complexes forming in high concentrations. In this work, we refute this simplistic picture by treating the off-stoichiometry as an integral part of the crystal structure. We discover a topotactic transformation series of stable ODC-like structures with different compositions that enable large Cu deficiency in the material while being practically invisible to X-ray and neutron diffraction. These structures reproduce the known band gap widening and allow reconcile several lasting conflicts between experimental findings and first-principles calculations. This dataset contains the PBEsol-optimized primitive cells of the near-stable ODC structures in the topotactic series.
DOI: 10.24435/materialscloud:n0-fw
title: Functional off-stoichiometry in Cu(In,Ga)Se2

description: Cu(In,Ga)Se2 (CIGSe) is a highly efficient absorber material in thin-film solar cells that demonstrates a unique ability to tolerate massive Cu deficiency, which is often manifested in the formation of ordered defect compounds (ODCs). The conventional explanation is that the off-stoichiometry is mediated by the charge-neutral complexes forming in high concentrations. In this work, we refute this simplistic picture by treating the off-stoichiometry as an integral part of the crystal structure. We discover a topotactic transformation series of stable ODC-like structures with different compositions that enable large Cu deficiency in the material while being practically invisible to X-ray and neutron diffraction. These structures reproduce the known band gap widening and allow reconcile several lasting conflicts between experimental findings and first-principles calculations. This dataset contains the PBEsol-optimized primitive cells of the near-stable ODC structures in the topotactic series.
DOI: 10.17632/bvc892xdrt
title: COMPARISONS OF VBIH, HDHHO, IGWS AND MPGA (N = 700 AND 1000)

description: COMPARISONS OF VBIH, HDHHO, IGWS AND MPGA (N = 700 AND 1000)
DOI: 10.17632/bvc892xdrt.1
title: COMPARISONS OF VBIH, HDHHO, IGWS AND MPGA (N = 700 AND 1000)

description: COMPARISONS OF VBIH, HDHHO, IGWS AND MPGA (N = 700 AND 1000)
DOI: 10.17632/n963pcwc7w
title: Data for manuscript of Manganese accelerates soil respiration and enriches Actinobacteria in a subtropical forest soil
DOI: 10.17632/n963pcwc7w.1
title: Data for manuscript of Manganese accelerates soil respiration and enriches Actinobacteria in a subtropical forest soil
DOI: 10.17632/yfm4sw8h25.1
title: The Global 30m Forest Age Map (Natural vs. Planted forest)

description: The Global 30m Forest Age Map (Natural vs. Planted Forest), 1985–2024 provides a worldwide, high-resolution dataset that separately maps the ages of natural and planted forests. Forest age is derived from Landsat time-series spectral change points using the CCDC algorithm. The dataset reveals global and regional patterns of forest development and offers a consistent basis for studies on forest dynamics, carbon cycles, and ecosystem management. In the data files, those beginning with NF correspond to natural forests, while those beginning with PF correspond to planted forests.
DOI: 10.17632/z79fhxkmtp
title: Research Data

description: Raw data for all figures in the article, from Figure 1 to Figure 4
DOI: 10.17632/z79fhxkmtp.1
title: Research Data

description: Raw data for all figures in the article, from Figure 1 to Figure 4
DOI: 10.17632/j9n94d2k6j
title: Pathologic sections of the spleen of mice in various groups are shown

description: Pathological sections of spleen of mice in each group (20X)
DOI: 10.17632/j9n94d2k6j.1
title: Pathologic sections of the spleen of mice in various groups are shown

description: Pathological sections of spleen of mice in each group (20X)
DOI: 10.17632/hgm33wsrcs
title: Tracing fabric-selective dolomitization process in bioturbated carbonate from a biogeochemical perspective of early diagenesis

description: Data S1 includes a C-O isotope dataset of burrow-filled dolomite and calcite matrix of bioturbated carbonate from different ages.
 Data S2 includes a Mg isotope dataset of Ordovician dolomite.
DOI: 10.17632/hgm33wsrcs.1
title: Tracing fabric-selective dolomitization process in bioturbated carbonate from a biogeochemical perspective of early diagenesis

description: Data S1 includes a C-O isotope dataset of burrow-filled dolomite and calcite matrix of bioturbated carbonate from different ages.
 Data S2 includes a Mg isotope dataset of Ordovician dolomite.
DOI: 10.17632/cg2w69gpdf
title: Machine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset Diabetes

description: Machine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset DiabetesMachine Learning-Optimized Metabolic Biomarker Panel for PrecisionMachine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset Diabetes Screening of Early-Stage Pancreatic Cancer in New-Machine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset DiabetesOnset DiabetesMachine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset Diabetes
DOI: 10.17632/cg2w69gpdf.1
title: Machine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset Diabetes

description: Machine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset DiabetesMachine Learning-Optimized Metabolic Biomarker Panel for PrecisionMachine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset Diabetes Screening of Early-Stage Pancreatic Cancer in New-Machine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset DiabetesOnset DiabetesMachine Learning-Optimized Metabolic Biomarker Panel for Precision Screening of Early-Stage Pancreatic Cancer in New-Onset Diabetes
DOI: 10.15468/dl.3wgds5
title: Occurrence Download

description: A dataset containing 908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attalea allenii",
 "HasCoordinate is true"
 ]
}

 The dataset includes 908 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007350-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/43ndspvpsx
title: Agent-based modeling and reinforcement learning for equitable waste transitions in Costa Rica: A national policy stress-test

description: CONTENT

ABMMACHINENEW.py – Agent-based model of household waste and recycling with optional PAYT policy. Outputs province-level and national waste, recycling, CO₂ and biogas indicators (model_summary.csv, agent_final_states.csv).

ECONOMICNEWWASTE.py – Uses ABM and RL outputs (agent_final_states.csv, agent_states_RL.csv) to compute annualized flows, total cost, cost per ton of waste and per kg CO₂, and discounted cost metrics. Outputs economic_comparison_results.csv and cost_breakdown.csv.

WASTESENSIVILITYNEW.py – ±20% one-way sensitivity analysis on key cost parameters for ABM and RL strategies. Outputs sensitivity_analysis_results.csv for tornado plots and robustness checks.

RLFIGURENEW.py – Builds a 2×2 figure with RL results by province (CO₂ avoided, recycling share, landfill mass) and cumulative recycling rate over time using agent_states_RL.csv and model_vars_RL.csv.

FUGREALLPROVINCES.py – Creates heatmaps of household accessibility to existing and potential facilities by province and distance band using ACCESS_FINAL_OUTPUT.csv.

Shapefiles (inputLayers.*, FindCentroidsOutput.*) – GIS layers used to derive accessibility metrics. Provided for transparency; not required to run the Python scripts, which work from CSVs.