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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaspius delineatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034930-251025141854904/datasets/export for details.
DOI: 10.15468/dl.8wz2gv
title: Occurrence Download

description: A dataset containing 14938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((30.01139 28.95908,31.16739 28.95908,31.16739 29.71876,30.01139 29.71876,30.01139 28.95908))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 14938 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034929-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17614983
title: Voynich Manuscript Morphemic Decryption - Analysis Results

description: Comprehensive morphemic analysis results for the Voynich Manuscript. This dataset contains:

Morpheme inventory with frequency analysis
Word decomposition results
Statistical validation (chi-square tests)
Confidence metrics and distribution analysis
Generated using advanced computational linguistics methods and statistical validation.
description: This research applies morphemic decomposition techniques to the Voynich Manuscript text.
DOI: 10.5281/zenodo.17614982
title: Voynich Manuscript Morphemic Decryption - Analysis Results

description: Comprehensive morphemic analysis results for the Voynich Manuscript. This dataset contains:

Morpheme inventory with frequency analysis
Word decomposition results
Statistical validation (chi-square tests)
Confidence metrics and distribution analysis
Generated using advanced computational linguistics methods and statistical validation.
description: This research applies morphemic decomposition techniques to the Voynich Manuscript text.
DOI: 10.15468/dl.xrbnzk
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.8188 23.99913, -107.6688 23.99913, -107.6688 24.14913, -107.8188 24.14913, -107.8188 23.99913))"
 ]
}

 The dataset includes 57 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034931-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/8384290
title: ARC_Prize_2025_prompts
DOI: 10.15468/dl.ddfbwh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuciscus aspius",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034932-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17614988
title: Project Jarāʾid: Snapshot of bibliographic metadata from Wikidata for all Arabic periodicals published worldwide before 1930

description: Monthly snapshot of all bibliographic data from Wikidata for Arabic periodicals published worldwide before 1930. This repository contains RDF for all Wikidata items of the first-order (i.e. periodicals), serialised in Turtle and JSON-LD.

The data set comprises titles, type of publication, publication dates, intervals, editors, places of publication and holdings.
DOI: 10.15468/dl.qrruqe
title: Occurrence Download

description: A dataset containing 1726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lobesia botrana"
 ]
}

 The dataset includes 1726 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034933-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7qpvs
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.6688 23.99913, -107.5188 23.99913, -107.5188 24.14913, -107.6688 24.14913, -107.6688 23.99913))"
 ]
}

 The dataset includes 137 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034935-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwwra7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leuciscus baicalensis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034936-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17614794
title: Underwater images collected by a Kite surf in Le-Morne-Ambulante-Nord, Mauritius - 2019-01-26

description: This dataset was collected by a Kite surf in Le-Morne-Ambulante-Nord, Mauritius - 2019-01-26. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
DOI: 10.5281/zenodo.17615001
title: GMT file for Anopheles gambiae pathways

description: Monthly data release from WikiPathways.org
DOI: 10.5281/zenodo.17615004
title: GMT file for Arabidopsis thaliana pathways

description: Monthly data release from WikiPathways.org
DOI: 10.15468/dl.zxa8zr
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-107.5188 23.99913, -107.3688 23.99913, -107.3688 24.14913, -107.5188 24.14913, -107.5188 23.99913))"
 ]
}

 The dataset includes 83 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034937-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17615005
title: GMT file for Bos taurus pathways

description: Monthly data release from WikiPathways.org
DOI: 10.15468/dl.d2qqgm
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriachaenium magellanicum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009492-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18361107
title: RCA Ω 2027 — Phase VI: CMB-Constrained Minimal Interaction Validation

description: Phase VI of the RCA Ω 2027 project documents the minimal-interaction validation stage under strict CMB distance prior constraints.This release is not intended to optimize cosmological tension resolution. Instead, it provides a transparent audit of how a time-independent RCA coupling behaves when early-universe geometry is fully enforced.The results demonstrate that the minimal RCA framework does not produce instabilities or artificial parameter tuning under CMB constraints, but instead reduces smoothly toward ΛCDM-like behavior. This reduction defines the physical boundary of applicability for time-independent RCA interactions.The archive contains full source code, configuration files, MCMC chains, logs, and reproducibility metadata. All results can be regenerated from initialization to final chain using the provided materials.No post-hoc parameter rescue, selective filtering, or retrospective optimization has been applied. This archive represents the exact Phase VI validation state as executed.Phase VI serves as the consistency anchor for subsequent late-time activation studies developed in Phase VII.
description: This archive corresponds to the Phase VI Final Lock state. No post-hoc parameter tuning or selective reruns were performed. All reported results correspond exactly to the archived configuration and execution state.
DOI: 10.5281/zenodo.18361108
title: RCA Ω 2027 — Phase VI: CMB-Constrained Minimal Interaction Validation

description: Phase VI of the RCA Ω 2027 project documents the minimal-interaction validation stage under strict CMB distance prior constraints.This release is not intended to optimize cosmological tension resolution. Instead, it provides a transparent audit of how a time-independent RCA coupling behaves when early-universe geometry is fully enforced.The results demonstrate that the minimal RCA framework does not produce instabilities or artificial parameter tuning under CMB constraints, but instead reduces smoothly toward ΛCDM-like behavior. This reduction defines the physical boundary of applicability for time-independent RCA interactions.The archive contains full source code, configuration files, MCMC chains, logs, and reproducibility metadata. All results can be regenerated from initialization to final chain using the provided materials.No post-hoc parameter rescue, selective filtering, or retrospective optimization has been applied. This archive represents the exact Phase VI validation state as executed.Phase VI serves as the consistency anchor for subsequent late-time activation studies developed in Phase VII.
description: This archive corresponds to the Phase VI Final Lock state. No post-hoc parameter tuning or selective reruns were performed. All reported results correspond exactly to the archived configuration and execution state.
DOI: 10.15468/dl.v79v4f
title: Occurrence Download

description: A dataset containing 2136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neopithecops zalmora"
 ]
}

 The dataset includes 2136 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009493-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ertnhu
title: Replication Data for: Do Better Managers Bribe Less? Cross-National and Experimental Evidence
title: Business and Politics, Cambridge University Press

description: Work on the relationship between regulation and bribery suggests that bribes are a joint function of the demands of bureaucrats and the supply of business managers willing to pay them. However, due to biases in measurement, empirical work has concentrated on country-level, demand-side drivers, while research on factors that lead businesses to bribe remains theoretically rich but empirically underdeveloped. We contribute to the burgeoning work on the supply of bribery with a formal model that predicts poorly managed firms may strategically initiate bribes because resource constraints and/or poor service quality necessitate shortcuts in regulatory compliance. To test these theories, we present two connected studies. The first demonstrates that the predictions are consistent with cross-national business survey data. The second, a field experiment, randomly assigned firms to management training courses in Vietnam. Using detailed accounting books, we find that firms in the management course paid monthly bribes less than one-fifth the size (\$227 less) of the placebo group, and, consistent with our predictions, had higher levels of regulatory compliance.
DOI: 10.15468/dl.u6643f
title: Occurrence Download

description: A dataset containing 3168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puma concolor)",
 "HasCoordinate is true",
 "Country is United States of America",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 3168 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009495-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtxrhw
title: Occurrence Download

description: A dataset containing 561475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vaccinium vitis-idaea"
 ]
}

 The dataset includes 561475 records from 974 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009473-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3t7tys
title: Occurrence Download

description: A dataset containing 19113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erigeron canadensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 19113 records from 663 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009496-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k25mfc
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Paleobiology Database",
 "TaxonKey is Glyptostrobus Endl."
 ]
}

 The dataset includes 313 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017420-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/tqmcg2
title: Dataset_General_Metadata.pdf

description: MetaData associated with the dataset
DOI: 10.5281/zenodo.15281670
title: Code and model output for "Impact of climate variability and change on the surface ozone response to NOx emissions reductions"

description: This repository contains the pre-processed model output and analysis code used to produce figures for Le Roy, E.J., Wong, A.Y.H., Eastham, S.D., Fiore, A.M., Selin, N.E., "Impact of climate variability and change on the ozone response to NOx emissions reductions" (2025) Environmental Science & Technology, 59 (21), 10422-10433 https://doi.org/10.1021/acs.est.5c01347.

For the latest updates, please see the GitHub repository: https://github.com/emmleroy/future-climate-ozone-sensitivity/

The source code is distributed under the MIT License, the model output in this repository is licensed under CC BY 4.0.

Project Directory



LICENSE                    : MIT License for the source code

setup.py                    : project package setup file

environment.yml       : virtual conda environment ('OZCLIM-env')

model_output.zip     : zipped pre-processed model output (what GCHP_CAM_public/ would point to in the figure scripts)

scripts.zip                 : Jupyter notebooks for all plots (Figures 1-4 and Figures S1-S11)             

src.zip                        : project package (contains utility functions in tools.py)
DOI: 10.5281/zenodo.15281671
title: Code and model output for "Impact of climate variability and change on the surface ozone response to NOx emissions reductions"

description: This repository contains the pre-processed model output and analysis code used to produce figures for Le Roy, E.J., Wong, A.Y.H., Eastham, S.D., Fiore, A.M., Selin, N.E., "Impact of climate variability and change on the ozone response to NOx emissions reductions" (2025) Environmental Science & Technology, 59 (21), 10422-10433 https://doi.org/10.1021/acs.est.5c01347.

For the latest updates, please see the GitHub repository: https://github.com/emmleroy/future-climate-ozone-sensitivity/

The source code is distributed under the MIT License, the model output in this repository is licensed under CC BY 4.0.

Project Directory



LICENSE                    : MIT License for the source code

setup.py                    : project package setup file

environment.yml       : virtual conda environment ('OZCLIM-env')

model_output.zip     : zipped pre-processed model output (what GCHP_CAM_public/ would point to in the figure scripts)

scripts.zip                 : Jupyter notebooks for all plots (Figures 1-4 and Figures S1-S11)             

src.zip                        : project package (contains utility functions in tools.py)
DOI: 10.6084/m9.figshare.29222354
title: Original data and 16S

description: The original data regarding the mediating role of microplastics in soil carbon and nitrogen cycles, along with the 16S rRNA gene sequencing data.
DOI: 10.6084/m9.figshare.29222354.v1
title: Original data and 16S

description: The original data regarding the mediating role of microplastics in soil carbon and nitrogen cycles, along with the 16S rRNA gene sequencing data.
DOI: 10.5281/zenodo.15576144
title: nlp_planning_comment_pairs

description: These are paired sentences derived from public planning objections. This is the downsamples set of 100,000 positive pairs, and 100,000 negative pairs.
DOI: 10.5281/zenodo.15583249
title: nlp_planning_comment_pairs

description: These are paired sentences derived from public planning objections. This is the downsamples set of 100,000 positive pairs, and 100,000 negative pairs.
DOI: 10.15468/dl.ny4dxa
title: Occurrence Download

description: A dataset containing 20031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Geobacter Lovley et al., 1995"
 ]
}

 The dataset includes 20031 records from 391 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017421-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tg5eu4
title: Occurrence Download

description: A dataset containing 2693794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficedula albicollis (Pallas, 1811), Acrocephalus arundinaceus (Temminck & Schlegel, 1847), Pelobates fuscus (Laurenti, 1768), Locustella luscinioides (Savi, 1824), Emberiza calandra Aerc Tac, 2003, Rana dalmatina Bonaparte, 1840, Ophiogomphus cecilia (Fourcroy, 1785), Ficedula albicollis (Temminck, 1815), Myotis daubentonii (Leisler, 1819), Lanius excubitor Linnaeus, 1758, Coronella austriaca Kristan, 1957, Rallus aquaticus Linnaeus, 1758, Pipistrellus kuhlii (Natterer, 1819), Mareca strepera strepera, Lacerta agilis Linnaeus, 1758, Triturus cristatus (Laurenti, 1768), Myotis mystacinus (Leisler, 1819), Falco peregrinus Tunstall, 1771, Myotis daubentonii (Kuhl, 1817), Motacilla cinerea Tunstall, 1771, Bufo calamita Cope, 1864, Myotis bechsteinii (Leisler, 1818))",
 "Year is not null",
 "Year is one of (2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023)",
 "HasCoordinate is TRUE",
 "DecimalLatitude is greater than or equal to 44.95782311925129",
 "DecimalLatitude is less than or equal to 58.30331634439415",
 "DecimalLongitude is greater than or equal to -10.001896207643075",
 "DecimalLongitude is less than or equal to 30.31691447027875",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2693794 records from 4410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017403-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/promice/data/ice_discharge/d/v02/6sdb4p
title: sector_D.csv.zip

description: Sector discharge. Document version 9aecb75
DOI: 10.22008/promice/data/ice_discharge/d/v02/nklm4r
title: sector_err.csv.zip

description: Sector error. Document version 9aecb75
DOI: 10.22008/promice/data/ice_discharge/d/v02/ugzofw
title: sector.nc

description: Sector discharge, coverage, and error. Document version 9aecb75
DOI: 10.22008/promice/data/ice_discharge/d/v02/78nbj6
title: gate_D.csv

description: Gate discharge. Git hash: cb7c97c
DOI: 10.22008/promice/data/ice_discharge/d/v02/wkxn6z
title: gate_coverage.csv

description: Gate coverage. Git hash: cb7c97c
DOI: 10.5061/dryad.pk0p2ngqz
title: Prioritization – ZONATION of Šumava National Park

description: The final raster layer of prioritization created by using ZONATION
 software. It is a result of our analyses: we made habitat suitability
 models for fifty species and used a habitat mapping layer – a detailed
 description of natural habitats with its older and updated version of the
 layer. These biodiversity features were inputs for ZONATION. The algorithm
 starts from the whole landscape and iteratively removes pixels of the
 raster of the lowest conservation value. We used ABF (additive benefit
 functions) algorithm, which emphasizes locations with many occurrences of
 different species and richness of the inputs. The final file divides
 Šumava NP (our study area) into one hundred same pieces according to its
 conservation priority.
description: Dataset was prepared by using ZONATION software with biodiversity
 features (habitat suitability models, habitat layers).
DOI: 10.22008/promice/data/ice_discharge/d/v02/fpv0yi
title: gate_err.csv

description: Gate errors. Git hash: cb7c97c
DOI: 10.22008/promice/data/ice_discharge/d/v02/oexosw
title: gate.nc

description: Gate discharge, coverage, error, and metadata. Git hash: cb7c97c