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

description: A dataset containing 14949 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((102.31962 0.95923,131.87902 0.95923,131.87902 42.02503,102.31962 42.02503,102.31962 0.95923))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Balaenoptera edeni, Balaenoptera omurai, Kogia breviceps, Orcinus orca, Delphinus delphis, Feresa attenuata, Globicephala macrorhynchus, Grampus griseus, Kogia sima, Lagenodelphis hosei, Lutra lutra, Megaptera novaeangliae, Orcinus orca megallanicus, Peponocephala electra, Phoca largha, Pseudorca crassidens, Stenella attenuata, Stenella longirostris, Tursiops aduncus, Tursiops truncatus, Ziphius cavirostris, Balaenoptera acutorostrata, Berardius bairdii, Delphinus capensis, Erignathus barbatus, Eschrichtius robustus, Eumetopias jubatus, Indopacetus pacificus, Lagenorhynchus obliquidens, Mesoplodon densirostris, Mesoplodon peruvianus, Pusa hispida, Stenella coeruleoalba, Steno bredanensis)",
 "Year 2000-2024"
 ]
}

 The dataset includes 14949 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015636-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uef89p
title: Occurrence Download

description: A dataset containing 6463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dalea candida",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6463 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015637-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17762727
title: Reducing Pendency, Preventing Misuse: AI in India's Judicial System
title: Replication package (data, code, templates)

description: Replication package for “Reducing Pendency, Preventing Misuse: AI in India’s Judicial System”.Data type: fixed-seed synthetic (no real or personal data). Seed: 1729.Contents:– data/: synthetic dataset and generator (config with seed = 1729)– scripts/: one-command runner, analysis (metadata-only logistic regression)– docs/: weekly_metrics.csv, replication report, README– templates/: RRIL, XS, MPR, PMMP– CITATION.cff, per-file LICENSESHow to run: python scripts/run_all.py (see README; requires Python 3.10+; pip install -r environment/requirements.txt).Licenses (file-level): Code — MIT; Synthetic data — CC0 1.0; Templates - CC BY 4.0.Contact: researcherarpita@gmail.comNote: Materials are provided solely to enable replication and reviewer verification.
DOI: 10.5281/zenodo.17762726
title: Reducing Pendency, Preventing Misuse: AI in India's Judicial System
title: Replication package (data, code, templates)

description: Replication package for “Reducing Pendency, Preventing Misuse: AI in India’s Judicial System”.Data type: fixed-seed synthetic (no real or personal data). Seed: 1729.Contents:– data/: synthetic dataset and generator (config with seed = 1729)– scripts/: one-command runner, analysis (metadata-only logistic regression)– docs/: weekly_metrics.csv, replication report, README– templates/: RRIL, XS, MPR, PMMP– CITATION.cff, per-file LICENSESHow to run: python scripts/run_all.py (see README; requires Python 3.10+; pip install -r environment/requirements.txt).Licenses (file-level): Code — MIT; Synthetic data — CC0 1.0; Templates - CC BY 4.0.Contact: researcherarpita@gmail.comNote: Materials are provided solely to enable replication and reviewer verification.
DOI: 10.13140/rg.2.2.15973.87529
title: Análisis de la Circular interna 0120 del 27 de noviembre de 2025. By Jhon Jairo Sinning F.
DOI: 10.15468/dl.evpyvh
title: Occurrence Download

description: A dataset containing 11955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dalea purpurea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11955 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015639-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.lfhiu0zn
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.krx5sz
title: Occurrence Download

description: A dataset containing 26100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanogrammus aeglefinus, Micromesistius poutassou, Boreogadus saida, Scomber scombrus, Gadus chalcogrammus)",
 "DecimalLatitude is greater than or equal to 55",
 "DecimalLatitude is less than or equal to 90",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Specimen)"
 ]
}

 The dataset includes 26100 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015638-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qrgccs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles gambiae"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015640-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5jw36
title: Occurrence Download

description: A dataset containing 2205 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Presence-absence of plant habitat specialists in 15 patches"
 ]
}

 The dataset includes 2205 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015641-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2g6b9
title: Occurrence Download

description: A dataset containing 12049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera leo"
 ]
}

 The dataset includes 12049 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015642-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq4xn7
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Danthonia unispicata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1192 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015644-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pun76a
title: Occurrence Download

description: A dataset containing 172327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry MULTIPOLYGON(((117.91017 5.79141,118.01682 5.79151,118.01662 5.90765,117.91024 5.90767,117.91017 5.79141)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "Year 1980-2025"
 ]
}

 The dataset includes 172327 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015600-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30608612
title: Flower-leaf sequence shapes plant phenological sensitivity to warming

description: dataset1. data for main text analysis#f1: 20250714 df_sum: phenology+MAT+trait#f2: 20250714 df_sum_season: phenology+seasonal Temperature+trait#f3: 20250714_species_sequence: for phylogeny plot#f4: 20250714_df_site: for site map#f5: 20250714_Tsen_re_f_sp: temperature sensitivity of reproductive phenology in flower-first for each species#f6: 20250714_Tsen_re_l_sp: temperature sensitivity of reproductive phenology in leaf-first for each species#f7: 20250714_Tsen_ve_f_sp: temperature sensitivity of vegetative phenology in flower-first for each species#f8: 20250714_Tsen_ve_l_sp: temperature sensitivity of vegetative phenology in leaf-first for each species2. data for supplementary information#f9: sm-20250308_df_sum_flower0leaf0#f10: sm-20250308_species_sequence_flower0leaf0#f11: sm-20250308_df_site_flower0leaf0#f12: sm-20250714_species_individualCountcodeanalysis code for main text: 20250714_phenology analysisanalysis code for supplementary information: 20250714_phenology analysis_sm<br>
DOI: 10.6084/m9.figshare.30608612.v2
title: Flower-leaf sequence shapes plant phenological sensitivity to warming

description: dataset1. data for main text analysis#f1: 20250714 df_sum: phenology+MAT+trait#f2: 20250714 df_sum_season: phenology+seasonal Temperature+trait#f3: 20250714_species_sequence: for phylogeny plot#f4: 20250714_df_site: for site map#f5: 20250714_Tsen_re_f_sp: temperature sensitivity of reproductive phenology in flower-first for each species#f6: 20250714_Tsen_re_l_sp: temperature sensitivity of reproductive phenology in leaf-first for each species#f7: 20250714_Tsen_ve_f_sp: temperature sensitivity of vegetative phenology in flower-first for each species#f8: 20250714_Tsen_ve_l_sp: temperature sensitivity of vegetative phenology in leaf-first for each species2. data for supplementary information#f9: sm-20250308_df_sum_flower0leaf0#f10: sm-20250308_species_sequence_flower0leaf0#f11: sm-20250308_df_site_flower0leaf0#f12: sm-20250714_species_individualCountcodeanalysis code for main text: 20250714_phenology analysisanalysis code for supplementary information: 20250714_phenology analysis_sm<br>
DOI: 10.6084/m9.figshare.30608612.v3
title: Flower-leaf sequence shapes plant phenological sensitivity to warming

description: dataset1. data for main text analysis#f1: 20250714 df_sum: phenology+MAT+trait#f2: 20250714 df_sum_season: phenology+seasonal Temperature+trait#f3: 20250714_species_sequence: for phylogeny plot#f4: 20250714_df_site: for site map#f5: 20250714_Tsen_re_f_sp: temperature sensitivity of reproductive phenology in flower-first for each species#f6: 20250714_Tsen_re_l_sp: temperature sensitivity of reproductive phenology in leaf-first for each species#f7: 20250714_Tsen_ve_f_sp: temperature sensitivity of vegetative phenology in flower-first for each species#f8: 20250714_Tsen_ve_l_sp: temperature sensitivity of vegetative phenology in leaf-first for each species2. data for supplementary information#f9: sm-20250308_df_sum_flower0leaf0#f10: sm-20250308_species_sequence_flower0leaf0#f11: sm-20250308_df_site_flower0leaf0#f12: sm-20250714_species_individualCountcodeanalysis code for main text: 20250714_phenology analysisanalysis code for supplementary information: 20250714_phenology analysis_sm<br>
DOI: 10.15468/dl.uy8s5v
title: Occurrence Download

description: A dataset containing 2808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus molitor"
 ]
}

 The dataset includes 2808 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015645-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbxt2x
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Darwinia diosmoides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 277 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015646-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17581147
title: Dataset: MatCreatioNN: Machine Learning Guided Discovery of Photocatalysts for Environmental Applications

description:  

MatCreatioNN – Zenodo Archive

This Zenodo record contains all datasets and supporting files required to reproduce the machine-learning framework, prediction funnel, and stability/catalysis filters used in the MatCreatioNN workflow. The archive provides complete transparency and reproducibility for the ML-driven screening of Metal–Organic Frameworks (MOFs).



Included in this Archive





MOF_MachineLearningDatasets/Contains the eight curated MOF datasets used to train the CGCNN models in the multi-stage screening funnel. These datasets cover:• Thermal stability• Water stability• CO₂ adsorption energies• CO₂/H₂O selectivity• Available surface area• Material cost estimation• Sustainability (waste-derived element classification)• Synthesis likelihood

These datasets directly correspond to the thirteen trained CGCNN predictors used in the study.




SupplementalDatasets/This directory contains several key datasets used in the reproducibility study, including:• MOFSimplify Thermal Stability dataset• MOFSimplify Water Stability dataset• Atomic-scale MOF cost breakdown (element-level industrial cost assignments)• List of sustainable atoms as defined in ref.• 381-material experimental dataset for researchers interested in verifying generalizability of this workflow to other activated-oxygen-photocatalysis (AOP) domains

These datasets support training, benchmarking, and external replication of catalytic and materials-property models.





Overview

MatCreatioNN is a computational pipeline for the generation, evaluation, and property prediction of MOFs.The full workflow integrates:• Crystal Graph Convolutional Neural Networks (CGCNNs)• AI-assisted MOF generation• Quantile-based multi-stage filtering• Stability, adsorption, sustainability, and cost scoring

This Zenodo archive provides the datasets necessary to reproduce all machine-learning training runs and validation tests used in the accompanying study.



For Code, Trained Models, and Implementation

The source code, trained CGCNN models, and supporting scripts used in this project are available on GitHub:https://github.com/SatyaK-0/MatCreatioNN



License

Unless otherwise noted, data is released under the MIT License or the associated dataset license.
DOI: 10.5281/zenodo.17581148
title: Dataset: MatCreatioNN: Machine Learning Guided Discovery of Photocatalysts for Environmental Applications

description:  

MatCreatioNN – Zenodo Archive

This Zenodo record contains all datasets and supporting files required to reproduce the machine-learning framework, prediction funnel, and stability/catalysis filters used in the MatCreatioNN workflow. The archive provides complete transparency and reproducibility for the ML-driven screening of Metal–Organic Frameworks (MOFs).



Included in this Archive





MOF_MachineLearningDatasets/Contains the eight curated MOF datasets used to train the CGCNN models in the multi-stage screening funnel. These datasets cover:• Thermal stability• Water stability• CO₂ adsorption energies• CO₂/H₂O selectivity• Available surface area• Material cost estimation• Sustainability (waste-derived element classification)• Synthesis likelihood

These datasets directly correspond to the thirteen trained CGCNN predictors used in the study.




SupplementalDatasets/This directory contains several key datasets used in the reproducibility study, including:• MOFSimplify Thermal Stability dataset• MOFSimplify Water Stability dataset• Atomic-scale MOF cost breakdown (element-level industrial cost assignments)• List of sustainable atoms as defined in ref.• 381-material experimental dataset for researchers interested in verifying generalizability of this workflow to other activated-oxygen-photocatalysis (AOP) domains

These datasets support training, benchmarking, and external replication of catalytic and materials-property models.





Overview

MatCreatioNN is a computational pipeline for the generation, evaluation, and property prediction of MOFs.The full workflow integrates:• Crystal Graph Convolutional Neural Networks (CGCNNs)• AI-assisted MOF generation• Quantile-based multi-stage filtering• Stability, adsorption, sustainability, and cost scoring

This Zenodo archive provides the datasets necessary to reproduce all machine-learning training runs and validation tests used in the accompanying study.



For Code, Trained Models, and Implementation

The source code, trained CGCNN models, and supporting scripts used in this project are available on GitHub:https://github.com/SatyaK-0/MatCreatioNN



License

Unless otherwise noted, data is released under the MIT License or the associated dataset license.
DOI: 10.34740/kaggle/dsv/13921479
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ujwthp
title: Occurrence Download

description: A dataset containing 15513837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((74 11.3,78.3 11.3,78.3 18.3,74 18.3,74 11.3))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 15513837 records from 711 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015626-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkdhmg
title: Occurrence Download

description: A dataset containing 416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-9869.0",
 "Country is Spain",
 "Geometry POLYGON((-2.33313 43.2593,-4.88892 45.74445,-10.31029 43.70885,-11.00733 37.72823,-6.82512 35.74227,-1.01651 36.306,3.70783 42.12081,-2.33313 43.2593))",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (cb202839-87c6-456a-821c-dc5b268a200f, 0363cbd4-f666-455e-8e86-0bbddcf51950, 6f3ccc65-0a54-4e65-ae7e-13b92d618e7c, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 730cd32c-627f-44a8-9d93-fcfb23ade969, 8209258a-80e8-4094-aba2-a3febe5ed45b, 2f390a80-56f3-11da-880b-b8a03c50a862, 30b36805-4849-4abb-a39c-01b3a7fa3f2e, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, da86174a-a605-43a4-a5e8-53d484152cd3)",
 "TaxonKey is Senecio pterophorus"
 ]
}

 The dataset includes 416 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015648-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17666946
title: OPV2V-R-Test

description: SHA-256 Checksum: e89536ff8a013e0908577ca5f5cdc8f12ce5b5fdd7c3f7a5109c6f3182891885
DOI: 10.5281/zenodo.17666945
title: OPV2V-R-Test

description: SHA-256 Checksum: e89536ff8a013e0908577ca5f5cdc8f12ce5b5fdd7c3f7a5109c6f3182891885
DOI: 10.5281/zenodo.17667005
title: OPV2V-R-Validate

description: SHA-256 Checksums: 224af726c4816d2b6687a6c5a30a7f3610b95c2f01304f51f058df749d61938d
DOI: 10.5281/zenodo.17667004
title: OPV2V-R-Validate

description: SHA-256 Checksums: 224af726c4816d2b6687a6c5a30a7f3610b95c2f01304f51f058df749d61938d
DOI: 10.15468/dl.4t2zv6
title: Occurrence Download

description: A dataset containing 35317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Botaurus stellaris",
 "Year 2000-2025"
 ]
}

 The dataset includes 35317 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015650-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17685013
title: OPV2V-R-Train-One

description: SHA-256 Checksums: 4b923c8ac4ee96373564d25be8ca6855daac9b4bc46579b2b47852302d1ca293
DOI: 10.5281/zenodo.17685014
title: OPV2V-R-Train-One

description: SHA-256 Checksums: 4b923c8ac4ee96373564d25be8ca6855daac9b4bc46579b2b47852302d1ca293
DOI: 10.5281/zenodo.17685128
title: OPV2V-R-Train-Two

description: SHA-256 Checksums: 586b526dba85b4bf0f2a5c35c9991661969956e22c464ee4c6e320934124339e
DOI: 10.5281/zenodo.17685127
title: OPV2V-R-Train-Two

description: SHA-256 Checksums: 586b526dba85b4bf0f2a5c35c9991661969956e22c464ee4c6e320934124339e
DOI: 10.15468/dl.rpmtak
title: Occurrence Download

description: A dataset containing 505648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Seychelles",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 505648 records from 712 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015594-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mpjw6r
title: Occurrence Download

description: A dataset containing 5043 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coreopsis tinctoria Nutt."
 ]
}

 The dataset includes 5043 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028064-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma9tbv
title: Occurrence Download

description: A dataset containing 20053 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balaenoptera acutorostrata Lacépède, 1804"
 ]
}

 The dataset includes 20053 records from 355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0311234-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.90055
title: Sea surface temperature and sea ice indicators on ODP Site 177-1093
DOI: 10.15468/dl.s5tkwv
title: Occurrence Download

description: A dataset containing 13923 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is India",
 "Country is Bhutan",
 "Country is Myanmar"
 ]
 },
 "TaxonKey is Litsea Lam."
 ]
}

 The dataset includes 13923 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078914-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8yrwl
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Thamnophis butleri (Cope, 1889)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 244 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020765-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.90056
title: Sea surface temperature and sea ice indicators on ODP Site 177-1094
DOI: 10.1594/pangaea.90057
title: Sea surface temperature and sea ice indicators on sediment core PS2089-2