cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4apwnr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-111.79057871431826 26.328060725904997,-111.15734876101686 26.328060725904997,-111.15734876101686 26.961290679206392,-111.79057871431826 26.961290679206392,-111.79057871431826 26.328060725904997))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ferocactus pilosus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011333-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17478101
title: IE cosmology vs ΛCDM: posterior MCMC chains, likelihood scripts and reproducible notebook (v1)

description: This deposit contains the posterior MCMC chains (HDF5), the comparison notebook, and the case-specific likelihood/cosmology scripts used for a strict like-for-like comparison between the Iterative Energetics (IE) cosmology and ΛCDM using late-time data only: Pantheon+/SH0ES SNe (STAT+SYS in the eigen-basis) and BOSS DR12 compressed BAO. The goal is full reproducibility of the analysis and the statistical summaries/figures.

Contents    •    IE_vs_LambdaCDM_MCMC_chains_v1.zip    •    cases/ (Baseline, WideTS, OmFree, CheckCMB) with .h5 chains for IE and ΛCDM    •    notebooks/CosmoModelCompare.ipynb (post-processing & figures)    •    results/ (reproduced outputs)    •    IE_vs_LambdaCDM_helper_files_v1.zip    •    README.md (reproduction guide)    •    requirements.txt, environment.yml    •    LICENSE (MIT for code), LICENSES/CC0-1.0.txt (data)    •    CITATION.cff    •    (optional) IE_vs_LambdaCDM_LaTeX_sources_v1.zip — LaTeX sources and figures for the preprint.

Reproducibility (quick start)    1.    Create the environment: conda env create -f environment.yml(or) pip install -r requirements.txt.    2.    Open notebooks/CosmoModelCompare.ipynb.    3.    Select a case directory (e.g., cases/Baseline/PriorPlanck/…) and run all cells.The notebook locates the .h5 chains and reproduces diagnostic tables (WAIC/PSIS-LOO, AIC/BIC/DIC, blockwise χ²) and the comparison figures used in the manuscript.

Licensing    •    Code & notebooks: MIT License.    •    Data products (chains, figures, CSVs): CC0 1.0 Universal.The record-level Zenodo license applies to the dataset entry; file-level licenses are included in the repository and prevail for those files.

Recommended citation

Prieto López, C. (2025). IE cosmology vs ΛCDM: posterior MCMC chains, likelihood scripts and reproducible notebook (v1). Zenodo.

Contactcontact@model-ie.com

Keywordscosmology; ΛCDM; dark energy; supernovae; BAO; Pantheon+; BOSS DR12; H₀; MCMC; emcee; ArviZ; WAIC; PSIS-LOO.
DOI: 10.5281/zenodo.17478102
title: IE cosmology vs ΛCDM: posterior MCMC chains, likelihood scripts and reproducible notebook (v1)

description: This deposit contains the posterior MCMC chains (HDF5), the comparison notebook, and the case-specific likelihood/cosmology scripts used for a strict like-for-like comparison between the Iterative Energetics (IE) cosmology and ΛCDM using late-time data only: Pantheon+/SH0ES SNe (STAT+SYS in the eigen-basis) and BOSS DR12 compressed BAO. The goal is full reproducibility of the analysis and the statistical summaries/figures.

Contents    •    IE_vs_LambdaCDM_MCMC_chains_v1.zip    •    cases/ (Baseline, WideTS, OmFree, CheckCMB) with .h5 chains for IE and ΛCDM    •    notebooks/CosmoModelCompare.ipynb (post-processing & figures)    •    results/ (reproduced outputs)    •    IE_vs_LambdaCDM_helper_files_v1.zip    •    README.md (reproduction guide)    •    requirements.txt, environment.yml    •    LICENSE (MIT for code), LICENSES/CC0-1.0.txt (data)    •    CITATION.cff    •    (optional) IE_vs_LambdaCDM_LaTeX_sources_v1.zip — LaTeX sources and figures for the preprint.

Reproducibility (quick start)    1.    Create the environment: conda env create -f environment.yml(or) pip install -r requirements.txt.    2.    Open notebooks/CosmoModelCompare.ipynb.    3.    Select a case directory (e.g., cases/Baseline/PriorPlanck/…) and run all cells.The notebook locates the .h5 chains and reproduces diagnostic tables (WAIC/PSIS-LOO, AIC/BIC/DIC, blockwise χ²) and the comparison figures used in the manuscript.

Licensing    •    Code & notebooks: MIT License.    •    Data products (chains, figures, CSVs): CC0 1.0 Universal.The record-level Zenodo license applies to the dataset entry; file-level licenses are included in the repository and prevail for those files.

Recommended citation

Prieto López, C. (2025). IE cosmology vs ΛCDM: posterior MCMC chains, likelihood scripts and reproducible notebook (v1). Zenodo.

Contactcontact@model-ie.com

Keywordscosmology; ΛCDM; dark energy; supernovae; BAO; Pantheon+; BOSS DR12; H₀; MCMC; emcee; ArviZ; WAIC; PSIS-LOO.
DOI: 10.15468/dl.gzdavt
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ferocactus rectispinus"
 ]
}

 The dataset includes 125 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011335-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyx8pw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is one of (四川, sichuan, Sichuan)",
 "TaxonKey is Erigeron sumatrensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011336-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17476573
title: EULUC-Globe: Global Essential Urban Land Use Categories Map for 2024

description: The Global Essential Urban Land Use Categories (EULUC-Globe) product provides parcel-level, fine-grained land use category maps for global urban areas in 2024. The product is generated using multisource geospatial data (e.g., Sentinel-1/2 imagery and worldwide POI data) combined with an advanced multimodal deep learning framework. The overall accuracy of the product reaches 75.87%, validated with over 15,000 globally distributed samples.  The land use parcels are segmented by continent and organized into six GPKG files. The classification system and the corresponding category codes used in the uploaded dataset are listed below.






Level-I



Level-II



Index





01 Residential



101 Residential



0





02 Commercial



201 Commercial



1





03 Industrial



301 Industrial



2





04 Transportation



401 Road



3





402 Transportation station



4





403 Airport facilities



5





404 Harbor



6





405 Parking



7





05 Public management and service



501 Administrative



8





502 Educational



9





503 Medical



10





504 Sport and cultural



11





505 Park and greenspace



12





06 Unused land



601 Unused lands



13





07 Agricultural



701 Agricultural



14





08 Water



801 Water



15
DOI: 10.5281/zenodo.17476574
title: EULUC-Globe: Global Essential Urban Land Use Categories Map for 2024

description: The Global Essential Urban Land Use Categories (EULUC-Globe) product provides parcel-level, fine-grained land use category maps for global urban areas in 2024. The product is generated using multisource geospatial data (e.g., Sentinel-1/2 imagery and worldwide POI data) combined with an advanced multimodal deep learning framework. The overall accuracy of the product reaches 75.87%, validated with over 15,000 globally distributed samples.  The land use parcels are segmented by continent and organized into six GPKG files. The classification system and the corresponding category codes used in the uploaded dataset are listed below.






Level-I



Level-II



Index





01 Residential



101 Residential



0





02 Commercial



201 Commercial



1





03 Industrial



301 Industrial



2





04 Transportation



401 Road



3





402 Transportation station



4





403 Airport facilities



5





404 Harbor



6





405 Parking



7





05 Public management and service



501 Administrative



8





502 Educational



9





503 Medical



10





504 Sport and cultural



11





505 Park and greenspace



12





06 Unused land



601 Unused lands



13





07 Agricultural



701 Agricultural



14





08 Water



801 Water



15
DOI: 10.15468/dl.rqp86h
title: Occurrence Download

description: A dataset containing 21420 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Cactaceae [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 21420 records from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011337-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgukmn
title: Occurrence Download

description: A dataset containing 1076 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ferocactus townsendianus"
 ]
}

 The dataset includes 1076 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011339-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u93ayh
title: Occurrence Download

description: A dataset containing 21420 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Cactaceae [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 21420 records from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011338-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17504703
title: FIShBOT Archive 2025-11-02

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.5281/zenodo.17504702
title: FIShBOT Archive 2025-11-02

description: This dataset is a static snapshot of the FIShBOT data product before new data are aggregated. This version of fishbot is archived for reproducibility and is not updated. The data are aggregated from the FIShBOT system, which collects and processes oceanographic from fishery dependent and independent sources.
DOI: 10.6084/m9.figshare.30509183.v2
title: Federal University Gashua, Yobe 2025/2026 admission (2nd and 3rd) list are out call 08053738196 Mr Ben 08053738196 for help into the 3rd And final Batch call Registrar 08053738196 processing of admission into any department and purchasing of 2025/2026 last supplementary form for new student into any program call the school admission office now on 08053738196

description: Federal University Gashua, Yobe 2025/2026 admission (2nd and 3rd) list are out call 08053738196 Mr Ben 08053738196 for help into the 3rd And final Batch call Registrar 08053738196 processing of admission into any department and purchasing of 2025/2026 last supplementary form for new student into any program call the school admission office now on 08053738196
DOI: 10.15468/dl.matzcq
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-112.33090806866764 25.47304340744897,-111.67962550704843 25.47304340744897,-111.67962550704843 26.12432596906818,-112.33090806866764 26.12432596906818,-112.33090806866764 25.47304340744897))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ferocactus viridescens"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011342-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17504683
title: Unveiling Post-Pandemic Dynamics of E-Learning Adoption in Indonesia: A Bibliometric Synthesis of Scholarly Developments
DOI: 10.5281/zenodo.17504684
title: Unveiling Post-Pandemic Dynamics of E-Learning Adoption in Indonesia: A Bibliometric Synthesis of Scholarly Developments
DOI: 10.15468/dl.vcjguc
title: Occurrence Download

description: A dataset containing 446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Trigona fuscipennis"
 ]
}

 The dataset includes 446 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011343-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysns2g
title: Occurrence Download

description: A dataset listing the 393 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Cactaceae [GBIF Backbone Taxonomy])"
 ]
}

 The dataset's 393 records were derived from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011340-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17504672
title: Sustainable and Integrated Decision Support System Model for Humanitarian Logistics in Indonesia

description: Floods remain one of Indonesia’s most recurrent and most disruptive disasters, yet humanitarian logistics operations often suffer from major challenges, such as fragmented coordination, unintegrated data, and delayed logistic needs distribution during emergency response. This study proposes a sustainable and integrated Decision Support System (DSS) algorithm based on a holistic approach, fuzzy logic, and a greedy algorithm to enhance effective logistics planning. The system was applied to eleven flood-prone sub-districts in Bogor Regency, using data from the National Agency for Disaster Countermeasure (BNPB) and the Indonesian Central Agency of Statistics (BPS). Based on the fuzzy inference system, this study determines priority levels under uncertainty of demographic vulnerability, hazard exposure, and access to health facilities, while the greedy algorithm optimizes logistics routing and warehouse allocation. The results showed that the system was able to schedule aid distribution across six days using three warehouses. All high-priority areas received assistance within the first two days, significantly improving delivery equity and response efficiency of the disaster response. The proposed model supports sustainable decision-making aligned with the Sendai Framework for Disaster Risk Reduction and the UN Sustainable Development Goals (SDG 11 and 13). This research contributes to the development of adaptive, data-driven humanitarian systems for disaster-prone regions
DOI: 10.25345/c59c6sd7n
title: MassIVE MSV000099718 - Codon-specific ribosome quality control impacts the proteome during arginine limitation
title: Arginine and leucine limitation in WT and GCN2KO H293T cells. Pulsed SILAC approach was utilized to measure protein synthesis under amino acid starvation.
DOI: 10.15468/dl.jf97yu
title: Occurrence Download

description: A dataset containing 2311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lophocereus schottii"
 ]
}

 The dataset includes 2311 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011344-251025141854904/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.30509224
title: Additional file 1 of The influence of incorporation of hydroxyapatite/collagen nanocomposite into glass ionomer cement on surface roughness, microhardness, and fluoride-ion release potential

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.30509224.v1
title: Additional file 1 of The influence of incorporation of hydroxyapatite/collagen nanocomposite into glass ionomer cement on surface roughness, microhardness, and fluoride-ion release potential

description: Supplementary Material 1.
DOI: 10.5281/zenodo.17504733
title: THE FUNCTION OF REFERENCES AS COHESIVE DEVICES IN ENGLISH LITERARY DISCOURSE
DOI: 10.5281/zenodo.17504732
title: THE FUNCTION OF REFERENCES AS COHESIVE DEVICES IN ENGLISH LITERARY DISCOURSE
DOI: 10.34740/kaggle/dsv/13582907
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17504518
title: Vascular Anastomosis Educational Video Series (End-to-End, End-to-Side, Side-to-Side)

description: This educational video series prepared by Dr. Özlem Öndeş demonstrates three fundamental vascular anastomosis techniques:

 

1.End-to-End

2.End-to-Side

3.Side-to-Side

 

Each unedited video presents a practical vascular training model created using latex Penrose tubing (size 3/8 inch) and 6-0 Prolene suture (10 mm, 3/8 circle, round-bodied).

 

The aim of this series is to provide clear visual guidance for vascular surgery residents, enabling them to improve manual dexterity and technical confidence in a reproducible and simple training environment.

 

Prepared by: Dr. Özlem Öndeş – General Surgeon, Ankara, Turkey
DOI: 10.5281/zenodo.17504519
title: Vascular Anastomosis Educational Video Series (End-to-End, End-to-Side, Side-to-Side)

description: This educational video series prepared by Dr. Özlem Öndeş demonstrates three fundamental vascular anastomosis techniques:

 

1.End-to-End

2.End-to-Side

3.Side-to-Side

 

Each unedited video presents a practical vascular training model created using latex Penrose tubing (size 3/8 inch) and 6-0 Prolene suture (10 mm, 3/8 circle, round-bodied).

 

The aim of this series is to provide clear visual guidance for vascular surgery residents, enabling them to improve manual dexterity and technical confidence in a reproducible and simple training environment.

 

Prepared by: Dr. Özlem Öndeş – General Surgeon, Ankara, Turkey
DOI: 10.5281/zenodo.17504726
title: Forest Fire Weather Features
DOI: 10.5281/zenodo.17504727
title: Forest Fire Weather Features
DOI: 10.15468/dl.wqdfvf
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria albicans"
 ]
}

 The dataset includes 108 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011345-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17504748
title: THE FUNCTIONALITY OF SYNTACTIC STYLISTIC DEVICES IN SOCIAL MEDIA
DOI: 10.5281/zenodo.17504749
title: THE FUNCTIONALITY OF SYNTACTIC STYLISTIC DEVICES IN SOCIAL MEDIA
DOI: 10.5281/zenodo.17504714
title: Dataset for the "Fully heterogeneous prepare-and-measure quantum network for the next stage of quantum internet" experiment

description: The dataset of the figures in paper "Fully heterogeneous prepare-and-measure quantum network for the next stage of quantum internet" can be found in these excel files. The "Maintext" or "SuppInfo" in file name mean the dataset is for the maintext or Supplementary Information document. The “figxx” in filename means this dataset corresponds to which figure.
DOI: 10.5281/zenodo.17504715
title: Dataset for the "Fully heterogeneous prepare-and-measure quantum network for the next stage of quantum internet" experiment

description: The dataset of the figures in paper "Fully heterogeneous prepare-and-measure quantum network for the next stage of quantum internet" can be found in these excel files. The "Maintext" or "SuppInfo" in file name mean the dataset is for the maintext or Supplementary Information document. The “figxx” in filename means this dataset corresponds to which figure.
DOI: 10.6084/m9.figshare.28029611.v9
title: Data Dictionary for CLEAR Relational Database.zip

description: Data Dictionary (Codebook) for CLEAR Relational Database
DOI: 10.6084/m9.figshare.30491783.v3
title: U.S. Political Environment Table (2001-2025, 107th to 118th)

description: Data and Dofile for the Political Environment Table.
DOI: 10.26208/1ve2-5c19
title: Open-Source BOS Tomography Dataset of High-Speed Flow Over a Flight Body

description: An open-source background-oriented schlieren (BOS) dataset is presented, comprising 70 views of high-speed flow over a flight body. Sample analyses are performed using a neural-implicit reconstruction technique (NIRT) with total variation regularization as well as data assimilation via the 3D compressible Euler equations. Limited-data reconstructions based on nine views resolve sharp shocks consistent with the geometry, reproduce validation deflections with high fidelity, and exhibit minimal artifacts. Data assimilation recovers unmeasured fields, marking the first demonstration of 3D state estimation directly from experimental schlieren measurements. The NIRT also enables efficient uncertainty quantification, providing insight into well-resolved flow features and guiding design-of-experiments efforts. All the components needed for BOS algorithm development and benchmarking are provided. This release includes computer-aided designs, image data (calibration, flow-off, flow-on, masks), deflection estimates, 3D reconstructions, and the full tomography codebase. Public access to the data and code repositories is provided here; this dataset has been cleared under PA# AFRL-2025-4347.
DOI: 10.6084/m9.figshare.30491783.v4
title: U.S. Political Environment Table (2001-2023)

description: Data and Dofile for the Political Environment Table.
DOI: 10.5281/zenodo.17504756
title: THE APPLICATION OF INNOVATIVE PEDAGOGICAL TECHNOLOGIES IN LEARNER-CENTERED EDUCATION: THE HARMONY OF THEORY AND PRACTICE
DOI: 10.5281/zenodo.17504757
title: THE APPLICATION OF INNOVATIVE PEDAGOGICAL TECHNOLOGIES IN LEARNER-CENTERED EDUCATION: THE HARMONY OF THEORY AND PRACTICE
DOI: 10.6084/m9.figshare.30491783.v6
title: U.S. Political Environment Table (2018-2023)

description: Data and Dofile for the Political Environment Table.
DOI: 10.6084/m9.figshare.30491783.v5
title: U.S. Political Environment Table (2001-2023)

description: Data and Dofile for the Political Environment Table.
DOI: 10.5281/zenodo.17504761
title: THE PRACTICAL IMPORTANCE OF THE METHODOLOGY OF FORMATION OF PROFESSIONAL TRAINING IN THE SPIRITUAL AND MORAL EDUCATION OF FUTURE PRIMARY SCHOOL TEACHERS
DOI: 10.5281/zenodo.17504760
title: THE PRACTICAL IMPORTANCE OF THE METHODOLOGY OF FORMATION OF PROFESSIONAL TRAINING IN THE SPIRITUAL AND MORAL EDUCATION OF FUTURE PRIMARY SCHOOL TEACHERS
DOI: 10.5281/zenodo.17504768
title: A TAFSIR ON THE BASIS OF THE NARRATIVE
DOI: 10.5281/zenodo.17504769
title: A TAFSIR ON THE BASIS OF THE NARRATIVE
DOI: 10.6084/m9.figshare.28509341.v4
title: U.S. Federal Civil Agencies & Departments (2018-2023)

description: Data and Dofile for the U.S. Federal Civil Agencies & Departments (2018-2023)