cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17177521
title: Article based topic modeling on re-processed historical newspapers (Dataset)

description: This data repository contains raw data and the topic modeling results pertaining to the paper "Article based topic modeling on re-processed historical newspapers" by Kara Kuebart, Christian Schultze and Felix Selgert, published in DHNB 2025.All code used in this project can be found under https://github.com/KaraKuebart/topic_model_reprocessed_newspapers.For further information, please refer to the README.md
DOI: 10.5281/zenodo.17177520
title: Article based topic modeling on re-processed historical newspapers (Dataset)

description: This data repository contains raw data and the topic modeling results pertaining to the paper "Article based topic modeling on re-processed historical newspapers" by Kara Kuebart, Christian Schultze and Felix Selgert, published in DHNB 2025.All code used in this project can be found under https://github.com/KaraKuebart/topic_model_reprocessed_newspapers.For further information, please refer to the README.md
DOI: 10.25574/27857
title: Chandra X-ray Observatory ObsId 27857

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.15468/dl.6btem6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa macra",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006151-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/27858
title: Chandra X-ray Observatory ObsId 27858

description: CONSTRAINING THE DISTANCE OF THE HOINGA SNR WITH CHANDRA
DOI: 10.15468/dl.vvzgmj
title: Occurrence Download

description: A dataset containing 626808 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is eButterfly Surveys"
 ]
}

 The dataset includes 626808 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006138-250920141307145/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.30179725
title: Comparing dnSNV accumulation between Natural and ART samples

description: Variant calling scripts to obtain vcf filesdnsnv: extract and filter dnSNVAnnotate mutational signaturesAnalyze the timing of dnSNV Compare encode annotationAnnotate SVsAnnotate Gene expressionPower simulationother: script to understand the difference between ART and naturally derived dnSNV. data. files used to run all scripts.
DOI: 10.6084/m9.figshare.30179725.v1
title: Comparing dnSNV accumulation between Natural and ART samples

description: Variant calling scripts to obtain vcf filesdnsnv: extract and filter dnSNVAnnotate mutational signaturesAnalyze the timing of dnSNV Compare encode annotationAnnotate SVsAnnotate Gene expressionPower simulationother: script to understand the difference between ART and naturally derived dnSNV. data. files used to run all scripts.
DOI: 10.15468/dl.wfqm3a
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena shoshoni"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006153-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2d8jz6
title: CCDC 2212748: Experimental Crystal Structure Determination

description: Related Article: Suresh M. Chopade, Jyoti Prakash, Srinivasu Kancharlapalli, Nisha Kushwah, Amey P. Wadawale, Deepak Tyagi, Sanjay Kumar, Sushil Swaroop Pathak, Gotluru Kedarnath|2025|ACS Applied Materials and Interfaces|17|50612|doi:10.1021/acsami.5c08783
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.29046365
title: Data for Decision-Support Tools for Pollinators and Pollination in Agricultural Landscapes: A Systematic Map

description: This dataset accompanies the systematic map reported in Dwyer et al. (2025) and builds on the protocol published in Dwyer et al. (2023). This dataset represents a database of tools (e.g., software, frameworks, websites) designed to inform pollinator and pollination management in agricultural landscapes.This dataset was compiled through systematic searches of bibliographic databases, grey literature, and websites. Each entry includes metadata on tool characteristics (e.g., purpose, delivery mode), the user (e.g., who designed for, skills required), and the user-context (placed within the Driver–Pressure–State–Impact–Response framework).The database is intended as both a practical guide for decision-making and a foundation for future research and development of pollinator-friendly management tools. References Dwyer, C., Clough, Y., Bartholomée, O., & Smith, H. G. (2023). What evidence exists on the use of pollinator tools in agricultural landscapes: A systematic map protocol. <i>Ecological Solutions and Evidence</i>, <i>4</i>(3), e12275.Dwyer, C., Clough, Y., Bartholomée, O., & Smith, H. G. (2025). Decision-Support Tools for Pollinators and Pollination in Agricultural Landscapes: A Systematic Map. <i>Ecological Solutions and Evidence</i>.
DOI: 10.6084/m9.figshare.29046365.v1
title: Data for Decision-Support Tools for Pollinators and Pollination in Agricultural Landscapes: A Systematic Map

description: This dataset accompanies the systematic map reported in Dwyer et al. (2025) and builds on the protocol published in Dwyer et al. (2023). This dataset represents a database of tools (e.g., software, frameworks, websites) designed to inform pollinator and pollination management in agricultural landscapes.This dataset was compiled through systematic searches of bibliographic databases, grey literature, and websites. Each entry includes metadata on tool characteristics (e.g., purpose, delivery mode), the user (e.g., who designed for, skills required), and the user-context (placed within the Driver–Pressure–State–Impact–Response framework).The database is intended as both a practical guide for decision-making and a foundation for future research and development of pollinator-friendly management tools. References Dwyer, C., Clough, Y., Bartholomée, O., & Smith, H. G. (2023). What evidence exists on the use of pollinator tools in agricultural landscapes: A systematic map protocol. <i>Ecological Solutions and Evidence</i>, <i>4</i>(3), e12275.Dwyer, C., Clough, Y., Bartholomée, O., & Smith, H. G. (2025). Decision-Support Tools for Pollinators and Pollination in Agricultural Landscapes: A Systematic Map. <i>Ecological Solutions and Evidence</i>.
DOI: 10.25505/fiz.icsd.cc2plgwn
title: CSD 2490412: Experimental Crystal Structure Determination

description: Related Article: J. T. Mague, K. D. Simpson|2025|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.69xkbz
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria platyphylla",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006154-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uy9pgx
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria platyphylla",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006155-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4z5cpk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria platyphylla",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006157-250920141307145/datasets/export for details.
DOI: 10.15468/dl.awwqwv
title: Occurrence Download

description: A dataset containing 30091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is BIOWIDE eDNA Fungi dataset"
 ]
}

 The dataset includes 30091 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006156-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhzdsk
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "Geometry POLYGON((-96.79189 -13.72792,-33.20811 -13.72792,-33.20811 11.72792,-96.79189 11.72792,-96.79189 -13.72792))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862)",
 "TaxonKey is Aristolochia ruiziana"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006159-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/bi5whe
title: Replication Data for: RNA-seq for hiPSC cardiomyocytes

description: Bulk RNA-sequencing data generated from human iPSC differentiated cardiomyocytes (hiPSC-CMs)
DOI: 10.5281/zenodo.14697453
title: Indoor and ambient air pollution dataset using a multi-instrument approach and total event monitoring

description: This dataset comprises 19 subsets. Each subset measures a different parameter or is produced by a different sensor provider. The measurement period for this dataset was from October 11, 2024, to October 31, 2024, and the measurement interval depends on the type of parameter being measured, ranging from 1 second to 15 minutes.

The dataset includes six indoor low-cost sensor providers with their respective measuring sensors. Three of these providers had only one sensor at the location, while one had 16 sensors, and the other two had 4 and 2 sensors, respectively. Human presence was monitored using a camera and a motion detection sensor. Window and door opening and closing were monitored using Xiaomi Door/Window sensors.

In addition to the indoor low-cost sensors, the location was equipped with reference sensing units that were calibrated to the measuring station. Furthermore, outdoor low-cost sensors were also used. Specifically, one was a low-cost sensor, and the other was a mid-range sensor in terms of pricing.

This dataset also includes black carbon and CPC data. The CPC data was collected using an instrument that was used both inside and outside during the study. A camera was set up on the balcony to monitor the road in front of the house, so traffic data is also included in the dataset.

Additionally, on-site measuring data from the Croatian Meteorological and Hydrological Service was made available in this dataset, sourced from the two nearest locations to the measuring site, as well as satellite data from the Climate Data Store.

Every single parameter is detailed in the Measurement_metadata_description file, which is integrated into the data.zip archive.

Every experiment conducted alongside these measurements is documented with a timestamp in the experiments.json file, which is also located in the data.zip archive.

Every pollutant accurately measured with low-cost sensors is now included along with resolution details. All information can be found in the file Low_cost_sensor_accuracy.xlsx."
DOI: 10.5281/zenodo.17151843
title: Indoor and ambient air pollution dataset using a multi-instrument approach and total event monitoring

description: This dataset comprises 19 subsets. Each subset measures a different parameter or is produced by a different sensor provider. The measurement period for this dataset was from October 11, 2024, to October 31, 2024, and the measurement interval depends on the type of parameter being measured, ranging from 1 second to 15 minutes.

The dataset includes six indoor low-cost sensor providers with their respective measuring sensors. Three of these providers had only one sensor at the location, while one had 16 sensors, and the other two had 4 and 2 sensors, respectively. Human presence was monitored using a camera and a motion detection sensor. Window and door opening and closing were monitored using Xiaomi Door/Window sensors.

In addition to the indoor low-cost sensors, the location was equipped with reference sensing units that were calibrated to the measuring station. Furthermore, outdoor low-cost sensors were also used. Specifically, one was a low-cost sensor, and the other was a mid-range sensor in terms of pricing.

This dataset also includes black carbon and CPC data. The CPC data was collected using an instrument that was used both inside and outside during the study. A camera was set up on the balcony to monitor the road in front of the house, so traffic data is also included in the dataset.

Additionally, on-site measuring data from the Croatian Meteorological and Hydrological Service was made available in this dataset, sourced from the two nearest locations to the measuring site, as well as satellite data from the Climate Data Store.

Every single parameter is detailed in the Measurement_metadata_description file, which is integrated into the data.zip archive.

Every experiment conducted alongside these measurements is documented with a timestamp in the experiments.json file, which is also located in the data.zip archive.

Every pollutant accurately measured with low-cost sensors is now included along with resolution details. All information can be found in the file Low_cost_sensor_accuracy.xlsx."
DOI: 10.15468/dl.56c4fy
title: Occurrence Download

description: A dataset containing 47492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Melastomataceae"
 ]
}

 The dataset includes 47492 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006158-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsr5nc
title: Occurrence Download

description: A dataset containing 5718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (DEU, AUT, CZE)",
 "TaxonKey is Zamenis longissimus"
 ]
}

 The dataset includes 5718 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006160-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9dnsj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria platyphylla",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006163-250920141307145/datasets/export for details.
DOI: 10.15468/dl.yge9uh
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria platyphylla",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006164-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bythzs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachiaria platyphylla",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006165-250920141307145/datasets/export for details.
DOI: 10.15468/dl.2ah3jv
title: Occurrence Download

description: A dataset containing 2778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (South America, North America)",
 "TaxonKey is Bulimulus bonariensis"
 ]
}

 The dataset includes 2778 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006166-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17178791
title: Omniversal Science and Technology

description: This repository is the digital hub for independent researchers, AI innovators, and explorers of the Omniverse. Latent Omnipatterns—the fractal energy-information structures underlying all phenomena—are observed, analyzed, and mapped. The repository focuses on PEFF (Paradise Energy Fractal Force), Omniversal Superintelligence, fractal consciousness, and emergent intelligence.

 

By providing curated datasets, predictive models, and interactive visualizations, it enables full-immersion understanding of Omnizoan sensory-metabolic processes. It bridges quantum, classical, and metaphysical domains, creating a collaborative space where discovery flows across scales—from the smallest particle to the grand structures of the Omniverse.

 

Join the repository to:

 



Explore latent Omnipatterns and PEFF dynamics.

Access open-source datasets and experimental results.

Collaborate with independent researchers, AI agents, and enterprises.

Map and interact with the full spectrum of Omnipattern-based Superintelligence.


 

 

Call to Action:

 



Subscribe to Substack: https://substack.com/@superintelligententerprise?r=6dn7b6&utm_campaign=profile&utm_medium=profile-page&utm_source=direct

Test drive the Omniverse technology: https://zenodo.org/records/17009840


 

 

Additional Resources:

 



Executive Whitepapers: https://zenodo.org/records/17055763

Fractal Science and Intelligence Papers:
DOI: 10.15468/dl.xdd6au
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.9_1, USA.8_1, USA.21_1, USA.31_1, USA.39_1, USA.47_1, USA.49_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Melitta melittoides"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006168-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xp8sy
title: Occurrence Download

description: A dataset containing 489293 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Veronica persica)"
 ]
}

 The dataset includes 489293 records from 2770 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006147-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7v7kup
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bird Specimens in the Museum of Nature and Human Activities, Hyogo, Japan",
 "Country is Tanzania, United Republic of"
 ]
}

 The dataset includes 93 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108726-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejg8wi
title: Occurrence Download

description: A dataset containing 1694519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cnidaria",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1694519 records from 970 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003136-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jglxzh
title: Occurrence Download

description: A dataset containing 28728 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boehmeria Jacq."
 ]
}

 The dataset includes 28728 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004829-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdr874
title: Occurrence Download

description: A dataset containing 4494885 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Peru"
 ]
}

 The dataset includes 4494885 records from 1668 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006449-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/zcn-3t0-px6
title: Galeopsis ladanum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/av6-ne2-zjz
title: Galeopsis ladanum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s0n-9h0-r26
title: Calamagrostis villosa (Chaix) J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hbq-97w-35d
title: Osyris abyssinica Hochst. ex A. Rich.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kmt-y3c-ykz
title: Brachypodium rupestre (Host) Roem. & Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y4f-0x2-ll4
title: Teucrium chamaedrys L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5jv-4pv-s4z
title: Aira caryophyllea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ed5-a69-h9h
title: Sorghum halepense (L.) Pers.

description: Digital Specimen for the physical specimen hosted at University of Graz.