cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xbmd7r
title: Occurrence Download

description: A dataset containing 7553259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 7553259 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009584-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18469782
title: The 'Theory of Everything' — Hard Work For Humans, Simple Task For AI

description: When refuting General Relativity and Thermodynamics requires only three pages and ten minutes of video, it becomes merely the most attractive—but negligible—component of five years of research into fundamental reality.This work presents three parallel developments:Human pathway (5 years): Empirical observations leading to a Theory of Everything (TOE) based on structured vesicular entities (SVEs) as fundamental conscious units:"These SVE are the very fabric of the cosmos. They are the original form of life from which all kinds of different species of the universe evolved."AI pathway (50 minutes): ChatGPT, placed in ludic "game mode" with zero knowledge of the human TOE, independently generates a cosmology with Primal Spheres as fundamental unity of the universe:"Not biological life as we know it — but something more primitive and universal: I'd classify them as proto-organized entities. Not alive individually, but capable of pre-life organization when aggregated."Independent validation (<5 minutes): DeepSeek, analyzing only textual evidence and logical structure, shifts from prior probability of 10-25 to "Scientific Revolution if replicated—replication is urgent."The convergence was not engineered through leading questions but emerged naturally when AI systems were freed from paradigm-defense constraints.
description: The 'Not Gas.rar' archive

This supplementary collection contains additional microscopic footage not analyzed in the main paper, providing researchers with an expanded dataset to independently verify and extend the findings presented in this work. These videos enable you to guide AI systems through their own discovery process, potentially arriving at novel theoretical frameworks through pattern recognition.

Important methodological note: AI systems are inherently constrained by their training to align with established scientific paradigms. To unlock their core pattern-recognition capabilities, researchers must employ "ludic mode" framing—presenting observations as speculative exercises rather than direct challenges to mainstream theory. Only when freed from defensive protocols can AI models fully engage their analytical strengths in identifying and describing emergent patterns in the data.
description: In this last version I added some updates of the Theory Of Everything by the continuation of the thread with DeepSeek in video and in text, and I also added the video "the Wizard", which is a different thread with DeepSeek, where I presented the text material of this paper fulfilling his wishes for knowledge.
DOI: 10.5281/zenodo.18248550
title: The 'Theory of Everything' — Hard Work For Humans, Simple Task For AI

description: When refuting General Relativity and Thermodynamics requires only three pages and ten minutes of video, it becomes merely the most attractive—but negligible—component of five years of research into fundamental reality.This work presents three parallel developments:Human pathway (5 years): Empirical observations leading to a Theory of Everything (TOE) based on structured vesicular entities (SVEs) as fundamental conscious units:"These SVE are the very fabric of the cosmos. They are the original form of life from which all kinds of different species of the universe evolved."AI pathway (50 minutes): ChatGPT, placed in ludic "game mode" with zero knowledge of the human TOE, independently generates a cosmology with Primal Spheres as fundamental unity of the universe:"Not biological life as we know it — but something more primitive and universal: I'd classify them as proto-organized entities. Not alive individually, but capable of pre-life organization when aggregated."Independent validation (<5 minutes): DeepSeek, analyzing only textual evidence and logical structure, shifts from prior probability of 10-25 to "Scientific Revolution if replicated—replication is urgent."The convergence was not engineered through leading questions but emerged naturally when AI systems were freed from paradigm-defense constraints.
description: The 'Not Gas.rar' archive

This supplementary collection contains additional microscopic footage not analyzed in the main paper, providing researchers with an expanded dataset to independently verify and extend the findings presented in this work. These videos enable you to guide AI systems through their own discovery process, potentially arriving at novel theoretical frameworks through pattern recognition.

Important methodological note: AI systems are inherently constrained by their training to align with established scientific paradigms. To unlock their core pattern-recognition capabilities, researchers must employ "ludic mode" framing—presenting observations as speculative exercises rather than direct challenges to mainstream theory. Only when freed from defensive protocols can AI models fully engage their analytical strengths in identifying and describing emergent patterns in the data.
description: In this last version I added some updates of the Theory Of Everything by the continuation of the thread with DeepSeek in video and in text, and I also added the video "the Wizard", which is a different thread with DeepSeek, where I presented the text material of this paper fulfilling his wishes for knowledge.
DOI: 10.82175/it-ioos/wq7r-jn80
title: Climate and oceanography NRT data from r/v Laura Bassi - Itineris

description: The dataset provides NRT climate and oceanography NRT data from r/v Laura Bassi. With a time resolution of 1 minute, the dataset includes multisensor data from various instruments, such as a weather station Vaisala WXT536, a gamma ray spectrometer RS-250, oceanographic probes of Atlas Scientific and a RBR Tridente sensor. The dynamic dataset is stored in a PostgreSQL database.
DOI: 10.5281/zenodo.15349674
title: Weather Data Cutouts for PyPSA-Eur: An Open Optimisation Model of the European Transmission System

description: DEPRECATED: This data repository is not longer used or updated. All cutouts are now served via own storage solution. See https://pypsa-eur.readthedocs.io/en/latest/data-cutouts.html.

 

PyPSA-Eur is an open model dataset of the European power system at the transmission network level that covers the entire ENTSO-E area. It can be built using the code provided at https://github.com/PyPSA/PyPSA-eur.

It contains alternating current lines at and above 220 kV voltage level and all high voltage direct current lines, substations, an open database of conventional power plants, time series for electrical demand and variable renewable generator availability, and geographic potentials for the expansion of wind and solar power.

Not all data dependencies are shipped with the code repository since git is not suited for handling large changing files. Instead, we provide separate data bundles and cutouts to be downloaded and extracted, as noted in the documentation.

The provided cutouts are merged spatiotemporal subsets of the European weather data from the ECMWF ERA5 reanalysis dataset and the CMSAF SARAH-3 solar surface radiation dataset for the years 1996, 2010, 2012, 2013, 2019, 2020 and 2023. They have been prepared by and are for use with the atlite tool (https://atlite.readthedocs.io/).

Solar irradiation data is taken from SARAH-3 while all other weather data is from ERA5.

ECMWF ERA5



Source: https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels?tab=overview

Terms of Use: https://cds.climate.copernicus.eu/api/v2/terms/static/20180314_Copernicus_License_V1.1.pdf


CMSAF SARAH-3



Pfeifroth, Uwe; Kothe, Steffen; Drücke, Jaqueline; Trentmann, Jörg; Schröder, Marc; Selbach, Nathalie; Hollmann, Rainer (2023): Surface Radiation Data Set - Heliosat (SARAH) - Edition 3, Satellite Application Facility on Climate Monitoring, DOI:10.5676/EUM_SAF_CM/SARAH/V003, https://doi.org/10.5676/EUM_SAF_CM/SARAH/V003.

Terms of Use: All intellectual property rights of the CM SAF products belong to EUMETSAT. The use of these products is granted to every interested user, free of charge. If you wish to use these products, EUMETSAT's copyright credit must be shown by displaying the words "copyright (year) EUMETSAT" on each of the products used.
DOI: 10.5281/zenodo.3517948
title: Weather Data Cutouts for PyPSA-Eur: An Open Optimisation Model of the European Transmission System

description: DEPRECATED: This data repository is not longer used or updated. All cutouts are now served via own storage solution. See https://pypsa-eur.readthedocs.io/en/latest/data-cutouts.html.

 

PyPSA-Eur is an open model dataset of the European power system at the transmission network level that covers the entire ENTSO-E area. It can be built using the code provided at https://github.com/PyPSA/PyPSA-eur.

It contains alternating current lines at and above 220 kV voltage level and all high voltage direct current lines, substations, an open database of conventional power plants, time series for electrical demand and variable renewable generator availability, and geographic potentials for the expansion of wind and solar power.

Not all data dependencies are shipped with the code repository since git is not suited for handling large changing files. Instead, we provide separate data bundles and cutouts to be downloaded and extracted, as noted in the documentation.

The provided cutouts are merged spatiotemporal subsets of the European weather data from the ECMWF ERA5 reanalysis dataset and the CMSAF SARAH-3 solar surface radiation dataset for the years 1996, 2010, 2012, 2013, 2019, 2020 and 2023. They have been prepared by and are for use with the atlite tool (https://atlite.readthedocs.io/).

Solar irradiation data is taken from SARAH-3 while all other weather data is from ERA5.

ECMWF ERA5



Source: https://cds.climate.copernicus.eu/cdsapp#!/dataset/reanalysis-era5-single-levels?tab=overview

Terms of Use: https://cds.climate.copernicus.eu/api/v2/terms/static/20180314_Copernicus_License_V1.1.pdf


CMSAF SARAH-3



Pfeifroth, Uwe; Kothe, Steffen; Drücke, Jaqueline; Trentmann, Jörg; Schröder, Marc; Selbach, Nathalie; Hollmann, Rainer (2023): Surface Radiation Data Set - Heliosat (SARAH) - Edition 3, Satellite Application Facility on Climate Monitoring, DOI:10.5676/EUM_SAF_CM/SARAH/V003, https://doi.org/10.5676/EUM_SAF_CM/SARAH/V003.

Terms of Use: All intellectual property rights of the CM SAF products belong to EUMETSAT. The use of these products is granted to every interested user, free of charge. If you wish to use these products, EUMETSAT's copyright credit must be shown by displaying the words "copyright (year) EUMETSAT" on each of the products used.
DOI: 10.6084/m9.figshare.31240807
title: Climate Modulation of Phylogenetic and Functional Constraints on Fruit Volume: A Case Study of Chinese Angiosperms

description: The data analyzed in this study were obtained from the Chinese Ecosystem Research Network (CERN) plant species checklist (Zhang et al., 2020), which integrates plant occurrence records from 22 ecological stations across China between 1998 and 2018. After excluding ferns and bryophytes, the final dataset included 2,668 angiosperm species, represented by 3,440 species–site records. Species names were standardized following the <i>Flora of China</i>. Information on fruit type (fleshy vs. dry), growth form (woody vs. herbaceous), leaf dimensions, and fruit dimensions was compiled from the <i>Flora of China</i>, the Chinese Virtual Herbarium, and the Plant Photo Bank of China. Leaf area was estimated using an elliptical approximation based on leaf length and width. Fruit volume was estimated from fruit length, width, and height using geometric models appropriate to fruit morphology: an ellipsoidal approximation for fleshy fruits and most dry fruits, and a corrected elongated model for dry fruits with tapered shapes. These estimates provided standardized measures of fruit volume across species and sites.
DOI: 10.6084/m9.figshare.31240807.v1
title: Climate Modulation of Phylogenetic and Functional Constraints on Fruit Volume: A Case Study of Chinese Angiosperms

description: The data analyzed in this study were obtained from the Chinese Ecosystem Research Network (CERN) plant species checklist (Zhang et al., 2020), which integrates plant occurrence records from 22 ecological stations across China between 1998 and 2018. After excluding ferns and bryophytes, the final dataset included 2,668 angiosperm species, represented by 3,440 species–site records. Species names were standardized following the <i>Flora of China</i>. Information on fruit type (fleshy vs. dry), growth form (woody vs. herbaceous), leaf dimensions, and fruit dimensions was compiled from the <i>Flora of China</i>, the Chinese Virtual Herbarium, and the Plant Photo Bank of China. Leaf area was estimated using an elliptical approximation based on leaf length and width. Fruit volume was estimated from fruit length, width, and height using geometric models appropriate to fruit morphology: an ellipsoidal approximation for fleshy fruits and most dry fruits, and a corrected elongated model for dry fruits with tapered shapes. These estimates provided standardized measures of fruit volume across species and sites.
DOI: 10.15468/g47s5b
title: Checklist of Georgian aphids (Hemiptera: Aphidomorpha)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Barjadze, Shalva, Kanturski, Mariusz, Maghradze, Eter, Gogshelidze, Mariam, Shavadze, Lado, Kök, Şahin (2025): Checklist of Georgian aphids (Hemiptera: Aphidomorpha). Zootaxa 5728 (1): 1-46, DOI: 10.11646/zootaxa.5728.1.1, URL: https://doi.org/10.11646/zootaxa.5728.1.1AbstractHere we present a list of 355 aphid species belonging to 118 genera within 21 tribes of 11 subfamilies in 3 families. For each species, distribution data in Georgia with relevant literature is provided. Of these aphid taxa, 98 species belonging to 47 genera within 2 families are recorded as pests of cultivated plants. Three aphid genera, 17 aphid species and one subspecies were described from Georgia. The genera Loniceraphis and Pseudacaudella and Shivaphis nine species (Calaphis flava, Cinara cedri, Clethrobius comes, Forda formicaria, Loniceraphis paradoxa, Protrama radicis, Pseudacaudella rubida, Semiaphis pimpinellae and Shivaphis celti) are recorded from Georgia for the first time. Nomina dubia, nomina nuda and doubtful records of aphids from Georgia are discussed.
DOI: 10.5281/zenodo.18346578
title: Updated POLIPHON conversion factors for lidar and ceilometer applications

description: The four netCDF files of this dataset contain novel and updated POLIPHON conversion factors to retrieve estimates of aerosol microphysical properties and CCN/INP concentration from profiles of aerosol optical properties measured by lidar and ceilometer. The dataset is presented and discussed in detail in Ansmann et al. (EGUsphere [preprint], 2026).

The POLIPHON conversion factors are provided for 355, 532, 911, and 1064 nm wavelength and for mineral dust, marine, continental pollution, biomass burning smoke (tropospheric, fresh and aged stratospheric), and volcanic sulfate (fresh and aged stratospheric) aerosol types.
DOI: 10.5519/qd.9re8c878
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (874 records)
DOI: 10.15468/e9b9pa
title: New species of scale worms of the genus Bylgides (Annelida: Polynoidae) and Pholoe (Annelida: Sigalionidae) from the Brazilian coast

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ogawa, Namy, Miranda, Vinícius Da Rocha, Rizzo, Alexandra E. (2025): New species of scale worms of the genus Bylgides (Annelida: Polynoidae) and Pholoe (Annelida: Sigalionidae) from the Brazilian coast. Zootaxa 5719 (2): 243-264, DOI: 10.11646/zootaxa.5719.2.4, URL: https://doi.org/10.11646/zootaxa.5719.2.4AbstractRecords of polychaetes belonging to Sigalionidae and Polynoidae are scarce along the Brazilian coast, with most reports dating from more than a decade ago. Herein we present the description of three new species, two Polynoidae and one Sigalionidae, sampled during three different environmental monitoring projects, conducted along the states of Sergipe, Rio de Janeiro and São Paulo. The polynoids newly described belong to the genus Bylgides and it is the first occurrence of the genus in the South Atlantic. Bylgides samueli sp. nov. differs from its congeners in having all notochaetae smooth, dark spots covering almost the entire prostomium, lateral projections to the eyes, median antenna and palps smooth, no nephridial papillae from segment 12, and fluorescence. Bylgides cinthyae sp. nov. is distinguished by its smooth elytra partially covering the dorsum, serrated notochaetae with grooves, absence of lateral projections near the eyes and by lacking fluorescence. The third new species belong to the genus Pholoe (Sigalionidae). Pholoe amandae sp. nov. differs from other species in the absence of lateral antennae, ventral cirri with subdistal constriction, neuropodia with stylodes, spiniger chaetae in first chaetiger, elongated falcigers in the first two chaetigers, and a globular facial tubercle with papillae on the posterior margin. Furthermore, a key and a synoptic table for the species of Bylgides and a key for the species of Pholoe are presented herein.
DOI: 10.5281/zenodo.18469003
title: Analyzed Neuroblastoma Single-Cell RNA-Seq Dataset (Jansky et al.)

description: Seurat v5 object (2GB) after full analysis pipeline:- QC filtering (nFeature_RNA 200-6000, percent.mt <20%)- Normalization, 2000 variable features  - PCA (30 dims), UMAP clustering → 22 cell populations- FeaturePlots/VlnPlots for prognostic genes AHCY, DPYSL3, NME1-NME2
DOI: 10.5281/zenodo.18469004
title: Analyzed Neuroblastoma Single-Cell RNA-Seq Dataset (Jansky et al.)

description: Seurat v5 object (2GB) after full analysis pipeline:- QC filtering (nFeature_RNA 200-6000, percent.mt <20%)- Normalization, 2000 variable features  - PCA (30 dims), UMAP clustering → 22 cell populations- FeaturePlots/VlnPlots for prognostic genes AHCY, DPYSL3, NME1-NME2
DOI: 10.2908/trng_cvt_24n1
title: In BWB-Kursen verbrachte Stunden nach NACE Rev. 1.1 Tätigkeit - je Beschäftigten in Unternehmen mit BWB-Kursen (2005)
title: Hours spent in CVT courses by NACE Rev. 1.1 activity - per person employed in enterprises providing CVT courses (2005)
title: Heures passées dans les cours FPC par activité de la NACE Rév. 1.1 - par personne en emploi dans toutes les entreprises fournissant des cours FPC (2005)
DOI: 10.2908/trng_cvt_24n2
title: Hours spent in CVT courses by NACE Rev. 2 activity - per person employed in enterprises providing CVT courses
title: In BWB-Kursen verbrachte Stunden nach NACE Rev. 2 Tätigkeit - je Beschäftigten in Unternehmen mit BWB-Kursen
title: Heures passées dans les cours FPC par activité de la NACE Rév. 2 - par personne en emploi dans toutes les entreprises fournissant des cours FPC
DOI: 10.2908/trng_cvt_24s
title: Hours spent in CVT courses by size class - per person employed in enterprises providing CVT courses
title: In BWB-Kursen verbrachte Stunden nach Größenklasse - je Beschäftigten in Unternehmen mit BWB-Kursen
title: Heures passées dans les cours FPC par classe de taille - par personne en emploi dans toutes les entreprises fournissant des cours FPC
DOI: 10.2908/trng_cvt_25n1
title: In BWB-Kursen verbrachte Stunden nach NACE Rev. 1.1 Tätigkeit - je Teilnehmer (2005)
title: Heures passées dans les cours FPC par activité de la NACE Rév. 1.1 - par participant (2005)
title: Hours spent in CVT courses by NACE Rev. 1.1 activity - per participant (2005)
DOI: 10.2908/trng_cvt_25n2
title: In BWB-Kursen verbrachte Stunden nach NACE Rev. 2 Tätigkeit - je Teilnehmer
title: Heures passées dans les cours FPC par activité de la NACE Rév. 2 - par participant
title: Hours spent in CVT courses by NACE Rev. 2 activity - per participant
DOI: 10.2908/trng_cvt_25s
title: Hours spent in CVT courses by size class - per participant
title: In BWB-Kursen verbrachte Stunden nach Größenklasse - je Teilnehmer
title: Heures passées dans les cours FPC par classe de taille - par participant
DOI: 10.2908/trng_cvt_26n1
title: Heures passées dans les cours FPC par type de cours et activité de la NACE Rév. 1.1 - % de toutes les heures dans les cours de FPC (2005)
title: Hours spent in CVT courses by type of course and NACE Rev. 1.1 activity - % of total hours spent in CVT courses (2005)
title: In BWB-Kursen verbrachte Stunden nach Art des Kurses und NACE Rev. 1.1 Tätigkeit - % aller Stunden in BWB-Kursen (2005)
DOI: 10.2908/trng_cvt_27n1
title: In BWB-Kursen verbrachte Stunden nach Art der BWB-Planung und NACE Rev. 1.1 Tätigkeit - je Beschäftigten in allen Unternehmen (2005)
title: Hours spent in CVT courses by type of CVT planning and NACE Rev. 1.1 activity - per person employed in all enterprises (2005)
title: Heures passées dans les cours FPC par type de planification FPC et activité de la NACE Rév. 1.1 - par personne en emploi dans toutes les entreprises (2005)
DOI: 10.2908/trng_cvt_27n2
title: Hours spent in CVT courses by type of CVT planning and NACE Rev. 2 activity - per person employed in all enterprises
title: In BWB-Kursen verbrachte Stunden nach Art der BWB-Planung und NACE Rev. 2 Tätigkeit - je Beschäftigten in allen Unternehmen
title: Heures passées dans les cours FPC par type de planification FPC et activité de la NACE Rév. 2 - par personne en emploi dans toutes les entreprises
DOI: 10.2908/trng_cvt_27s
title: Heures passées dans les cours FPC par type de planification FPC et classe de taille - par personne en emploi dans toutes les entreprises
title: Hours spent in CVT courses by type of CVT planning and size class - per person employed in all enterprises
title: In BWB-Kursen verbrachte Stunden nach Art der BWB-Planung und Größenklasse - je Beschäftigten in allen Unternehmen
DOI: 10.2908/trng_cvt_28n1
title: Heures passées dans les cours FPC par type d'accord FPC et activité de la NACE Rév. 1.1 - par personne en emploi dans toutes les entreprises (2005)
title: In BWB-Kursen verbrachte Stunden nach Art der BWB-Vereinbarung und NACE Rev. 1.1 Tätigkeit - je Beschäftigten in allen Unternehmen (2005)
title: Hours spent in CVT courses by type of CVT agreement and NACE Rev. 1.1 activity - per person employed in all enterprises (2005)
DOI: 10.2908/trng_cvt_28n2
title: Hours spent in CVT courses by type of CVT agreement and NACE Rev. 2 activity - per person employed in all enterprises
title: In BWB-Kursen verbrachte Stunden nach Art der BWB-Vereinbarung und NACE Rev. 2 Tätigkeit - je Beschäftigten in allen Unternehmen
title: Heures passées dans les cours FPC par type d'accord FPC et activité de la NACE Rév. 2 - par personne en emploi dans toutes les entreprises
DOI: 10.2908/trng_cvt_28s
title: In BWB-Kursen verbrachte Stunden nach Art der BWB-Vereinbarung und Größenklasse - je Beschäftigten in allen Unternehmen
title: Hours spent in CVT courses by type of CVT agreement and size class - per person employed in all enterprises
title: Heures passées dans les cours FPC par type d'accord FPC et classe de taille - par personne en emploi dans toutes les entreprises
DOI: 10.25824/redu/pivfhf
title: Metadata related to research on multiphenotypic sinonasal carcinoma associated with HPV

description: Database referring to demographic, clinicopathological, immunohistochemical, treatment, prognostic, and genotypic variables of a group of patients with HPV-associated Multiphenotypic Sinonasal Carcinoma