cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh0206866.10fu
title: SH0206866.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.5uc7s6
title: Occurrence Download

description: A dataset containing 612187 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Programa de fotomonitoreo de objetos de conservación y amenazas en el Sistema Nacional de Áreas Protegidas (SNAP)"
 ]
}

 The dataset includes 612187 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068910-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnz6x3
title: Occurrence Download

description: A dataset containing 48869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petroica australis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 48869 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068911-251120083545085/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.29487851
title: Classifier_performance_metrics

description: Dataset containing the classifier performane metrics for each isoform pair classifier and internal normalisation classifier. The dataset contains data from each of the 50 iterations 'Iteration', run for each isoform classifier.The absolute ROC-AUC scores are indicates as 'ROC_postrans' and 'ROC_negtrans' according to whether transfected cells (isoform) or non-transfected cells (internal normalisation) where used for classification.The normalised ROC-AUC, 'normalised_ROC' is also listed.
DOI: 10.6084/m9.figshare.29487851.v1
title: Classifier_performance_metrics

description: Dataset containing the classifier performane metrics for each isoform pair classifier and internal normalisation classifier. The dataset contains data from each of the 50 iterations 'Iteration', run for each isoform classifier.The absolute ROC-AUC scores are indicates as 'ROC_postrans' and 'ROC_negtrans' according to whether transfected cells (isoform) or non-transfected cells (internal normalisation) where used for classification.The normalised ROC-AUC, 'normalised_ROC' is also listed.
DOI: 10.6084/m9.figshare.29487845
title: Variable_importance_for_isoform_classifiers

description: Dataset describing the variable importance assigned to each variable used for classifier assessment for the examined isoform pairs.The first columns contain meta data and specifies whether the classifier detected the isoforms as differet (significant).The remaining columns contain the importance metrics for each feature for each isoform pair (contribution_proportion, contribution_ration, ratio x contribution_prop, and whether the feature was found to be isoform distinguishing 'distinguishing_feature').
DOI: 10.6084/m9.figshare.29487845.v1
title: Variable_importance_for_isoform_classifiers

description: Dataset describing the variable importance assigned to each variable used for classifier assessment for the examined isoform pairs.The first columns contain meta data and specifies whether the classifier detected the isoforms as differet (significant).The remaining columns contain the importance metrics for each feature for each isoform pair (contribution_proportion, contribution_ration, ratio x contribution_prop, and whether the feature was found to be isoform distinguishing 'distinguishing_feature').
DOI: 10.6084/m9.figshare.29487671
title: SNX2_mutants_cell_measurements

description: Cell measurements extracted from imaging data from cells expressing the SNX2 mutants. The first columns describe the metadata (ImageNumber, ObjectNumber (cell) in image etc.). Key metadata columns are the 'Construct' that describes mCherry-SNX2 mutant construct expressed by the cell.The construct names follow the pattern of '+EX: EIRE|EIEq|W', where '+EX:' indicates the mutations are in the isoform +EX (with the 4 residue microexon), and the subsequent residues indicate the actual amino acid sequence of the exon and flanking residues (4 proceeding residues, and 1 downstream residue). The mutated residues are marked in lower case. | indicates exon-exon junction.The TRANSFECTED column indicates whether the cell was classified as positively expressing an mCherry fusion or not.
DOI: 10.6084/m9.figshare.29487671.v1
title: SNX2_mutants_cell_measurements

description: Cell measurements extracted from imaging data from cells expressing the SNX2 mutants. The first columns describe the metadata (ImageNumber, ObjectNumber (cell) in image etc.). Key metadata columns are the 'Construct' that describes mCherry-SNX2 mutant construct expressed by the cell.The construct names follow the pattern of '+EX: EIRE|EIEq|W', where '+EX:' indicates the mutations are in the isoform +EX (with the 4 residue microexon), and the subsequent residues indicate the actual amino acid sequence of the exon and flanking residues (4 proceeding residues, and 1 downstream residue). The mutated residues are marked in lower case. | indicates exon-exon junction.The TRANSFECTED column indicates whether the cell was classified as positively expressing an mCherry fusion or not.
DOI: 10.15468/dl.cf9nn4
title: Occurrence Download

description: A dataset containing 1071 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Reevesia"
 ]
}

 The dataset includes 1071 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068914-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/bresz6
title: Phylogenetic assessment and taxonomic revision of Scytalidium (Helotiales, Leotiomycetes)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Tong, Shuo-Qiu, Yang, Yi-Fan, Li, Peng, Wu, Yong-Jun, Sun, Bing-Da, Zhang, Zhi-Yuan (2025): Phylogenetic assessment and taxonomic revision of Scytalidium (Helotiales, Leotiomycetes). IMA Fungus 16: e 164608, DOI: 10.3897/imafungus.16.164608AbstractMembers of Scytalidium are primarily saprotrophic and are known for their ability to colonize a variety of substrates, including soil, decaying plant material, and wood. During an investigation of soil microfungi in Capsicum annuum cultivation areas of China, seven Scytalidium isolates were obtained from soil samples collected in Guizhou. In this study, we revised the genus Scytalidium by combining morphological characteristics and phylogenetic analyses based on concatenated ITS – LSU sequences. The results showed that Scytalidium sensu stricto comprises 16 species, including the type species S. lignicola and four novel species proposed in this study (S. chlamydosporum, S. guizhouense, S. rodionovae, and S. tongrenense). Ten species were excluded, and six species were treated as uncertain due to the lack of available molecular sequences. This study revised the genus Scytalidium, expanded its species diversity and geographical distribution, and lays the foundation for future taxonomic research on this genus.
DOI: 10.21227/jrwr-rc05
title: "VLP\/INS simulated and real world data with ground truth"

description: "This dataset presents comprehensive experimental data for evaluating RSS measurement correction algorithms in visible light positioning (VLP) systems integrated with IMU sensors for highly dynamic indoor mobile platforms. The dataset includes both simulation data (three highly dynamic scenarios with 12,000 Hz PD sampling and 5 LED arrays) and real-world experimental data (6 LED anchors with high-precision total station ground truth and synchronized IMU measurements) to investigate VLP and VLP\/INS integrated navigation. The data serves as a benchmark for researchers working on VLP, IMU integration, motion compensation algorithms, and dynamic indoor navigation systems."
DOI: 10.5281/zenodo.18091329
title: Data and analysis files for "Unfinished buildings in China have stranded materials, emissions, and investment"

description: Table S1
Collected information on unfinished building projects (UBPs) across China (as of 2023)


Table S2
Collected information on Everest's UBPs nationwide (as of 2023)


Table S3
Material composition indicators across China


Table S4
The average unit cost of UBPs across China in 2021


Table S5
The detailed unit cost of UBPs across China in 2021


Table S6
Economic and social development factors in Chinese provinces in 2023


Table S7
Economic and real estate development factors in China (1987-2023)


Table S8
Economic and social development factors in Chinese cities in 2023


Table S9
The city classification in China


Table S10
UBPs and urbanization information in selected cities


Table S11
Impact of economic losses


Table S12
Investment and demand for different construction suspension stages


Table S13
Scenario setting for the suspension stage of UBPs


Table S14
The midpoint and endpoint effects (absolute) of LCA in the main text


Table S15
The midpoint and endpoint effects of LCA in S1


Table S16
The midpoint and endpoint effects of LCA in S2


Table S17
The midpoint and endpoint effects of LCA in S3


Table S18
LCA emission factor in China used in the estimation


Table S19
Contribution of material categories to endpoint health and ecosystem damages
DOI: 10.5281/zenodo.18091328
title: Data and analysis files for "Unfinished buildings in China have stranded materials, emissions, and investment"

description: Table S1
Collected information on unfinished building projects (UBPs) across China (as of 2023)


Table S2
Collected information on Everest's UBPs nationwide (as of 2023)


Table S3
Material composition indicators across China


Table S4
The average unit cost of UBPs across China in 2021


Table S5
The detailed unit cost of UBPs across China in 2021


Table S6
Economic and social development factors in Chinese provinces in 2023


Table S7
Economic and real estate development factors in China (1987-2023)


Table S8
Economic and social development factors in Chinese cities in 2023


Table S9
The city classification in China


Table S10
UBPs and urbanization information in selected cities


Table S11
Impact of economic losses


Table S12
Investment and demand for different construction suspension stages


Table S13
Scenario setting for the suspension stage of UBPs


Table S14
The midpoint and endpoint effects (absolute) of LCA in the main text


Table S15
The midpoint and endpoint effects of LCA in S1


Table S16
The midpoint and endpoint effects of LCA in S2


Table S17
The midpoint and endpoint effects of LCA in S3


Table S18
LCA emission factor in China used in the estimation


Table S19
Contribution of material categories to endpoint health and ecosystem damages
DOI: 10.15468/ydquby
title: A survey of scale insects (Hemiptera, Coccoidea) on avocados, olives, and grapes in the Peruvian region of Arequipa

description: This dataset contains the digitized treatments in Plazi based on the original journal article Beltran-Moreno, Maholy, Llacctas, Anali, Huanca, Javier, Evans, Gregory (2025): A survey of scale insects (Hemiptera, Coccoidea) on avocados, olives, and grapes in the Peruvian region of Arequipa. ZooKeys 1257: 91-125, DOI: 10.3897/zookeys.1257.163722AbstractScale insects (Hemiptera, Coccoidea) are among the most economically important plant pests known throughout the world. They are found frequently on the leaves, stems, roots, and fruit, and are of great concern to importers of these plant products due to their great potential to become invasive species in their new environment when separated from their natural enemies. In Peru, knowledge of scale insects is limited to a few economically important species primarily because local, regional, or national surveys have not been conducted. This study aimed to document and update knowledge of scale insect diversity on avocado, olive, and grape plantations in the Arequipa region of Peru. Samples were collected from fruit orchards in June 2019, February – March 2020, August 2021, and July 2022. Sampling was performed in 35 localities across eight provinces in the Arequipa region where crops are grown for commercial purposes. Leaves, branches, and fruit of each of these three crops at each locality were randomly sampled, and inspected for the presence of scale insects. A total of 13,991 scale insect specimens were collected from 668 samples. Diversity indices were used to assess the structure of the scale insect communities across the three crops. Five families, 22 genera, and 33 species were identified. Species in the family Diaspididae were the most abundant, followed by Coccidae, Pseudococcidae, Ortheziidae and Eriococcidae, respectively. Twenty-eight species of scale insects are reported for the first time in the Arequipa region, nine of which are new records for Peru. The highest species richness was found on grapes, followed by avocados, and the lowest richness was found in olives. A dichotomous morphological key to the species of scale insects reported in this study is provided.
DOI: 10.15468/dl.qexweh
title: Occurrence Download

description: A dataset containing 11893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.69523 0.78799,-78.75044 -1.13143,-79.04199 -4.50854,-78.19137 -8.06038,-74.94217 -11.51109,-72.80252 -13.56159,-70.70744 -15.16633,-69.59304 -16.05785,-69.72677 -17.84089,-69.05813 -18.59868,-67.81 -22.74426,-66.65102 -22.03104,-65.04628 -22.4768,-62.28257 -21.85274,-61.70308 -19.66851,-59.69716 -19.40105,-57.91411 -19.93597,-54.88294 -20.60461,-48.95433 -19.71309,-46.01231 -16.81564,-46.05688 -14.36396,-46.41349 -7.63297,-45.07621 -7.63297,-44.27384 -2.28385,-47.89676 -0.64551,-49.8638 1.50034,-50.40026 2.03681,-51.42848 4.5403,-53.64139 5.74735,-55.41118 5.8238,-57.17704 6.00263,-58.49585 6.56144,-58.62997 7.63437,-60.61935 8.752,-60.75347 9.33317,-61.71463 9.84728,-61.89345 9.33317,-62.25109 8.55083,-64.7993 7.72378,-65.98399 7.74613,-67.03456 7.00849,-67.56948 5.75028,-67.90477 5.14676,-73.38117 2.91149,-73.17999 2.55385,-75.03526 2.28562,-75.61643 2.5762,-76.53289 1.32446,-76.82347 1.52563,-77.69523 0.78799))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pecari tajacu"
 ]
}

 The dataset includes 11893 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068915-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18091514
title: Syntheverse Expeditions: Explorations of the Hydrogen-Holographic Fractal Universe

description: This repository serves as the official collection of Syntheverse Expeditions, documenting empirical studies, in-silico modeling, and theoretical explorations of the hydrogen-holographic fractal universe. Each expedition investigates complex systems, consciousness, and the Awarenessverse, providing predictions, findings, and reproducible analyses using publicly available datasets and validated computational methods.

The first entry, “The Awarenessverse: Empirical Modeling and Predictions of Awareness as the Ultimate Energy”, explores awareness as the fundamental energy underlying all existence, validating emergent patterns, fractal self-similarity, and homeostatic constraints in complex systems. This repository will continuously expand as new Syntheverse Expeditions are conducted, providing open-access, peer-review-aligned research outputs for the scientific and generative awareness community.

Keywords: Syntheverse, Hydrogen-Holographic Fractals, Awarenessverse, Complex Systems, In-Silico Modeling, Empirical Validation, Open Science, FractiAI
DOI: 10.34691/uchile/0wxtah/jz8yxu
title: Sin Fago

description: :unav
DOI: 10.34691/uchile/0wxtah/c94vxn
title: Citometría_Informe_2.pzf

description: :unav
DOI: 10.34691/uchile/0wxtah/nyzn2h
title: Clon 65

description: :unav
DOI: 10.34691/uchile/0wxtah/v7qj8v
title: Clon 68

description: :unav
DOI: 10.34691/uchile/0wxtah/1qvew9
title: Citometría_Informe.pptx

description: :unav
DOI: 10.34691/uchile/0wxtah/luflq6
title: Clon DP27

description: :unav
DOI: 10.34691/uchile/0wxtah/z9lnht
title: Clon DP16

description: :unav
DOI: 10.34691/uchile/0wxtah/9taboz
title: ELISA_FAGO_2013_08_06 2.pzf

description: :unav
DOI: 10.34691/uchile/0wxtah/inusar
title: Clon 41

description: :unav
DOI: 10.34691/uchile/0wxtah/ua2tyd
title: Clon DP30

description: :unav
DOI: 10.34691/uchile/0wxtah/uhnu2h
title: Clon DP4

description: :unav
DOI: 10.34691/uchile/0wxtah/1ejg9g
title: Clon 70

description: :unav
DOI: 10.34691/uchile/0wxtah/gothsw
title: Fago Irrelevante

description: :unav
DOI: 10.34691/uchile/0wxtah/jsl89e
title: Graph_MdFI_2.tiff

description: :unav
DOI: 10.15468/dl.8vzvv9
title: Occurrence Download

description: A dataset containing 1468523 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salmo salar"
 ]
}

 The dataset includes 1468523 records from 374 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068909-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34691/uchile/0wxtah/6jpbxv
title: Graph__Positive_Cells_2.tiff

description: :unav
DOI: 10.34691/uchile/0wxtah/3tat0m
title: ELISA de selección figura 1E.pzf

description: :unav
DOI: 10.34691/uchile/0wxtah/66sk2b
title: Sin Marca

description: :unav
DOI: 10.34691/uchile/0wxtah/kl9f2d
title: Clon DP6

description: :unav
DOI: 10.34691/uchile/0wxtah/rnvlk7
title: Clon 11

description: :unav
DOI: 10.34691/uchile/0wxtah/oravik
title: Clon DP13

description: :unav
DOI: 10.5281/zenodo.18091388
title: Datasets related to the Middle Yangtze River region

description: Interstation cross-correlation waveforms from permanent seismic stations, along with the dispersion curves and the resulting 3-D Vs model for the Middle Yangtze River region.
DOI: 10.5281/zenodo.18091389
title: Datasets related to the Middle Yangtze River region

description: Interstation cross-correlation waveforms from permanent seismic stations, along with the dispersion curves and the resulting 3-D Vs model for the Middle Yangtze River region.
DOI: 10.34691/uchile/0wxtah/ignxrq
title: Citometría_Informe_2 2.pzf

description: :unav
DOI: 10.34691/uchile/0wxtah/il9cjy
title: Citometría_Informe_2.jo

description: :unav
DOI: 10.34691/uchile/0wxtah/kq6obs
title: 14584-MKN(2.3)-MICAF2.3_2019-09-26-11-49-16_D12.ab1

description: :unav
DOI: 10.34691/uchile/0wxtah/ysjgu9
title: 14587-MKN(4.5)-MICAR4.5_2019-09-26-11-49-16_G12.phd.1

description: :unav
DOI: 10.5281/zenodo.18091523
title: Holographic Hydrogen Science and Intelligence

description: Hydrogen Holographic Science & Intelligence Repository

This repository serves as the central hub for the Hydrogen Holographic Expedition, providing open access to datasets, simulation code, analysis pipelines, and research outputs focused on hydrogen holography and fractal intelligence. It enables researchers, educators, and enthusiasts to explore quantum-scale holographic phenomena, investigate fractal phase structures in atomic and collider data, and reproduce or extend experiments using publicly available resources.

Contributions include:



Experimental and simulated datasets from atomic and high-energy physics contexts (e.g., ATLAS and CMS 13 TeV open data).

Python analysis pipelines for computing rotational skew, fractal substructure, and phase coherence metrics.

Visualizations and illustrative results demonstrating holographic and fractal patterns in energy flows and angular distributions.

Documentation for reproducible research, supporting both teaching and advanced exploratory studies.


By centralizing these resources, the repository accelerates cross-disciplinary collaboration between quantum physics, holographic modeling, and fractal intelligence, providing the foundation for future experimental and computational investigations in hydrogen holography.
DOI: 10.34691/uchile/0wxtah/y6itvv
title: Specimen_001_Tube_010_010.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/wx9x94
title: 12932-GES-MICA(4.5)-MICAR4.5_2019-08-22-13-14-30_H12.phd.1

description: :unav
DOI: 10.34691/uchile/0wxtah/efubru
title: Specimen_001_Tube_016_008.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/hyd0in
title: GES_Tube_009_010.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/me6jni
title: Specimen_001_Tube_002_002-3.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/oeqjf1
title: Specimen_001_Tube_014_013.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/i7xlcq
title: Specimen_001_Tube_023_020.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/knwftu
title: Specimen_001_Tube_001_001-4.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/u0ti5m
title: Specimen_001_Tube_002_002-5.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/y5yjvz
title: CHO-008_Tube_011_011-1.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/ftic0l
title: MKN45_Tube_006_006.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/fwa903
title: 29194-B_4-5-Partidor_4-5R_2025-01-17-11-18-56_C01.seq

description: :unav
DOI: 10.34691/uchile/0wxtah/uvoqif
title: 12931-GES-MICA(4.5)-MICAF4.5_2019-08-22-13-14-30_G12.ab1

description: :unav
DOI: 10.34691/uchile/0wxtah/rv0ndr
title: Figure 2D.pptx

description: :unav
DOI: 10.34691/uchile/0wxtah/sud8ob
title: Specimen_001_Tube_026_018.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/aw6n4k
title: CHO-008_Tube_002_002-1.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/rfxxk4
title: 12930-GES-MICA(2.3)-MICAR2.3_2019-08-22-13-14-30_F12.phd.1

description: :unav
DOI: 10.34691/uchile/0wxtah/phql5f
title: 12929-GES-MICA(2.3)-MICAF2.3_2019-08-22-13-14-30_E12.ab1

description: :unav
DOI: 10.34691/uchile/0wxtah/rxqacl
title: GES_Tube_014_015.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/zbe4vn
title: MKN45_Tube_023_007.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/vkzyew
title: CHO-008_Tube_013_013.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/1mwfly
title: Figure 4B.tab

description: :unav
DOI: 10.34691/uchile/0wxtah/b1sr5t
title: K562_Tube_020_022.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/unkc2x
title: MKN45_Tube_004_004.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/9xeuub
title: Specimen_001_Tube_004_004-6.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/lrympx
title: C1-Rituxges1.jpg

description: :unav
DOI: 10.34691/uchile/0wxtah/gjdnnv
title: 29199-K_2-3-Partidor_2-3F_2025-01-17-11-18-56_H01.ab1

description: :unav
DOI: 10.34691/uchile/0wxtah/zlrzsc
title: CHO-008_Tube_013_013-1.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/zzevvy
title: Specimen_001_Tube_006_005.fcs

description: :unav
DOI: 10.34691/uchile/0wxtah/qaahut
title: Specimen_001_Tube_027_019.fcs

description: :unav