cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/jrbm-c91-1143
title: Kankai ibun, vol. 4, 1807

description: Kankai ibun, [1807], volume 4 = Description and travel of circumnavigation of seas, [1807], volume 4 = 環海 異聞 四 文化 4. Volume four of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110594731
title: Persepolis Fortification Anepigraphic Tablet 0849.101, PFAnep 0849.101

description: [Text Description:] Administrative text with seal PFUTS 0003 ❧ [Text or Publication Number Note:] PFAnep 0849.101, PFUT 0849-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impression PFUTS 0003 on obverse, upper edge, reverse, bottom edge, left edge.
DOI: 10.15468/dl.t63r4c
title: Occurrence Download

description: A dataset listing the 383 species recorded in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sphecodes"
 ]
}

 The dataset's 383 records were derived from 575 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027517-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/1bcs-5b65
title: "Heat production rate of lunar major basins obtained from the CE-2 gamma-ray spectrometer"

description: "The heat production rate data of lunar major basins were obtained from the Chang 'e-2 gamma-ray spectrometer data (http:\/\/moon.bao.ac.cn). A detailed description of the processing procedure for these data products is provided by Zhao et al. [2023]. The map bin size is 1.5\u00b0 by 1.5\u00b0. The unit of heat production rate in these data is \u03bcW\/m\u00b3. "
DOI: 10.15468/dl.b4dfhk
title: Occurrence Download

description: A dataset containing 799 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Typha latifolia L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 799 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019251-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/6a23-fs98
title: "Sentiment Analysis of Tezos Propsoals"

description: "The initial dataset consists of the Proposal names (the 16 proposals we selected), Source (web), URLs, Sentiment, Sentiment Score and data. The Sentiment and Sentiment Score here is predicted by the pre-trained distilbert model."
DOI: 10.15468/dl.c2t9uy
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alisma plantago-aquatica L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 116 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019253-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmw7zp
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aletris spicata (Thunb.) Franch.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 198 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019252-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65g7ah
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia scheeri F.A.C.Weber"
 ]
}

 The dataset includes 105 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019254-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8x79ra
title: Occurrence Download

description: A dataset containing 426 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Species composition in twelve (12) Afzelia africana Sm & Pers populations in Benin."
 ]
}

 The dataset includes 426 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019255-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xsmfx
title: Occurrence Download

description: A dataset containing 839 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia ×cymochila Engelm. & J.M.Bigelow"
 ]
}

 The dataset includes 839 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019256-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ywfxn9
title: Naturkundliche Gesellschaft
DOI: 10.15468/dl.av2e76
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia aureispina (S.Brack & K.D.Heil) Pinkava & B.D.Parfitt"
 ]
}

 The dataset includes 97 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019257-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwynjf
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia orbiculata Salm-Dyck ex Pfeiff."
 ]
}

 The dataset includes 610 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019259-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bzfrg
title: Occurrence Download

description: A dataset containing 3923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pieris japonica (Thunb.) D.Don ex G.Don",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 3923 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019261-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fveexp
title: Occurrence Download

description: A dataset containing 3391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machilus thunbergii Siebold & Zucc.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 3391 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019260-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmzb9t
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Etude collision routière-faune sauvage secteur Pau-Relevés appareils photo automatiques - Pau"
 ]
}

 The dataset includes 75 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019262-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg83fs
title: Occurrence Download

description: A dataset containing 4249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Bathylagus antarcticus Günther, 1878"
 ]
}

 The dataset includes 4249 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019263-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23662/fors-ds-495-2
title: Swiss national election studies, cumulated file 1971-2015
DOI: 10.48573/p4v1-mb83
title: Swiss Election Study (Selects), cumulative dataset 1971-2019
DOI: 10.48573/pcbm-2280
title: Swiss Election Study (Selects), cumulative dataset 1971-2019
DOI: 10.48573/2cjd-rj88
title: Swiss Election Study (Selects), cumulative dataset 1971-2023
DOI: 10.48573/2w7s-1591
title: Swiss Election Study (Selects), cumulative dataset 1971-2023
DOI: 10.5281/zenodo.15336268
title: Supplementary Data for Mahalanobis-Based Ratio Analysis and Clustering of U.S. Tech Firms

description: Note: All supplementary files are provided as a single compressed archive named dataset.zip. Users should extract this file to access the individual Excel and Python files listed below.

This supplementary dataset supports the manuscript titled “Mahalanobis-Based Multivariate Financial Statement Analysis: Outlier Detection and Typological Clustering in U.S. Tech Firms.” It contains both data files and Python scripts used in the financial ratio analysis, Mahalanobis distance computation, and hierarchical clustering stages of the study. The files are organized as follows:





ESM_1.xlsx – Raw financial ratios of 18 U.S. technology firms (2020–2024)




ESM_2.py – Python script to calculate Z-scores from raw financial ratios




ESM_3.xlsx – Dataset containing Z-scores for the selected financial ratios




ESM_4.py – Python script for generating the correlation heatmap of the Z-scores




ESM_5.xlsx – Mahalanobis distance values for each firm




ESM_6.py – Python script to compute Mahalanobis distances




ESM_7.py – Python script to visualize Mahalanobis distances




ESM_8.xlsx – Mean Z-scores per firm (used for cluster analysis)




ESM_9.py – Python script to compute mean Z-scores




ESM_10.xlsx – Re-standardized Z-scores based on firm-level means




ESM_11.py – Python script to re-standardize mean Z-scores




ESM_12.py – Python script to generate the hierarchical clustering dendrogram



All files are provided to ensure transparency and reproducibility of the computational procedures in the manuscript. Each script is commented and formatted for clarity. The dataset is intended for educational and academic reuse under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0).
DOI: 10.5281/zenodo.15337959
title: Supplementary Data for Mahalanobis-Based Ratio Analysis and Clustering of U.S. Tech Firms

description: Note: All supplementary files are provided as a single compressed archive named dataset.zip. Users should extract this file to access the individual Excel and Python files listed below.

This supplementary dataset supports the manuscript titled “Mahalanobis-Based Multivariate Financial Statement Analysis: Outlier Detection and Typological Clustering in U.S. Tech Firms.” It contains both data files and Python scripts used in the financial ratio analysis, Mahalanobis distance computation, and hierarchical clustering stages of the study. The files are organized as follows:





ESM_1.xlsx – Raw financial ratios of 18 U.S. technology firms (2020–2024)




ESM_2.py – Python script to calculate Z-scores from raw financial ratios




ESM_3.xlsx – Dataset containing Z-scores for the selected financial ratios




ESM_4.py – Python script for generating the correlation heatmap of the Z-scores




ESM_5.xlsx – Mahalanobis distance values for each firm




ESM_6.py – Python script to compute Mahalanobis distances




ESM_7.py – Python script to visualize Mahalanobis distances




ESM_8.xlsx – Mean Z-scores per firm (used for cluster analysis)




ESM_9.py – Python script to compute mean Z-scores




ESM_10.xlsx – Re-standardized Z-scores based on firm-level means




ESM_11.py – Python script to re-standardize mean Z-scores




ESM_12.py – Python script to generate the hierarchical clustering dendrogram



All files are provided to ensure transparency and reproducibility of the computational procedures in the manuscript. Each script is commented and formatted for clarity. The dataset is intended for educational and academic reuse under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0).
DOI: 10.5281/zenodo.15355194
title: Real Estate Datasets in Indonesia (9 cities)
DOI: 10.5281/zenodo.15355195
title: Real Estate Datasets in Indonesia (9 cities)
DOI: 10.25914/rq1m-d147
title: ACCESS-OM2 0.1 degree global model output (repeat-year forcing)
DOI: 10.15468/dl.xqyas9
title: Occurrence Download

description: A dataset containing 1125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia stenopetala Engelm."
 ]
}

 The dataset includes 1125 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019264-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqpka5
title: Occurrence Download

description: A dataset containing 1432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratotheca sesamoides Endl.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 1432 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019265-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdm4xh
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Macro-and meiobenthos of an Avicennia marina mangrove in Gazi Bay in 1992"
 ]
}

 The dataset includes 91 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019266-250426092105405/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.28093745
title: Datasets：Global dataset of leaf area and mycorrhizal type

description: Global leaf area response of plants of different mycorrhizal types to climate and soil
DOI: 10.6084/m9.figshare.28093745.v2
title: Datasets：Global dataset of leaf area and mycorrhizal type

description: Global leaf area response of plants of different mycorrhizal types to climate and soil
DOI: 10.5281/zenodo.15355219
title: Dataset of "Close-In Planets Orbiting Red-Clump Giants Yield Insights into Novel Evolutionary Paths"
DOI: 10.5281/zenodo.15355220
title: Dataset of "Close-In Planets Orbiting Red-Clump Giants Yield Insights into Novel Evolutionary Paths"
DOI: 10.15468/dl.n76pa8
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Opuntia pycnantha Engelm. ex J.M.Coult."
 ]
}

 The dataset includes 142 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019267-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15354979
title: Light acclimation of suppressed Norway spruce trees

description: Supplementary information of the manuscript: DOI not available yet

 

Dataset of gas exchange measurements of Norway spruce collected from the lower and upper canopy of the thinned and control site using a Waltz GFS-3000 Gas-Exchange System. 

 

Dataset of Vcmax and Jmax obtained using the R Studio plantecophys package 

 

Dataset of needle and shoot morphology traits. The first sheet contains the SLA calculation, which was made by sampling 50 needles of each tree (separated into older and current year needles). The second sheet includes the calculations for AL:AS and ML:AS.

 

Code key: C=control, H= thinned, the number is the sampled tree, B = lower canopy, T= upper canopy.
DOI: 10.48804/uz6ymh
title: Illumina Raw Data for: A versatile platform for combinatorial antibody library cloning and NGS based quality control with high accuracy

description: A combinatorial antibody library cloning, and NGS-based quality control platform were developed in this study. This Illumina NGS dataset contain the raw data for the validation of our library cloning platform and PCR-free NGS method, and can be used to replicate the results shown in the manuscript "A versatile platform for combinatorial antibody library cloning and NGS based quality control with high accuracy".
DOI: 10.5281/zenodo.14170978
title: Dataset of confocal microscopy - Rhamnogalacturonan-II dimerization deficiency impairs the coordination between growth and adhesion maintenance in plants

description: This contains additional data relative to version 1, corresponding to a new versio of the manuscript. 

This data set contains confocal images (3D stacks and 2D projections) from propidium iodide stained Arabidopsis thaliana dark grown hypocotyls of various wildtype and mutant plants reported in the study "Rhamnogalacturonan-II dimerization deficiency impairs the coordination between growth and adhesion maintenance in plants" (https://www.biorxiv.org/content/10.1101/2024.11.26.625362v1). Data was acquired following method described in the publication.
DOI: 10.5281/zenodo.14170979
title: Dataset of confocal microscopy - Rhamnogalacturonan-II dimerization deficiency impairs the coordination between growth and adhesion maintenance in plants

description: This data set contains confocal images (3D stacks and 2D projections) from propidium iodide stained Arabidopsis thaliana dark grown hypocotyls of various wildtype and mutant plants reported in the study "Rhamnogalacturonan-II dimerization deficiency impairs the coordination between growth and adhesion maintenance in plants" (https://www.biorxiv.org/content/10.1101/2024.11.26.625362v1). Data was acquired following method described in the publication.
DOI: 10.5281/zenodo.15303499
title: Dataset of confocal microscopy - Rhamnogalacturonan-II dimerization deficiency impairs the coordination between growth and adhesion maintenance in plants

description: This contains additional data relative to version 1, corresponding to a new versio of the manuscript. 

This data set contains confocal images (3D stacks and 2D projections) from propidium iodide stained Arabidopsis thaliana dark grown hypocotyls of various wildtype and mutant plants reported in the study "Rhamnogalacturonan-II dimerization deficiency impairs the coordination between growth and adhesion maintenance in plants" (https://www.biorxiv.org/content/10.1101/2024.11.26.625362v1). Data was acquired following method described in the publication.
DOI: 10.15468/dl.b9zjam
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Paguma larvata (C.E.H.Smith, 1827), Prionailurus bengalensis (Kerr, 1792), Arctonyx collaris F.G.Cuvier, 1825, Melogale moschata (Gray, 1831), Mustela kathiah Hodgson, 1835, Mustela sibirica Pallas, 1773, Lutra lutra (Linnaeus, 1758), Martes flavigula (Boddaert, 1785), Herpestes urva (Hodgson, 1836), Ursus thibetanus G, Muntiacus reevesi (Ogilby, 1839), Elaphodus cephalophus Milne-Edwards, 1872, Muntiacus crinifrons (Sclater, 1885), Sus scrofa Linnaeus, 1758, Capricornis milneedwardsii David, 1869, Macaca thibetana (A.Milne-Edwards, 1870), Macaca mulatta (Zimmermann, 1780), Manis pentadactyla Linnaeus, 1758, Crocidura attenuata Milne-Edwards, 1872, Crocidura tanakae Kuroda, 1938, Chimarrogale leander Thomas, 1902, Typhlomys cinereus Milne-Edwards, 1877, Tamiops maritimus (Bonhote, 1900), Callosciurus erythraeus (Pallas, 1779), Dremomys pernyi (Milne-Edwards, 1867), Mus musculus Linnaeus, 1758, Apodemus agrarius (Pallas, 1771), Apodemus draco (Barrett-Hamilton, 1900), Micromys minutus (Pallas, 1771), Rattus losea (Swinhoe, 1871), Rattus norvegicus (Berkenhout, 1769), Niviventer tenaster (Thomas, 1916), Niviventer confucianus (Milne-Edwards, 1871), Niviventer fulvescens (Gray, 1847), Niviventer fulvescens (Gray, 1847), Leopoldamys edwardsi (Thomas, 1882), Rhizomys sinensis Gray, 1831, Hystrix brachyura Linnaeus, 1758, Petaurista petaurista (Pallas, 1766), Lepus sinensis Gray, 1832, Rhinolophus affinis Horsfield, 1823, Rhinolophus macrotis Blyth, 1844, Rhinolophus pearsonii Horsfield, 1851, Rhinolophus pusillus Temminck, 1834, Rhinolophus sinicus K.Andersen, 1905, Hipposideros armiger (Hodgson, 1835), Hipposideros pratti Thomas, 1891, Hipposideros pomona K.Andersen, 1918, Miniopterus fuliginosus (Hodgson, 1835), Myotis chinensis (Tomes, 1857), Myotis davidii (Peters, 1869), Myotis frater G.M.Allen, 1923, Myotis laniger (Peters, 1871), Myotis pilosus (Peters, 1869), Pipistrellus abramus (Temminck, 1838), Tylonycteris tonkinensis Tu, Csorba, Ruedi & Hassanin, 2017, Murina eleryi Furey, Thong, Bates & Gabor, 2009, Murina feae (Thomas, 1891), Murina huttonii (Peters, 1872), Harpiocephalus harpia (Temminck, 1840), Kerivoula furva Kuo, Soisook, Ho, Csorba, Wang & Rossiter, 2017)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation, Occurrence evidence, Literature Occurrence)",
 "Country is China",
 "Geometry POLYGON((114.459123 23.073075,120.760536 23.073075,120.760536 29.251706,114.459123 29.251706,114.459123 23.073075))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2014",
 "Year is less than or equal to 2016"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019269-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15349958
title: Comparing PAS domain coupled intrinsic dynamics in bHLH PAS domain transcription factor complexes

description: The bHLH_PAS_TFs_project_data.zip archive contains two main folders:



main_figures

supplementary_figures


Each folder includes:



Raw data organized figure-wise.

Corresponding custom Python or R scripts used to perform the analyses.

Subfolders for individual sub-figures, each containing the relevant data and code.