cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18452458
title: Gridded sea ice freeboard data accompanying the article "Year-Round High-Resolution Sea Ice Freeboard Retrieval Using ICESat-2 ATL03 Photon Data"

description: This dataset provides monthly gridded sea ice freeboard estimates derived from ICESat-2 ATL03 data, covering the period from October 2021 to September 2022. The product is generated on a 25-km polar stereographic grid (EPSG:3411) of 448 × 304 grid cells, and is distributed as a single NetCDF file.

Sea ice freeboard is defined as the height of the ice surface relative to the local sea surface and represents a key intermediate parameter for estimating sea ice thickness and investigating sea ice thermodynamic and dynamic processes.

The dataset includes:





Monthly sea ice freeboard (freeboard) stored as a three-dimensional array with dimensions (y, x, time)




Two-dimensional geographic coordinates (lon, lat) corresponding to each grid cell




A time variable representing monthly time steps
DOI: 10.15468/dl.vb5ewf
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.11.11_1",
 "OccurrenceStatus is Present",
 "Year 2000-2024"
 ]
}

 The dataset includes 503 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006047-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hwk4f
title: Occurrence Download

description: A dataset containing 47409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Elasmobranchii, Holocephali, Petromyzonti, Myxini, Coelacanthi, Dipneusti)",
 "Year 1799-2026"
 ]
}

 The dataset includes 47409 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006048-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/2rrp-z351
title: Parkes observations for project P1032 semester 2025APRS_03

description: With this proposal, we aim to continue P1032, the rapid measurements of relativistic parameters of southern binary pulsar systems using data from the Parkes Ultra Wideband Low (UWL) receiver. As the MeerTime project at the MeerKAT radio telescope ended in early 2024, observations with the UWL receiver now form the backbone for extending the timing baselines of many pulsars that have been part of this project. Since the source selection in APRS2024 was tailored such that the UWL receiver is the most (versatile and) suited instrument to achieve the proposed scientific goals for the chosen pulsars, we propose to continue these observations. We will use the UWL data to obtain significant orbital coverage and timing baselines on these pulsars and obtain important constraints on orbital and temporal DM variations that will help in identifying the nature of the companion stars. Increasing the number of measured Neutron Star (NS) masses, as well as improving on current constraints has profound implications for NS internal structure and for stellar and binary evolution physics. We request pre-graded status for this project for the next semester.
DOI: 10.15468/dl.kuv8n6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Winteria telescopa Brauer, 1901",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((54.0145 -15.8532,54.1138 -16.1504,54.9312 -16.1504,55.0218 -15.961,54.8989 -15.5532,54.5521 -15.3811,54.2381 -15.4633,54.0145 -15.8532))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010043-250525065834625/datasets/export for details.
DOI: 10.15468/dl.p8c82j
title: Occurrence Download

description: A dataset containing 56174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Thalurania furcata (J.F.Gmelin, 1788))",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 56174 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016360-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15579802
title: Observational social learning of "know-how" and "know-what" in wild orangutans: evidence from nest-building skill acquisition

description: Data frames, R code and two supplementary video's used in the creation of the manuscript entitled, 'Observational Social Learning of 'know-how' and 'know-what' in wild orangutans: evidence from nest building skill acquisition'
description: Immature great apes learn how to build their nests over multiple years, yet how they do so has remained largely unclear. We investigated the detailed role of social learning in the acquisition of nestbuilding skills in wild Sumatran orangutans (Pongo abelii) using data on nest-building, nest practice, and nest peering behaviour from 44 individuals, collected over 17 years. We found that nest peering but not being close to a nesting individual without peering) is associated with a significant increase in nest practice and is primarily directed at multi-step nest elements. Dependent immatures mostly peer at their mothers and use nest tree species in common with her, independent immatures peer at a larger range of individuals and use nest tree species in common with them. Our results suggest that orangutans acquire their nest-building skills through observational social learning, selective attention to “know-how” and the transmission of “know-what” information.
DOI: 10.5281/zenodo.15579803
title: Observational social learning of "know-how" and "know-what" in wild orangutans: evidence from nest-building skill acquisition

description: Data frames, R code and two supplementary video's used in the creation of the manuscript entitled, 'Observational Social Learning of 'know-how' and 'know-what' in wild orangutans: evidence from nest building skill acquisition'
description: Immature great apes learn how to build their nests over multiple years, yet how they do so has remained largely unclear. We investigated the detailed role of social learning in the acquisition of nestbuilding skills in wild Sumatran orangutans (Pongo abelii) using data on nest-building, nest practice, and nest peering behaviour from 44 individuals, collected over 17 years. We found that nest peering but not being close to a nesting individual without peering) is associated with a significant increase in nest practice and is primarily directed at multi-step nest elements. Dependent immatures mostly peer at their mothers and use nest tree species in common with her, independent immatures peer at a larger range of individuals and use nest tree species in common with them. Our results suggest that orangutans acquire their nest-building skills through observational social learning, selective attention to “know-how” and the transmission of “know-what” information.
DOI: 10.18739/a2f76679v
title: Seasonal soil active layer measurements from a Circumpolar Active Layer Monitoring (CALM) grid, (U9B) 'Happy Valley 1km Grid', Alaska. 1995-2020.

description: The Circumpolar Active Layer Monitoring (CALM) program represents the only coordinated program providing collection, standardization, open access, and dissemination of active-layer data world-wide. Widespread, systematic changes in the thickness of the active layer could have profound effects on the flux of greenhouse gases, on the human infrastructure in cold regions, and on landscape and hydrologic processes. It is therefore critical that observational and analytical procedures continue over decadal periods to assess trends and detect cumulative, long-term changes. This dataset contains active-layer observations conducted by the CALM program since the 1990s, supported by a series of National Science Foundation (NSF) awards. CALM program is an integral part of the Global Terrestrial Network for Permafrost.
 CALM 2020 data are significantly reduced due to pandemic-related travel restrictions. Available 2020 data are limited in terms of extent, and observations were not as controlled as previous years in terms of measurement timing or method, and therefore should be treated with caution.
DOI: 10.17632/k5d598277b
title: Lip Reading Word-Bangla (LRW-B) Dataset

description: The Lip Reading Word-Bangla (LRW-B) Dataset is a specialized dataset designed to facilitate research in lip-reading and speech recognition for the Bangla language. It consists of high-quality video recordings of individuals articulating isolated Bangla words, capturing the intricate movements of the lips. The dataset is intended to support developing and evaluating lip-reading models, particularly for applications in speech recognition and assistive technologies in Bangla.
DOI: 10.17632/568txyn5f7
title: Data for: The emotion–valuation constellation: Multiple emotions are governed by a common grammar of social valuation

description: Data
DOI: 10.17632/f6dcnxr9fz
title: Carbon emissions trading system and corporate tax avoidance

description: We selected companies listed on the Shanghai and Shenzhen stock exchanges from 2008 to 2020 as our initial sample. The list of companies participating in the ETS was obtained from the official websites of local Ecological Environment Bureaus and Development and Reform Commissions. Financial data were sourced from the China Stock Market & Accounting Research Database. The samples were processed as follows: (1) samples with missing data were excluded; (2) samples from the financial industry were excluded because of the special calculation and characteristics of financial statements; (3) samples from state-owned enterprises were excluded owing to their specific nature for tax avoidance; (4) companies identified as having special treatment were excluded to reduce the influence of outliers; and (5) winsorization was performed on continuous variables, truncating values at the 1st and 99th percentiles to eliminate the impact of outliers.

Between 2013 and 2014, China launched pilot ETS in Shenzhen, Beijing, Shanghai, Tianjin, Guangdong, Hubei, and Chongqing. In 2016, Fujian and Sichuan also joined the pilot program. To define the treatment group, we referred to the list of companies covered by ETS published by local regulatory authorities, which clearly identifies companies joining the ETS. Companies not included in these lists were categorized as the control group. To address potential endogeneity issues, this study employed the propensity score matching (PSM) method to select the sample. Referring to Chen et al. (2018) and Chen et al. (2022), this study considered companies who are in pilot ETS as the treatment group (Treat = 1) and non-pilot companies as the control group (Treat = 0). Specifically, this study used the following variables to conduct 1:1 nearest neighbor matching without replacement on the sample: static non-systematic risk (ALTZ), asset return volatility (EV), systematic risk (BETA), leverage ratio (Lev), fixed asset ratio (PPE), intangible asset ratio (Intang), return on investment (ROI), research and development expenses (RND), whether the chairman and CEO are the same person (Dual), the shareholding proportion of the largest shareholder (Top1), firm size (Size), return on assets (ROA), book-to-market ratio (Bm), audit opinion (Audit), whether the firm is in a loss in previous year (Loss), provincial-level EPU (EPU), and proportion of executives with political connections (PC). 

Finally, 2,691 matched pairs of sample observations were obtained.
DOI: 10.17632/tw2nnvdcs6
title: The Good Death Project

description: This dataset results from a study titled "The Good Death Project." It includes several questions about the idea of a good death, including Likert-scale questions about the importance of 18 items on the Good Death Inventory. Demographic variables can be used to examine the concept of a good death based on different factors.
DOI: 10.6084/m9.figshare.12425357.v1
title: Writing (EFL).dat

description: A total number of 500 English students produced an essay in courses related to L2 Writing. The sample consisted of 349 female (69.8%) and 151 male (30.2%) students who ranged in ages between 19 and 58 years (M = 24.89 years, SD = 6.30). Four raters were recruited to mark the essays. The essays were marked using a diagnostic assessment scale called the Empirically-derived Descriptor-based Diagnostic (EDD) checklist (Kim, 2011) accompanied by detailed guidelines. It was developed for scoring and describing the writing of non-native English-speaking students in an academic context. The EDD checklist consists of 35 dichotomous (Yes, No) descriptors assessing five writing attributes.
DOI: 10.6084/m9.figshare.1365513.v1
title: Compsobata univitta database

description: Collection data for Compsobata univitta (Diptera: Micropezidae)
DOI: 10.6084/m9.figshare.19431380.v1
title: Basal diet formulation.

description: 1. The basal diet formulation.2. Primers used during quantitative reverse-transcription PCR assay
DOI: 10.6084/m9.figshare.24084147.v1
title: Electrochromism via reversible electrodeposition of solid iodine

description: The experimental raw data are contained in this file, and the testing methods are described in the manuscript or supplementary information.
DOI: 10.17632/b6sct48jmb
title: A phase 2a randomized, placebo-controlled study to evaluate the efficacy and safety of the oral Janus kinase inhibitors ritlecitinib and brepocitinib in alopecia areata: 24-week results. Supplementary Figures and Tables

description: Supplementary Figures 1-7. Supplementary Tables 1-5
DOI: 10.6084/m9.figshare.28825490.v1
title: AOTD_scatter

description: Scatter dataset of Arctic temperature and salinity observations
DOI: 10.17632/kdfhzmzdby
title:  A RETROSPECTIVE SURVEY OF NEUROLOGICAL COMPLICATIONS OF INTRATHECAL ANESTHESIA AT 64 HOSPITALS IN GUANGXI

description: The preliminary analysis on the usage of intrathecal anesthesia and the incidence and rehabilitation rates of neurological complications after intrathecal anesthesia in 64 hospitals in Guangxi. To accumulate the clinical experience of intrathecal anesthesia and epidemiology data of neurological complications after intrathecal anesthesia.
From 2008 to 2012, there is the most commonly used in CSEA, but also showed an increasing trend. Followed by EA, EA showed a downward trend. SA is used the least. The incidence of neurological complications after intrathecal anesthesia was 0.0408%, the incidence of neurological complications of EA, CSEA and SA were 0.0201%, 0.0552%, 0.049%, respectively (P﹤0.05). The incidence of three anesthesia neurological complication were compared, the difference was statistically significant (P = 0.000), the incidence of neurological complication after EA was the least, CESA was the most. There are statistically significant difference between the incidence of neurological complication of the two kinds grade hospital (P﹤0.05), the incidence of neurological complications in large and comprehensive hospital was more than that of non-large and comprehensive hospital , the odds ratio(OR) was 0.589 (95% CI:0.442~ 0.786 ). The incidence of TNS was the most, 0.0340%, followed by radicular damage (0.005%), the other three types of complications were relatively rare, 0.0008%, 0.0008%, 0.0002%, respectively. (P﹤0.05)The total cure rate of neurological complications was 89.8%, the cute rate of three kinds of anesthesia were 87.80%, 90.26%, 90.0% ,respectively, the difference was not statistically significant (P﹥0.05). All TNS patients were fully recovered (100%)，48% in radicular damage, 25% in cauda equina syndrome, the other two types complication of patients developed permanent damage. The total incidence of permanent neurological complication was 0.0042%. The incidence of permanent complications of EA ,CSEA and SA were 0.0034% ,0.0047% and 0.0049%（P﹥0.05）.
DOI: 10.17632/z5cs76gpgc
title: Thesis Raw Data

description: The raw data is supplied for the summarised data in the thesis.
DOI: 10.17632/ctks2b3ymc
title: Sewage sludge treatment plant (generated by ASPEN)

description: Data-rich framework including 76 sets is generated via ASPEN PLUS software in order
to adopt prediction models for the fluidized bed temperature, steam heat transfer rate, and dryer residence
time in the sewage sludge (SS) incineration system in a wastewater treatment plant.
DOI: 10.17632/x64kky9r5r
title: The Causal Relationship between Tea, Coffee and IgA Nephropathy: Mechanistic Insights

description: This is supplementary material of the "The Causal Relationship between Tea, Coffee and IgA Nephropathy: Mechanistic Insights" article
DOI: 10.17632/fgfjpn86bb
title: Data for: Environment and host genetics influence the biogeography of plant microbiome structure

description: We collected Lemna and associated microbiomes from 34 populations in the northern and southern range of its distribution in the United States (Fig. 1a and Table S1): Ohio (OH, Cleveland, N = 8; Columbus, N = 5), New Hampshire (NH, N = 2), Massachusetts (MA, N = 2), Rhode Island (RI, N = 2), Louisiana (LA, N = 7), Georgia (GA, N = 4), and South Carolina (SC, N = 4). The field sampling was conducted during the fast-growing season of duckweeds during June–August 2022. In addition, we collected samples from the same two Massachusetts populations during the late growing season in October 2022 to confirm the negligible influence of temporal dynamics on duckweed microbiomes, relative to the other factors we investigated in this study. We also measured the pH, conductivity (EC), and total dissolved solids (TDS) of the aquatic environment at each population using an Ohaus ST20M-B meter (Ohaus Corporation, Parsippany, New Jersey). Additionally, we collected 100 mL surface water in sterile centrifuge tubes and sent to the Wetland Biochemistry Analytical Services at Louisiana State University for additional water chemistry analysis (total organic carbon, TOC; total nitrogen, TN; total phosphorus, TP; major and trace elements including Na, Ca, Mg, Fe, Si, Cu, Zn, Mn, Pb, Cd; Table S1). Duckweed microbiome DNA was sent to the Argonne National Laboratory for bacterial library preparation (16S rRNA V5–V6 region, 799f–1115r primer pair: AACMGGATTAGATACCCKG, AGGGTTGCGCTCGTTG) and sequencing using Illumina MiSeq (paired-end 250 bp). The PE reads were used for detecting bacterial amplicon sequence variants (ASVs) using the package DADA2 v1.20.0 in R v4.1.0. The PE reads were trimmed and quality filtered [truncLen = c(240, 230), trimLeft=c(10, 0), maxN = 0, truncQ = 2, maxEE = c(2,2)] and then used for unique sequence identification that took into account sequence errors. The PE reads were then end joined (minOverlap = 20, maxMismatch = 4) for ASV detection and chimera removal. The ASVs were assigned with taxonomic identification based on the SILVA reference database (132 release NR 99) implemented in DADA2. The ASVs were further filtered before conversion into a bacterial community matrix using the package phyloseq. First, we removed non-focal ASVs (Archaea, chloroplasts, and mitochondria). Second, we conducted rarefaction analysis using the package iNEXT to confirm that the sequencing effort was sufficient to capture duckweed bacterial richness (Fig. S1). We further normalized per-sample reads (median = 20,192 reads) by rarefying to 10,000 reads. Three populations that had fewer reads (one from OH: 9787 reads; two from GA: 5775 and 9484 reads, respectively) but plateaued in the rarefaction analysis were normalized to 10,000 reads. Lastly, we removed low-frequency ASVs (&lt;0.001% of total observations). The final bacterial community matrix consisted of 4880 ASVs across the 36 samples from 34 different populations and was used for all downstream analyses.
DOI: 10.17632/pj4cfhmvx5
title: Ultrasound and clinical characteristics of photodynamic therapy-resistant patients with probable CM-AVM syndrome: a single center retrospective study.

description: Contents 
Supplementary Fig 1. Clinical photograghs of PDT-resistant patients..................................... 2
Supplementary Fig 2. Ultrasound findings of PMs in PDT-resistant patients using the Mindray Resona 7 device........................................................................................................................ 3
Supplementary Fig 3. High-frequency ultrasound findings of PMs in a PDT-resistant patient using the Paragon XHD device……………………………………………………………................................... 4
Supplementary Fig 4. The blood vessels in the hypodermis of PMs exhibited significant dilation using the Paragon XHD device………………….…………………………………………………………….. 5
Supplementary Fig 5. High-frequency ultrasound findings of PMs in a PDT-resistant patient using Paragon XHD and DUB Skin Scanner devices…………………............................................... 6
Supplementary Table I. PDT-resistant patient demographics................................................. 8
Supplementary Table II. The clinical features of PDT-resistant patients................................. 10
Supplementary Table III. Comparisons of ultrasound characteristics between lesion skin and normal skin in PDT-resistant patients (obtained by Paragon XHD)......................................... 11
DOI: 10.6084/m9.figshare.3515237.v1
title: Appendix B. List of variables and their definitions for landcover, infrastructure, and census.

description: List of variables and their definitions for landcover, infrastructure, and census.
DOI: 10.17632/ggmczjxk5d
title: Factor for converting parts per million (ppm) of U, Th and K into Bq kg of U-238, Th-232 and K-40

description: This data describes the calculation of the factors to transform the ppm of K, U and Th into Bq/kg of K-40, U-238 and Th-232 through their nuclear data. The Excel Spreadsheet shows the different operations with the expressions described in the PDF fill.
DOI: 10.6084/m9.figshare.29094362.v1
title: Reevaluating the Need for Routine Post-Procedural Chest X-rays in CT-Guided Lung Biopsy: Incidence of Pneumothorax and the Role of Symptom-Based Monitoring

description: To evaluate the incidence of pneumothorax (PTX) following CT-guided lung biopsies and examine its relationship between demographic and procedural variables and the need for chest drainage