cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31186144.v1
title: A multi-distance dataset of city-level road freight transport and carbon emissions in 285 Chinese cities

description: High-resolution road freight and emissions data are essential for understanding subnational logistics activity, evaluating decarbonisation pathways (especially for long-haul trucking), and supporting evidence-based transport and climate policy. However, publicly accessible datasets that provide consistent <b>city-level</b> road freight volumes—particularly those further resolved by <b>transport distance</b> and <b>vehicle powertrain type</b>—remain scarce in China. Here, we compile a multi-distance dataset for <b>285 prefecture-level cities</b> that reports <b>annual city-level road freight totals</b> for <b>2013–2023</b> (in units of <b>10 Kt</b>) and, for <b>2023</b>, disaggregates freight activity into <b>six distance groups</b> (intra-city, 10–50, 50–100, 100–200, 200–400, 400+ km), together with <b>distance-specific powertrain shares</b> (electric vs fuel trucks) and corresponding <b>distance- and powertrain-resolved carbon emissions</b> (also in <b>10 Kt</b>). The dataset is constructed through a transparent, reproducible, top-down workflow that integrates publicly available statistical records with high-resolution inter-city truck flow information from Baidu Maps, distance-specific payload assumptions, city-level electric freight vehicle penetration information, and standardized emission factors. Technical validation includes consistency checks against authoritative aggregates (e.g., provincial/national constraints) and diagnostic evaluations of the reconstruction models, supporting the reliability and internal coherence of the resulting city-by-distance-by-powertrain estimates. This dataset fills a critical data gap for urban and regional freight research by providing a publicly reusable, fine-grained basis for freight pattern analysis, emissions accounting, scenario assessment of electrification, and studies of spatial heterogeneity in road freight systems.
DOI: 10.15468/dl.kaj2a7
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mayodendron igneum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 133 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008580-260208012135463/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.31315192
title: Characteristics of marine aerosols and cloud condensation nuclei measured during the cruise of R/V ISABU in 2024: from the East China Sea to the Indian Ocean

description: This dataset is for the paper [Characteristics of marine aerosols and cloud condensation nuclei measured during the cruise of R/V ISABU in 2024: from the East China Sea to the Indian Ocean] and was obtained from in-situ measurement during the transit voyage of the R/V ISABU in 2024.
DOI: 10.6084/m9.figshare.31315192.v1
title: Characteristics of marine aerosols and cloud condensation nuclei measured during the cruise of R/V ISABU in 2024: from the East China Sea to the Indian Ocean

description: This dataset is for the paper [Characteristics of marine aerosols and cloud condensation nuclei measured during the cruise of R/V ISABU in 2024: from the East China Sea to the Indian Ocean] and was obtained from in-situ measurement during the transit voyage of the R/V ISABU in 2024.
DOI: 10.15468/dl.ducfwm
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lanaria lanata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 186 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008581-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18476676
title: 大学内庭園における非公式奉納物の配置と可視性(Placement and Visibility of Informal Offering Objects in a University-affiliated Garden)
title: ある大学内庭園における御守りの所在と消失(The Location and Disappearance of a University-Branded Omamori in a Garden)

description: 【The Campus Kōgengaku series】本資料は、大学構内において偶然発見された宗教的オブジェクトについてのスケッチ、参考写真、および初期的考察をまとめた観察記録である。体系的研究に先立つフィールドノートとして位置づけている。

対象となる庭園は一般に開放されているが、当該オブジェクトは主要ルートから外れた植木に設置されており、意識的に近づかなければ視認されにくい位置にあった。本事例は、大学制度・宗教的オブジェクト・公開空間の境界が、非公式な実践によって一時的に交差していた状態を示している。

また本資料は、管理主体による公式記録には残らない、非公式かつ一時的な空間利用を、外部観察の立場から記録することを目的とする。

 

補足:参考写真は、観察当時、学内で流行していた大学マスコットとの撮影慣行の一例。

本研究では、御守りの状態記録ではなく、当該オブジェクトが置かれていた文化的文脈の補助資料として位置づける。
DOI: 10.5281/zenodo.18476677
title: 大学内庭園における非公式奉納物の配置と可視性(Placement and Visibility of Informal Offering Objects in a University-affiliated Garden)
title: ある大学内庭園における御守りの所在と消失(The Location and Disappearance of a University-Branded Omamori in a Garden)

description: 【The Campus Kōgengaku series】本資料は、大学構内において偶然発見された宗教的オブジェクトについてのスケッチ、参考写真、および初期的考察をまとめた観察記録である。体系的研究に先立つフィールドノートとして位置づけている。

対象となる庭園は一般に開放されているが、当該オブジェクトは主要ルートから外れた植木に設置されており、意識的に近づかなければ視認されにくい位置にあった。本事例は、大学制度・宗教的オブジェクト・公開空間の境界が、非公式な実践によって一時的に交差していた状態を示している。

また本資料は、管理主体による公式記録には残らない、非公式かつ一時的な空間利用を、外部観察の立場から記録することを目的とする。

 

補足:参考写真は、観察当時、学内で流行していた大学マスコットとの撮影慣行の一例。

本研究では、御守りの状態記録ではなく、当該オブジェクトが置かれていた文化的文脈の補助資料として位置づける。
DOI: 10.15468/dl.ffe28k
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleroma itatiaiae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 59 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008582-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udrsde
title: Occurrence Download

description: A dataset containing 1095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras aeneus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1095 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008583-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.126883
title: Data Supporting 'Vibronically Assisted Sub-Cycle Charge Transfer at a Non-Fullerene Acceptor Heterojunction'

description: This dataset contains the raw data used to generate the figures presented in the paper “Vibronically Assisted Sub-Cycle Charge Transfer at a Non-Fullerene Acceptor Heterojunction.” The data are primarily provided as single Excel files with two-column formats. In cases where more complex data structures are used (e.g., two-dimensional Excel datasets), an accompanying README file is included to explain the data format and organization.
DOI: 10.15468/dl.g5m42k
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aa maderoi",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 71 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008584-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7twggt
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Meliosma simplicifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 315 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008585-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/xbgdhi
title: Photographic records of the performance art workshop based on the Tupinambá Cloak (2025)

description: This dataset contains photographic records of Performance Art workshops conducted with children in 2025, at the Casa Hera collective space located in Limeira, São Paulo. The images document the activities carried out, the materials used, and the interactions among participants during the sessions.
DOI: 10.13140/rg.2.2.27192.40966
title: dynamicky model herectvi 1027
DOI: 10.15468/dl.dqzms8
title: Occurrence Download

description: A dataset containing 1272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senecio brasiliensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1272 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008586-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/c5mh8l
title: Photographic records of the Artist Talk with Marina Abramović (2025)

description: The event consisted of an artist talk by Marina Abramović, held at Factory International on October 11, 2025, in Manchester. The conversation focused on her seminal work Balkan Erotic Epic, addressing its historical, cultural, and performative dimensions. Abramović discussed the origins of the work, its connection to Balkan folklore and ritual practices, and the role of sexuality, the body, and collective memory within her artistic practice. The talk offered the audience a deeper understanding of the conceptual and cultural contexts surrounding Balkan Erotic Epic.
DOI: 10.15468/dl.56yau3
title: Occurrence Download

description: A dataset containing 332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-79.69200 7.48268,-69.53626 7.48268,-69.53626 11.54855,-79.69200 11.54855,-79.69200 7.48268))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Kinosternon leucostomum"
 ]
}

 The dataset includes 332 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008587-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c58w38g4m
title: MassIVE MSV000100800 - PARP6-dependent vimentin ADP-ribosylation prevents myofibroblast activation in cardiac fibrosis
title: Cardiac fibrosis is a central driver of adverse remodeling during heart failure, yet the post-translational regulation of myofibroblast activation remains poorly defined. Here, we identified PARP6 as a mono-ADP-ribosyltransferase that repressed myofibroblast activation through the ADP-ribosylation of vimentin. PARP6 expression was reduced in failing human hearts and Parp6 haploinsufficiency in mice was sufficient to induce cardiac fibrosis. At the cellular level, PARP6 ADP-ribosylated vimentin thereby limiting actin stress fiber formation. Mechanistically, PARP6 inhibition enhanced RhoA activation and vimentin-RhoA complex formation, thus activating the RhoA-ROCK-LIMK-cofilin pathway. Consistently, Parp6 haploinsufficiency was associated with increased cofilin phosphorylation in mice hearts. In primary cardiac fibroblasts, PARP6 inhibition promoted RhoA-dependent actin stress fiber accumulation and induced myofibrotic protein expression. Together, these findings define a PARP6-vimentin(ADP-ribosylation)-RhoA axis that restrained contractility-driven fibroblast activation, indicating a cardioprotective role of PARP6 with potential therapeutic relevance for fibrotic heart disease.
DOI: 10.15468/dl.3qxy66
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acianthera aberrans",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008590-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xeefu7
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras agassizii",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 29 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008588-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18610336
title: Gold Standard and Annotation Dataset for CO2 Emissions Annotation

description: This repository contains the results of a research project which provides a benchmark dataset for extracting greenhouse gas emissions from corporate annual and sustainability reports. 

The zipped datasets file contains two datasets, gold_standard and annotation_dataset(inside the outer zip file there is a password-protected zip file containing the two datasets. To unpack, use the password is provided in the outer zip file).

Data collection



A Large Language Model (LLM) based pipeline was used to extract the greenhouse gas emissions from the reports (see columns prefixed with llm_ in annotation_dataset). The extracted emissions follow the categories Scope 1, 2 (market-based) and 2 (location-based) and 3, as defined in the GHGP protocol (see variables scope).

Annotation of the pipeline output was done in 3 phases: first by non-experts (see columns prefixed with non_expert_ in annotation_dataset), then by expert groups (columns prefixed with exp_group_ in annotation_dataset) in case of disagreement of non-experts and finally in a discussion of all experts (columns prefixed with exp__disc in annotation_dataset) in case of disagreement between expert groups. The annotation guidelines for the non-experts and experts are also included in this repository.

The annotation results from all three phases are combined to form the final benchmark dataset: gold_standard. Codebooks detailing each variable of each of the two datasets are also provided. More details about the annotation template or the data wrangling scripts can be found in the GitHub repository. 


Merging of datasets

Users can match the two datasets (gold_standard and annotation_dataset). Due to mismatches between the company_name in the report_name and the actual company_name, manual correction has been carried out. The gold_standard now contains both the old (report_name_old, company_name_old) and the new (report_name, company_name) variables. To join the gold_standard and annotation_dataset, please add the suffix _old to the columns (report_name, company_name) in annotation_dataset and use the old variables (report_name_old, company_name_old) from the gold_standard and additionally report_year and merge_id (index column). The merge_id already includes the company name and report year implicitly, but to avoid column duplication in the join operation, it should be included as join variables. For example this is useful when comparing LLM extractions to gold standard data.
DOI: 10.15468/dl.bnk4v7
title: Occurrence Download

description: A dataset containing 1165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microcos paniculata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1165 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008591-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcw6fw
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senecio oleosus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 264 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008592-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18606708
title: Data and Code supporting Pulse fragmentation-induced uncertainty in forest LAI mapping using UAV LiDAR by Bai et al., RSE 2026

description: # draft
DOI: 10.5281/zenodo.18606709
title: Data and Code supporting Pulse fragmentation-induced uncertainty in forest LAI mapping using UAV LiDAR by Bai et al., RSE 2026

description: # draft
DOI: 10.15468/dl.jc6x7e
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Locality is one of (Balan (01), Dagneux, Montluel (AIN), La Boisse, La Boisse (Ain), Montluel, Niévroz, Jons, Villette d'Anthon (Isère), Villette d'Anthon, Pusignan, Janneyrias (38), Colombier-Saugnieu, Auvergne-Rhône-Alpes, FR (45,7, Grenay, Saint Pierre de Chandieu)",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "Year 2016-2026"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008593-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15268966
title: Network Science reveals the structure and lasting impact of the Roman road system: Supplementary datasets

description: The files contained in this repository are supplementary data for the article 'Pažout et al. (forthcoming) 'Network Science reveals the structure and lasting impact of the Roman road system.' These datasets represent: a) data derived from the original dataset of Roman roads (Brughmans et al. 2024), b) polygon data defining analytical units enriched with topographical and cultural data, and c) data representing results generated with analytical tools (orientation, Geographicaly Weighted Regression).

This data fully document the research inputs and outputs used and generated during the research which are not contained in the road dataset (Brughmans et al. 2024), Extended Data and Supplementary Information of the submitted journal paper.

 

Brughmans, T., de Soto, P., Pažout, A. and Bjerregaard Vahlstrup, P., 2024 Itiner-e: the digital atlas of ancient roads. https://itiner-e.org/
DOI: 10.5281/zenodo.18610056
title: Network Science reveals the structure and lasting impact of the Roman road system: Supplementary datasets

description: The files contained in this repository are supplementary data for the article 'Pažout et al. (forthcoming) 'Network Science reveals the structure and lasting impact of the Roman road system.' These datasets represent: a) data derived from the original dataset of Roman roads (Brughmans et al. 2024), b) polygon data defining analytical units enriched with topographical and cultural data, and c) data representing results generated with analytical tools (orientation, Geographicaly Weighted Regression).

This data fully document the research inputs and outputs used and generated during the research which are not contained in the road dataset (Brughmans et al. 2024), Extended Data and Supplementary Information of the submitted journal paper.

 

Brughmans, T., de Soto, P., Pažout, A. and Bjerregaard Vahlstrup, P., 2024 Itiner-e: the digital atlas of ancient roads. https://itiner-e.org/
DOI: 10.15468/dl.4nhw48
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acianthera erosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008594-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tv4wf9
title: Occurrence Download

description: A dataset containing 223557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alligator mississippiensis, Alligator sinensis, Caiman crocodilus, Caiman yacare, Caiman latirostris, Melanosuchus niger, Paleosuchus palpebrosus, Paleosuchus trigonatus, Crocodylus acutus, Crocodylus intermedius, Crocodylus rhombifer, Crocodylus moreletii, Crocodylus niloticus, Crocodylus siamensis, Crocodylus palustris, Crocodylus porosus, Crocodylus mindorensis, Crocodylus novaeguineae, Crocodylus johnsoni, Mecistops cataphractus, Osteolaemus tetraspis, Gavialis gangeticus, Tomistoma schlegelii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 223557 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008540-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zqymt
title: Occurrence Download

description: A dataset containing 1457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Momordica cochinchinensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1457 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008595-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2b698f
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna itatiaiae",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 24 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008596-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18609042
title: Systematic Evaluation of Fed-Batch Feeding Strategies in NISTCHO: Linking Culture Performance to Product Quality Attributes on Intact cNISTmAb

description: Supporting data for "Systematic Evaluation of Fed-Batch Feeding Strategies in NISTCHO: Linking Culture Performance to Product Quality Attributes on Intact cNISTmAb"
DOI: 10.5281/zenodo.17046013
title: Systematic Evaluation of Fed-Batch Feeding Strategies in NISTCHO: Linking Culture Performance to Product Quality Attributes on Intact cNISTmAb

description: Supporting data for "Systematic Evaluation of Fed-Batch Feeding Strategies in NISTCHO: Linking Culture Performance to Product Quality Attributes on Intact cNISTmAb"