cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14509541
title: Evolutionary Models of Binary, Triple and Quadruple Star Systems

description: mse.zip contains the code used for this project. Refer to the documentation in doc/doc.pdf for details about the code and logs.

The data is contained in the remaining 12 zip files.

Each data set of binary (1+1), triple (2+1) and quaruple (2+2 and 3+1) are contained in the named zipped files.

The slow kick models have a Maxwelling balck hole natal kick velocity peaked at 10 km/s

The fast kick models have a Maxwelling balck hole natal kick velocity peaked at 50 km/s

The filename describes if the calculations include the effects of stellar flybys or not.

 

Each data zip file contains a file name hdf5 with the initial conditions and a .txt text file with the indices of the completed systems. The data for each system is stored in a .pkl file in the subdirectories, the log contained details of the system at evolutionary points of interest (stellar type change, mass transfer, mergers, supernova etc.). Refer to the documentation for details of the logs. In addition, for fixed time steps additional information is saved for the slow kick models.

The individual system .pkl files require mse.py require some of the tools from mse. This is most easily managed by

1)Download mse.zip.

2)Unzip and create a subdirectory named data

3)Download any of the dataset zip files and store them in data.

4)Each file can be opened in python with a snippet such as:

import pickle

from mse import Tools

with open("test1.pkl",'rb') as file:    data = pickle.load(file)

The following quantities can be extracted from each individual system .pkl file:

Log - data['log']

For the slow kick models the following is also available:

Number of orbits - data['N_orbits_status']Number of bodies - data['N_bodies_status']Time - data['t_print']Mass - data['m_print']Core mass - data['mc_print']Stellar type - data['k_print']Radius - data['R_print']Core Radius - data['Rc_print']X location - data['X_print']Y location - data['Y_print']Z location - data['Z_print']Semi-major axis - data['a_print']Eccentricity - data['e_print']Effective Temparature - data['T_eff_print']Luminosity - data['L_print']Relative Incluination - data['rel_INCL_print']Spin - spin_frequency_print = data['spin_frequency_print']
DOI: 10.5281/zenodo.14536071
title: Technoeconomic Data and Assumptions for Energy Systems Modelling (OSeMOSYS and FlexTool) in Indonesia

description: The dataset includes technoeconomic data and assumptions for energy system modelling in Indonesia from 2015 to 2070. It encompasses capital costs, fixed costs, variable costs, power plant operational lifespans, technology efficiency, emission factors, capacity factors, demand, residual capacity, electricity production, and renewable energy supply and potential, all of which are adapted for OSeMOSYS modelling. Additionally, it provides key parameter values for FlexTool modelling.
description: This material has been produced under the Climate Compatible Growth (CCG) programme, which brings together leading research organizations and is led out of the STEER centre, Loughborough University. CCG is funded by UK aid from the UK government. However, the views expressed herein do not necessarily reflect the UK government's official policies. This work was developed with the Energy Transition Council (ETC), which assisted in identifying needed research areas and connected to relevant stakeholders for a discussion on essential aspects of research.
DOI: 10.5281/zenodo.14536072
title: Technoeconomic Data and Assumptions for Energy Systems Modelling (OSeMOSYS and FlexTool) in Indonesia

description: The dataset includes technoeconomic data and assumptions for energy system modelling in Indonesia from 2015 to 2070. It encompasses capital costs, fixed costs, variable costs, power plant operational lifespans, technology efficiency, emission factors, capacity factors, demand, residual capacity, electricity production, and renewable energy supply and potential, all of which are adapted for OSeMOSYS modelling. Additionally, it provides key parameter values for FlexTool modelling.
description: This material has been produced under the Climate Compatible Growth (CCG) programme, which brings together leading research organizations and is led out of the STEER centre, Loughborough University. CCG is funded by UK aid from the UK government. However, the views expressed herein do not necessarily reflect the UK government's official policies. This work was developed with the Energy Transition Council (ETC), which assisted in identifying needed research areas and connected to relevant stakeholders for a discussion on essential aspects of research.
DOI: 10.25500/edata.bham.00000888
title: Indoor Air Quality Emissions & Modelling System (IAQ-EMS) - Indoor Air pollutants database
DOI: 10.25500/edata.bham.00000955
title: Indoor Air Quality Emissions & Modelling System (IAQ-EMS) - Indoor Air pollutants database
DOI: 10.15468/dl.5ww6w8
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.02277 -38.92298,-24.6156 -38.92298,-24.6156 15.83748,-89.02277 15.83748,-89.02277 -38.92298))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotalaria spectabilis Roth"
 ]
}

 The dataset includes 194 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044429-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25810/yr7w-5c22.26
title: Korean Newspaper Coverage of Climate Change or Global Warming, 2000-2024 - November 2024

description: The Media and Climate Change Observatory Data monitors 130 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.5281/zenodo.14536728
title: Dataset of Federal and Municipal Chatbots in Germany

description: This dataset is the digital appendix to the accepted publication "An Analysis of Federal and Municipal Chatbots in Germany" from CONVERSATIONS 2024 (publication in progress).

Within the ZIP file the following files are included:



Codebook.xlsx: A table with all categories and codes which were used in the final analysis

CodingRound-1.xlsx: The analysed data from the first round of coding

CodingRound-2.xlsx: The analysed data from the second round of coding

Figure_FeatureCodes.png: A figure presenting the categories and codes for the Feature Analysis, which could not be included in the paper

Final_Dataset.xlsx: The final dataset with all analysed chatbots according to the categories and codes from the codebook

Non-operatingChatbots.txt: An anecdotal list of evidence for chatbots which are no longer existing

UpdatedPatternCatalogue.xlsx: An updated version of the catalogue of Chatbot Interaction Patterns with new patterns which were found in this analysis
DOI: 10.5281/zenodo.14536729
title: Dataset of Federal and Municipal Chatbots in Germany

description: This dataset is the digital appendix to the accepted publication "An Analysis of Federal and Municipal Chatbots in Germany" from CONVERSATIONS 2024 (publication in progress).

Within the ZIP file the following files are included:



Codebook.xlsx: A table with all categories and codes which were used in the final analysis

CodingRound-1.xlsx: The analysed data from the first round of coding

CodingRound-2.xlsx: The analysed data from the second round of coding

Figure_FeatureCodes.png: A figure presenting the categories and codes for the Feature Analysis, which could not be included in the paper

Final_Dataset.xlsx: The final dataset with all analysed chatbots according to the categories and codes from the codebook

Non-operatingChatbots.txt: An anecdotal list of evidence for chatbots which are no longer existing

UpdatedPatternCatalogue.xlsx: An updated version of the catalogue of Chatbot Interaction Patterns with new patterns which were found in this analysis
DOI: 10.5281/zenodo.14536324
title: AVCaps: An audio-visual dataset with modality-specific captions

description: The AVCaps dataset is an audio-visual captioning resource designed to advance research in multimodal machine perception. Derived from the VidOR dataset, it features 2061 video clips spanning a total of 28.8 hours.

For each clip, the dataset provides:



Audio Captions: Up to 5 textual captions describing only the audio content, crowdsourced from annotators.

Visual Captions: Up to 5 textual captions focusing solely on the visual content, annotated without access to audio.

Audio-Visual Captions: Up to 5 captions describing the combined audio and visual content, capturing multimodal interactions.

GPT-4 Generated Captions: Three additional audio-visual captions per clip, synthesized from the crowdsourced captions.


AVCaps is a valuable resource for researchers working on tasks such as multimodal captioning, audio-visual alignment, and video content understanding. By providing separate and combined modality-specific annotations, it enables fine-grained studies in the interaction and alignment of audio and visual modalities.

The video clips are provided in three ZIP files:



train_videos.zip: 1661 training clips.

val_videos.zip: 200 validation clips.

test_videos.zip: 200 testing clips.


The captions are available in three JSON files:



train_captions.json

val_captions.json

test_captions.json


Each JSON file contains entries with video filenames as keys, and the corresponding values include audio captions, visual captions, audio-visual captions, and LLM-generated audio-visual captions.
DOI: 10.5281/zenodo.14536325
title: AVCaps: An audio-visual dataset with modality-specific captions

description: The AVCaps dataset is an audio-visual captioning resource designed to advance research in multimodal machine perception. Derived from the VidOR dataset, it features 2061 video clips spanning a total of 28.8 hours.

For each clip, the dataset provides:



Audio Captions: Up to 5 textual captions describing only the audio content, crowdsourced from annotators.

Visual Captions: Up to 5 textual captions focusing solely on the visual content, annotated without access to audio.

Audio-Visual Captions: Up to 5 captions describing the combined audio and visual content, capturing multimodal interactions.

GPT-4 Generated Captions: Three additional audio-visual captions per clip, synthesized from the crowdsourced captions.


AVCaps is a valuable resource for researchers working on tasks such as multimodal captioning, audio-visual alignment, and video content understanding. By providing separate and combined modality-specific annotations, it enables fine-grained studies in the interaction and alignment of audio and visual modalities.

The video clips are provided in three ZIP files:



train_videos.zip: 1661 training clips.

val_videos.zip: 200 validation clips.

test_videos.zip: 200 testing clips.


The captions are available in three JSON files:



train_captions.json

val_captions.json

test_captions.json


Each JSON file contains entries with video filenames as keys, and the corresponding values include audio captions, visual captions, audio-visual captions, and LLM-generated audio-visual captions.
DOI: 10.15468/dl.z3ptqy
title: Occurrence Download

description: A dataset containing 137191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is not null",
 {
 "not" : {
 "Issue" : [
 "is one of (Recorded date invalid, Taxon match fuzzy, Taxon match higher rank)"
 ]
 }
 },
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Country is Canada",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-75.51250831873726 47.99127052807857, -75.51250831873726 49.470135377460245, -77.75840615721263 49.470135377460245, -77.75840615721263 47.99127052807857, -75.51250831873726 47.99127052807857))"
 ]
}

 The dataset includes 137191 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044423-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyuq4y
title: Occurrence Download

description: A dataset containing 52002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862",
 "DatasetName ~*Hudson Bay Lowlands Project"
 ]
}

 The dataset includes 52002 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044430-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7248k
title: Occurrence Download

description: A dataset containing 1287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.00848 -40.43488,-23.23446 -40.43488,-23.23446 16.21739,-92.00848 16.21739,-92.00848 -40.43488))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyperus rotundus L."
 ]
}

 The dataset includes 1287 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044433-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yamqx8
title: Occurrence Download

description: A dataset containing 52002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is a41250f0-7c3e-11d8-a19c-b8a03c50a862",
 "DatasetName ~*Hudson Bay Lowlands Project"
 ]
}

 The dataset includes 52002 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044431-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynsnqj
title: Occurrence Download

description: A dataset containing 17458 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mikania micrantha Kunth"
 ]
}

 The dataset includes 17458 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044432-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmrznt
title: Occurrence Download

description: A dataset containing 196567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agrotis segetum (Denis & Schiffermüller), 1775"
 ]
}

 The dataset includes 196567 records from 400 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044405-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cu6ymt
title: Occurrence Download

description: A dataset containing 43869 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Prunus serotina Ehrh."
 ]
}

 The dataset includes 43869 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044435-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwsp5b
title: Occurrence Download

description: A dataset containing 2543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Quercus engelmannii Greene"
 ]
}

 The dataset includes 2543 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044436-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmwvfb
title: Occurrence Download

description: A dataset containing 151166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "TaxonKey is Amanita muscaria (L.) Lam."
 ]
}

 The dataset includes 151166 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044410-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112025656
title: Cuneiform Tablet 1913.14.1507, Spurlock 1913.14.1507

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1507; CDLI P421359 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Moderate Yellowish Pink (5YR 7.5/4) Medium Gray (N 5.25/ 22.1% R) ❧ [Physical Object Note:] 10.5 x 7.4 x 2.6 cm (195g)
DOI: 10.25549/inscriptifact-ouc112025790
title: Cuneiform Tablet 1913.14.1507, Spurlock 1913.14.1507

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1507; CDLI P421359 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Moderate Yellowish Pink (5YR 7.5/4) Medium Gray (N 5.25/ 22.1% R) ❧ [Physical Object Note:] 10.5 x 7.4 x 2.6 cm (195g)
DOI: 10.15468/dl.5a295m
title: Occurrence Download

description: A dataset containing 6210627 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 6210627 records from 5303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161638-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kccmy4
title: Occurrence Download

description: A dataset containing 567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "DatasetKey is ICES Baltic International Trawl Survey for commercial fish species",
 "Geometry POLYGON((9.60773 55.58669,13.176 55.58669,13.176 58.01169,9.60773 58.01169,9.60773 55.58669))",
 "HasGeospatialIssue is false",
 "Month is March",
 "TaxonKey is Pleuronectes platessa",
 "Year 2020-2025"
 ]
}

 The dataset includes 567 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005068-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjzh67
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hadena luteocincta",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 183 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005066-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2jzfhg
title: CCDC 2352946: Experimental Crystal Structure Determination

description: Related Article: Michael K. Bogdos, Sven Roediger, Florian Ruepp, Patrick Müller,  Nathalie A. V. Rowlinson, Fabio Masero, Bill Morandi|2025|ChemRxiv|||doi:10.26434/chemrxiv-2025-zm58k
description: Related Article: Michael K. Bogdos, Sven Roediger, Florian Ruepp, Nathalie A. V. Rowlinson, Patrick Müller, Fabio Masero, Jan Hübscher, Bill Morandi|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c06124
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.57745/xw0xom
title: images_06__67.tar.gz
DOI: 10.57745/d2kzl5
title: images_01__67.tar.gz
DOI: 10.57745/6svoha
title: images_41__67.tar.gz
DOI: 10.57745/onqyvx
title: images_13__67.tar.gz
DOI: 10.57745/pnnuxd
title: images_28__67.tar.gz
DOI: 10.57745/9plx9z
title: images_52__67.tar.gz
DOI: 10.57745/pjawdx
title: images_61__67.tar.gz
DOI: 10.57745/x5ahwv
title: images_38__67.tar.gz
DOI: 10.57745/c5xyis
title: images_12__67.tar.gz
DOI: 10.15468/dl.jkpw3y
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Archidendron utile)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005756-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/3e5gcf
title: images_36__67.tar.gz
DOI: 10.57745/wnt4cc
title: images_62__67.tar.gz
DOI: 10.57745/gwo5pa
title: images_30__67.tar.gz
DOI: 10.57745/ypsiaw
title: images_43__67.tar.gz
DOI: 10.57745/xdupwq
title: images_08__67.tar.gz
DOI: 10.57745/xug22g
title: images_55__67.tar.gz
DOI: 10.57745/fag4qr
title: images_40__67.tar.gz
DOI: 10.57745/ycxwls
title: images_70__67.tar.gz
DOI: 10.57745/arvx66
title: images_10__67.tar.gz
DOI: 10.57745/yyhhqj
title: images_71__67.tar.gz
DOI: 10.57745/x3ebff
title: images_59__67.tar.gz
DOI: 10.57745/zfjdzf
title: images_49__67.tar.gz
DOI: 10.57745/c93aay
title: images_33__67.tar.gz
DOI: 10.57745/2ojdeu
title: images_68__67.tar.gz
DOI: 10.57745/bqj0gr
title: images_11__67.tar.gz
DOI: 10.57745/n69jjg
title: images_26__67.tar.gz
DOI: 10.57745/wbxrjl
title: images_19__67.tar.gz
DOI: 10.57745/0i6j8e
title: images_25__67.tar.gz
DOI: 10.57745/ndk6iw
title: images_48__67.tar.gz
DOI: 10.57745/wax95z
title: images_09__67.tar.gz
DOI: 10.5517/ccdc.csd.cc2k5rxf
title: CCDC 2359035: Experimental Crystal Structure Determination

description: Related Article: wang wangzheng|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k5ryg
title: CCDC 2359036: Experimental Crystal Structure Determination

description: Related Article: wang wangzheng|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k5rzh
title: CCDC 2359037: Experimental Crystal Structure Determination

description: Related Article: wang wangzheng|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.