cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25442/hku.23558841.v1
title: Supporting data for "Development of An AEC Enterprise-Level Digital Maturity Assessment Model: based on HKEX ESG perspective"

description: 1. pictures - all figures and draft figure in ppt by Mr. ZHENG Yu, which utilized into the thesis of ZHENG's PhD degree. 2. Delphi data- collection of Delphi study with personal data which utilized into surpporting the Delphi result of the thesis of ZHENG's PhD degree. 3. 2HK_casedata+analysis - casedata of DSD and WSD project and other 8 case data analysis which collected from Mr. LI, Xiong Yi and surpporting the result of case study in the thesis of ZHENG's PhD degree. 4. citespace-original records of publications from WOS whcih could be processed by Citespace and supporting the citespace result in the thesis of ZHENG's PhD degree. 5. README TEXT
DOI: 10.25442/hku.23626611
title: <em> Supporting data for “Implementation of 3D printing in photon, electron radiotherapy and brachytherapy”</em>

description: There are three datasets in excel format are included in the main folder. Each excel file named with the chapter number, which means the data used for analysis in the study of that chapter of thesis. For the chapter 3 dataset, it contains the dosimetric data for 10 cervix and endometrium cancer recurrent patients for using redesign 3D printed applicator and orginial applicator for brachytherapy treatment. The data contains the radiation dose to tumor and organs at risk when using the 3D printed applicator and orginial applicator. For the chapter 4 dataset, it contains the dosimetric data for 27 left breast cancer patients using electron boost after lumpectomy, the data included the radiation dose to tumor and organs at risk of patients using 3D printed modulated electron bolus and without bolus. This study is published in the journal of medical dosimetry and I have added to the related materials below. For the chapter 5 dataset, it contains the dosimetric data for 20 breast cancer patients underwent lumpectomy using simultaneous integrated boost, the datad included the radiation dose to tumor and organs at risk of patients using dental wax and 3D printed bolus as bolus.
DOI: 10.25442/hku.23626611.v1
title: <em> Supporting data for “Implementation of 3D printing in photon, electron radiotherapy and brachytherapy”</em>

description: There are three datasets in excel format are included in the main folder. Each excel file named with the chapter number, which means the data used for analysis in the study of that chapter of thesis. For the chapter 3 dataset, it contains the dosimetric data for 10 cervix and endometrium cancer recurrent patients for using redesign 3D printed applicator and orginial applicator for brachytherapy treatment. The data contains the radiation dose to tumor and organs at risk when using the 3D printed applicator and orginial applicator. For the chapter 4 dataset, it contains the dosimetric data for 27 left breast cancer patients using electron boost after lumpectomy, the data included the radiation dose to tumor and organs at risk of patients using 3D printed modulated electron bolus and without bolus. This study is published in the journal of medical dosimetry and I have added to the related materials below. For the chapter 5 dataset, it contains the dosimetric data for 20 breast cancer patients underwent lumpectomy using simultaneous integrated boost, the datad included the radiation dose to tumor and organs at risk of patients using dental wax and 3D printed bolus as bolus.
DOI: 10.6084/m9.figshare.23702379
title: China Inorganic Nitrogen deposition database1.0

description: The atmospheric IN deposition fluxes database consists of three files (Fig. 1). The ‘data file’ provides yearly data on the dry, wet and total IN deposition fluxes. Specifically, dry deposition is the sum of two forms, gaseous and particulate, including NO2，HNO3，NH3，NO3-，NH4+. Wet deposition, on the other hand, is the sum of both NO3--N and NH4+-N. The ‘readme file’ explains the description about the ‘data file’ and the units of all variables included. The ‘source file’ includes the full references used in the database, which comprise satellite data and precipitation data, etc.
DOI: 10.17632/ty73wxgtpx.1
title: [RID] Research Infrastructure Dataset for NER classification

description: Dataset used for NER classification for the task of Research Infrastructure (RI) Detection in Scientific articles. Sentences originated from scientific publication in various scientific fields.
Dataset contains 354 sentences (split 231 train_set, 123 test_set).
Structure ->
"sentence" : Sentence data sample (context is about usage of an RI) 
"token_sen"  : Sentence split into tokens using TreeBankWordTokenizer
"word_labels" : Token labels (produced from token_sen column) in BIO format.
"nltk_pos_tag" : POS tag of each of the tokens (produced from token_sen column)
"RIs" : List containing the substring of each RI in the sentence
"n_RIs" : number of RIs in the sentence [count(RIs)]

Using this dataset we benchmarked various NER solutions for optimal RI detection in text (in a few-shot environment).

For more information please read our paper published at LOD2023 : 
Benchmarking Named Entity Recognition Approaches for Extracting Research Infrastructure Information from Text
[Link placeholder]
DOI: 10.25442/hku.23627742
title: Supporting data for “Entertain China: Livestreaming, Erotic Gifts and the Platformization of Sexual Commerce”.

description: This dataset is the supporting data for " Entertain China: Livestreaming, Erotic Gifts and the Platformization of Sexual Commerce". It is a multifield ethnography conducted from March 2019 to October 2021 and a pilot study （August, 2019）for exploration is also included. This study uses a combination of online and offline approaches. For the online part, I worked full-time for 6 months on the live streaming platform Momo in China. For the offline part, my data was collected from Chengdu(Sichuan), Bazhong (Sichuan), Beijing, Tonghua（Jilin）, Guangzhou, and Shenzhen. Two methods were applied. The first is ethnography (both online and offline)；The second is walk-in method to study the app, to explore its features and interface. The dataset includes videos（Screen recording + video shooting）+ images+ recordings
DOI: 10.25442/hku.23627742.v1
title: Supporting data for “Entertain China: Livestreaming, Erotic Gifts and the Platformization of Sexual Commerce”.

description: This dataset is the supporting data for " Entertain China: Livestreaming, Erotic Gifts and the Platformization of Sexual Commerce". It is a multifield ethnography conducted from March 2019 to October 2021 and a pilot study （August, 2019）for exploration is also included. This study uses a combination of online and offline approaches. For the online part, I worked full-time for 6 months on the live streaming platform Momo in China. For the offline part, my data was collected from Chengdu(Sichuan), Bazhong (Sichuan), Beijing, Tonghua（Jilin）, Guangzhou, and Shenzhen. Two methods were applied. The first is ethnography (both online and offline)；The second is walk-in method to study the app, to explore its features and interface. The dataset includes videos（Screen recording + video shooting）+ images+ recordings
DOI: 10.4119/unibi/2980217
title: Dataset for "Equation of state and speed of sound of isospin-asymmetric QCD on the lattice"

description: Data publication for the equation of state reported in the paper "Equation of state and speed of sound of isospin-asymmetric QCD on the lattice" (arXiv:2212.14016). Contains the full tabulated equation of state in binary format and a C program for reading it.
DOI: 10.6084/m9.figshare.23702316
title: Shape file to mask the NAs in script part 4.

description: The shapefile marks the extent of the SAS layer
DOI: 10.6084/m9.figshare.23702316.v1
title: Shape file to mask the NAs in script part 4.

description: The shapefile marks the extent of the SAS layer
DOI: 10.5281/zenodo.7713348
title: mitgcm_code_input_and_output_for_amundsen_runoff_study

description: This repository contains all inputs and code to carry out subglacial runoff-forced experiments of the Amundsen Sea Embayment using the modelling framework MITgcm. expt_code/ contains specialised code files for the experiment modified_code/ contains main code trunk files that were modified from checkpoint 67v input/ contains experiment-specific binary and parameter files outputs/ contains .mat files which contain all relevant output for analysis
DOI: 10.5281/zenodo.7713349
title: mitgcm_code_input_and_output_for_amundsen_runoff_study

description: This repository contains all inputs and code to carry out subglacial runoff-forced experiments of the Amundsen Sea Embayment using the modelling framework MITgcm. expt_code/ contains specialised code files for the experiment modified_code/ contains main code trunk files that were modified from checkpoint 67v input/ contains experiment-specific binary and parameter files outputs/ contains .mat files which contain all relevant output for analysis drwxr-xr-x 15 danielgoldberg staff 480B Mar 9 12:09 outputs
DOI: 10.5281/zenodo.8157238
title: mitgcm_code_input_and_output_for_amundsen_runoff_study

description: This repository contains all inputs and code to carry out subglacial runoff-forced experiments of the Amundsen Sea Embayment using the modelling framework MITgcm. expt_code/ contains specialised code files for the experiment modified_code/ contains main code trunk files that were modified from checkpoint 67v input/ contains experiment-specific binary and parameter files outputs/ contains .mat files which contain all relevant output for analysis
DOI: 10.6084/m9.figshare.23685879
title: <strong>Honey bees enhance pollination network stability and function</strong>

description: To investigate the richness and abundance of flower visitors, flower visitors were observed along three transects in 28 sites in 2021 and 20 sites in 2022. Each transect in each plot was surveyed for 60 min per day on four clear days without strong winds (9:00-19:00), for a total of 720 min per plot (60 min × four different days × three transects). The area of mass-flowering plants of <em>B. rapa</em> var. <em>oleifera</em> within 1 km of each plot was also recorded. Of the 48 sample plots, we defined the 24 plots with the larger area of rapeseed area as high mass-flowering crop plots (high MFC) and the other half as low mass-flowering crop plots (low MFC). If an insect came into contact with anthers or stigmas of flowers, we recorded a pollination visit without considering the pollination's effectiveness. We did not observe pollinator visits at night, because few pollinators visited flowers at low temperatures. We summed the number of pollinators observed visiting flowers over 12 hours for each network, as mentioned above. Each pollination network is composed of a quantitative adjacency matrix, which indicates the total number of visits of each pollinator to each plant species.
DOI: 10.6084/m9.figshare.23685879.v2
title: <strong>Honey bees enhance pollination network stability and function</strong>

description: To investigate the richness and abundance of flower visitors, flower visitors were observed along three transects in 28 sites in 2021 and 20 sites in 2022. Each transect in each plot was surveyed for 60 min per day on four clear days without strong winds (9:00-19:00), for a total of 720 min per plot (60 min × four different days × three transects). The area of mass-flowering plants of <em>B. rapa</em> var. <em>oleifera</em> within 1 km of each plot was also recorded. Of the 48 sample plots, we defined the 24 plots with the larger area of rapeseed area as high mass-flowering crop plots (high MFC) and the other half as low mass-flowering crop plots (low MFC). If an insect came into contact with anthers or stigmas of flowers, we recorded a pollination visit without considering the pollination's effectiveness. We did not observe pollinator visits at night, because few pollinators visited flowers at low temperatures. We summed the number of pollinators observed visiting flowers over 12 hours for each network, as mentioned above. Each pollination network is composed of a quantitative adjacency matrix, which indicates the total number of visits of each pollinator to each plant species.
DOI: 10.6084/m9.figshare.23685879.v1
title: <strong>Honey bees enhance pollination network stability and function</strong>

description: To investigate the richness and abundance of flower visitors, flower visitors were observed along three transects in 28 sites in 2021 and 20 sites in 2022. Each transect in each plot was surveyed for 60 min per day on four clear days without strong winds (9:00-19:00), for a total of 720 min per plot (60 min × four different days × three transects). The area of mass-flowering plants of <em>B. rapa</em> var. <em>oleifera</em> within 1 km of each plot was also recorded. Of the 48 sample plots, we defined the 24 plots with the larger area of rapeseed area as high mass-flowering crop plots (high MFC) and the other half as low mass-flowering crop plots (low MFC). If an insect came into contact with anthers or stigmas of flowers, we recorded a pollination visit without considering the pollination's effectiveness. We did not observe pollinator visits at night, because few pollinators visited flowers at low temperatures. We summed the number of pollinators observed visiting flowers over 12 hours for each network, as mentioned above. Each pollination network is composed of a quantitative adjacency matrix, which indicates the total number of visits of each pollinator to each plant species.
DOI: 10.5281/zenodo.8068431
title: Data required for "Quantifying timber illegality risk in the Brazilian forest frontier"

description: This repository contains data required to reproduce the figures and statistics of the study: "Quantifying timber illegality risk in the Brazilian forest frontier". Code and instructions for reproduction of the study can be found at https://github.com/carolsrto/illegality-risk-ns
description: Illegal logging remains widespread across the tropics, leading to extensive forest degradation and trade in illegal timber products. By adapting environmentally extended input–output modelling to timber originating from Brazilian native forests, we demonstrate how distinct illegality risks can be mapped and quantified at species-level across the supply chain. We focus on high-value ipê hardwood from the Amazon state of Pará, a leading producer of timber and contested forest frontier. Data on logging permits and state- and national-level Document of Forest Origin licences are used to estimate illegality risks due to missing or invalid logging permits, overstated ipê yields or discrepancies resulting from missing inflows of legal timber. We find that less than a quarter of all ipê entering supply chains between 2009 and 2019 is risk-free and highlight diversified strategies for the laundering of illegal timber across geographies. While legality does not ensure sustainability, this information can be leveraged to this end by supporting improved implementation and enforcement of forest regulation.
DOI: 10.5281/zenodo.8068432
title: Data required for "Quantifying timber illegality risk in the Brazilian forest frontier"

description: This repository contains data required to reproduce the figures and statistics of the study: "Quantifying timber illegality risk in the Brazilian forest frontier". Code and instructions for reproduction of the study can be found at https://github.com/carolsrto/illegality-risk-ns
description: Illegal logging remains widespread across the tropics, leading to extensive forest degradation and trade in illegal timber products. By adapting environmentally extended input–output modelling to timber originating from Brazilian native forests, we demonstrate how distinct illegality risks can be mapped and quantified at species-level across the supply chain. We focus on high-value ipê hardwood from the Amazon state of Pará, a leading producer of timber and contested forest frontier. Data on logging permits and state- and national-level Document of Forest Origin licences are used to estimate illegality risks due to missing or invalid logging permits, overstated ipê yields or discrepancies resulting from missing inflows of legal timber. We find that less than a quarter of all ipê entering supply chains between 2009 and 2019 is risk-free and highlight diversified strategies for the laundering of illegal timber across geographies. While legality does not ensure sustainability, this information can be leveraged to this end by supporting improved implementation and enforcement of forest regulation.
DOI: 10.5281/zenodo.7620367
title: Repeated independent origins of the placenta reveal convergent and divergent organ evolution within a single fish family (Poeciliidae)

description: An outstanding question in biology is to what extent convergent evolution produces similar, but not necessarily identical, complex phenotypic solutions. The placenta is a complex organ that repeatedly evolved in the livebearing fish family Poeciliidae. Here, we apply comparative approaches to test whether evolution has produced similar or different placental phenotypes in the Poeciliidae and to what extent these phenotypes correlate with convergence at the molecular level. We show the existence of two placental phenotypes characterized by distinctly different anatomical adaptations (divergent evolution). Furthermore, each placental phenotype independently evolved multiple times across the family, providing evidence for repeated convergence. Moreover, our comparative genomic analysis revealed that the genomes of species with different placentas are evolving at a different pace. Finally, we show that the two placental phenotypes correlate with two previously described contrasting life-history optima. Our results argue for high evolvability (both divergent and convergent) of the placenta within a group of closely related species in a single family.
DOI: 10.5281/zenodo.7620366
title: Repeated independent origins of the placenta reveal convergent and divergent organ evolution within a single fish family (Poeciliidae)

description: An outstanding question in biology is to what extent convergent evolution produces similar, but not necessarily identical, complex phenotypic solutions. The placenta is a complex organ that repeatedly evolved in the livebearing fish family Poeciliidae. Here, we apply comparative approaches to test whether evolution has produced similar or different placental phenotypes in the Poeciliidae and to what extent these phenotypes correlate with convergence at the molecular level. We show the existence of two placental phenotypes characterized by distinctly different anatomical adaptations (divergent evolution). Furthermore, each placental phenotype independently evolved multiple times across the family, providing evidence for repeated convergence. Moreover, our comparative genomic analysis revealed that the genomes of species with different placentas are evolving at a different pace. Finally, we show that the two placental phenotypes correlate with two previously described contrasting life-history optima. Our results argue for high evolvability (both divergent and convergent) of the placenta within a group of closely related species in a single family.
DOI: 10.18419/darus-2360
title: Material for the paper "The possible role of lipid bilayer properties in the evolutionary disappearance of betaine lipids in seed plants."

description: Simulation input scripts to produce the data presented in the manuscript "The possible role of lipid bilayer properties in the evolutionary disappearance of betaine lipids in seed plants." All simulations were carried out using the GROMACS simulation package. The folders contain the two considered lipids, 'DP-DGTS' and 'DPPC', respectively. Each folder, contains the corresponding 'topology' and the simulation inputs for the 'gel' and 'fluid' phases. Subfolders correspond to the different hydration levels (waters per lipid, 'wpl') as well as the python scripts to produce the solvated bilayers ('construct_bilayer'). The GROMACS simulation parameters are given in 'parameters'.
DOI: 10.57745/xrfur0
title: all-readme-temp-soil.txt

description: :unav
DOI: 10.6084/m9.figshare.23702430
title: Pool1.sff

description: Pool 1 of Ladakh Glacier Transects
DOI: 10.6084/m9.figshare.23702430.v2
title: Pool1.sff

description: Pool 1 of Ladakh Glacier Transects
DOI: 10.6084/m9.figshare.23702430.v1
title: I28LHLS01.sff

description: Pool 1 of Ladakh Glacier Transects
DOI: 10.17189/1519612
title: CASSINI SS/S RPWS DERIVED LANGMUIR PROBE SWEEP V1.0
DOI: 10.25318/1210001101-eng
title:  International merchandise trade for all countries and by Principal Trading Partners, monthly

description: International merchandise trade data grouped by Principal Trading Partners (PTP). Users have the option of selecting Imports, Exports, or Trade Balance. Data are unadjusted and seasonally adjusted, and are on a Customs and Balance of Payments basis.
DOI: 10.3886/icpsr24621.v1
title: South Korean Occupational Wage Survey: 1971, 1976, 1980, 1983, 1986, 1989, 1992, 1994, 1996, 1998
title: Version 1

description: South Korea's Occupational Wage Survey (OWS) is an annual business establishment survey conducted since 1970 by South Korea's Ministry of Labor. The dataset contains detailed information on individual workers' earnings, hours worked, educational attainment, actual labor market experience, occupation, industry, and region. The surveyed establishments must employ at least ten workers and were selected by a stratified random sampling method. Because they exclude workers in small enterprises, the self-employed, family workers, temporary workers, and public sector workers, the surveys represent approximately one-half of South Korea's total nonagricultural labor force. The samples for each year are randomly drawn from the original surveys. The surveys cover all industries up through 1986. After 1986, agriculture, forestry, hunting, and fishing are excluded. This change in sampling procedure does not appear to cause a significant change in the types of nonfarm enterprises covered by the survey.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Performed consistency checks.; Created variable labels and/or value labels.; Checked for undocumented or out-of-range codes..
description: Datasets: 
 
 DS0: Study-Level Files 
 DS1: 1971 Data 
 DS2: 1976 Data 
 DS3: 1980 Data 
 DS4: 1983 Data 
 DS5: 1986 Data 
 DS6: 1989 Data 
 DS7: 1992 Data 
 DS8: 1994 Data 
 DS9: 1996 Data 
 DS10: 1998 Data
description: on-site questionnaire
description: Business establishments in South Korea that employ at least ten workers. Smallest Geographic Unit: country
description: Stratified random sampling.
DOI: 10.5067/measures/gsstf/data301
title: Goddard Satellite-Based Surface Turbulent Fluxes, Daily Grid, Version 3
DOI: 10.5281/zenodo.7475801
title: Data set of Precipitation rates of electrons interacting with lower-band chorus emissions in the inner magnetosphere

description: Simulation data for paper entitled "Precipitation rates of electrons interacting with lower-band chorus emissions in the inner magnetosphere"
DOI: 10.22008/fk2/b2jyvc
title: Greenland Ice Sheet outlet glacier terminus positions 1978-1987 from aero-photogrammetric map data

description: The data set consists of 461 end of melt season outlet glacier terminus positions 1978-1987 from 452 marine terminating glaciers of the Greenland Ice Sheet. Documentation is found in README.pdf