cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/c297bm6k96.1
title: Transcriptomic Analysis of T cell Exhaustion Signatures Reveals a Severity Spectrum in Chronic Skin Diseases

description: Transcriptomic analysis was performed on publicly available skin biopsy datasets of melanoma, plaque psoriasis, rosacea, cutaneous lupus erythematosus, leprosy, leishmaniasis, and diabetic foot ulcer patients. Immune cell proportions were estimated using CIBERSORTx with the LM22 signature matrix. A panel of 42 T cell exhaustion–related genes was extracted to construct a matrix for Principal Component Analysis (PCA), enabling comparison of exhaustion signatures. 
 T cell infiltration and transcriptomic profiling revealed three core exhaustion patterns: γδ T cell expansion, CD4⁺ memory imbalance, and Treg depletion. PCA stratified diseases by exhaustion severity, with melanoma, psoriasis, and leishmaniasis showing terminal exhaustion signatures, while rosacea and lupus subtypes exhibited intermediate profiles.
DOI: 10.15468/dl.cuqepm
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynops williamsi"
 ]
}

 The dataset includes 364 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009864-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fd47m7rydc
title: Research Data "Intelligent Manufacturing and Firm Markup：Evidence from China"

description: This data packet generally includes three parts of content. Specifically: (1) We have created a detailed Readme.ddf file. This document provides the overall sources of data and methods for obtaining related variables. (2) We have created three DTA files. Due to third-party licensing restrictions on our raw data, we have created three synthetic dataset files. These three dataset files reflect the structure and properties of the original data. This composite data contains all the variables used in our analysis and retains the same number of observations. We have ensured that all variables in all datasets are clearly labeled in English. (3) We have created a do file. This do file can reproduce the results in the article using the corresponding dataset.
DOI: 10.17632/fd47m7rydc.1
title: Research Data "Intelligent Manufacturing and Firm Markup：Evidence from China"

description: This data packet generally includes three parts of content. Specifically: (1) We have created a detailed Readme.ddf file. This document provides the overall sources of data and methods for obtaining related variables. (2) We have created three DTA files. Due to third-party licensing restrictions on our raw data, we have created three synthetic dataset files. These three dataset files reflect the structure and properties of the original data. This composite data contains all the variables used in our analysis and retains the same number of observations. We have ensured that all variables in all datasets are clearly labeled in English. (3) We have created a do file. This do file can reproduce the results in the article using the corresponding dataset.
DOI: 10.17632/j48frcrxrx
title: Impact evaluation of broadband investment on coverage and household internet use in rural areas

description: This is the database of the paper "Impact evaluation of broadband investment on coverage and household internet use in rural areas" published in Papers in Regional Science. This work simultaneously evaluates the impact of investment on broadband coverage in rural areas and whether having better broadband coverage affects household internet use by analyzing variables such as the use of electronic commerce, employment opportunities, and interactions with the public administration, among others. We use panel data of Spanish municipalities with 100 Mb coverage and broadband investment information for the period 2013-2019 provided by the Ministry of Economic Affairs and Digital Transformation (MEADT), a survey on household internet use from the Spanish Statistical Institute, and other public databases. Our methodological approach combines the difference-in-differences method, Inverse Probability Weight (IPW), and the Instrumental Variable technique. The initial results show a rural digital divide in Spain, with significant differences between urban areas (90% coverage) and rural areas (28%). The impact evaluation shows that rural municipalities that have made use of broadband investment subsidies notably increase their 100 Mb coverage compared to similar municipalities that have not made this type of investment. Regarding the effect of better coverage on household internet use, the results indicate that high-speed coverage in rural areas does not significantly influence household internet use in these areas.
DOI: 10.17632/j48frcrxrx.1
title: Impact evaluation of broadband investment on coverage and household internet use in rural areas

description: This is the database of the paper "Impact evaluation of broadband investment on coverage and household internet use in rural areas" published in Papers in Regional Science. This work simultaneously evaluates the impact of investment on broadband coverage in rural areas and whether having better broadband coverage affects household internet use by analyzing variables such as the use of electronic commerce, employment opportunities, and interactions with the public administration, among others. We use panel data of Spanish municipalities with 100 Mb coverage and broadband investment information for the period 2013-2019 provided by the Ministry of Economic Affairs and Digital Transformation (MEADT), a survey on household internet use from the Spanish Statistical Institute, and other public databases. Our methodological approach combines the difference-in-differences method, Inverse Probability Weight (IPW), and the Instrumental Variable technique. The initial results show a rural digital divide in Spain, with significant differences between urban areas (90% coverage) and rural areas (28%). The impact evaluation shows that rural municipalities that have made use of broadband investment subsidies notably increase their 100 Mb coverage compared to similar municipalities that have not made this type of investment. Regarding the effect of better coverage on household internet use, the results indicate that high-speed coverage in rural areas does not significantly influence household internet use in these areas.
DOI: 10.17632/wby6kh6gj2
title: Meta-analysis-Wei et al

description: This dataset contains all raw prevalence data of Cryptosporidium infection in cattle and sheep/goats in China, extracted risk-factor information (e.g. age, region, management), and the complete R scripts used for data cleaning, meta-analysis, subgroup and meta-regression analyses. These files allow full transparency and reproducibility of the published study.
DOI: 10.17632/wby6kh6gj2.1
title: Meta-analysis-Wei et al

description: This dataset contains all raw prevalence data of Cryptosporidium infection in cattle and sheep/goats in China, extracted risk-factor information (e.g. age, region, management), and the complete R scripts used for data cleaning, meta-analysis, subgroup and meta-regression analyses. These files allow full transparency and reproducibility of the published study.
DOI: 10.17632/cvzvzcf8kt
title: The data of ant mounds morphological characteristics and soil microarthropods in the Tengger Desert

description: Mound size, engineered by desert ants, critically reshapes soil microarthropod diversity distribution in desert ecosystems by modifying key microhabitat conditions. This study investigated the effects of different-sized mounds on the diversity of soil microarthropods in revegetated plantations of the Tengger Desert. Within revegetated plantations, we measured ant mound size and then collected soil microarthropods from both mound and open space for the calculation of alpha and beta diversity. We found that ant mound significantly increased the abundance and alpha diversity (richness, Shannon index, and Simpson index) of soil microarthropods, but significantly reduced their beta diversity. Furthermore, small mounds had a stronger influence on the alpha diversity of soil microarthropods compared to large ant mounds, while both large and small mound showed similar negative effects on the beta diversity. Piecewise structural equation model (pSEM) showed that ant activity directly reduced soil microarthropod alpha diversity, but indirectly increased it via mound size-mediated soil kalium enrichment. For beta diversity, mound expansion from ant activity decreased diversity, while mound size itself increased diversity through reduced spatial heterogeneity of soil total phosphorus. Our research reveals the changes in soil microarthropod diversity following ant mound size, advancing our understanding of the ecological functions of ants during the restoration of revegetated plantations.
DOI: 10.17632/cvzvzcf8kt.1
title: The data of ant mounds morphological characteristics and soil microarthropods in the Tengger Desert

description: Mound size, engineered by desert ants, critically reshapes soil microarthropod diversity distribution in desert ecosystems by modifying key microhabitat conditions. This study investigated the effects of different-sized mounds on the diversity of soil microarthropods in revegetated plantations of the Tengger Desert. Within revegetated plantations, we measured ant mound size and then collected soil microarthropods from both mound and open space for the calculation of alpha and beta diversity. We found that ant mound significantly increased the abundance and alpha diversity (richness, Shannon index, and Simpson index) of soil microarthropods, but significantly reduced their beta diversity. Furthermore, small mounds had a stronger influence on the alpha diversity of soil microarthropods compared to large ant mounds, while both large and small mound showed similar negative effects on the beta diversity. Piecewise structural equation model (pSEM) showed that ant activity directly reduced soil microarthropod alpha diversity, but indirectly increased it via mound size-mediated soil kalium enrichment. For beta diversity, mound expansion from ant activity decreased diversity, while mound size itself increased diversity through reduced spatial heterogeneity of soil total phosphorus. Our research reveals the changes in soil microarthropod diversity following ant mound size, advancing our understanding of the ecological functions of ants during the restoration of revegetated plantations.
DOI: 10.17632/3cnr2x5kc7
title: Optimizing multi-compartment vehicle routing in the first-mile logistics of fresh agricultural products (Instances)

description: Instances for optimizing multi-compartment vehicle routing in the first-mile logistics of fresh agricultural products
DOI: 10.17632/3cnr2x5kc7.2
title: Optimizing multi-compartment vehicle routing in the first-mile logistics of fresh agricultural products (Instances)

description: Instances for optimizing multi-compartment vehicle routing in the first-mile logistics of fresh agricultural products
DOI: 10.17632/krfh2xsbvt
title: Fall Detection Systems for Elderly People: Overview

description: This dataset was developed for a systematic review of the progress of fall detection systems for adults. It describes developments over the past 15 years, along with their technologies, challenges, and limitations in their implementation.
DOI: 10.17632/krfh2xsbvt.1
title: Fall Detection Systems for Elderly People: Overview

description: This dataset was developed for a systematic review of the progress of fall detection systems for adults. It describes developments over the past 15 years, along with their technologies, challenges, and limitations in their implementation.
DOI: 10.17632/r7w6x6ggwv
title: How Can CSA Make Economies More Prosperous and Sustainable

description: All literature was retrieved from the Web of Science Core Collection database (Science Citation Index Expanded and Social Science Citation Index) on 6th August 2025, given this database’s reliability, comprehensiveness, and prevalence. The search query, TS = (“econom*” or “product*” or “income”) and (“climate-smart agriculture” or “climate smart agriculture”) were used to collect literature about the topic from 2013 to now, as no publications explicitly mentioned CSA before 2013. The document type was restricted to “Article”, and after applying the language filter for English, a total of 764 documents were obtained for bibliometric analysis.
DOI: 10.17632/r7w6x6ggwv.1
title: How Can CSA Make Economies More Prosperous and Sustainable

description: All literature was retrieved from the Web of Science Core Collection database (Science Citation Index Expanded and Social Science Citation Index) on 6th August 2025, given this database’s reliability, comprehensiveness, and prevalence. The search query, TS = (“econom*” or “product*” or “income”) and (“climate-smart agriculture” or “climate smart agriculture”) were used to collect literature about the topic from 2013 to now, as no publications explicitly mentioned CSA before 2013. The document type was restricted to “Article”, and after applying the language filter for English, a total of 764 documents were obtained for bibliometric analysis.
DOI: 10.15468/dl.jzjuur
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus caryophyllus",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 79 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009867-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t8xpz9kmm3
title: Environment-aware Dynamic Partitioning of Neural Networks - Research Data and Code

description: Supporting data for "Environment-aware Dynamic Partitioning of Neural Networks". 

We present a method to dynamically partition neural networks on resource-constrained IoT devices to increase FPS and decrease total inference latency. Currently, in real-time neural network systems, input data collected from sensors is transmitted to local servers for inference. Network transmission often introduces significant latency. In feedforward neural networks, the output of each layer is passed to the next layer, with data size progressively decreasing through successive layers. Instead of transmitting the original data, we exploit this downward size trend by using an edge device (either co-located with the sensor or embedded within it) to transmit smaller intermediate results to the local server, which processes the remaining layers. Furthermore, we quantize and compress these intermediate results using various techniques to reduce their size before transmission by up to 97.11%. Even with lossy compression, we maintain a mean average precision (mAP) of 0.52.

Includes a partition point calculator to calculate the best partition point for the YOLOv8 and YOLOv3-tiny neural networks. Included data is for Nvidia Jetson Orin Nano 8GB (YOLOv8) and Nvidia Jetson Nano 2GB (YOLOv3-tiny). Code for measuring the data is also included.
DOI: 10.17632/t8xpz9kmm3.1
title: Environment-aware Dynamic Partitioning of Neural Networks - Research Data and Code

description: Supporting data for "Environment-aware Dynamic Partitioning of Neural Networks". 

We present a method to dynamically partition neural networks on resource-constrained IoT devices to increase FPS and decrease total inference latency. Currently, in real-time neural network systems, input data collected from sensors is transmitted to local servers for inference. Network transmission often introduces significant latency. In feedforward neural networks, the output of each layer is passed to the next layer, with data size progressively decreasing through successive layers. Instead of transmitting the original data, we exploit this downward size trend by using an edge device (either co-located with the sensor or embedded within it) to transmit smaller intermediate results to the local server, which processes the remaining layers. Furthermore, we quantize and compress these intermediate results using various techniques to reduce their size before transmission by up to 97.11%. Even with lossy compression, we maintain a mean average precision (mAP) of 0.52.

Includes a partition point calculator to calculate the best partition point for the YOLOv8 and YOLOv3-tiny neural networks. Included data is for Nvidia Jetson Orin Nano 8GB (YOLOv8) and Nvidia Jetson Nano 2GB (YOLOv3-tiny). Code for measuring the data is also included.
DOI: 10.15468/dl.edfj2w
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Base de datos sobre los hongos anamorfos de restos de vegetales del bosque mesófilo del estado de Veracruz"
 ]
}

 The dataset includes 506 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009866-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r52mfv
title: Occurrence Download

description: A dataset containing 7113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "EventDate is greater than or equal to 2021-05-14",
 "OccurrenceStatus is Present",
 "StateProvince is Oregon",
 "TaxonKey is Strix varia"
 ]
}

 The dataset includes 7113 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009869-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rtppy664mj
title: Data for an Al-in-olivine thermometer for mafic and ultramafic rocks from Mars

description: Data used in the manuscript: An Al-in-olivine thermometer for mafic and ultramafic rocks from Mars. It includes 10 tables reporting major and minor element compositions in starting materials, experimental charges, olivine standard, and four Martian meteorites. High resolution backscattered electron images of experimental charges are also provided.
DOI: 10.15468/dl.daxcat
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus caryophyllus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009868-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rtppy664mj.2
title: Data for an Al-in-olivine thermometer for mafic and ultramafic rocks from Mars

description: Data used in the manuscript: An Al-in-olivine thermometer for mafic and ultramafic rocks from Mars. It includes 10 tables reporting major and minor element compositions in starting materials, experimental charges, olivine standard, and four Martian meteorites. High resolution backscattered electron images of experimental charges are also provided.
DOI: 10.17632/swrj9h458k
title: Residential building Simulation data

description: The dataset contains simulated data from a thermal model of a residential building, detailing its performance in terms of operational energy, embodied energy, operational carbon, embodied carbon, and potential photovoltaic energy under different building conditions.
DOI: 10.17632/swrj9h458k.1
title: Residential building Simulation data

description: The dataset contains simulated data from a thermal model of a residential building, detailing its performance in terms of operational energy, embodied energy, operational carbon, embodied carbon, and potential photovoltaic energy under different building conditions.
DOI: 10.15468/dl.73udr4
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus caryophyllus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009870-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/y33btt5kcy
title: Supplementary material for Limitations of feed efficiency during the growth phase as an indicator of lactation performance in dairy Gyr heifers

description: This supplementary file contains additional figures referenced in the manuscript "Limitations of feed efficiency during the growth phase as an indicator of lactation performance in dairy Gyr heifers" by Botrel et al. Supplementary Figure S1 shows the distributions of residual feed intake during the growth phase (RFIg) and residual gain (RG) in Gyr heifers, evidencing the lack of significant correlation between these indicators. Supplementary Figure S2 presents the distributions and pairwise correlations of residual feed intake (RFI) and residual milk yield (RMY) in Gyr cows during the first lactation, estimated using uncorrected (RFI₀, RMY₀), fat-corrected (RFI₄, RMY₄), and energy-corrected (RFIₑ, RMYₑ) methods. Correlations among RFI indicators, and those among RMY indicators were high, confirming the consistency of these efficiency metrics.
DOI: 10.17632/y33btt5kcy.1
title: Supplementary material for Limitations of feed efficiency during the growth phase as an indicator of lactation performance in dairy Gyr heifers

description: This supplementary file contains additional figures referenced in the manuscript "Limitations of feed efficiency during the growth phase as an indicator of lactation performance in dairy Gyr heifers" by Botrel et al. Supplementary Figure S1 shows the distributions of residual feed intake during the growth phase (RFIg) and residual gain (RG) in Gyr heifers, evidencing the lack of significant correlation between these indicators. Supplementary Figure S2 presents the distributions and pairwise correlations of residual feed intake (RFI) and residual milk yield (RMY) in Gyr cows during the first lactation, estimated using uncorrected (RFI₀, RMY₀), fat-corrected (RFI₄, RMY₄), and energy-corrected (RFIₑ, RMYₑ) methods. Correlations among RFI indicators, and those among RMY indicators were high, confirming the consistency of these efficiency metrics.