cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29092370.v1
title: Phenological trends of European beech stands along the Carpathian arc: a 20-year MOD13Q1/MYD13Q1 based analysis

description: European forests are severely threatened by rapid global climate change. Predicting the effects of climate change on the future performance of tree species can be enhanced by using geographical gradients as space-time proxies. This study focuses on analysing seasonal and inter-annual phenological trends for eight sites of European beech (<i>Fagus sylvatica</i> L.) in the Carpathians along such geographical gradient. Using time series of the Enhanced Vegetation Index (EVI) from 2003 to 2022, derived from 16-day MODIS Terra and Aqua vegetation products, combined with meteorological parameters (temperature and precipitation) interpolated for a grid and Land Surface Temperature (LST) data from Landsat, we compared annual forest development at the study sites and extracted key phenological metrics (start, length, and end of the growing season) using the phenofit software package for R. Our results show varied responses of the studied forest sites to climate change. The end of season extended significantly at Soveja (slope = 0.50, <i>p</i> = 0.023). Spring temperatures had negative correlations with the start of season (<i>r</i> = -0.37) and autumn temperatures positive correlation with the end of season (<i>r</i> = 0.43). Understanding these patterns is crucial for developing adaptive forest management strategies in Carpathians.
DOI: 10.6084/m9.figshare.30800644.v1
title: Spatio-temporal dynamics of forest restoration in the karst region: integrating trend analysis and the multi-order adjacency index with Landsat imagery

description: Monitoring forest restoration in fragile landscapes like karst demands frameworks that disentangle coupled spatial-temporal dynamics and address spectral and spatial pattern gaps. TFPW-MK trend testing and the Multi-order Adjacency Index (MAI) were used to analyze the temporal trends and spatial expansion patterns of forest restoration, based on Landsat time-series data (1986–2024). Our findings demonstrated that after controlling for precipitation effects, 68.74% of the study area exhibited significant NDMI increases, which was negatively correlated with precipitation trends, confirming that forest restoration is the dominant driver of NDMI increases. Forest restoration was primarily characterized by continuous increase, with accelerated restoration rates after 2000 and 2006. MAI analysis revealed that edge and proximity expansion types dominated the restoration (&gt;60% coverage), forming spatially coherent buffers around core forests. However, a distinct phase of spread-type accounted for 20% of new growth during 2010–2015, closely aligned with policy interventions. The northern Mulun Nature Reserve exhibited sustained contiguous restoration, while the central and southern regions displayed more complex recovery patterns influenced by topography and human activities. The integrated framework provides a novel perspective for understanding the multi-scale mechanisms in karst regions and offers a scientific basis for formulating differentiated ecological restoration strategies.
DOI: 10.13130/rd_unimi/pddrps/iqxc5u
title: Marzo_1937_Pagina_079.jpg

description: Bulletin of 1937/03/08
DOI: 10.6084/m9.figshare.30800644
title: Spatio-temporal dynamics of forest restoration in the karst region: integrating trend analysis and the multi-order adjacency index with Landsat imagery

description: Monitoring forest restoration in fragile landscapes like karst demands frameworks that disentangle coupled spatial-temporal dynamics and address spectral and spatial pattern gaps. TFPW-MK trend testing and the Multi-order Adjacency Index (MAI) were used to analyze the temporal trends and spatial expansion patterns of forest restoration, based on Landsat time-series data (1986–2024). Our findings demonstrated that after controlling for precipitation effects, 68.74% of the study area exhibited significant NDMI increases, which was negatively correlated with precipitation trends, confirming that forest restoration is the dominant driver of NDMI increases. Forest restoration was primarily characterized by continuous increase, with accelerated restoration rates after 2000 and 2006. MAI analysis revealed that edge and proximity expansion types dominated the restoration (&gt;60% coverage), forming spatially coherent buffers around core forests. However, a distinct phase of spread-type accounted for 20% of new growth during 2010–2015, closely aligned with policy interventions. The northern Mulun Nature Reserve exhibited sustained contiguous restoration, while the central and southern regions displayed more complex recovery patterns influenced by topography and human activities. The integrated framework provides a novel perspective for understanding the multi-scale mechanisms in karst regions and offers a scientific basis for formulating differentiated ecological restoration strategies.
DOI: 10.13130/rd_unimi/pddrps/surnfo
title: Marzo_1937_Pagina_081.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/yuytof
title: Marzo_1937_Pagina_080.jpg

description: Bulletin of 1937/03/08
DOI: 10.6084/m9.figshare.29277171
title: Integrating Landsat, Sentinel-2 and Sentinel-1 time series for mapping intermediate crops

description: Intermediate crops are grown between main crops to protect soils and nutrients when fields would otherwise be bare. Despite being an essential constituent of cropping systems, spatial information on intermediate crops is scarce. Here, we propose a classification algorithm that combines field data, satellite imagery from multiple optical sensors and synthetic-aperture radar (SAR) data to map intermediate crops across Brandenburg, Germany. We trained random forest models using different sets of input features, including spectral-temporal metrics from optical data, metrics derived from SAR data and information on the scheduled main crop. The best classification was based on a combination of all input features and achieved an overall accuracy of 92.9%. Intermediate crops were overestimated, which can be partly attributed to misclassification of volunteers and weeds as intermediate crops. The overestimation was mitigated by aggregating results to the field level. Our results highlight the need for good optical data coverage during autumn and winter to accurately map intermediate crops while demonstrating the ability of SAR data to enhance classification accuracy. Overall, our study shows the potential of remote sensing methods to capture the characteristics of intermediate crops and derive spatially explicit data for monitoring sustainable agricultural practices.
DOI: 10.6084/m9.figshare.29277171.v2
title: Integrating Landsat, Sentinel-2 and Sentinel-1 time series for mapping intermediate crops

description: Intermediate crops are grown between main crops to protect soils and nutrients when fields would otherwise be bare. Despite being an essential constituent of cropping systems, spatial information on intermediate crops is scarce. Here, we propose a classification algorithm that combines field data, satellite imagery from multiple optical sensors and synthetic-aperture radar (SAR) data to map intermediate crops across Brandenburg, Germany. We trained random forest models using different sets of input features, including spectral-temporal metrics from optical data, metrics derived from SAR data and information on the scheduled main crop. The best classification was based on a combination of all input features and achieved an overall accuracy of 92.9%. Intermediate crops were overestimated, which can be partly attributed to misclassification of volunteers and weeds as intermediate crops. The overestimation was mitigated by aggregating results to the field level. Our results highlight the need for good optical data coverage during autumn and winter to accurately map intermediate crops while demonstrating the ability of SAR data to enhance classification accuracy. Overall, our study shows the potential of remote sensing methods to capture the characteristics of intermediate crops and derive spatially explicit data for monitoring sustainable agricultural practices.
DOI: 10.13130/rd_unimi/pddrps/3itfo2
title: Marzo_1937_Pagina_082.jpg

description: Bulletin of 1937/03/09
DOI: 10.6084/m9.figshare.29277171.v1
title: Integrating Landsat, Sentinel-2 and Sentinel-1 time series for mapping intermediate crops

description: Intermediate crops are grown between main crops to protect soils and nutrients when fields would otherwise be bare. Despite being an essential constituent of cropping systems, spatial information on intermediate crops is scarce. Here, we propose a classification algorithm that combines field data, satellite imagery from multiple optical sensors and synthetic-aperture radar (SAR) data to map intermediate crops across Brandenburg, Germany. We trained random forest models using different sets of input features, including spectral-temporal metrics from optical data, metrics derived from SAR data and information on the scheduled main crop. The best classification was based on a combination of all input features and achieved an overall accuracy of 92.9%. Intermediate crops were overestimated, which can be partly attributed to misclassification of volunteers and weeds as intermediate crops. The overestimation was mitigated by aggregating results to the field level. Our results highlight the need for good optical data coverage during autumn and winter to accurately map intermediate crops while demonstrating the ability of SAR data to enhance classification accuracy. Overall, our study shows the potential of remote sensing methods to capture the characteristics of intermediate crops and derive spatially explicit data for monitoring sustainable agricultural practices.
DOI: 10.13130/rd_unimi/pddrps/a3i8zb
title: Marzo_1937_Pagina_083.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/gb654m
title: Marzo_1937_Pagina_084.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/tiqrnu
title: Marzo_1937_Pagina_085.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/fsobww
title: Marzo_1937_Pagina_086.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/cled91
title: Marzo_1937_Pagina_087.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/vroiff
title: Marzo_1937_Pagina_088.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/31fcu5
title: Marzo_1937_Pagina_089.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/aikubm
title: Marzo_1937_Pagina_090.jpg

description: Bulletin of 1937/03/09
DOI: 10.13130/rd_unimi/pddrps/1mkkfm
title: Marzo_1937_Pagina_091.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/ldbw03
title: Marzo_1937_Pagina_092.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/ffcsg8
title: Marzo_1937_Pagina_093.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/atbbho
title: Marzo_1937_Pagina_094.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/idpdpf
title: Marzo_1937_Pagina_095.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/vp92hi
title: Marzo_1937_Pagina_096.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/wspczi
title: Marzo_1937_Pagina_097.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/h3pmwd
title: Marzo_1937_Pagina_098.jpg

description: Bulletin of 1937/03/10
DOI: 10.17632/xx94td2tyt
title: Cashew Leaf Dataset

description: Cashew (Anacardium Occidentale) leaf dataset from Western India Region. More specifically from the area of Maharashtra State Western Ghat and Dadra Nagar Haveli & Daman Diu (U.T.). Leaf dataset consists of healthy leaf and disease infected leaf, where diseases infected leaf has diseases like Anthracanose, Pestalotia, Leaf Spot, Bacteria Leaf and Nut Spot, Gummosis, etc. Dataset consists of total 505 (Five hundred and Five) images including healthy and disease infected leaf.
DOI: 10.13130/rd_unimi/pddrps/4mvpfk
title: Marzo_1937_Pagina_099.jpg

description: Bulletin of 1937/03/10
DOI: 10.13130/rd_unimi/pddrps/oe2oe2
title: Marzo_1937_Pagina_100.jpg

description: Bulletin of 1937/03/10
DOI: 10.17632/xx94td2tyt.1
title: Cashew Leaf Dataset

description: Cashew (Anacardium Occidentale) leaf dataset from Western India Region. More specifically from the area of Maharashtra State Western Ghat and Dadra Nagar Haveli & Daman Diu (U.T.). Leaf dataset consists of healthy leaf and disease infected leaf, where diseases infected leaf has diseases like Anthracanose, Pestalotia, Leaf Spot, Bacteria Leaf and Nut Spot, Gummosis, etc. Dataset consists of total 505 (Five hundred and Five) images including healthy and disease infected leaf.
DOI: 10.13130/rd_unimi/pddrps/7lafeu
title: Marzo_1937_Pagina_101.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/dobtek
title: Marzo_1937_Pagina_103.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/wfcqkl
title: Marzo_1937_Pagina_102.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/lsuzvd
title: Marzo_1937_Pagina_104.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/3p9cmg
title: Marzo_1937_Pagina_105.jpg

description: Bulletin of 1937/03/11
DOI: 10.17632/wdd527mgt7.2
title: Beyond Policy Adoption: City Low-Carbon Policy Intensity, Trade-offs, and Carbon Productivity

description: README: Replication Package
Paper Title
Innovation and Economic Trade-offs of Low-Carbon Transition Evidence from China's Cities

This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.13130/rd_unimi/pddrps/ptiwfk
title: Marzo_1937_Pagina_106.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/sab6v9
title: Marzo_1937_Pagina_107.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/7wmbft
title: Marzo_1937_Pagina_108.jpg

description: Bulletin of 1937/03/11
DOI: 10.17632/vrz4kbv7xk
title: Temporal and Spatial Dynamics of Critical Shear Stress of Bedload Transport in Gravel-bed Rivers Under Variable Sediment Supply Conditions

description: This dataset contains the time series of bedload transport rate at sampling intervals of 30 s for eight experimental runs with four sediment supply regimes and two feed textures, as well as the sediment storage , and the temporal variation of the critical shear stress estimated using three classical bedload transport models and a slope-dependent equation.
DOI: 10.13130/rd_unimi/pddrps/ppcvie
title: Marzo_1937_Pagina_109.jpg

description: Bulletin of 1937/03/11
DOI: 10.17632/vrz4kbv7xk.1
title: Temporal and Spatial Dynamics of Critical Shear Stress of Bedload Transport in Gravel-bed Rivers Under Variable Sediment Supply Conditions

description: This dataset contains the time series of bedload transport rate at sampling intervals of 30 s for eight experimental runs with four sediment supply regimes and two feed textures, as well as the sediment storage , and the temporal variation of the critical shear stress estimated using three classical bedload transport models and a slope-dependent equation.
DOI: 10.13130/rd_unimi/pddrps/ika32n
title: Marzo_1937_Pagina_111.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/noqlrg
title: Marzo_1937_Pagina_110.jpg

description: Bulletin of 1937/03/11
DOI: 10.13130/rd_unimi/pddrps/8mywjl
title: Marzo_1937_Pagina_112.jpg

description: Bulletin of 1937/03/12
DOI: 10.17632/24zd3dsgmn
title: Dataset for Interleaving and Achievement Goal Orientation Study

description: Anonymized Excel dataset on students’ transfer, cognitive load, motivation, and working memory depletion
DOI: 10.13130/rd_unimi/pddrps/qo5lfo
title: Marzo_1937_Pagina_113.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/wcdv10
title: Marzo_1937_Pagina_114.jpg

description: Bulletin of 1937/03/12
DOI: 10.17632/24zd3dsgmn.1
title: Dataset for Interleaving and Achievement Goal Orientation Study

description: Anonymized Excel dataset on students’ transfer, cognitive load, motivation, and working memory depletion
DOI: 10.13130/rd_unimi/pddrps/ndhp06
title: Marzo_1937_Pagina_115.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/ekkxvs
title: Marzo_1937_Pagina_116.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/xq5wpu
title: Marzo_1937_Pagina_118.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/yysso7
title: Marzo_1937_Pagina_117.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/n6qv72
title: Marzo_1937_Pagina_119.jpg

description: Bulletin of 1937/03/12
DOI: 10.13130/rd_unimi/pddrps/athzjc
title: Marzo_1937_Pagina_120.jpg

description: Bulletin of 1937/03/12
DOI: 10.17632/njts2rtppw
title: How Tax Structure Shapes FDI Attractiveness and Economic Growth in Developing Economies?

description: This replication package provides all publicly available code, documentation, and a synthetic dataset designed to reproduce the full computational workflow of the study, including data preparation, variable construction, model estimation procedures, and output generation. The package aims to ensure transparency and enable independent verification of the empirical methodology and analytical procedures.

Due to strict data access and disclosure restrictions imposed by the project funding agency, we provide a reduced synthetic dataset. For variables that cannot be disclosed, values are randomly generated within the minimum and maximum ranges of the original data while preserving the same variable names and overall data structure. These synthetic data are intended to illustrate the empirical workflow and code execution, and to allow users to run the master replication script (readme.do) end-to-end with minimal effort. The synthetic dataset is provided solely for methodological demonstration purposes and is not intended to reproduce the numerical results reported in the paper.

Researchers interested in replicating the study using the original data are encouraged to obtain access directly from the relevant data providers.
DOI: 10.13130/rd_unimi/pddrps/ohzmtb
title: Marzo_1937_Pagina_121.jpg

description: Bulletin of 1937/03/13
DOI: 10.13130/rd_unimi/pddrps/rv64tj
title: Marzo_1937_Pagina_122.jpg

description: Bulletin of 1937/03/13
DOI: 10.17632/njts2rtppw.1
title: How Tax Structure Shapes FDI Attractiveness and Economic Growth in Developing Economies?

description: This replication package provides all publicly available code, documentation, and a synthetic dataset designed to reproduce the full computational workflow of the study, including data preparation, variable construction, model estimation procedures, and output generation. The package aims to ensure transparency and enable independent verification of the empirical methodology and analytical procedures.

Due to strict data access and disclosure restrictions imposed by the project funding agency, we provide a reduced synthetic dataset. For variables that cannot be disclosed, values are randomly generated within the minimum and maximum ranges of the original data while preserving the same variable names and overall data structure. These synthetic data are intended to illustrate the empirical workflow and code execution, and to allow users to run the master replication script (readme.do) end-to-end with minimal effort. The synthetic dataset is provided solely for methodological demonstration purposes and is not intended to reproduce the numerical results reported in the paper.

Researchers interested in replicating the study using the original data are encouraged to obtain access directly from the relevant data providers.
DOI: 10.13130/rd_unimi/pddrps/ovrtkn
title: Marzo_1937_Pagina_123.jpg

description: Bulletin of 1937/03/13
DOI: 10.15468/dl.6ppan9
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachidontes ustulatus, Mytilus ustulatus)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 255 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057833-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/pddrps/bwzgze
title: Marzo_1937_Pagina_125.jpg

description: Bulletin of 1937/03/13
DOI: 10.13130/rd_unimi/pddrps/igmoyz
title: Marzo_1937_Pagina_124.jpg

description: Bulletin of 1937/03/13
DOI: 10.17632/zjcd4xz72n
title: Why did they get infected? Audit of MTCT risk factors among HIV-positive Infants attending Faith Based Health facilities in Uganda.
DOI: 10.13130/rd_unimi/pddrps/crnybr
title: Marzo_1937_Pagina_126.jpg

description: Bulletin of 1937/03/13
DOI: 10.13130/rd_unimi/pddrps/ao1uvl
title: Marzo_1937_Pagina_127.jpg

description: Bulletin of 1937/03/13
DOI: 10.17632/zjcd4xz72n.1
title: Why did they get infected? Audit of MTCT risk factors among HIV-positive Infants attending Faith Based Health facilities in Uganda.
DOI: 10.13130/rd_unimi/pddrps/s9toss
title: Marzo_1937_Pagina_128.jpg

description: Bulletin of 1937/03/13
DOI: 10.13130/rd_unimi/pddrps/iubzks
title: Marzo_1937_Pagina_129.jpg

description: Bulletin of 1937/03/13
DOI: 10.17632/chc5rvj6y6
title: Depth effects of organic matter stabilization in temperate acidic forest soils

description: This dataset includes all the raw data (soil physical and chemical properties, organic carbon contents in soil organic matter fractions, results of pyrolysis-GC/MS) involved in the research paper.
DOI: 10.13130/rd_unimi/pddrps/7pgsee
title: Marzo_1937_Pagina_130.jpg

description: Bulletin of 1937/03/13
DOI: 10.17632/chc5rvj6y6.1
title: Depth effects of organic matter stabilization in temperate acidic forest soils

description: This dataset includes all the raw data (soil physical and chemical properties, organic carbon contents in soil organic matter fractions, results of pyrolysis-GC/MS) involved in the research paper.
DOI: 10.13130/rd_unimi/pddrps/hb0yor
title: Marzo_1937_Pagina_131.jpg

description: Bulletin of 1937/03/14
DOI: 10.13130/rd_unimi/pddrps/5lvflg
title: Marzo_1937_Pagina_133.jpg

description: Bulletin of 1937/03/14
DOI: 10.13130/rd_unimi/pddrps/kuwih6
title: Marzo_1937_Pagina_132.jpg

description: Bulletin of 1937/03/14
DOI: 10.15468/dl.hnq9d6
title: Occurrence Download

description: A dataset containing 166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyblaea puera"
 ]
}

 The dataset includes 166 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057832-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13130/rd_unimi/pddrps/6zw1qs
title: Marzo_1937_Pagina_134.jpg

description: Bulletin of 1937/03/14
DOI: 10.13130/rd_unimi/pddrps/wcgu9n
title: Marzo_1937_Pagina_135.jpg

description: Bulletin of 1937/03/14