cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15086509
title: National coastal wetland mapping over the last four decades: An annual classification with high accuracy

description: As a critical component of global wetland ecosystems, coastal wetlands are facing dual pressures from climate change and human activities, which have driven the drastic evolutions of coastal wetlands, highlighting the urgent need for a precise classification dataset with large spatial scale and high temporal resolution. The national coastal wetland mappings year by year over the last four decades are crucial for coastal integrated management, but such studies are scarce due to the limitations on classification accuracy. In this study, a robust and automated classification method was developed based on coastline delineation and integrations of multiple algorithms. By analyzing more than 60,000 Landsat images of China's coastal areas and incorporating field survey validation data, an annual coastal wetland spatial distribution dataset with 30-meter spatial resolution spanning from 1985 to 2024 was established. The dataset obtained an average Kappa coefficient of 0.957 and a range from 0.978 to 0.935, and the average overall accuracy was 97.6% with a range of 97.12% - 97.85%, demonstrating the high accuracy and reliability of the proposed method. The results revealed that China's coastal wetland area in 2024 was 8443.88 km², comprising 4120.286 km² salt marshes, 272.854 km² mangrove forests, and 4050.74 km² tidal flats. Temporal analysis indicates an initial decline, followed by a gradual recovery in recent years, with recent ecological restoration projects playing a significant role in this recovery. Particularly, areas of mangrove distinctly increased under the extensive ecological restoration. The coastal wetland patterns remarkably spatially varied across areas within China. The proposed method has achieved high-precision annual coastal wetland spatial datasets and effectively monitored the impacts of invasive species and ecological restoration projects on interannual changes in coastal wetlands, thereby providing fundamental support for scientific management and sustainable development of China's coastal wetlands.
DOI: 10.5281/zenodo.17647680
title: National coastal wetland mapping over the last four decades: An annual classification with high accuracy

description: As a critical component of global wetland ecosystems, coastal wetlands are facing dual pressures from climate change and human activities, which have driven the drastic evolutions of coastal wetlands, highlighting the urgent need for a precise classification dataset with large spatial scale and high temporal resolution. The national coastal wetland mappings year by year over the last four decades are crucial for coastal integrated management, but such studies are scarce due to the limitations on classification accuracy. In this study, a robust and automated classification method was developed based on coastline delineation and integrations of multiple algorithms. By analyzing more than 60,000 Landsat images of China's coastal areas and incorporating field survey validation data, an annual coastal wetland spatial distribution dataset with 30-meter spatial resolution spanning from 1985 to 2024 was established. The dataset obtained an average Kappa coefficient of 0.957 and a range from 0.978 to 0.935, and the average overall accuracy was 97.6% with a range of 97.12% - 97.85%, demonstrating the high accuracy and reliability of the proposed method. The results revealed that China's coastal wetland area in 2024 was 8443.88 km², comprising 4120.286 km² salt marshes, 272.854 km² mangrove forests, and 4050.74 km² tidal flats. Temporal analysis indicates an initial decline, followed by a gradual recovery in recent years, with recent ecological restoration projects playing a significant role in this recovery. Particularly, areas of mangrove distinctly increased under the extensive ecological restoration. The coastal wetland patterns remarkably spatially varied across areas within China. The proposed method has achieved high-precision annual coastal wetland spatial datasets and effectively monitored the impacts of invasive species and ecological restoration projects on interannual changes in coastal wetlands, thereby providing fundamental support for scientific management and sustainable development of China's coastal wetlands.
DOI: 10.34894/ipujqs
title: Dataset associated with "Controlling viscosity to engineer focal conic domains in photonic cellulose nanocrystal films"

description: Cellulose nanocrystals (CNCs) form cholesteric architectures that can have color specific reflectivity and enable sustainable photonic films. However, achieving uniform color, suppressing iridescence, and accessing ordered defect structures such as focal conic domains remain challenging. Here, we control the photonic properties of CNC films by steering the self assembly process. Across 24 dish-cast films with varying salt concentrations and sonication doses, we combine viscosity measurements, timelapse polarized optical microscopy, and angle-resolved reflectance spectroscopy to correlate evaporation dynamics with photonic structure. We show that viscosity, jointly controlled by NaCl-mediated electrostatic screening and sonication-induced bundle fragmentation, dictates the extent of tactoid coalescence. Low-viscosity suspensions generate large, homogeneous cholesteric domains and narrow spectral responses, while high viscosity leads to arrested, heterogenous domains and increased diffuse light reflection. Critically, within a narrow parameter window of intermediate ionic strength and moderate sonication, we reproducibly engineer photonically active focal conic domains. These results identify viscosity-driven flow as a key, previously underappreciated factor in CNC self-assembly and establish design rules for producing structurally colored films with tunable photonic response, reduced iridescence, and controllable defect architectures.
DOI: 10.6084/m9.figshare.30655643
title: METABRIC and TCGA BRCA gene expression for the "Chromosome-arm 17p loss renders breast cancer cells vulnerable to AURKB inhibition" paper.

description: METABRIC and TCGA BRCA gene expression for the "Chromosome-arm 17p loss renders breast cancer cells vulnerable to AURKB inhibition" paper.
DOI: 10.6084/m9.figshare.30655643.v1
title: METABRIC and TCGA BRCA gene expression for the "Chromosome-arm 17p loss renders breast cancer cells vulnerable to AURKB inhibition" paper.

description: METABRIC and TCGA BRCA gene expression for the "Chromosome-arm 17p loss renders breast cancer cells vulnerable to AURKB inhibition" paper.
DOI: 10.15468/dl.a6m88s
title: Occurrence Download

description: A dataset containing 16748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aphantopus hyperantus",
 "HasCoordinate is true",
 "Geometry POLYGON ((6.224439 46.56151, 6.224439 48.43216, 8.984551 48.43216, 8.984551 46.56151, 6.224439 46.56151))",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 16748 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044613-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpre7j
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.5188 27.14913, -110.3688 27.14913, -110.3688 27.29913, -110.5188 27.29913, -110.5188 27.14913))"
 ]
}

 The dataset includes 389 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044614-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yucaw5
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dussumieria acuta"
 ]
}

 The dataset includes 233 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044615-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsvs44
title: Occurrence Download

description: A dataset containing 999976 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is flora & fauna(NIBR)"
 ]
}

 The dataset includes 999976 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044595-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nn8x9w
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovulariopsis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044616-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xke83
title: Occurrence Download

description: A dataset containing 76429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyanocorax affinis",
 "Country is Colombia"
 ]
}

 The dataset includes 76429 records from 253 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044569-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbskm3
title: Occurrence Download

description: A dataset containing 3378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is one of (Vespa velutina nigrithorax, Vespa velutina)",
 "Year 2004-2025"
 ]
}

 The dataset includes 3378 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044617-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.25820.65927
title: upclose colorado beetle in potatofield
DOI: 10.5281/zenodo.17440465
title: Dataset for "Rapid global deforestation leaves forest-dependent raptors with half of their suitable habitat remaining"

description: Species-level results (tab 1) that includes information on forest-dependent raptor species name (common and scientific), taxonomic order, taxonomic family, IUCN status, body size, range size (km2), forest cover area (km2 for the year 2000), total forest loss area (total km2 from 2001 to 2023), total forest gain area (total km2 from 2001 to 2021), percentage total forest loss, percentage of forest loss across five drivers, and percentage and area of forest cover remaining. Country level results (tab 2) that includes information on count of relevant 30x30 km2 grid cells (i.e., cells that contain forest-dependent raptors that experienced forest loss), summary statistics of the min, max, range, mean, and SD of grid cell results, and averages for the drivers of loss.
DOI: 10.5281/zenodo.17440464
title: Dataset for "Rapid global deforestation leaves forest-dependent raptors with half of their suitable habitat remaining"

description: Species-level results (tab 1) that includes information on forest-dependent raptor species name (common and scientific), taxonomic order, taxonomic family, IUCN status, body size, range size (km2), forest cover area (km2 for the year 2000), total forest loss area (total km2 from 2001 to 2023), total forest gain area (total km2 from 2001 to 2021), percentage total forest loss, percentage of forest loss across five drivers, and percentage and area of forest cover remaining. Country level results (tab 2) that includes information on count of relevant 30x30 km2 grid cells (i.e., cells that contain forest-dependent raptors that experienced forest loss), summary statistics of the min, max, range, mean, and SD of grid cell results, and averages for the drivers of loss.
DOI: 10.15468/dl.dwreaa
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.3688 27.14913, -110.2188 27.14913, -110.2188 27.29913, -110.3688 27.29913, -110.3688 27.14913))"
 ]
}

 The dataset includes 186 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044619-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17646666
title: A multiproxy reconstruction of spring temperatures in south-west Finland since 1750

description: Spring temperatures were reconstructed by multiproxy database for south-west Finland since 1750. Proxy records used here were ice break-up in the Aurajoki River, the Baltic Sea ice extent, the plant phenological index and the annual varve thickness in the Pyhäjärvi Lake. Records were integrated into one palaeoclimate model using time-scale dependent calibration techniques. Reconstruction was verified with statistics showing a high degree of validation between the reconstructed and observed temperatures in Turku, south-west Finland. Reconstruction demonstrates that the springs have become warmer and reveals a warming trend since 1850s. Except for the period from 1750 to around 1850, the springs have been characterized as having a larger low-frequency variability, as well as by having a smaller range of annual temperature variations. Analyses of decadal variations revealed that the coldest springtimes occurred in the 1840s and 1850s and the first decade of the 19th century. Reconstruction was compared with the available meteorological series of central England, Stockholm, St. Petersburg, Uppsala and the spring-temperature reconstruction from western Norway. The effect of global solar, volcanic, greenhouse gases and aerosol forcings were examined together with the North Atlantic Oscillation (NAO) indices at local scale over the reconstructed period. Reconstructed spring-temperature changes have been related to changes in the atmospheric circulation, as indicated by the NAO (February-June).
description: The file contains the reconstructed spring temperatures in Southwest Finland for the years 1750-2004.
DOI: 10.34740/kaggle/dsv/13789391
title: YouTube Video Analytics Dataset
DOI: 10.5281/zenodo.17647557
title: Dataset - Graphs
DOI: 10.5281/zenodo.17647558
title: Dataset - Graphs
DOI: 10.15468/dl.27jwte
title: Occurrence Download

description: A dataset containing 1244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atropa belladonna"
 ]
}

 The dataset includes 1244 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044622-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfexwc
title: Occurrence Download

description: A dataset containing 6990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blumeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6990 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044621-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4b3dc
title: Occurrence Download

description: A dataset containing 1833 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aricia agestis",
 "HasCoordinate is true",
 "Geometry POLYGON ((6.224439 46.56151, 6.224439 48.43216, 8.984551 48.43216, 8.984551 46.56151, 6.224439 46.56151))",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1833 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044623-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9mmt5
title: Occurrence Download

description: A dataset containing 10566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphyotrichum ericoides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10566 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044624-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17647067
title: Plant-phenological records in northern Finland since the 18th century as retrieved from databases, archives and diaries for biometeorological research

description: Plant phenological data from northern Finland, compiled from several sources, were examined as potential biometeorological indicators of climate change since the 18th century. A common feature of individual series was their sporadic nature. In addition to waning enthusiasm, wartime hardships and crop failures had caused gaps in recording observations during the 18th and 19th centuries. The present study’s challenge was to combine separate records, as retrieved from several historical archives andpersonal diaries, into a single continuous series. To avoid possible biases due to the variability of data availability each year, each phenomenon-specific mean series was transformed into normalized site-specific index series. These series were compared to each other and to a regional instrumental temperature series (years 1802–2011). The interphenomena correlations were high. Moreover, a strong biometeorological response of the phenological series, most especially to monthly mean temperature in May, and seasonally to the April through June temperatures, was identified. This response focused on slightly later spring months compared to the responses in an earlier study conducted for southern Finland. The findings encouraged us to compute a total phenological index series as an average of all available phenomenon-specific index series for northern Finland. The earliest phenological springs were found as a cluster in the recent end of the record, whereas the anomalously-late phenological spring could be found through the centuries. This finding could indicate that potential future warming could result in an earlier onset of phenological springs (i.e. as experienced by the plants), with a remaining possibility of late phenological springs. To conclude, it was shown that the indices are reliable biometeorological indicators of the April through June temperature variations and thus of the climate variability in the region.
description: The file include a series of total phenology indices for the years 1750-2011.
DOI: 10.15468/dl.x4c77k
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.2188 27.14913, -110.0688 27.14913, -110.0688 27.29913, -110.2188 27.29913, -110.2188 27.14913))"
 ]
}

 The dataset includes 244 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044625-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17641603
title: Plant phenological data and tree-rings as palaeoclimate indicators since AD 1750 in SW Finland

description:  

Plant phenological data and tree-rings were tested for their palaeoclimatic value in south-west Finland since AD 1750. The information from fragmentary, partly overlapping, partly non-systematically biased plant phenological records of 14 different phenomena (a total of 3144 observations) was combined into one continuous time series of phenological indices. All site- and phenomenon-specific series were standardized to present the average of zero and standard deviation of one. The mean phenomenon-specific series were then averaged as arithmetic mean for annually resolved time series representing the variability in the particular plant phenomenon. Consequently, each phenomenon-specific mean series was based on spatially normalized site-specific index series. These series were compared to each other, living-tree and subfossil tree-rings, and to early and modern meteorological time series. Phenological indices showed strong positive correlation with February to June temperatures. On the contrary, the correlations between phenological indices and precipitation data were around zero. Analysis using time-dependent running correlations showed non-stationary relationship between the tree-rings and phenological indices and observed spring temperatures. The skill of phenological data for reconstructing the spring temperatures was statistically proved.
description: The file include a series of total phenology indices for the years 1750-1924.
DOI: 10.5281/zenodo.17647582
title: focalpy user guide data

description: Data used for the focalpy user guide
DOI: 10.5281/zenodo.17068476
title: FAPC in GBA
DOI: 10.5281/zenodo.17068477
title: FAPC in GBA
DOI: 10.15468/dl.c52ts7
title: Occurrence Download

description: A dataset containing 55682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "VerbatimScientificName is Anas platyrhynchos",
 "Year 2025-2025"
 ]
}

 The dataset includes 55682 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044593-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17647501
title: Code and data for "population genomics and climate change vulnerability in two sympatric desert rodents"

description: Code and data for "population genomics and climate change vulnerability in two sympatric desert rodents"
DOI: 10.5281/zenodo.17647502
title: Code and data for "population genomics and climate change vulnerability in two sympatric desert rodents"

description: Code and data for "population genomics and climate change vulnerability in two sympatric desert rodents"
DOI: 10.5517/ccdc.csd.cc2n0w8v
title: CCDC 2443707: Experimental Crystal Structure Determination

description: Related Article: Bedabara Nag, Akshai Kumar|2025|Chem.Commun.|61|18120|doi:10.1039/d5cc04903b
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.cc2n0w9w
title: CCDC 2443708: Experimental Crystal Structure Determination

description: Related Article: Bedabara Nag, Akshai Kumar|2025|Chem.Commun.|61|18120|doi:10.1039/d5cc04903b
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.