cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12975489
title: Code and Data for Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy

description: The data consists of atomic force microscopy (AFM) images of metal organic chemical deposition (MOCVD) grown transition metal dichalcogenides (TMDs), MoS2, WS2, WSe2, MoSe2, and Mo-WSe2, used for the results reported in the manuscript "Transfer Learning for Multi-material Classification of Transition Metal Dichalcogenides with Atomic Force Microscopy". The TMDs are grown at the Penn State's 2D crystal consortium (2DCC). The raw data is also available on the LiST (https://data.2dccmip.org/Rut1mMC8u25M). The file names have the format: imageSNo_TMD_sampleLabel_sampleId_set.tif, where SNo, TMD, sampleLabel, sampleId, and set are serial numbers (1, 2, 3, ...), class of TMD (e.g. MoS2, WS2, ...), sample label, sample id, and train or test set, as used in the manuscript. There could be multiple images from the same samples (taken from the center, edges, etc, of wafer). Images from the same sample have the same sample label and sample id. In using the data, it is recommended that the same sample is not present in more than one data set to avoid data leakage.
DOI: 10.15468/dl.ma3zef
title: Occurrence Download

description: A dataset containing 5434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material citation, Material sample, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "TaxonKey is Halyomorpha halys (Stål, 1855)"
 ]
}

 The dataset includes 5434 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049806-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6uupy
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database about reference specimens for medicinal plants, in the Sapotaceae family, owned by CNARP"
 ]
}

 The dataset includes 162 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049807-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnmfd9
title: Occurrence Download

description: A dataset containing 1126017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-96.93425 18.30828,-89.10824 14.76442,-85.02295 12.84483,-83.20181 8.80877,-81.13455 8.11969,-79.21496 9.39942,-77.78758 8.51345,-77.00005 7.38139,-72.964 10.87602,-71.68427 8.26735,-68.58339 10.13772,-61.49568 8.80877,-61.98788 7.72593,-56.52443 5.16648,-51.50397 2.5578,-49.23984 3.29611,-47.71401 8.71034,-53.17745 27.61091,-56.52443 32.97591,-58.54247 34.4033,-75.12969 33.96032,-78.87042 34.55096,-82.06974 30.61334,-89.7481 31.00711,-97.03269 29.57972,-98.31242 25.00223,-97.5249 19.78489,-97.22958 19.04658,-96.93425 18.30828))",
 "TaxonKey is Anthozoa"
 ]
}

 The dataset includes 1126017 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049801-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsmjm7
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database about reference specimens for medicinal plants, in the Moraceae family, owned by CNARP"
 ]
}

 The dataset includes 253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049808-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25377766
title: Variation in self-directed behaviors prior to acting offers insights into decision-making and social style in wild Tibetan macaques

description: An ability to recognize individuals and effectively manage social relationships is critical for species living in a complex social environment. Here, we used a focal sampling method to record and analyze rates of self-directed behavior (hereafter SDB, an indicator of anxiety, frustration, and stress that includes self-scratching) in wild Tibetan macaques (<i>Macaca thibetana</i>) prior to approaching another group member. Our goal was to examine the ability of Tibetan macaques to retain and use information on rank and kinship in social decision-making. Specifically, we examined the five minute period prior to approaching a conspecific in order to determine (1) whether individuals who make a decision to approach a conspecific were characterized by an increase in SDB compared to individuals who did not approach a conspecific; (2) the degree to which rank, sex, and kinship had an effect on making a decision to approach, and (3) whether individuals who waited longer to make a decision to approach were characterized by an increase in SDBs. Our results indicate that: (1) individuals who approached a conspecific were characterized by higher rates of SDBs compared to social settings in which a Tibetan macaque did not approach another group member; (2) prior to approaching a higher-ranking group member of the same sex, both the males and females exhibited higher rates of SDBs than when approaching a lower-ranking group member; (3) Females showed no differences in the rate of SDBs prior to approaching a female close kin (sister or mother/daughter) compared to approaching an unrelated or distantly related female; (4) lower-ranking adult males were found to exhibit higher rates of SDBs before approaching a receptive female than did higher ranking males; (5) adult females did not exhibit increased rates of SDBs during the first four minutes prior to approaching a higher-ranking female regardless of kinship, however, their rate of SDBs did increase significantly in the last minute (minute 5) prior to an approach. These results indicate that the social decision-making in both adult male and female Tibetan macaques is associated with a increase in rates of SDBs. Given differences in patterns of social decision-making it appears that Tibetan macaques have sex-specific social styes, with males exhibiting a moderately despotic social hierarchy and females exhibiting a moderately tolerant social hierarchy.
DOI: 10.6084/m9.figshare.25377766.v1
title: Variation in self-directed behaviors prior to acting offers insights into decision-making and social style in wild Tibetan macaques

description: An ability to recognize individuals and effectively manage social relationships is critical for species living in a complex social environment. Here, we used a focal sampling method to record and analyze rates of self-directed behavior (hereafter SDB, an indicator of anxiety, frustration, and stress that includes self-scratching) in wild Tibetan macaques (<i>Macaca thibetana</i>) prior to approaching another group member. Our goal was to examine the ability of Tibetan macaques to retain and use information on rank and kinship in social decision-making. Specifically, we examined the five minute period prior to approaching a conspecific in order to determine (1) whether individuals who make a decision to approach a conspecific were characterized by an increase in SDB compared to individuals who did not approach a conspecific; (2) the degree to which rank, sex, and kinship had an effect on making a decision to approach, and (3) whether individuals who waited longer to make a decision to approach were characterized by an increase in SDBs. Our results indicate that: (1) individuals who approached a conspecific were characterized by higher rates of SDBs compared to social settings in which a Tibetan macaque did not approach another group member; (2) prior to approaching a higher-ranking group member of the same sex, both the males and females exhibited higher rates of SDBs than when approaching a lower-ranking group member; (3) Females showed no differences in the rate of SDBs prior to approaching a female close kin (sister or mother/daughter) compared to approaching an unrelated or distantly related female; (4) lower-ranking adult males were found to exhibit higher rates of SDBs before approaching a receptive female than did higher ranking males; (5) adult females did not exhibit increased rates of SDBs during the first four minutes prior to approaching a higher-ranking female regardless of kinship, however, their rate of SDBs did increase significantly in the last minute (minute 5) prior to an approach. These results indicate that the social decision-making in both adult male and female Tibetan macaques is associated with a increase in rates of SDBs. Given differences in patterns of social decision-making it appears that Tibetan macaques have sex-specific social styes, with males exhibiting a moderately despotic social hierarchy and females exhibiting a moderately tolerant social hierarchy.
DOI: 10.15468/dl.ww92wk
title: Occurrence Download

description: A dataset containing 1402 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database on reference specimens for medicinal plants of the Rubiaceae family, conserved at the CNARP herbarium"
 ]
}

 The dataset includes 1402 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049809-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jx87m
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database on reference specimens for medicinal plants of the Meliaceae family, conserved at the CNARP herbarium"
 ]
}

 The dataset includes 233 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049810-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktcj5m
title: Occurrence Download

description: A dataset containing 1196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnadenia gabasiana (Teppner & E.Klein) Teppner & E.Klein"
 ]
}

 The dataset includes 1196 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049811-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25921/cxb9-aj98
title: NOAA/WDS Paleoclimatology - Kotumsar Cave Geochemical Data from 3400 to 2100 Cal Yr BP

description: As one of the most prominent seasonally recurring atmospheric circulation patterns, the Asian summer monsoon (ASM) plays a vital role for the life and livelihood of about one-third of the global population. Changes in the strength and seasonality of the ASM significantly affect the ASM region, yet the drivers of change and the varied regional responses of the ASM are not well understood. In the last two decades, there were a number of studies reconstructing the ASM using stalagmite-based proxies such as oxygen isotopes (δ18O). Such reconstructions allow examination of ASM drivers and responses, increasing monsoon predictability. In this review paper, we focus on stalagmite δ18O records from India at the proximal end of the ASM region. Indian stalagmite δ18O records show well-dated, high-amplitude changes in response to the dominant drivers of the ASM on orbital to multi-centennial timescales, and indicate the magnitude of monsoon variability in response to these drivers. We examine Indian stalagmite records collated in the Speleothem Isotope Synthesis and AnaLysis version 1 (SISAL_v1) database (http://researchdata.reading.ac.uk/139/) and support the database with a summary of record quality and regional climatic interpretations of the δ18O record during different climate states. We highlight current debates and suggest the most useful time periods (climatic events) and locations for further work using tools such as data-model comparisons, spectral analysis methods, multi-proxy investigations, and monitoring.
description: Data contributed as part of SISAL v3 Global Speleothem Isotope and Trace Element Database (https://doi.org/10.25921/jajq-qg60). Notes from the SISAL database: Entity NK (SISAL entity_id = 394): data_DOI_URL and publication_DOI is the DOI of the review paper preprint version.
DOI: 10.25921/ct5k-6f56
title: NOAA/WDS Paleoclimatology - Briffa et al. 2001 N. Hemisphere and Regional Temperature Reconstructions

description: We describe new reconstructions of northern extratropical summer temperatures for nine subcontinental-scale regions and a composite series representing quasi “Northern Hemisphere” temperature change over the last 600 years. These series are based on tree ring density data that have been processed using a novel statistical technique (age band decomposition) designed to preserve greater long-timescale variability than in previous analyses. We provide time-dependent and timescale-dependent uncertainty estimates for all of the reconstructions. The new regional estimates are generally cooler in almost all precalibration periods, compared to estimates obtained using earlier processing methods, particularly during the 17th century. One exception is the reconstruction for northern Siberia, where 15th century summers are now estimated to be warmer than those observed in the 20th century. In producing a new Northern Hemisphere series we demonstrate the sensitivity of the results to the methodology used once the number of regions with data, and the reliability of each regional series, begins to decrease. We compare our new hemisphere series to other published large-regional temperature histories, most of which lie within the 1σ confidence band of our estimates over most of the last 600 years. The 20th century is clearly shown by all of the palaeoseries composites to be the warmest during this period.
description: Reconstructions of Northern Hemisphere and Regional April-September Temperature based on 387 tree ring density chronologies. Regions are as follows and are mapped in Figure 1 of Briffa et al. 2001: NEUR=Northern Europe; SEUR=Southern Europe; NSIB=Northern Siberia; ESIB=Eastern Siberia; CAS= Central Asia; TIBP=Tibetan Plateau; WNA= Western North America; NWNA=Northwestern North America; ECCA=Eastern and Central Canada
DOI: 10.25921/cct7-eh90
title: NOAA/WDS Paleoclimatology - Peters - Lotschental S19L - LADE - ITRDB CHE528

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
DOI: 10.25921/c4q3-4373
title: NOAA/WDS Paleoclimatology - Lévesque - Sargans - LADE - ITRDB CHE537

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
DOI: 10.25921/c9k7-p989
title: NOAA/WDS Paleoclimatology - Zumbrunn - Domat-Ems mitte - LADE - ITRDB CHE545

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
DOI: 10.25921/cqjr-0332
title: NOAA/WDS Paleoclimatology - Rohner - Strassberg Update - FASY - ITRDB CHE585

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
description: unpublished
DOI: 10.5281/zenodo.17315781
title: 免疫系统的自我识别
DOI: 10.25921/cpeb-1y17
title: NOAA/WDS Paleoclimatology - Rohner - Adenberg Update - FASY - ITRDB CHE587

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
description: unpublished
DOI: 10.5281/zenodo.17315780
title: 免疫系统的自我识别
DOI: 10.25921/ctan-9d11
title: NOAA/WDS Paleoclimatology - Cook et al. 1997 Western US Drought Area Index Reconstruction

description: A new drought area index (DAI) for the United States has been developed based on a high-quality network of drought reconstructions from tree rings. This DAI is remarkably similar to one developed earlier based on much less data and shows strong evidence for a persistent bidecadal drought rhythm in the western United States since 1700. This rhythm has in the past been associated with possible forcing by the 22-yr Hale solar magnetic cycle and the 18.6-yr lunar nodal tidal cycle. The authors make a new assessment of these possible forcings on DAI using different methods of analysis. In so doing, they confirm most of the previous findings. In particular, there is a reasonably strong statistical association between the bidecadal drought area rhythm and years of Hale solar cycle minima and 18.6-yr lunar tidal maxima. The authors also show that the putative solar and lunar effects appear to be interacting to modulate the drought area rhythm, especially since 1800. These results do not eliminate the possibility that the drought area rhythm is, in fact, internally forced by coupled ocean–atmosphere processes. Recent modeling results suggest that unstable ocean–atmosphere interactions in the North Pacific could be responsible for the drought rhythm as well. However, the results presented here do not easily allow for the rejection of the solar and lunar forcing hypotheses either.
description: Drought(-) or Wetness(+) Area Index, defined as the the number of gridpoints (out of 154) that exceed PDSI thresholds, as defined in the Original Reference, for a given year.
DOI: 10.25921/cghh-yv32
title: NOAA/WDS Paleoclimatology - Katerloch Cave Geochemical Data from 129600 to 125000 Cal Yr BP

description: In the European Alps, the Last Interglacial (LIG, ~129–116 ka) has been primarily studied using pollen preserved in mires and lake sediments. These records document the vegetation succession across the LIG, but are poorly constrained chronologically. Here, we present a precisely dated stable isotope record for the early LIG (129.6 ± 0.4 to 125.0 ± 0.8 ka) based on two stalagmites from Katerloch, a cave located on the south-eastern side of the Alps. The onset of the interglacial is marked by a sharp rise in the oxygen isotope values at 129.4 ± 0.4 ka, consistent within dating uncertainty with the timing of Termination II as recorded by other Alpine speleothems. Carbon isotope values show an equally prominent drop at Termination II and the establishment of a forest ecosystem. Although concentrations are low, pollen from these stalagmites provide insights into how the local vegetation changed across the first five millennia of the LIG. The spectra indicate a vegetation optimum recorded by the occurrence of warm-demanding taxa typical of the Eemian mesocratic phase. By combining stable isotopes and pollen data, we propose an absolutely dated chronological framework for peri-Alpine pollen successions from lacustrine sediments covering the first half of the LIG.
description: Data contributed as part of SISAL v3 Global Speleothem Isotope and Trace Element Database (https://doi.org/10.25921/jajq-qg60). Notes from the SISAL database: Vegetation: Spruce [Picea abies (L.) H. Karst], beech (Fagus sylvatica L.), maple (Acer pseudoplatanus L.), ash (Fraxinus excelsior L.), whitebeam [Sorbus aria (L.) Crantz] and hornbeam (Carpinus betulus L.). Annual laminae information for K1 (SISAL entity_id = 199) and K3 (entity_id = 200) not available. \\ K1 (entity_id=199) and K3 (entity_id=200): Detrital Th correction not made in original publication and therefore initialTh data is not existent.
DOI: 10.25921/c2a0-wv39
title: NOAA/WDS Paleoclimatology - Esper - Tatra (high), Dolina Mengusouská KOT01 - LADE - ITRDB SVK017

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
DOI: 10.25921/ckbq-ch52
title: NOAA/WDS Paleoclimatology - Esper - Are ESA1 - PCAB - ITRDB SWE348

description: Tree ring data from the International Tree Ring Data Bank and World Data Center for Paleoclimatology archives.  Most data sets include raw treering measurements (most are annual ring width, with some collections of earlywood or latewood width or wood density), plus chronologies (standardized growth indices for a site compiled from multiple treering samples). Reconstructions of climate variables are included with some of these data sets.  Each data type is stored in a separate data file; the data type is coded into the file name. For details please see: http://www.ncdc.noaa.gov/paleo/treeinfo.htmll
DOI: 10.25921/cqc0-gt51
title: NOAA/WDS Paleoclimatology - Palmer Deep XRF Data from the Late Deglacial Holocene

description: Records of past climate and ocean circulation derived from marine sediments. Parameter keywords describe what was measured in this data set.  Additional summary information can be found in the abstracts of papers listed in the data set citations.