cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5061/dryad.g7jq6
title: Data from: The evolution of bet hedging in response to local ecological conditions

description: Genotypes that hedge their bets can be favored by selection in an
 unpredictably varying environment. Bet hedging can be achieved by
 systematically expressing several phenotypes, such as one that readily
 attempts to reproduce and one that procrastinates in a dormant stage. But
 how much of each phenotype should a genotype express? Theory predicts that
 evolving bet-hedging strategies depend on local environmental variation,
 on how the population is regulated, and on exchanges with neighboring
 populations. Empirically, however, it remains unknown whether bet hedging
 can evolve to cope with the ecological conditions experienced by
 populations. Here we study the evolution of bet-hedging dormancy
 frequencies in two neighboring populations of the chestnut weevil,
 Curculio elephas. We estimate the temporal distribution of demographic
 parameters together with the form of the relationship between fecundity
 and population density and use both to parameterize models that predict
 the bet-hedging dormancy frequency expected to evolve in each population.
 Strikingly, the observed dormancy frequencies closely match predictions in
 their respective localities. We also found that dormancy frequencies vary
 randomly across generations, likely due to environmental perturbations of
 the underlying physiological mechanism. Using a model that includes these
 constraints, we predict the whole distribution of dormancy frequencies
 whose mean and shape agree with our observed data. Overall, our results
 suggest that dormancy frequencies have evolved according to local
 ecological conditions and physiological constraints.
description: data_rajon_etal_2014
DOI: 10.5061/dryad.13n29
title: Data from: Pollinator specificity drives strong prepollination reproductive isolation in sympatric sexually deceptive orchids

description: Few studies have quantified the full range of pre– and postzygotic
 barriers that limit introgression between closely related plant species.
 Here we assess the strength of four isolating mechanisms operating between
 two morphologically similar and very closely related sympatric orchid
 taxa, Chiloglottis valida and C. aff. jeanesii. Each taxon sexually
 attracts its specific wasp pollinator via distinct floral volatile
 chemistry. Behavioral experiments with flowers and synthetic versions of
 their floral volatiles confirmed that very strong pollinator isolation is
 mediated by floral odor chemistry. However, artificially placing flowers
 of the two taxa in contact proximity revealed the potential for rare
 interspecific pollination. Although we found hybrid vigour in F1 hybrids
 produced by hand-crossing , genetic analysis at both nuclear and
 chloroplast loci showed significant and moderate to strong genetic
 differentiation between taxa. A Bayesian clustering method for the
 detection of introgression at nuclear loci failed to find any evidence for
 hybridization across 571 unique genotypes at one site of sympatry. Rather
 than inhibiting gene flow, postpollination barriers surveyed here show no
 contribution to overall reproductive isolation. This demonstrates the
 primacy of pollinators in maintaining species boundaries in these orchids,
 which display one of the strongest known examples of prepollination floral
 isolation.
description: Taxon level sample
 genetic dataTaxon level nuclear and
 chloroplast population genetic data for Chiloglottis aff. jeanesii and C.
 valida.Taxon level
 sample.xlsxKanangra-Boyd NP
 samplePopulation genetic data
 for Kanangra-Boyd National Park population of Chiloglottis aff jeanesii
 and C. valida.Pop level sample
 KBNP.xlsxSimulated
 genotypesSimulated pure and
 hybrid genotypes for Chiloglottis aff jeanesii and C. valida based on
 allele frequencies at Kanangra-Boyd National Park site.Symbiotic germination
 trialsGermination data for
 hand crossed progeny in Chiloglottis aff jeanesii and C.
 valida.Handcross embryo
 countsEmbryo count data for
 hand cross progeny of Chiloglottis aff jeanesii and C.
 valida.Pollinator choice
 experimentsData for synthetic
 pheromone and floral choice experiments in the pollinators for
 Chiloglottis aff jeanesii and C. valida.NewHyb input file no
 priorNewHybrids input file
 for Kanangra-Boyd sample of Chiloglottis aff jeanesii and C. valida. No
 priors were set.NewHyb input file KBNP no
 prior.txtNewHyb input file
 chemistry priorNewHybrids input file
 for Kanangra-Boyd National Park population of Chiloglottis aff jeanesii
 and C. valida. Floral chemistry is used as a prior diagnostic of taxon in
 some samples.NewHyb inpur file KBNP
 chemistry prior.txt
DOI: 10.82294/dvnxfl5cs
title: COPUS. Territorio: Cartagena. Sector: Educación. Año: 2025
title: Dato. Observación estructurada con el protocolo COPUS.

description: Información recopilada durante el año 2025 a partir de observaciones estructuradas realizadas con el protocolo COPUS, dirigidas a educadores artísticos pertenecientes a programas de formación en educación artística y cultural del sector Educación (educación formal) en la ciudad de Cartagena.
DOI: 10.34894/csnfoc
title: Religious Policies pertaining to Islam, Christianity and other religions in the Netherlands Indies 1814-1942

description: Religious Policies is a database to archival material
concerning the formulation and execution of the strategy
to deal with the several religions of Indonesia on the
central, regional as well as the local levels. The time
frame is 1814, the restoration of Dutch colonial rule in
the Archipelago, to 1942, the year that Japan occupied
the Netherlands Indies.
DOI: 10.5061/dryad.p9c00
title: Data from: Gradual adaptation of bone structure to aquatic lifestyle in extinct sloths from Peru

description: Non-pathological densification (osteosclerosis) and swelling
 (pachyostosis) of bones are the main modifications affecting the skeleton
 of land vertebrates (tetrapods) that returned to water. However, a precise
 temporal calibration of the acquisition of such adaptations is still
 wanting. Here, we assess the timing of such acquisition using the aquatic
 sloth Thalassocnus, from the Neogene of the Pisco Formation, Peru. This
 genus is represented by five species occurring in successive
 vertebrate-bearing horizons of distinct ages. It yields the most detailed
 data about the gradual acquisition of aquatic adaptations among tetrapods,
 in displaying increasing osteosclerosis and pachyostosis through time.
 Such modifications, reflecting a shift in the habitat from terrestrial to
 aquatic, occurred over a short geological time span (ca 4 Myr). Otherwise,
 the bones of terrestrial pilosans (sloths and anteaters) are much more
 compact than the mean mammalian condition, which suggests that the
 osteosclerosis of Thalassocnus may represent an exaptation.
description: Amson_Supplementary_tables_methodsMethods are described, specimens studied are listed, and bone compactness data are provided in a text file (rtf format).Amson_Supplementary_dryad.rtfAmson_ESM_compactness_data_matrixMesquite Nexus file including the bone compactness data and the trees used for the analyses. This is a simple text file that can be read by any text editor, but for full functionality, you should open it in Mesquite.
DOI: 10.7927/42f9-9t48
title: IPCC AR6 Synthesis Report LR Figure 4.1 (a): Sectoral emissions in pathways that limit warming to 1.5°C

description: Sectoral CO2 and non-CO2 emissions in global modelled pathways that limit warming to 1.5°C (&gt;50%) with no or limited overshoot. The horizontal lines illustrate halving 2015 emissions (base year of the pathways) and reaching net-zero emissions (solid lines). The range shows the 5–95th percentile of the emissions across the pathways. The timing strongly differs by sector, with the CO2 emissions from the electricity/fossil fuel industries sector and land-use change generally reaching net zero earlier. Non-CO2 emissions from agriculture are also substantially reduced compared to pathways without climate policy but do not typically reach zero.
DOI: 10.5061/dryad.cg976
title: Data from: A model for non-equilibrium metapopulation dynamics utilizing data on species occupancy, patch ages and landscape history

description: 1. The distribution pattern of many species reflects the past rather than
 the current structure of landscapes. Consequently, species are most often
 not in equilibrium with the current landscape structure. Yet this is a
 well-known fact, there is no appropriate approach to estimate the
 colonization rate of non-equilibrium species based on only data on the
 species occurrence pattern in the landscape. 2. We present an approach to
 estimate the colonization rate of non-equilibrium metapopulations. The
 approach requires only data on species presence/absence among its patches
 (occurrence pattern), data on patch ages and data on the historic
 distribution of the patches in the landscape. By estimating the past
 occurrence patterns and colonization events leading to the current pattern
 of occupied and non-occupied patches, we estimate the colonization rate,
 including the dispersal kernel. We also show how to estimate effects of
 local patch conditions and how to include an independent estimate of the
 local extinction rate based on other data. We use nine epiphytic lichen
 species confined to beech trees to illustrate the method. 3. Five species
 had restricted dispersal range, between 200 and 4700 m, and their
 colonization rate decreased with increasing fragmentation. Species
 colonization rates were related to niche width. Among the demographic
 parameters, the force of colonization was more important than the
 dispersal range in explaining the colonization rates. Local patch
 conditions did not explain the colonization probability of any species. In
 metapopulation projections that did not account for restricted dispersal
 range, higher future metapopulation sizes were projected. 4. Synthesis.
 The presented approach uses data on only species occurrence, patch age and
 landscape history to estimate the species colonization rate and dispersal
 kernel. It can also utilize independent data on local extinction rate.
 Rather than identifying factors explaining the occurrence pattern, the
 model estimates the rate of change in the occurrence pattern. This dynamic
 modelling allows testing general and applied questions on the dynamics or
 viability of metapopulations of sessile species. The approach is
 applicable for species whose distribution pattern reflects the past rather
 than the current landscape structure, e.g. certain epiphytes and
 ground-floor plants.
description: Complete data
 setThe file contains all
 variables used in the study, including forest stands removed from the
 study. Forest Stand Age estimated by coring is corrected to year 2000 when
 the species presence/absence was surveyed.GIS
 layers.shp files with
 broadleaved forest cover in 1850, 1920 and 2000 (RT90 2.5 V), and position
 of focal forest stands (SWEREF99).GIS.zip
DOI: 10.5061/dryad.g4052
title: Data from: Killing and replacing queen-laid eggs: low cost of worker policing in the honeybee

description: Worker honeybees, Apis mellifera, police each other’s reproduction by
 killing worker-laid eggs. Previous experiments demonstrated that worker
 policing is effective, killing most (∼98%) worker-laid eggs. However, many
 queen-laid eggs were also killed (∼50%) suggesting that effective policing
 may have high costs. In these previous experiments, eggs were transferred
 using forceps into test cells, mostly into unrelated discriminator
 colonies. We measured both the survival of unmanipulated queen-laid eggs
 and the proportion of removal errors that were rectified by the queen
 laying a new egg. Across 2 days of the 3-day egg stage, only 9.6% of the
 queen-laid eggs in drone cells and 4.1% in worker cells were removed in
 error. When queen-laid eggs were removed from cells, 85% from drone cells
 and 61% from worker cells were replaced within 3 days. Worker policing in
 the honeybee has a high benefit to policing workers because workers are
 more related to the queen’s sons (brothers, r = 0.25) than sister workers’
 sons (0.15). This study shows that worker policing also has a low cost in
 terms of the killing of queen-laid eggs, as only a small proportion of
 queen-laid eggs are killed, most of which are rapidly replaced.
description: exp. 1 excl. fem. data
 of col. fexp. 1 excl. fem. data
 of col. fsee read me
 fileexp. 1 incl. fem. data
 of col. fsee read me
 fileexp. 1 incl. fem. data
 of col. fsee read me
 fileexp. 2 for
 analysissee read me
 fileexp. 2 for
 analysissee read me
 fileexp. 2 for
 graphsee read me
 fileexp. 3see read me
 fileexp. 3see read me
 file
DOI: 10.15468/dl.ee8vzf
title: Occurrence Download

description: A dataset containing 872664 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Erythrina flabelliformis, Euonymus japonicus, Euphorbia chamaesyce, Euphorbia humifusa, Euphorbia lagascae, Euphorbia lathyris, Forsythia intermedia, Gasteria obliqua, Geranium pusillum, Gypsophila elegans, Gypsophila pilosa, Hoya carnosa, Ludwigia peploides, Lysimachia japonica, Mesembryanthemum cordifolium, Oxalis dillenii, Paspalum thunbergii, Prosopis farcta, Scopolia carniolica, Maclura pomifera, Laguncularia racemosa, Rhizophora mucronata, Zeuxine strateumatica, Cyperus tenuispica, Rubus sanctus, Symphyotrichum graminifolium, Artemisia arborescens, Bidens aurea, Blainvillea gayana, Brachychiton diversifolius, Calpurnia aurea, Catha edulis, Cenchrus caudatus, Conocarpus lancifolius, Dianthus caryophyllus, Eucalyptus marginata, Eucalyptus occidentalis, Eucalyptus torquata, Hyphaene thebaica, Iris florentina, Juglans regia, Lathyrus sativus, Malus sylvestris, Morus nigra, Myrtus communis, Nasturtium microphyllum, Nigella sativa, Origanum majorana, Pluchea indica)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 872664 records from 3620 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001507-260126135527185/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eye6vp
title: Occurrence Download

description: A dataset containing 5942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is one of (IND.16_1, IND.16.2_1)",
 "Geometry POLYGON((74.60838 11.57425,78.12408 11.57425,78.12408 15.0486,74.60838 15.0486,74.60838 11.57425))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mycteria leucocephala (Pennant, 1769)",
 "Year 2000-2017"
 ]
}

 The dataset includes 5942 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013778-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/4wa5-5n66
title: "PMSM Dataset with gym eletric motor platform"

description: "This dataset supports the research presented in the paper \"Experimental Digital Twin with Evolvable PINNs for Real-Time Simulation and Field Data Adaptation\". It provides a structured collection of high-fidelity simulation data generated from the Gym Electric Motor (GEM) platform to evaluate digital twin models for permanent magnet synchronous motors (PMSMs) under dynamic and data-scarce conditions.The dataset is organized into two main parts. Part 1 contains baseline simulations of current, torque, and speed control for 50 motor configurations using a modified Model Predictive Control (MPC) strategy. Part 2 introduces extended scenarios by perturbing the angular velocity equation through varying damping coefficients, simulating system evolution and field data drift. For each motor, 200 new samples are derived across four damping intervals, providing a comprehensive benchmark for adaptive modeling.This dataset was used to train and evaluate the proposed Evolvable PINN framework, particularly for testing real-time state estimation, iterative forecasting, and online adaptation via residual learning modules. It is suitable for researchers working on digital twins, physics-informed learning, and industrial machine dynamics."
DOI: 10.6084/m9.figshare.29218005.v1
title: LAMBDA: A Large Model Based Data Agent

description: We introduce LArge Model Based Data Agent (LAMBDA), a novel open-source, code-free multi-agent data analysis system that leverages the power of large language models. LAMBDA is designed to address data analysis challenges in data-driven applications through innovatively designed data agents using natural language. At the core of LAMBDA are two key agent roles: the programmer and the inspector, which are engineered to work together seamlessly. Specifically, the programmer generates code based on the user’s instructions and domain-specific knowledge, while the inspector debugs the code when necessary. To ensure robustness and handle adverse scenarios, LAMBDA features a user interface that allows direct user intervention. Moreover, LAMBDA can flexibly integrate external models and algorithms through our proposed Knowledge Integration Mechanism, catering to the needs of customized data analysis. LAMBDA has demonstrated strong performance on various data analysis tasks. It has the potential to enhance data analysis paradigms by seamlessly integrating human and artificial intelligence, making it more accessible, effective, and efficient for users from diverse backgrounds. The strong performance of LAMBDA in solving data analysis problems is demonstrated using real-world data examples. The code for LAMBDA is available at https://github.com/AMA-CMFAI/LAMBDA and videos of three case studies can be viewed at https://www.polyu.edu.hk/ama/cmfai/lambda.html.
DOI: 10.15468/dl.45jntb
title: Occurrence Download

description: A dataset containing 11245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tremarctos ornatus"
 ]
}

 The dataset includes 11245 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005276-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/09gs-4q80
title: NBDL-HK3QHXSCKQ4VYD
DOI: 10.25919/gezx-m915
title: NBDL-HK3QFJ44K4RYB7
DOI: 10.25919/demz-ew83
title: NBDL-HK3QV5N3Q4M3Y0
DOI: 10.25919/khja-c531
title: NBDL-HK3QQM1TH1JR5N
DOI: 10.25919/qvgm-vh66
title: NBDL-HK3QV5MJN4PSYW
DOI: 10.25919/sxmh-dy12
title: NBDL-HK3QHXTBJPWD4C
DOI: 10.15468/dl.84cyp6
title: Occurrence Download

description: A dataset containing 2148 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mushroom Collection in BCRC"
 ]
}

 The dataset includes 2148 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005278-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/tr74-f149
title: NBDL-HK3QHXV2MPZ6GG
DOI: 10.25919/758t-h458
title: NBDL-HK3QV5N6N4MA2C
DOI: 10.25919/ea22-4e39
title: NBDL-HK3QQM0MN1KEMX
DOI: 10.25919/g78f-cv38
title: NBDL-HK3QQM2CJ1PM38
DOI: 10.25919/hvrt-qy29
title: NBDL-HK3QV5N0H4M1DM
DOI: 10.25919/gjhm-k283
title: NBDL-HK3QV5N1K4MZ3R
DOI: 10.25919/4med-kr08
title: NBDL-HK3QHXV0GPZ3M8
DOI: 10.25919/e5yz-ym55
title: NBDL-HK3QV5MYN4PCXC
DOI: 10.25919/phzk-6466
title: NBDL-HK3QHXTFJPW7JW
DOI: 10.25919/p8h1-tn29
title: NBDL-HK3QV5NEN4NQFC
DOI: 10.25919/rcq8-3t91
title: NBDL-HK3QQM1RN1JN9D
DOI: 10.25919/st12-zw39
title: NBDL-HK3QQM14N1N2AX
DOI: 10.25919/5rbq-f653
title: NBDL-HK3QV5N4H4M774
DOI: 10.25919/mp32-xb44
title: NBDL-HK3QHXRDNQ67SH
DOI: 10.15468/dl.cs8wn3
title: Occurrence Download

description: A dataset containing 43054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 43054 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005279-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/7ccb-r560
title: NBDL-HK3QQM00N1KVGD
DOI: 10.25919/x2pw-hm46
title: NBDL-HK3QHXSJQQ7JR5
DOI: 10.25919/ag9t-dx47
title: NBDL-HK3QV5MSK4P02R
DOI: 10.25919/78tp-3d31
title: NBDL-HK3QHXVBJPZVGC
DOI: 10.25919/skfe-p216
title: NBDL-HK3QQM2KM1QSSW
DOI: 10.25919/n42f-b266
title: NBDL-HK3QHXTJMPTH2G
DOI: 10.25919/5snm-9w19
title: NBDL-HK3QFJ41H4RS23
DOI: 10.25919/4qrc-nw64
title: NBDL-HK3QQM2MJ1QTA8
DOI: 10.25919/84bf-mg53
title: NBDL-HK3QHXV8GPZPB8
DOI: 10.25919/sm8d-h365
title: NBDL-HK3QHXTDPPW4QM
DOI: 10.25919/1v0s-p537
title: NBDL-HK3QV5MWH4P864
DOI: 10.25919/wsws-ew21
title: NBDL-HK3QV5MRH4P2CM
DOI: 10.25919/74vh-0w46
title: NBDL-HK3QQM24J1P1C8
DOI: 10.25919/ghm0-dv27
title: NBDL-HK3QV5NKQ4Q900
DOI: 10.25919/yx43-t385
title: NBDL-HK3QV5NSK4MKPR
DOI: 10.25919/8xwc-pq18
title: NBDL-HK3QQM1SQ1JMWH
DOI: 10.25919/8687-he87
title: NBDL-HK3QQM0TH1KBSN
DOI: 10.25919/vgy4-7h27
title: NBDL-HK3QHXRFHQ6AMS
DOI: 10.25919/hcpk-m345
title: NBDL-HK3QV5NHK4Q65R
DOI: 10.25919/r602-ps48
title: NBDL-HK3QQM1KK1J34S
DOI: 10.25919/y5de-yq38
title: NBDL-HK3QQM15Q1N1R1
DOI: 10.25919/z7bf-w678
title: NBDL-HK3QHXS4KQ7EDD
DOI: 10.15468/dl.puhyfc
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pampus argenteus"
 ]
}

 The dataset includes 568 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005283-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/q32k-wq81
title: NBDL-HK3QV5MHK4PMHR
DOI: 10.25919/6vt9-xy18
title: NBDL-HK3QV5MCH4Q2W4
DOI: 10.25919/zd8v-fb67
title: NBDL-HK3QHXV1PPZ464
DOI: 10.25919/e4cq-1622
title: NBDL-HK3QQM0YH1K465
DOI: 10.25919/x274-6p03
title: NBDL-HK3QHXSPQQ7RKN
DOI: 10.25919/ab2h-2s54
title: NBDL-HK3QHXV6MPZ0S0
DOI: 10.15468/dl.akgn6a
title: Occurrence Download

description: A dataset containing 1353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Melhania acuminata, Melhania didyma, Melhania forbesii, Melhania polygama, Melhania prostrata, Melhania suluensis)"
 ]
}

 The dataset includes 1353 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005282-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vf2xw5
title: Occurrence Download

description: A dataset containing 148840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Amazonetta brasiliensis"
 ]
}

 The dataset includes 148840 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005246-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.