cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5qervy
title: Occurrence Download

description: A dataset containing 583 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus microps (Peters, 1872)"
 ]
}

 The dataset includes 583 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021813-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxqif6
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sitta europaea hispaniensis Witherby, 1913"
 ]
}

 The dataset includes 36 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079724-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjk0vv
title: Occurrence Download

description: A dataset containing 3863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Natural History Museum Rotterdam (NL) - Invertebrata miscellaneous Collection"
 ]
}

 The dataset includes 3863 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027834-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kezmah
title: Occurrence Download

description: A dataset containing 10263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.924964333333335 65.07073733333334, 35.924964333333335 82.15736799999999, 1.8796086666666671 82.15736799999999, 1.8796086666666671 65.07073733333334, 35.924964333333335 65.07073733333334))",
 "EventDate is 2013-11-01,2013-11-30"
 ]
}

 The dataset includes 10263 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064172-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mymemf
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mammillaria sinistrohamata Boed."
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175738-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z83afv
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursera xochipalensis Rzed."
 ]
}

 The dataset includes 305 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0391740-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xd0hw
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalechampia schottii Greenm."
 ]
}

 The dataset includes 74 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027839-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uh6d7
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tetraophasis szechenyii Madarász, 1885",
 {
 "or" : [
 "Country is Myanmar",
 "Country is Bhutan",
 "Country is Bangladesh",
 "Country is Nepal",
 "Country is India",
 "Country is Afghanistan",
 "Country is Tajikistan",
 "Country is Viet Nam",
 "Country is China",
 "Country is Pakistan",
 "Country is Kyrgyzstan"
 ]
 },
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen"
 ]
 }
 ]
}

 The dataset includes 66 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079708-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3xdez
title: Occurrence Download

description: A dataset containing 1659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Echium plantagineum L."
 ]
}

 The dataset includes 1659 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008252-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xo3qel
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Dryomys nitedula (Pallas, 1778)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 226 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027840-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.batfbr
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "OccurrenceStatus is Present",
 "TaxonKey is Arctictis binturong (Raffles, 1821)"
 ]
}

 The dataset includes 98 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175739-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uc8x8g
title: Occurrence Download

description: A dataset containing 522789 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athene noctua (Scopoli, 1769)"
 ]
}

 The dataset includes 522789 records from 1678 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175713-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9mp-xvc-wae
title: Sciota Hulst, 1888

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d4a-xln-pap
title: Polychrysia moneta (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1f8-st3-mrs
title: Cybosia mesomella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dcp-1mz-qfw
title: Lithophane (Lithophane) furcifera Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.25345/c5th8c162
title: MassIVE MSV000100253 - A New microbe-derived NAD precursor drives Sirtuin-mediated stem cell renewal and tissue repair - 20251014
title: Intestinal epithelial spheroids were generated from ileal tissue of wild-type (WT) mice and NAMPT-deficient mice and maintained in culture through passage 12, with routine passaging performed every two days. For the final experiment, spheroids were seeded at a density of 500 spheroids per well and allowed to recover for 24 hours prior to treatment. Cultures were then treated with 60 uM deuterium-labeled 2H4-N-methylnicotinamide (2H4-N-MNA), and cellular lysates were collected at 0 h (untreated control), 3 h, 6 h, and 12 h post-treatment, with three independent biological replicates per time point. Metabolites were extracted using methanol precipitation and analyzed by targeted liquid chromatography-mass spectrometry (LC-MS) using hydrophilic interaction liquid chromatography (HILIC; D2 column chemistry) coupled to a Thermo Fisher Scientific Q Exactive Plus mass spectrometer operated in positive electrospray ionization (ESI) mode. Data acquisition focused on labeled NAD-related metabolites to enable accurate detection of deuterium incorporation. This dataset was generated to characterize the time-dependent metabolic conversion of N-MNA into downstream NAD pathway intermediates and to compare NAD metabolism dynamics between WT and NAMPT-deficient intestinal epithelial spheroids.
DOI: 10.3535/m5f-zq0-npf
title: Eurois occulta Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.eegv9g
title: Occurrence Download

description: A dataset containing 6486137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is France",
 "Geometry POLYGON((1.95275 51.30254,0.84115 50.35262,-0.72818 49.84931,-2.03595 49.93356,-2.10134 48.91282,-2.886 49.12723,-5.23999 48.74063,-5.1746 47.56284,-3.21294 47.16423,-2.16673 46.17715,-2.03595 44.61617,-2.95139 43.15534,-0.5974 42.19388,3.3913 41.60987,4.17596 42.77254,6.07223 42.67647,7.70694 42.48388,7.96849 41.21757,9.53782 41.21757,10.12631 41.90255,9.60321 43.39338,8.23005 42.96424,8.23005 44.47637,8.03388 46.71779,8.55699 48.17692,9.27626 48.95578,8.23005 49.76491,6.13761 50.39432,4.17596 51.22071,1.95275 51.30254))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 2021-2025"
 ]
}

 The dataset includes 6486137 records from 1501 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056337-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/2qn-5ln-6yb
title: Falcaria lacertinaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/teq-v98-ajl
title: Rheumaptera subhastata (Nolcken, 1870)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/a79-51p-032
title: Boloria selene ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jnq-3ay-pe8
title: Lycaena virgaureae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/szs-fea-61b
title: Pheosia tremula (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/f40-bvh-s1k
title: Hypena proboscidalis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3kq-k5g-5v9
title: Mesoligia furuncula [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.48436/p6eps-tdp10
title: Dataset Evaluating Human–Machine Collaboration through a Comparative Analysis of Experts, Machine Learning, and Hybrid Approaches in Real Estate Valuation

description: Dataset description

The dataset was collected to support controlled experiments evaluating the predictive performance and efficiency of different residential property valuation approaches. Specifically, it enables a direct comparison between an AI-based price prediction model, human real estate experts, and a hybrid human–machine approach. 

The underlying machine-learning model was trained on 21,736 apartment transactions from Vienna covering the period 2018–2022. This transaction data, originally compiled and processed for the study “Location, Location, Location: The Power of Neighborhoods for Apartment Price Predictions Based on Transaction Data” published in the ISPRS International Journal of Geo-Information, served as the empirical basis for model development.

Building on this foundation, the present dataset focuses on the experimental evaluation phase rather than transfer learning. It contains expert assessments of newly built apartments sold in Vienna in 2023, collected under three experimental conditions: (i) limited information, (ii) state-of-the-art expert valuation methods, and (iii) collaboration between experts and the ML model. The dataset further includes the corresponding model predictions and ground-truth transaction prices, enabling a systematic comparison of predictive accuracy and task efficiency across valuation strategies.

This dataset was used to analyze the relative strengths of standalone ML models, human expertise, and hybrid human–AI collaboration in residential price prediction, with particular emphasis on accuracy, robustness, and time efficiency.

Context and methodology



The data set was created to predict of apartment prices 1 to 7 years into the future

The data set was used to test of transfer learning capabilities

Data collected from apartment ownership transactions, enriched by contextual information from OpenStreetMap. The features added were selected based on experience with valuation and discussions on potentially relevant factors

All personal data were removed from the expert survey and the transaction data


Technical details



csv-File with raw data; further explanation in ReadMe.txt

Python-script to analyse the data: PSFL


Licenses



Data: CC by 4.0 International

Code: PSFL 2.0
DOI: 10.48436/zs6cy-6t304
title: Dataset Evaluating Human–Machine Collaboration through a Comparative Analysis of Experts, Machine Learning, and Hybrid Approaches in Real Estate Valuation

description: Dataset description

The dataset was collected to support controlled experiments evaluating the predictive performance and efficiency of different residential property valuation approaches. Specifically, it enables a direct comparison between an AI-based price prediction model, human real estate experts, and a hybrid human–machine approach. 

The underlying machine-learning model was trained on 21,736 apartment transactions from Vienna covering the period 2018–2022. This transaction data, originally compiled and processed for the study “Location, Location, Location: The Power of Neighborhoods for Apartment Price Predictions Based on Transaction Data” published in the ISPRS International Journal of Geo-Information, served as the empirical basis for model development.

Building on this foundation, the present dataset focuses on the experimental evaluation phase rather than transfer learning. It contains expert assessments of newly built apartments sold in Vienna in 2023, collected under three experimental conditions: (i) limited information, (ii) state-of-the-art expert valuation methods, and (iii) collaboration between experts and the ML model. The dataset further includes the corresponding model predictions and ground-truth transaction prices, enabling a systematic comparison of predictive accuracy and task efficiency across valuation strategies.

This dataset was used to analyze the relative strengths of standalone ML models, human expertise, and hybrid human–AI collaboration in residential price prediction, with particular emphasis on accuracy, robustness, and time efficiency.

Context and methodology



The data set was created to predict of apartment prices 1 to 7 years into the future

The data set was used to test of transfer learning capabilities

Data collected from apartment ownership transactions, enriched by contextual information from OpenStreetMap. The features added were selected based on experience with valuation and discussions on potentially relevant factors

All personal data were removed from the expert survey and the transaction data


Technical details



csv-File with raw data; further explanation in ReadMe.txt

Python-script to analyse the data: PSFL


Licenses



Data: CC by 4.0 International

Code: PSFL 2.0
DOI: 10.3535/hc1-4ga-zts
title: Horisme tersata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tkb-mht-gvg
title: Collita griseola (Hübner, 1803)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yzc-4fw-mpc
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/3sr-8b6-pzq
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/6tk-4ym-17x
title: Wittia sororcula (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/35y-9dd-2mv
title: Cyclophora albipunctata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yyp-gl1-kqf
title: Hoplodrina octogenaria (Goeze, 1781)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/n2d-ykd-3rk
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.15468/dl.n5sfcu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.507 -2.528826, 101.436669 -2.534391, 101.368067 -2.550948, 101.302883 -2.578092, 101.24272 -2.615153, 101.189059 -2.66122, 101.143219 -2.71516, 101.106332 -2.775646, 101.079304 -2.841189, 101.062803 -2.910175, 101.057238 -2.980908, 101.062747 -3.051645, 101.079196 -3.120644, 101.106183 -3.186207, 101.143045 -3.246717, 101.188875 -3.300685, 101.242546 -3.346781, 101.302735 -3.383867, 101.367959 -3.411031, 101.436612 -3.427601, 101.507 -3.433171, 101.577388 -3.427601, 101.646041 -3.411031, 101.711265 -3.383867, 101.771454 -3.346781, 101.825125 -3.300685, 101.870955 -3.246717, 101.907817 -3.186207, 101.934804 -3.120644, 101.951253 -3.051645, 101.956762 -2.980908, 101.951197 -2.910175, 101.934696 -2.841189, 101.907668 -2.775646, 101.870781 -2.71516, 101.824941 -2.66122, 101.77128 -2.615153, 101.711117 -2.578092, 101.645933 -2.550948, 101.577331 -2.534391, 101.507 -2.528826))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056378-251120083545085/datasets/export for details.
DOI: 10.3535/12n-dfw-at0
title: Lithophane (Lithophane) furcifera Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/7cj-380-fqp
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/481-05r-2ws
title: Nymphalis Kluk, 1802

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/acc-ala-54k
title: Clostera pigra (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17026/ar/tb7rn7
title: PAN-00179307 - Knickfibel other

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00179307&lt;/p&gt;
description: Modified: 2025-09-08T09:35:29+02:00
DOI: 10.3535/8dm-5w7-r0g
title: Depressaria sordidatella Tengström, 1848

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/78e-s17-78z
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e2q-r3p-wvt
title: Dasypolia (Dasypolia) templi Thunberg, 1792

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/q46-k8y-h4z
title: Fabriciana niobe (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w8d-sk1-tvw
title: Hydraecia micacea Esper, 1789

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/z1p-kac-cc1
title: Pararge Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/d2y-p1x-j94
title: Lithophane (Lithophane) furcifera Hufnagel, 1766

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t17-gj3-rsc
title: Sitochroa palealis [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/v5a-84l-vh0
title: Wittia sororcula (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yg4-eal-h48
title: Perizoma albulata ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/btj-vl3-skm
title: Pempelia Hübner, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jyz-l7g-5kn
title: Aporia crataegi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r4e-leq-ar1
title: Pleurota bicostella (Clerck, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/g02-nm6-ect
title: Coranarta cordigera Thunberg, 1788

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wel-d81-hs6
title: Xanthia (Xanthia) togata Esper

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tf2-p06-r4r
title: Catoptria margaritellus [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/kds-h5g-wnw
title: Diachrysia chrysitis/tutti

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/mg2-38s-hbw
title: Cyclophora albipunctata (Hufnagel, 1767)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/cnx-pbs-q9l
title: Lycaena virgaureae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nxk-esn-bcb
title: Epirrita christyi (Allen, 1906)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w4n-rc0-054
title: Lacanobia (Dianobia) contigua [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/r6l-s25-tqz
title: Xestia (Xestia) baja [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/tnc-dze-gc3
title: Ceramica pisi Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.