cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pf67k6
title: Occurrence Download

description: A dataset containing 1497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.1055515000000042 40.6165374999999997, -74.1055515000000042 40.6172709900000015, -74.1055515000000042 40.6185284000000024, -74.1055515000000042 40.6192094900000029, -74.1055515000000042 40.6199953699999980, -74.1055515000000042 40.6211479999999980, -74.1055515000000042 40.6217766999999981, -74.1042943000000065 40.6217766999999981, -74.1030371100000025 40.6217766999999981, -74.1022513700000047 40.6217766999999981, -74.1008894099999935 40.6217766999999981, -74.0998417600000039 40.6217766999999981, -74.0988464800000060 40.6217766999999981, -74.0975368999999944 40.6217766999999981, -74.0975368999999944 40.6204145100000034, -74.0975368999999944 40.6193666699999980, -74.0975368999999944 40.6186855699999967, -74.0975368999999944 40.6176901199999989, -74.0975368999999944 40.6165374999999997, -74.0983226500000001 40.6165374999999997, -74.0994750800000048 40.6165374999999997, -74.1005227299999945 40.6165374999999997, -74.1017799199999985 40.6165374999999997, -74.1024608999999970 40.6165374999999997, -74.1034561799999949 40.6165374999999997, -74.1048181299999982 40.6165374999999997, -74.1055515000000042 40.6165374999999997))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1497 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096274-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv6ea6
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myotis pruinosus Yoshiyuki, 1971"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0352241-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jm2add
title: Occurrence Download

description: A dataset containing 378012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Occurrence evidence, Living Specimen, Material sample, Human Observation, Machine Observation, Observation)",
 "MediaType is Image",
 "TaxonKey is Geraniales"
 ]
}

 The dataset includes 378012 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021136-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvktgu
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triticum dicoccoides (Körnicke) G.Schweinfurth",
 "Year 1970-2000"
 ]
}

 The dataset includes 498 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140169-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5cjmbq
title: Occurrence Download

description: A dataset containing 85996 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.6.25_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 85996 records from 194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056268-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtbpbp
title: Occurrence Download

description: A dataset containing 252770 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "Year 1980-2019",
 "HasCoordinate is true",
 "TaxonKey is Equisetum arvense L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 252770 records from 528 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022940-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57z2yg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Field Museum of Natural History (Botany) Seed Plant Collection",
 "TaxonKey is Passiflora zamorana Killip"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130766-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfxv6p
title: Occurrence Download

description: A dataset containing 69609 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus pennsylvanica Marshall"
 ]
}

 The dataset includes 69609 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122962-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrzche
title: Occurrence Download

description: A dataset containing 1019 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-74.2314216000000044 40.5187136999999993, -74.2314216000000044 40.5193492399999968, -74.2314216000000044 40.5201361100000028, -74.2314216000000044 40.5205598000000009, -74.2314216000000044 40.5212558799999982, -74.2314216000000044 40.5217401000000024, -74.2307560899999999 40.5217401000000024, -74.2299696000000040 40.5217401000000024, -74.2294856000000038 40.5217401000000024, -74.2286688599999991 40.5217401000000024, -74.2280941000000070 40.5217401000000024, -74.2280941000000070 40.5211953499999993, -74.2280941000000070 40.5206808599999988, -74.2280941000000070 40.5203479600000023, -74.2280941000000070 40.5197729400000028, -74.2280941000000070 40.5190768699999992, -74.2280941000000070 40.5187136999999993, -74.2285176099999973 40.5187136999999993, -74.2290621100000010 40.5187136999999993, -74.2295763500000021 40.5187136999999993, -74.2301813499999952 40.5187136999999993, -74.2305745900000034 40.5187136999999993, -74.2314216000000044 40.5187136999999993))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1019 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096303-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4stlrd
title: Occurrence Download

description: A dataset containing 685695 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plethodontidae"
 ]
}

 The dataset includes 685695 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000787-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpnwnd
title: Occurrence Download

description: A dataset containing 1156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orgyia antiqua (Linnaeus, 1758)",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 1156 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130858-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzg7tr
title: Occurrence Download

description: A dataset containing 8988 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loxodonta africana (Blumenbach, 1797)"
 ]
}

 The dataset includes 8988 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022945-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpavnj
title: Occurrence Download

description: A dataset containing 1171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110 20,150 20,150 50,110 50,110 20))",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola eizanensis (Makino) Makino"
 ]
}

 The dataset includes 1171 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018786-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyuhsa
title: Occurrence Download

description: A dataset containing 105881 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hippophae rhamnoides L."
 ]
}

 The dataset includes 105881 records from 648 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018776-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x48p7j
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Penstemon laxus A.Nelson)"
 ]
}

 The dataset includes 134 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018787-240626123714530/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.26232214
title: Mitigating housing market shocks: an agent-based reinforcement learning approach with implications for real-time decision support

description: Research in modelling housing market dynamics using agent-based models (ABMs) has grown due to the rise of accessible individual-level data. This research involves forecasting house prices, analysing urban regeneration, and the impact of economic shocks. There is a trend towards using machine learning (ML) algorithms to enhance ABM decision-making frameworks. This study investigates exogenous shocks to the UK housing market and integrates reinforcement learning (RL) to adapt housing market dynamics in an ABM. Results show agents can learn real-time trends and make decisions to manage shocks, achieving goals like adjusting the median house price without pre-determined rules. This model is transferable to other housing markets with similar complexities. The RL agent adjusts mortgage interest rates based on market conditions. Importantly, our model shows how a central bank agent learned conservative behaviours in sensitive scenarios, aligning with a 2009 study, demonstrating emergent behavioural patterns.
DOI: 10.6084/m9.figshare.26232214.v1
title: Mitigating housing market shocks: an agent-based reinforcement learning approach with implications for real-time decision support

description: Research in modelling housing market dynamics using agent-based models (ABMs) has grown due to the rise of accessible individual-level data. This research involves forecasting house prices, analysing urban regeneration, and the impact of economic shocks. There is a trend towards using machine learning (ML) algorithms to enhance ABM decision-making frameworks. This study investigates exogenous shocks to the UK housing market and integrates reinforcement learning (RL) to adapt housing market dynamics in an ABM. Results show agents can learn real-time trends and make decisions to manage shocks, achieving goals like adjusting the median house price without pre-determined rules. This model is transferable to other housing markets with similar complexities. The RL agent adjusts mortgage interest rates based on market conditions. Importantly, our model shows how a central bank agent learned conservative behaviours in sensitive scenarios, aligning with a 2009 study, demonstrating emergent behavioural patterns.
DOI: 10.15468/dl.cteehx
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "Country is one of (Hong Kong, China, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Takydromus sexlineatus Daudin, 1802"
 ]
}

 The dataset includes 54 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018788-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hx28m
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Penstemon leiophyllus var. francisci-pennellii (Crosswh.) N.H.Holmgren)"
 ]
}

 The dataset includes 143 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018789-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jq9xd6
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Penstemon salmonensis N.H.Holmgren)"
 ]
}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018790-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hju6nm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110 20,150 20,150 50,110 50,110 20))",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola eizanensis var. simplicifolia (Makino) Makino"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018791-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfpvp7
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Phacelia idahoensis L.F.Hend.)"
 ]
}

 The dataset includes 185 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018792-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq4tt6
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "Country is one of (Hong Kong, China, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Varanus salvator (Laurenti, 1768)"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018793-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcx3bw
title: Occurrence Download

description: A dataset containing 8705 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Milvus migrans (Boddaert, 1783)"
 ]
}

 The dataset includes 8705 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018794-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25912/rdf_1720590310349
title: Value-based healthcare provider reimbursement models in high performance sport: stakeholder experiences and perceptions
DOI: 10.15468/dl.j9fsk9
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "Country is one of (Hong Kong, China, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthosaura lepidogaster (Cuvier, 1829)"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018795-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sp8vg
title: Occurrence Download

description: A dataset containing 2288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "Country is one of (Hong Kong, China, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calotes versicolor (Daudin, 1802)"
 ]
}

 The dataset includes 2288 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018796-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6es9er
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Continent is Asia",
 "Country is one of (Hong Kong, China, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dibamus bogadeki Darevsky, 1992"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018797-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u2fgr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110 20,150 20,150 50,110 50,110 20))",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola chaerophylloides var. chaerophylloides"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018799-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmvn9u
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Thailand",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dipteris conjugata Reinw.",
 "Year 2000-2024"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018800-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2agt7a
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110 20,150 20,150 50,110 50,110 20))",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola chaerophylloides var. sieboldiana (Maxim.) Makino"
 ]
}

 The dataset includes 177 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018801-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93zv3j
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Phacelia pulchella var. atwoodii S.L.Welsh)"
 ]
}

 The dataset includes 26 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018802-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6fu7c
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Phlox pungens Dorn)"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018804-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9de5yn
title: Occurrence Download

description: A dataset containing 994 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pholisma arenarium Nutt.)"
 ]
}

 The dataset includes 994 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018805-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.az9pj2
title: Occurrence Download

description: A dataset containing 5279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heterosigma Y.Hada ex Y.Hara & M.Chihara, 1987"
 ]
}

 The dataset includes 5279 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018806-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47qy5c
title: Occurrence Download

description: A dataset containing 5279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Heterosigma Y.Hada ex Y.Hara & M.Chihara, 1987"
 ]
}

 The dataset includes 5279 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018807-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.