cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.f4vsw3
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriocaulon thailandicum Moldenke"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016852-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzj787
title: Occurrence Download

description: A dataset containing 658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aphanobasidium pseudotsugae (Burt) Boidin & Gilles, Apios americana Medik.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 658 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0311274-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cctx42
title: Occurrence Download

description: A dataset containing 142808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Sorbus aria (L.) Crantz, Sorbus aria Wimm., Sorbus aria Wimm. ex Nyman, Sorbus aria (L.) Ehrh., Sorbus aria Hedl., Sorbus aria Linnaeus, 1753, Sorbus aria (L.) Garsault, Sorbus ×ariatorminalis Gremli, Sorbus aria x aucuparia, Sorbus aria × torminalis, Sorbus aria x Sorbus legrei, Sorbus aria s. str. x chamaemespilus, Sorbus aria s. str. x torminalis)"
 ]
}

 The dataset includes 142808 records from 450 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021545-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9h6tu4
title: Occurrence Download

description: A dataset containing 3291 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisyrinchium rosulatum E.P.Bicknell"
 ]
}

 The dataset includes 3291 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012417-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gyve3e
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus variispinus L.H.Bailey",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0272234-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33u8vw
title: Occurrence Download

description: A dataset containing 24188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 24188 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068533-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx4jfj
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caprellinoididae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 86 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023405-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbwbvc
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eosclerocalyptus proximus (Moreno & Mercerat, 1891)"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024279-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngfk4k
title: Occurrence Download

description: A dataset containing 15188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paederia L."
 ]
}

 The dataset includes 15188 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211141-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jetubp
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeola faberi Rolfe"
 ]
}

 The dataset includes 69 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023375-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpubla
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plagiochila maderensis Gottsche ex Steph."
 ]
}

 The dataset includes 24 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001820-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2rvpb
title: Occurrence Download

description: A dataset containing 4871 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea pandurata (L.) G.Mey."
 ]
}

 The dataset includes 4871 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211178-210914110416597/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.27013027
title: The test data of strategy1 in REST

description: The test data of strategy1 in REST
DOI: 10.6084/m9.figshare.27013027.v1
title: The test data of strategy1 in REST

description: The test data of strategy1 in REST
DOI: 10.15468/dl.tdwjcw
title: Occurrence Download

description: A dataset containing 9293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Caprimulgus ruficollis Temminck, 1820",
 "Year 2019-2024"
 ]
}

 The dataset includes 9293 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014404-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v8tsc
title: Occurrence Download

description: A dataset containing 92850 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lymantria monacha Linnaeus, 1758)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 92850 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014405-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k94ud3
title: Occurrence Download

description: A dataset containing 3580 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron aureum Georgi"
 ]
}

 The dataset includes 3580 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014406-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upqvus
title: Occurrence Download

description: A dataset containing 2379 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper betle L."
 ]
}

 The dataset includes 2379 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014407-240906103802322/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.27011482
title: Replication Package: Evaluating LLM-Derived Features in Software Defect Prediction: A Comparison with Conventional Approach

description: Software Defect Prediction (SDP) is a well-researched domain with numerous innovative solutions proposed to enhance the defect prediction performance from software systems. Despite these advancements, the introduction of software bugs or defects remains a common challenge, impacting the acceptability and effectiveness of any software system. Transformer-based Large Language Models (LLMs) have revolutionized various fields of Software Engineering, including program comprehension, code generation, and information retrieval. In this study, we investigate the use of popular Transformer-based LLMs, such as Generative Pre-trained Transformer (GPT) and three variants of Bidirectional Encoder Representations from Transformer (BERT, codeBERT, and graphCodeBERT) to convert commit patches of two popular software projects (OpenStack and QT) into feature vectors for predicting software defects using seven popular Machine Learning (ML) and Deep Learning (DL) models. We compare the performance of these LLM-Derived Features (LDF) with Conventional Features (CF) used in SDP. Our investigation compares various scenarios, such as comparing the defect prediction performance among the LDFs, LDF vs CF, and combining each LDF and CF. Our results reveal that while LLM-derived features (LDF) demonstrate strong predictive capabilities, conventional features (CF) also perform comparably well in several cases, underscoring their continued relevance in SDP. Our findings demonstrate the potential of using LDF, CF, and their combination to improve the accuracy and reliability of SDP, paving the way for more robust and defect-free software systems.
DOI: 10.6084/m9.figshare.27011482.v2
title: Replication Package: Evaluating LLM-Derived Features in Software Defect Prediction: A Comparison with Conventional Approach

description: Software Defect Prediction (SDP) is a well-researched domain with numerous innovative solutions proposed to enhance the defect prediction performance from software systems. Despite these advancements, the introduction of software bugs or defects remains a common challenge, impacting the acceptability and effectiveness of any software system. Transformer-based Large Language Models (LLMs) have revolutionized various fields of Software Engineering, including program comprehension, code generation, and information retrieval. In this study, we investigate the use of popular Transformer-based LLMs, such as Generative Pre-trained Transformer (GPT) and three variants of Bidirectional Encoder Representations from Transformer (BERT, codeBERT, and graphCodeBERT) to convert commit patches of two popular software projects (OpenStack and QT) into feature vectors for predicting software defects using seven popular Machine Learning (ML) and Deep Learning (DL) models. We compare the performance of these LLM-Derived Features (LDF) with Conventional Features (CF) used in SDP. Our investigation compares various scenarios, such as comparing the defect prediction performance among the LDFs, LDF vs CF, and combining each LDF and CF. Our results reveal that while LLM-derived features (LDF) demonstrate strong predictive capabilities, conventional features (CF) also perform comparably well in several cases, underscoring their continued relevance in SDP. Our findings demonstrate the potential of using LDF, CF, and their combination to improve the accuracy and reliability of SDP, paving the way for more robust and defect-free software systems.
DOI: 10.6084/m9.figshare.27011482.v1
title: Replication Package: Evaluating LLM-Derived Features in Software Defect Prediction: A Comparison with Conventional Approach

description: Software Defect Prediction (SDP) is a well-researched domain with numerous innovative solutions proposed to enhance the defect prediction performance from software systems. Despite these advancements, the introduction of software bugs or defects remains a common challenge, impacting the acceptability and effectiveness of any software system. Transformer-based Large Language Models (LLMs) have revolutionized various fields of Software Engineering, including program comprehension, code generation, and information retrieval. In this study, we investigate the use of popular Transformer-based LLMs, such as Generative Pre-trained Transformer (GPT) and three variants of Bidirectional Encoder Representations from Transformer (BERT, codeBERT, and graphCodeBERT) to convert commit patches of two popular software projects (OpenStack and QT) into feature vectors for predicting software defects using seven popular Machine Learning (ML) and Deep Learning (DL) models. We compare the performance of these LLM-Derived Features (LDF) with Conventional Features (CF) used in SDP. Our investigation compares various scenarios, such as comparing the defect prediction performance among the LDFs, LDF vs CF, and combining each LDF and CF. Our results reveal that while LLM-derived features (LDF) demonstrate strong predictive capabilities, conventional features (CF) also perform comparably well in several cases, underscoring their continued relevance in SDP. Our findings demonstrate the potential of using LDF, CF, and their combination to improve the accuracy and reliability of SDP, paving the way for more robust and defect-free software systems.
DOI: 10.15468/dl.ypkd6s
title: Occurrence Download

description: A dataset containing 17326 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pilea microphylla (L.) Liebm."
 ]
}

 The dataset includes 17326 records from 418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014408-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92sgza
title: Occurrence Download

description: A dataset listing the 124 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is LAO.14_1",
 "Geometry POLYGON((101.80468 18.52826,102.50443 18.52826,102.50443 18.77207,101.80468 18.77207,101.80468 18.52826))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (VU, LC)"
 ]
}

 The dataset's 124 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014403-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/1a037e63502ffb4101097e26ada11e00
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 6 meteorological station: 5-minute summary wind and air temperature data: 2013 - ongoing

description: This data package contains 5-minute air temperature and wind summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-6 met station. Average air temperature, wind speed, and wind direction are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. This is a subset of baseline weather data collected at the 15 Jornada Basin LTER CSIS study blocks, New Mexico. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. The met station variables measured include air temperature, precipitation, relative humidity, wind direction, wind speed. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.15468/dl.fj6vpw
title: Occurrence Download

description: A dataset containing 5642 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physalis philadelphica Lam."
 ]
}

 The dataset includes 5642 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014410-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/tu.the.2023.641
title: Finding (s, S) policy for inventory system with partial backlog, uncertain demand and lead time using heuristic search: a case study of pharmaceutical products

description: In the context of the variability of dynamic customer demand, companies are contemplating strategies to fulfill customer needs while maintaining competitiveness in the industry. Nowadays, organizations place a high emphasis on refining supply and demand forecasting to enhance accuracy. Nonetheless, this study of the supply chain, especially in an extremely complex to optimize (s, S) inventory policy under partial backlog with probability distribution of demand and uncertain lead time using spreadsheet stimulation, cyclic coordinate method, and golden-section search with generating automation spreadsheet in Macro, through a case study of slow-moving, medium-moving, and fast-moving products. The primary objective of this paper is to identify optimal inventory management based on (s, S) inventory policy under partial backlog. Uncertain conditions are considered to minimize the total cost. As exploring the papers on inventory management in many kinds of policies, throughout a long-term perspective, successful implementation of these strategies aids enhances supply chain sustainability and competitiveness. This paper analyzes these issues and provides sharp analysis and practical solutions for the pharmaceutical industry.
DOI: 10.6073/pasta/7bd88436f6f75b2e665637869dcfc3fb
title: Jornada Basin LTER Cross-scale Interactions Study (CSIS) Block 6 meteorological station: 1-hour summary data: 2017 - ongoing

description: This data package contains hourly air temperature, relative humidity, wind speed, wind direction, and precipitation summary data from Jornada Basin LTER Cross Scale Interactions Study (CSIS) Block-6 met station. Air temperature, relative humidity, wind speed, wind direction, and precipitation are measured and calculated at an automated meteorological station connected to a 900 MHz spread spectrum wireless network. Wind speed is measured at 37cm, 75 cm, 150 cm, and 300 cm, wind direction at approximately 3m, and air temperature and relative humidity at approximate 2.5m. Measurements are aggregated at intervals of 5, 30, 60 minutes and daily, with precipitation additionally provided with 1 second aggregation during precipitation events. Precipitation is not measured at Block 1 and Block 12 because of proximity to Block 2 and Block 13, respectively . This is an ONGOING dataset.
DOI: 10.15468/dl.xf9gpa
title: Occurrence Download

description: A dataset containing 6828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Carduelis citrinella (Pallas, 1764)",
 "Year 2019-2024"
 ]
}

 The dataset includes 6828 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014411-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gen3sj
title: Occurrence Download

description: A dataset containing 623944 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fragaria vesca L."
 ]
}

 The dataset includes 623944 records from 2567 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014384-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwp54w
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Syngrapha celsa Edwards, 1881",
 {
 "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 401 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131506-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4uxd9
title: Occurrence Download

description: A dataset containing 2405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Tolmomyias sulphurescens (Spix, 1825)"
 ]
}

 The dataset includes 2405 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092876-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ak4bj
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conothraupis mesoleuca (Berlioz, 1939)"
 ]
}

 The dataset includes 108 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0131510-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.