cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13941649
title: A Model-Driven, Metrics-Based Approach to Assessing Support for Quality Aspects in MLOps System Architectures: Replication Package

description: Title: A Model-Driven, Metrics-Based Approach to Assessing Support for Quality Aspects in MLOps System Architectures: Replication Package

Authors: Stephen John Warnett; Uwe Zdun

About: This is the replication package artefact for the paper entitled "A Model-Driven, Metrics-Based Approach to Assessing Support for Quality Aspects in MLOps System Architectures".

Paper Abstract: In machine learning (ML) and machine learning operations (MLOps), automation serves as a fundamental pillar, streamlining the deployment of ML models and representing an architectural quality aspect. Support for automation is especially relevant when dealing with ML deployments characterised by the continuous delivery of ML models. Taking automation in MLOps systems as an example, we present novel metrics that offer reliable insights into support for this vital quality attribute, validated by ordinal regression analysis. Our method introduces novel, technology-agnostic metrics aligned with typical Architectural Design Decisions (ADDs) for automation in MLOps. Through systematic processes, we demonstrate the feasibility of our approach in evaluating automation-related ADDs and decision options. Our approach can itself be automated within continuous integration/continuous delivery pipelines. It can also be modified and extended to evaluate any relevant architectural quality aspects, thereby assisting in enhancing compliance with non-functional requirements and streamlining development, quality assurance and release cycles.
description: This work was supported by the FFG (Austrian Research Promotion Agency) project MODIS (no. FO999895431).
DOI: 10.5281/zenodo.13941648
title: A Model-Driven, Metrics-Based Approach to Assessing Support for Quality Aspects in MLOps System Architectures: Replication Package

description: Title: A Model-Driven, Metrics-Based Approach to Assessing Support for Quality Aspects in MLOps System Architectures: Replication Package

Authors: Stephen John Warnett; Uwe Zdun

About: This is the replication package artefact for the paper entitled "A Model-Driven, Metrics-Based Approach to Assessing Support for Quality Aspects in MLOps System Architectures".

Paper Abstract: In machine learning (ML) and machine learning operations (MLOps), automation serves as a fundamental pillar, streamlining the deployment of ML models and representing an architectural quality aspect. Support for automation is especially relevant when dealing with ML deployments characterised by the continuous delivery of ML models. Taking automation in MLOps systems as an example, we present novel metrics that offer reliable insights into support for this vital quality attribute, validated by ordinal regression analysis. Our method introduces novel, technology-agnostic metrics aligned with typical Architectural Design Decisions (ADDs) for automation in MLOps. Through systematic processes, we demonstrate the feasibility of our approach in evaluating automation-related ADDs and decision options. Our approach can itself be automated within continuous integration/continuous delivery pipelines. It can also be modified and extended to evaluate any relevant architectural quality aspects, thereby assisting in enhancing compliance with non-functional requirements and streamlining development, quality assurance and release cycles.
description: This work was supported by the FFG (Austrian Research Promotion Agency) project MODIS (no. FO999895431).
DOI: 10.15468/dl.rssw54
title: Occurrence Download

description: A dataset containing 2315874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is United States of America",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2315874 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018291-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kh9quh
title: Occurrence Download

description: A dataset containing 9026 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Cerdocyon thous (Linnaeus, 1766)",
 "Year 2010-2024"
 ]
}

 The dataset includes 9026 records from 237 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018342-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcv79g
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Vampyrodes major G.M.Allen, 1908"
 ]
}

 The dataset includes 323 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070192-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tymjxn
title: Occurrence Download

description: A dataset containing 1186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Raphia P.Beauv."
 ]
}

 The dataset includes 1186 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027145-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rzjpg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbine ramosa van Jaarsv."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070198-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.am43hm
title: Occurrence Download

description: A dataset containing 1338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((48.54373 30.26427,47.37316 29.32974,48.0755 28.92072,48.63738 27.47648,49.66748 26.51692,50.65076 24.82898,51.39993 25.80247,50.97852 24.53116,52.05545 23.7621,54.16248 24.01897,55.09894 24.57375,56.12904 25.97097,56.50362 24.01897,58.37654 23.11772,59.82805 25.54927,57.58055 25.88675,56.92503 27.10197,56.17586 27.18531,54.58389 26.72621,53.64743 27.06028,51.49357 28.34537,50.18253 30.30471,49.38654 30.50662,48.54373 30.26427))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polychaeta"
 ]
}

 The dataset includes 1338 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064404-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmwzuc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protis chilensis (Gallardo, 1969)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070183-240229165702484/datasets/export for details.
DOI: 10.15468/dl.j9hy3q
title: Occurrence Download

description: A dataset containing 757 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus triseriatus Wagler, 1830"
 ]
}

 The dataset includes 757 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027145-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33vcj4
title: Occurrence Download

description: A dataset containing 41694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lonicera nigra L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41694 records from 288 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003269-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.irdtqw
title: Occurrence Download

description: A dataset containing 6488 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syagrus Mart."
 ]
}

 The dataset includes 6488 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027147-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syrkna
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Microhydromys richardsoni Tate & Archbold, 1941"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070227-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ra8k5
title: Occurrence Download

description: A dataset containing 50008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is University of Michigan Museum of Paleontology - Vertebrates"
 ]
}

 The dataset includes 50008 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006954-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db2m3z
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia sinica (Y.W.Law) Noot."
 ]
}

 The dataset includes 47 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070204-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdxhex
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tarlmounia H. Robinson, S.C. Keeley, J.J. Skvarla & R. Chan, 2008"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027150-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc9gj3
title: Occurrence Download

description: A dataset containing 354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oreochromis niloticus (Linnaeus, 1758)"
 ]
}

 The dataset includes 354 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006959-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zwpvsh
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corylites J.S.Gardner, 1887"
 ]
}

 The dataset includes 82 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027151-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcw76z
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sapajus robustus (Kuhl, 1820)"
 ]
}

 The dataset includes 71 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070257-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a39zys
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sequoia sempervirens (D.Don) Endl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 45 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005212-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8dx9p
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbine semenaliundata G.Will."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070254-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kny6t
title: Occurrence Download

description: A dataset containing 1276 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.30.22_2)",
 "TaxonKey is one of (Tyrannus melancholicus Vieillot, 1819)",
 "StateProvince ~tolima",
 {
 "or" : [
 "Year is 2022",
 "Year is 2023"
 ]
 }
 ]
 }
 ]
}

 The dataset includes 1276 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004530-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5ut5h
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Hylomyscus parvus Brosset, Dubost & Heim de Balsac, 1965"
 ]
}

 The dataset includes 190 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070282-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfz826
title: Occurrence Download

description: A dataset containing 6406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, France, Hong Kong, China, Viet Nam, Thailand, Netherlands, India, Argentina, Japan, Italy, Myanmar, Malaysia, Lao People’s Democratic Republic, Cambodia, Macao, Belgium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)"
 ]
}

 The dataset includes 6406 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064408-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/tpwzwx
title: Colección Invertebrados Museo de Zoología de la USFQ

description: Estos datos pertenecen a la colección de invertebrados del Museo de Zoologia de la Universidad San Francisco de Quito, Ecuador.
DOI: 10.15468/dl.2mug7z
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paepalanthus bromelioides Silveira"
 ]
}

 The dataset includes 205 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014905-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fki6s
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyloxalus bocagei Jiménez de la Espada, 1870",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 235 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025439-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx4gvk
title: Occurrence Download

description: A dataset containing 930 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Annona glabra L."
 ]
}

 The dataset includes 930 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011006-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahyyb6
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachycorythis sceptrum Schltr."
 ]
}

 The dataset includes 53 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070296-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4d6kaq
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anisotremus virginicus (Linnaeus, 1758)",
 "Country is Colombia"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025440-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnrajg
title: Occurrence Download

description: A dataset containing 726 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordulegaster insignis Schneider, 1845"
 ]
}

 The dataset includes 726 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021831-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zju9n1
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chaetopterus longipes Crossland, 1904"
 ]
}

 The dataset includes 71 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025440-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e553ns
title: Occurrence Download

description: A dataset containing 146518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.4.38_2",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 146518 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006957-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqev3x
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Protohaustorius deichmannae Bousfield, 1965",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 203 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070223-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myxg4w
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Propithecus coquereli (Grandidier, 1867)"
 ]
}

 The dataset includes 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025444-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kwwau
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Nomascus hainanus (Thomas, 1892)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070207-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dpfcy
title: Occurrence Download

description: A dataset containing 15194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactarius deliciosus (L.) Gray"
 ]
}

 The dataset includes 15194 records from 303 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004531-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5rrmk
title: Occurrence Download

description: A dataset containing 4144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plethodon cinereus (Green, 1818)",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 4144 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025449-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.