cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/sc7-by3-13r
title: Veronica polita Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/51s-90q-4xg
title: Scirpus sylvaticus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dwq-tev-w89
title: Senecio vulgaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ex0-xb2-98f
title: Senecio sylvaticus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cgc-da6-b88
title: Draba L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v55-esk-v7r
title: Stellaria aquatica (L.) Scop.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/32a-mbj-lm6
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jdq-1jf-6xm
title: Draba verna var. spathulata (Láng) Wirtg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.gbju4g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oecetis ovampoensis, Oecetis portalensis, Oecetis rama, Oecetis sibayiensis, Oecetis tjonnelandi, Oecetis townesorum, Oecetis vulgata, Parasetodes maguirus, Parasetodes sudanensis, Parasetodes tumbanus, Setodes barnardi, Setodes, Setodes retinaculus, Setodes squamosus, Setodes transvaalensis, Triaenodes bifidus, Triaenodes elegantulus, Triaenodes serratus, Triaenodes siculus, Triaenodes triaenodiformis, Triaenodes uncatus, Trichosetodes anysa, Trichosetodes triangularis, Chimarra aciculata, Chimarra bertrandi, Chimarra calundoensis, Chimarra cereris, Chimarra cognata, Chimarra crocifera, Chimarra evoluta, Chimarra fuscipes, Chimarra georgensis, Chimarra kenyana, Chimarra krugeri, Chimarra lufirae, Chimarra pondoensis, Chimarra rhodesi, Chimarra ruficeps, Chimarra uncata, Dolophilodes forcipatus, Dolophilodes natalensis, Dolophilodes urceolus, , , , Dyschimus collyrifer, Dyschimus ensifer, Dyschimus ornithocephalus, Dyschimus thrymmifer, Nyctiophylax meridionalis, Pisulia austrina, Pisulia, Pisulia pinheyi, Silvatares collyrifer, Silvatares, Silvatares ensifer, , Nyctiophylax africanus, Paranyctiophylax, Nyctiophylax armigera, Pseudoneureclipsis truncata, Paduniella ankya, Paduniella, Paduniella capensis, Tinodes pollicaris, Tinodes, Aclosma anomala, Aclosma, Aclosma bispinosum, Aselas camella, Aselas, Cheimacheramus caudalis, Cheimacheramus, Petroplax caricis, Petroplax phleophila, Petroplax prionii, Rhoizema furciferum, Rhoizema, Rhoizema montanum, Rhoizema saxiferum, Rhoizema spinosum, Abaria electa, Thylakion, Grandidierella lignorum, Grandidierella, Bolttsia minuta, Bolttsia, Americorophium triaeonyx, Corophium, Stygobarnardia caprellinoides, Stygobarnardia, Aquadulcaris andronyx, Aquadulcaris, Aquadulcaris auricularius, Aquadulcaris crassicornis, Aquadulcaris dentata, Aquadulcaris marunguis, Aquadulcaris pheronyx)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066136-250717081556266/datasets/export for details.
DOI: 10.3535/bgm-fkt-8rg
title: Pentanema squarrosum (L.) D. Gut. Larr., Santos-Vicente, Anderb., E. Rico & M. M. Mart. Ort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.3c5pk3
title: Occurrence Download

description: A dataset containing 27256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pterocles orientalis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 27256 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066133-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/vp2-zdl-pn0
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zjt-1je-c0v
title: Draba verna L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kwv-gc6-njp
title: Erigeron acris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sgx-nd0-8n0
title: Aster amellus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bd8-tl5-l0p
title: Adonis vernalis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zzj-kxb-ce6
title: Carlina acaulis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/drd-nqy-e8w
title: Draba verna var. spathulata (Láng) Wirtg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p1f-z2k-emj
title: Artemisia campestris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3qk-zrj-mwn
title: Veronica anagallis-aquatica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ckw-rzw-x5l
title: Eriophorum latifolium Hoppe

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r6x-89x-ewr
title: Veronica hederifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/38y-ny3-wz1
title: Solanum tuberosum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ddz-qpw-vpz
title: Asteraceae Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.14238663
title: Archi Dataset: a dataset of software engineering projects

description: A dataset composed of 8 software engineering projects collected (and refined) from the Software Engineering – Laboratory of Advanced Programming” course at Sapienza University of Rome for master students in Engineering in Computer Science.

The dataset comprises folders for each project. Each folder contains:



input.txt file with the description of the system and the list of user stories,

DataMetrics.json with the performance characteristics of the project. An example of DataMetrics format is provided below.

[
  {
    "set_id": 1,
    "set_name": "auth client",
    "user_stories": [1, 2, 3, 4],
    "links": [2, 3, 5],
    "db": "true"
  },
  ...
]

The json is represented by an array of dictionaries, each relative to a set, characterized by a set_id and a set_name, grouping user stories (identified by their numerical identifier in user_stories). Each dictionary also contains links and db keys to indicate other sets that have a related context and the need for a backend service to store or retrieve data, respectively. From an architectural point of view, user stories that belong to linked sets can be fulfilled by the same container and the sets of user stories that are required to store or retrieve data must be fulfilled by a container hosting a database microservice.


Student_Doc.md with the student (entire) documentation (solution) of the project,

source code of the developed project.


The dataset is under continuous updating. Each academic year it will be enriched with new projects. 

If you want to contribute, please contact us.
DOI: 10.5281/zenodo.16561224
title: Archi Dataset: a dataset of software engineering projects

description: A dataset composed of 8 software engineering projects collected (and refined) from the Software Engineering – Laboratory of Advanced Programming” course at Sapienza University of Rome for master students in Engineering in Computer Science.

The dataset comprises folders for each project. Each folder contains:



input.txt file with the description of the system and the list of user stories,

DataMetrics.json with the performance characteristics of the project. An example of DataMetrics format is provided below.

[
  {
    "set_id": 1,
    "set_name": "auth client",
    "user_stories": [1, 2, 3, 4],
    "links": [2, 3, 5],
    "db": "true"
  },
  ...
]

The json is represented by an array of dictionaries, each relative to a set, characterized by a set_id and a set_name, grouping user stories (identified by their numerical identifier in user_stories). Each dictionary also contains links and db keys to indicate other sets that have a related context and the need for a backend service to store or retrieve data, respectively. From an architectural point of view, user stories that belong to linked sets can be fulfilled by the same container and the sets of user stories that are required to store or retrieve data must be fulfilled by a container hosting a database microservice.


Student_Doc.md with the student (entire) documentation (solution) of the project,

source code of the developed project.


The dataset is under continuous updating. Each academic year it will be enriched with new projects. 

If you want to contribute, please contact us.
DOI: 10.3535/4kb-0e1-n09
title: Cerinthe major L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q4e-z6m-j6m
title: Stellaria graminea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bf6-srl-x09
title: Senecio leucanthemifolius Poir.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2l9-v91-j51
title: Veronica serpyllifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wxa-wgl-rvn
title: Trifolium repens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4tj-g1c-hmy
title: Lathyrus niger (L.) Bernh.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vre-kbt-4zv
title: Euphrasia officinalis subsp. pratensis (Fr.) Schübl. & G. Martens

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fb8-pnq-z7v
title: Lamarckia aurea (L.) Moench

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mgc-11m-60v
title: Ranunculus angulatus C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.16561664
title: A Mathematical Engine

description: This research paper, authored by MD. Mohiminul Islam Shead of Shead Green Mobility and Renewable Technology (SMRT), introduces the Quantum Growth Model (QGM), a comprehensive framework for national development. Published on June 19, 2025, the document presents the QGM as a tool to overcome the limitations of conventional economic models by treating national development as a Complex Adaptive System. The model is built on four pillars: "Path Dependency," which formalizes historical inertia; "Shead's Effect," a psychological theory on how perceived deprivation affects human capital; the "Gambler's Gambit," representing high-risk state interventions to break deadlocks; and the "Kantian Imperative," an ethical filter for development strategies. A key innovation is the integration of a Linear Programming (LP) optimization layer to mathematically guide policy selection, aiming to maximize a weighted developmental score while adhering to ethical constraints derived from Kantian principles. The paper validates the model through historical case studies of South Korea, Singapore, and China, analyzing their development strategies through the QGM lens and a Kantian ethical critique. Ultimately, the QGM-LP framework is proposed as a data-driven, actionable tool for policymakers, with a simulated application for Bangladesh offered as an example of its practical use.
DOI: 10.5281/zenodo.16561665
title: A Mathematical Engine

description: This research paper, authored by MD. Mohiminul Islam Shead of Shead Green Mobility and Renewable Technology (SMRT), introduces the Quantum Growth Model (QGM), a comprehensive framework for national development. Published on June 19, 2025, the document presents the QGM as a tool to overcome the limitations of conventional economic models by treating national development as a Complex Adaptive System. The model is built on four pillars: "Path Dependency," which formalizes historical inertia; "Shead's Effect," a psychological theory on how perceived deprivation affects human capital; the "Gambler's Gambit," representing high-risk state interventions to break deadlocks; and the "Kantian Imperative," an ethical filter for development strategies. A key innovation is the integration of a Linear Programming (LP) optimization layer to mathematically guide policy selection, aiming to maximize a weighted developmental score while adhering to ethical constraints derived from Kantian principles. The paper validates the model through historical case studies of South Korea, Singapore, and China, analyzing their development strategies through the QGM lens and a Kantian ethical critique. Ultimately, the QGM-LP framework is proposed as a data-driven, actionable tool for policymakers, with a simulated application for Bangladesh offered as an example of its practical use.
DOI: 10.3535/9ay-vet-512
title: Arum italicum Mill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yrh-rq4-c9a
title: Trifolium Tourn. ex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ask-k8d-wne
title: Anthriscus sylvestris subsp. sylvestris

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mnp-nrl-s1e
title: Medicago turbinata (L.) All.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/79k-rgy-6gv
title: Astragalus aureus Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qch-13t-w2p
title: Cephalanthera longifolia (L.) Fritsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/580-5zk-ymj
title: Astragalus caprinus subsp. caprinus

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/35j-dhw-bsb
title: Lamiaceae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/812-7hg-fn0
title: Strigosella africana (L.) Botsch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.q77yct
title: Occurrence Download

description: A dataset containing 49356973 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 49356973 records from 1590 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066090-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvaqzj
title: Occurrence Download

description: A dataset containing 592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Terpsiphone atrochalybeia (Thomson, 1842))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 592 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293132-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/8657510
title: Mahanagar Yatayat Transport Dataset
DOI: 10.15468/dl.ztunmr
title: Occurrence Download

description: A dataset containing 2148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrocopos syriacus (Hemprich & Ehrenberg, 1833)",
 "Year 1990-2022"
 ]
}

 The dataset includes 2148 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289044-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nyruh
title: Occurrence Download

description: A dataset containing 12131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sorghastrum nutans (L.) Nash)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12131 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067452-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjbng8
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Seseli glabratum Willd. ex Schult."
 ]
}

 The dataset includes 44 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005436-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ph4bxj
title: Occurrence Download

description: A dataset listing the 8 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrocoptes medius (Linnaeus, 1758)",
 "Year 1990-2022"
 ]
}

 The dataset's 8 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289037-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjhhz8
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dicaeum cambodianum (Delacour & Jabouille, 1928))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293130-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7vukr
title: Occurrence Download

description: A dataset containing 2933 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triadenum fraseri (Spach) Gleason",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2933 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005486-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drdj8j
title: Occurrence Download

description: A dataset containing 293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus mume (Siebold) Siebold & Zucc.",
 "Year is greater than or equal to 1981",
 "HasCoordinate is true"
 ]
}

 The dataset includes 293 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293134-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhxc4w
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Country is Greece",
 "OccurrenceStatus is Present",
 "TaxonKey is Dryobates minor (Linnaeus, 1758)",
 "Year 1990-2022"
 ]
}

 The dataset's 3 records were derived from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289041-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y723qm
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora alliacea Barb.Rodr."
 ]
}

 The dataset includes 42 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281134-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.myjyma
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Gekko reevesii (Gray, 1831)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0289048-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8jdbq
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 1000.0-1000000.0",
 "TaxonKey is Acer platanoides subsp. platanoides"
 ]
}

 The dataset includes 154 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293140-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5rc6c
title: Occurrence Download

description: A dataset containing 4149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Zimbabwe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gyps africanus Salvadori, 1865"
 ]
}

 The dataset includes 4149 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0281135-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8ena4
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhamnus parvifolia Bunge",
 "Year is greater than or equal to 1981",
 "HasCoordinate is true"
 ]
}

 The dataset includes 341 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0293117-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.