cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mwdf2s328d.1
title: BEANS

description: The dataset consists of over 500 images of beans (Phaseolus vulgaris L), categorized into two classes: "good" and "bad." These images were captured using a Realme Narzo 20 Pro mobile camera against a black background under daylight conditions.

**Data Description:**

1. **Classes:**
 - Good: Represents healthy beans showcasing desirable characteristics such as uniform color, shape, and absence of defects, blemishes, or signs of damage or disease.
 - Bad: Encompasses beans exhibiting signs of damage, disease, or other undesirable traits such as discoloration, mold, deformities, or pest infestation.

2. **Image Collection:**
 - The dataset comprises over 500 images, with a substantial number representing both good and bad instances of beans.
 - Images were captured under consistent daylight conditions to ensure uniformity and minimize environmental variability.
 - A black background was utilized to enhance bean visibility and isolate the subject.

3. **Data Source:**
 - Images were captured using a Realme Narzo 20 Pro mobile camera, ensuring consistent image quality and resolution across the dataset.
 - Daylight conditions were chosen to provide natural lighting, reducing artificial effects on bean appearance.

4. **Annotation:**
 - Each image is labeled according to its class (good or bad), facilitating supervised learning tasks.
 - Annotations may include bounding boxes or masks outlining the bean area to aid in localization tasks.

5. **Data Preprocessing:**
 - Preprocessing techniques such as resizing, normalization, and background removal may have been applied to the images to enhance model performance and reduce computational complexity.
 - Metadata such as image resolution, format, and capture settings may accompany the dataset for reference.

6. **Data Distribution:**
 - The dataset maintains a balanced distribution between good and bad beans, ensuring equal representation of both classes.
 - Randomization techniques may have been employed during data collection and organization to mitigate biases in model training.

7. **Potential Applications:**
 - The dataset can be utilized for various machine learning tasks, including classification, object detection, and image segmentation, particularly in agricultural applications.
 - Applications may include automated sorting systems for bean quality control, disease detection, and yield optimization.

8. **Limitations:**
 - Despite efforts to ensure data consistency and quality, variations in lighting conditions, camera angles, and bean orientation may introduce some degree of variability.
 - The dataset primarily focuses on beans of the Phaseolus vulgaris L variety and may not generalize well to other bean varieties or environmental conditions.
DOI: 10.15468/dl.j6hbs5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium platakisii Tzanoud. & Kypr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070832-231120084113126/datasets/export for details.
DOI: 10.15468/dl.y23zps
title: Occurrence Download

description: A dataset containing 580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coffea canephora Pierre ex A.Froehner"
 ]
}

 The dataset includes 580 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255876-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dg66fk65bv.1
title: Questionnaire ‘Stress factors in the work of an interpreter’

description: The author's questionnaire consisted of open- and closed-ended thematic questions. A number of questions were designed to determine the professional competences and criteria for interpreter success, as well as the causes of difficulties in the work. The main part of the questionnaire was aimed at assessing stress factors in the work of interpreters.
 The respondents were offered a ready-made list of stressors that had to be assessed on a scale from 1 to 10 in terms of the strength of their impact on the quality of translation services and well-being (where 1 means almost no impact and 10 means very strong), as well as suggesting their own variants of factors that were not included in the questionnaire.
DOI: 10.15468/dl.ztebsf
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera oxalidea Welw. ex Baker"
 ]
}

 The dataset includes 69 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253314-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wtn2phppdk.1
title: Pemphigoid gestationis is associated with an increased risk for adverse pregnancy outcomes: A large-scale, propensity-matched retrospective cohort study - Supplemental Material

description: Supplemental Material
DOI: 10.15468/dl.3zbdaj
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muhlenbergia stricta (J.Presl) Kunth"
 ]
}

 The dataset includes 523 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044150-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zb8fay
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixia pauciflora G.J.Lewis"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255877-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zf3gyf
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Human Observation)",
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Philonotis fontana (Hedw.) Brid.",
 "Year 2020-2024"
 ]
}

 The dataset includes 133 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070837-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9faeu
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera paraglaucifolia Torre"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253322-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7bydc
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muhlenbergia subaristata Swallen"
 ]
}

 The dataset includes 37 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044154-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ses9t5
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixia paucifolia G.J.Lewis"
 ]
}

 The dataset includes 11 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255878-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3wqne
title: Occurrence Download

description: A dataset containing 4722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is one of (Butterfly distributions for Scotland from Butterfly Conservation and the Biological Records Centre, iSpot British Isles observations, Selected Scottish freshwater fish records from 2008-2011 (collected by SEPA), TWIC Biodiversity Field Trip Data (1995-present), City of Edinburgh Natural Heritage Service - Small Pearl-bordered Fritillary Survey)",
 "GadmGid is GBR.3.19_1",
 "Year 2010-2024"
 ]
}

 The dataset includes 4722 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070841-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mueayr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera oxytropoides Schltr."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253316-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ku4uan
title: Occurrence Download

description: A dataset containing 4842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Chile",
 "TaxonKey is Geositta cunicularia (Vieillot, 1816)"
 ]
}

 The dataset includes 4842 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022134-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cfmxu
title: Occurrence Download

description: A dataset containing 4722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is one of (Butterfly distributions for Scotland from Butterfly Conservation and the Biological Records Centre, iSpot British Isles observations, Selected Scottish freshwater fish records from 2008-2011 (collected by SEPA), TWIC Biodiversity Field Trip Data (1995-present), City of Edinburgh Natural Heritage Service - Small Pearl-bordered Fritillary Survey)",
 "GadmGid is GBR.3.19_1",
 "PublishingOrg is one of (0d72dd7f-6f05-46af-85c2-8b6e77ce5534, d8cff202-56a8-4a7b-beaf-783b7837187f, 0c167c76-464a-406e-8d0b-c6dd8314da18, bae1413a-7b3f-47cb-a24d-f1d61ba50fa3)",
 "Year 2010-2024"
 ]
}

 The dataset includes 4722 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070845-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7vuh2
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixia polystachya L."
 ]
}

 The dataset includes 519 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255880-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.953kxb
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera parodiana Burkart"
 ]
}

 The dataset includes 147 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253325-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wy2wa
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixia rivulicola Goldblatt & J.C.Manning"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255889-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zn9buh
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nemesia azurea Diels"
 ]
}

 The dataset includes 41 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046084-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.beyk86
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium rubrovittatum Boiss. & Heldr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070846-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssaec5
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera patula Baker"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253327-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ubh8p
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muhlenbergia thurberi (Scribn.) Rydb."
 ]
}

 The dataset includes 160 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044164-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85d3xc
title: Occurrence Download

description: A dataset containing 166083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Salvinia natans (L.) All., Sambucus ebulus L., Sambucus nigra L., Sambucus racemosa L., Sambucus racemosa subsp. racemosa, Sambucus sibirica Nakai, Samolus valerandi L., Poterium creticum (Hayek) Holub, Poterium dodecandrum (Moretti) Benth. & Hook.fil., Sanguisorba hybrida (L.) FontQuer)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 166083 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070821-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jvsrq
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera pauciflora Eckl. & Zeyh."
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253329-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hk9x2
title: Occurrence Download

description: A dataset containing 1039 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rugulopteryx okamurae (E.Y.Dawson) I.K.Hwang, W.J.Lee & H.S.Kim, 2009"
 ]
}

 The dataset includes 1039 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255883-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdey7a
title: Occurrence Download

description: A dataset containing 891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is one of (2b8e48b0-812d-11de-86fe-b8a03c50a862, 493fe050-055d-11d8-b84f-b8a03c50a862, b4640710-8e03-11d8-b956-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862, c361e830-181e-11da-9544-b8a03c50a862, 6e1cad80-bdf5-11d8-84ea-b8a03c50a862, 8483a1f0-1032-11db-ae00-b8a03c50a862, ada9d123-ddb4-467d-8891-806ea8d94230)",
 "TaxonKey is Phyllodactylus reissii Peters, 1862"
 ]
}

 The dataset includes 891 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022139-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxenbk
title: Occurrence Download

description: A dataset containing 4722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is one of (Butterfly distributions for Scotland from Butterfly Conservation and the Biological Records Centre, iSpot British Isles observations, Selected Scottish freshwater fish records from 2008-2011 (collected by SEPA), TWIC Biodiversity Field Trip Data (1995-present), City of Edinburgh Natural Heritage Service - Small Pearl-bordered Fritillary Survey)",
 "GadmGid is GBR.3.19_1",
 "Year 2010-2024"
 ]
}

 The dataset includes 4722 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070853-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx7jfc
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixia robusta (G.J.Lewis) Goldblatt & J.C.Manning"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255890-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4y85y
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera pedicellata Wight & Arn."
 ]
}

 The dataset includes 72 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253331-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jp5tc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Indigofera paucifolioides Blatt. & Hallb."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253330-230224095556074/datasets/export for details.
DOI: 10.15468/dl.red94s
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, c5f7ef70-e233-11d9-a4d6-b8a03c50a862)",
 "TaxonKey is Brunsvigia radulosa Herb."
 ]
}

 The dataset includes 423 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022138-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uk3y5b
title: Occurrence Download

description: A dataset containing 73573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Saponaria calabrica Guss., Saponaria glutinosa M.Bieb., Saponaria lutea L., Saponaria ocymoides L., Saponaria ocymoides subsp. alsinoides (Viv.) Arcang., Saponaria officinalis L., Saponaria pumila Janch., Saponaria pumilio Boiss., Saponaria sicula Raf., Sarcocapnos enneaphylla (L.) DC.)",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, Pl@ntNet observations, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, naturgucker, Artportalen (Swedish Species Observation System), Norwegian Species Observation Service, Programme d'observation naturaliste participative avec l'application mobile INPN Espèces - Application INPN Espèces: Observations naturalistes, participatives et opportunistes, fondées sur des photographies, Species recordings from the Danish National portal Arter.dk, Lajitietokeskus/FinBIF - Notebook, general observations, Vascular plant records verified via iRecord, iRecord Surveys)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 500",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 73573 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070850-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ese6ca
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ixia purpureorosea G.J.Lewis"
 ]
}

 The dataset includes 17 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0255884-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d4vdf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is ada9d123-ddb4-467d-8891-806ea8d94230",
 "TaxonKey is Phyllodactylus duncanensis Van Denburgh, 1912"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022184-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.