cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zv9bwk
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clidemia hirta",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046835-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/hrl-ysn-gjs
title: Catinaria atropurpurea (Schaer.) Vězda & Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jpg-r88-e84
title: Diploschistes muscorum (Scop.) R. Sant.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.r2pfnx
title: Occurrence Download

description: A dataset containing 1048464 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sorbus aucuparia"
 ]
}

 The dataset includes 1048464 records from 1696 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046787-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxtkh8
title: Occurrence Download

description: A dataset listing the 462 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.93014 37.22609,-4.82394 37.20462,-4.791 37.22157,-4.78626 37.27326,-4.82394 37.31053,-4.93881 37.29689,-4.93014 37.22609))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 462 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282623-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3drwih
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de DUPRÉ Rémi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024624-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3mbjf
title: Occurrence Download

description: A dataset containing 1655345 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Garden Bird Surveys"
 ]
}

 The dataset includes 1655345 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028083-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xebhr
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cnemaspis kumpoli Taylor, 1963"
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282624-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bdadq
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xanthosoma taioba E.G.Gonç."
 ]
}

 The dataset includes 245 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034754-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptzujm
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gymnura crebripunctata (Peters, 1869)"
 ]
}

 The dataset includes 54 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038435-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.435p85
title: Occurrence Download

description: A dataset containing 51996 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "MediaType is Image",
 "ScientificName is Trifolium pratense L."
 ]
}

 The dataset includes 51996 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282662-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o2tqom
title: Occurrence Download

description: A dataset containing 38398 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plants of Ghana"
 ]
}

 The dataset includes 38398 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038437-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk7ayf
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hakea ochroptera W.R.Barker"
 ]
}

 The dataset includes 51 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001956-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n23zw2
title: Occurrence Download

description: A dataset containing 31653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adenostyles leucophylla (Willd.) Rchb., Adenostyles alliariae (Gouan) A.Kern., Adonis microcarpa DC.)",
 "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 31653 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228644-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.loykqn
title: Occurrence Download

description: A dataset containing 8332676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 8332676 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013356-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tag3ja
title: Occurrence Download

description: A dataset containing 225415 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharhinus melanopterus (Quoy & Gaimard, 1824)"
 ]
}

 The dataset includes 225415 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001962-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qagk8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudorabdion talonuran Brown, Leviton & Sison, 1999"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282600-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lamfnh
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceratozamia hildae G.P.Landry & M.C.Wilson"
 ]
}

 The dataset includes 101 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038451-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vp3w7f
title: Occurrence Download

description: A dataset containing 52145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex flava L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 52145 records from 331 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163066-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypv8sd
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia cicatricosa (Deflers) Bruyns"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118523-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pma0sm
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1977-2019",
 "HasCoordinate is true",
 "TaxonKey is Sarda sarda (Bloch, 1793)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 278 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013349-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jh5zrr
title: Occurrence Download

description: A dataset containing 6720 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Podisma pedestris (Linnaeus, 1758)"
 ]
}

 The dataset includes 6720 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118493-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjrw24
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhadinella stadelmani (Stuart & Bailey, 1941)"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282664-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4am3mx
title: Occurrence Download

description: A dataset containing 31079 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aulacorhynchus prasinus (Gould, 1833)"
 ]
}

 The dataset includes 31079 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016857-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fh5nf
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diasporus anthrax (Lynch, 2001)"
 ]
}

 The dataset includes 72 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118532-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfckh3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudotargionia glandulosa (Newstead, 1911)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367744-210914110416597/datasets/export for details.
DOI: 10.15468/dl.dt3btv
title: Occurrence Download

description: A dataset containing 105941 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Uzbekistan"
 ]
}

 The dataset includes 105941 records from 545 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118484-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-04.2798314/2344673
title: Data for EMSL Project 51127 from April 2023
DOI: 10.15468/dl.rq9ssg
title: Occurrence Download

description: A dataset containing 14341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fuligo septica (L.) F.H.Wigg., 1780, Fuligo septica (L.) F.H.Wigg., 1780)",
 "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 14341 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241063-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2ntyr
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stenogyne angustifolia A.Gray"
 ]
}

 The dataset includes 66 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143395-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5u2xf
title: Occurrence Download

description: A dataset containing 146261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spiraea L."
 ]
}

 The dataset includes 146261 records from 871 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143372-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajf8a5
title: Occurrence Download

description: A dataset containing 6767 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glaucium corniculatum (L.) Rudolph"
 ]
}

 The dataset includes 6767 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143394-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-04.2797890/2344674
title: Data for EMSL Project 51127 from April 2023
DOI: 10.15468/dl.fbrtnt
title: Occurrence Download

description: A dataset containing 645 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plicatula plicata (Linnaeus, 1764)"
 ]
}

 The dataset includes 645 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002067-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ssnbka
title: Occurrence Download

description: A dataset containing 8155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhynchospora colorata (L.) H.Pfeiff."
 ]
}

 The dataset includes 8155 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002090-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dfy8cd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Viola muscoides Phil."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031905-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-04.2798025/2344675
title: Data for EMSL Project 51127 from April 2023
DOI: 10.15468/dl.7ftedr
title: Occurrence Download

description: A dataset containing 3004785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turdus philomelos C.L.Brehm, 1831"
 ]
}

 The dataset includes 3004785 records from 3766 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006329-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcjmkt
title: Occurrence Download

description: A dataset containing 3188309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3188309 records from 945 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12571315
title: German Student Responses to Probability Theory and Statistics Bachelor Course (WuS24): Evaluated with Rubrics

description: Description:

This dataset contains questions and answers from an introductory computer science bachelor course on statistics and probability theory at Hochschule Bonn-Rhein-Sieg. The dataset includes three questions and a total of 90 answers, each evaluated using binary rubrics (yes/no) associated with specific scores.

 

Dataset Components:



questions.csv: Contains the details of the three questions.



Columns:



question_id: Unique identifier for each question

question: The text of the question

solution: The reference answer for the question

max_score: The maximum score for this question





rubrics.csv: Contains the grading rubrics for each question.



Columns:



question_id: Unique identifier for each question

rubric_id: Unique identifier for each rubric within a question

rubric: The rubric phrased as a question

score: The score associated with fulfilling the rubric





answers.csv: Contains 90 student answers to the questions.



Columns:



answer_id: Unique identifier for each answer

question_id: Unique identifier of the question that is answered

answer: The text of the student's answer

score: The score associated with fulfilling the rubric





answer_rubrics.csv: Contains the evaluations of rubrics for each answer.



Columns:



answer_id: The identifier of the answer.

question_id: The identifier of the question.

rubric_id: The identifier of the rubric for that question.

label: Indicates if the rubric crierion is fulfilled for the specific answer (true / false).






Working with the Dataset:

The easiest way to work with this dataset is using the class `RubricsDataset` defined in the file `dataloader.py`. 

Example:

from dataloader import RubricsDatasetdataset = RubricsDataset.from_directory("data")
dataset.get_question(1) # Get a dictionary containing info about the first question, including rubrics
dataset.get_answers(1)  # Get all the answers for the first question as a list. Each answer is a dictionary with answer, score, rubrics.