cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12571316
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.
DOI: 10.15468/dl.x3f3v4
title: Occurrence Download

description: A dataset containing 3126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Macrolobium acaciifolium (Benth.) Benth., Macrolobium acaciifolium var. vestitum Sandwith, Vouapa acaciifolia (Benth.) Kuntze, Macrolobium acaciifolium var. acaciifolium)"
 ]
}

 The dataset includes 3126 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003527-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12581738
title: Xitaizi Experimental Watershed dataset, Beijing, China

description: Bimodal runoff behavior, characterized by two distinct peaks in flow response, often leads to significant stormflow and associated flooding. Understanding and characterizing this phenomenon is crucial for effective flood forecasting. However, this runoff behavior has been understudied and poorly understood in semi-humid regions. In this study, we investigated the response characteristics and occurrence conditions of bimodal hydrograph based on the hydrometric and isotope data spanning 10 years in a semi-humid forested watershed in North China.

In this dataset, we provide essential observational data from the Xitaizi Experimental Watershed in North China, including information on rainfall, groundwater levels, soil water content, streamflow, and isotopic measurements (δ18O).
DOI: 10.5281/zenodo.12581739
title: Xitaizi Experimental Watershed dataset, Beijing, China

description: Bimodal runoff behavior, characterized by two distinct peaks in flow response, often leads to significant stormflow and associated flooding. Understanding and characterizing this phenomenon is crucial for effective flood forecasting. However, this runoff behavior has been understudied and poorly understood in semi-humid regions. In this study, we investigated the response characteristics and occurrence conditions of bimodal hydrograph based on the hydrometric and isotope data spanning 10 years in a semi-humid forested watershed in North China.

In this dataset, we provide essential observational data from the Xitaizi Experimental Watershed in North China, including information on rainfall, groundwater levels, soil water content, streamflow, and isotopic measurements (δ18O).
DOI: 10.21227/9a36-e340
title: SI-ARDS multi-modal data

description: Sepsis, a life-threatening organ dysfunction triggered by a dysregulated host response to infection, presents as a multifaceted syndrome with a significant mortality-to-incidence ratio. Acute Respiratory Distress Syndrome (ARDS) arises from sepsis and is characterized by persistent hypoxemia. Studies indicate that ARDS plays a considerable role in the alarming mortality rate of approximately 40%. Despite the critical nature of timely and accurate identification of sepsisinduced ARDS (SI-ARDS) to improve patient prognosis, its varied presentation complicates early detection. As a result, SI-ARDS often remains undiagnosed and undertreated. An expansive international cohort study highlights that the immense workload and information overload faced by ICU clinicians, stemming from various sources like clinical reports and laboratory results, exacerbate the under-recognition of SI-ARDS. The absence of appropriate therapeutic strategies for unidentified SI-ARDS patients worsens their outcomes. This underscores an urgent requirement to support clinicians in the early identification and optimal treatment of SI-ARDS to enhance sepsis patient outcomes.
DOI: 10.15468/dl.mw7trt
title: Occurrence Download

description: A dataset containing 180331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Poeciliidae"
 ]
}

 The dataset includes 180331 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003510-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjmvg4
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Physalis pubescens L., Physalis pubescens Willd., Physalis pubescens R.Br., Physalis pubescens Dunal, Physalis pubescens Willd. ex Nees, Physalis pubescens Porter & J.M.Coult., Physalis pubescens Engelm. & A.Gray)",
 "Year 2001-2024"
 ]
}

 The dataset includes 86 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003529-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dq7rb
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Catasetum bertioguense G.A.Romero & Campacci"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003530-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbnuw4
title: Occurrence Download

description: A dataset containing 4811 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.47077 39.76967,-6.67306 39.76967,-6.67306 41.23642,-8.47077 41.23642,-8.47077 39.76967))",
 "TaxonKey is Acacia dealbata Link"
 ]
}

 The dataset includes 4811 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003531-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6tjbhr
title: Occurrence Download

description: A dataset containing 93899 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Environmental Sample Collection of Spiders at the Staatliches Museum für Naturkunde Karlsruhe"
 ]
}

 The dataset includes 93899 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003528-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yczhr
title: Occurrence Download

description: A dataset containing 1394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Harpia harpyja (Linnaeus, 1758)",
 "Year 1974-2024"
 ]
}

 The dataset includes 1394 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003533-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4du4u
title: Occurrence Download

description: A dataset containing 494 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Mimosa laticifera Rizzini & N.F.Mattos)"
 ]
}

 The dataset includes 494 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003534-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhuwds
title: Occurrence Download

description: A dataset containing 10713074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphibia"
 ]
}

 The dataset includes 10713074 records from 7856 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003522-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.04jkbp
title: Occurrence Download

description: A dataset containing 1780 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuscuta epilinum Weihe"
 ]
}

 The dataset includes 1780 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001372-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yn3nr8
title: Occurrence Download

description: A dataset containing 6675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Month is one of (June, July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is Solidago canadensis L."
 ]
}

 The dataset includes 6675 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012520-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzorcy
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euzomodendron bourgaeanum Coss. ex Webb"
 ]
}

 The dataset includes 388 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025617-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wd4yzr
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Heteranthia decipiens Nees & Mart."
 ]
}

 The dataset includes 17 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049505-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yha2s
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Juniperus cedrus Webb & Berthel.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022146-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.itqw6g
title: Occurrence Download

description: A dataset containing 1803 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Flora of tanzania"
 ]
}

 The dataset includes 1803 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001373-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jecdff
title: Occurrence Download

description: A dataset containing 928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annona glabra L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 928 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025617-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsdyhk
title: Occurrence Download

description: A dataset containing 9353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis schraderiana Bech."
 ]
}

 The dataset includes 9353 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022142-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0xf5vs
title: Occurrence Download

description: A dataset containing 3505 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Aves",
 "TaxonKey is Reptilia",
 "TaxonKey is Mammalia",
 "TaxonKey is Amphibia"
 ]
 },
 "Country is Mexico",
 "Geometry POLYGON((-103.260498 21.210019,-103.260498 20.542793,-102.027282 20.542793,-102.027282 21.210019,-103.260498 21.210019))"
 ]
}

 The dataset includes 3505 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025618-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdl6ne
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eira barbara (Linnaeus, 1758)",
 "Country is Ecuador",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001374-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pztqzk
title: Occurrence Download

description: A dataset containing 8962 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Arizona State University Mammalogy Collection"
 ]
}

 The dataset includes 8962 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022139-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyoydj
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colubrina elliptica (Sw.) Brizicky & W.L.Stern",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 428 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025623-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjzqks
title: Occurrence Download

description: A dataset containing 622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 {
 "or" : [
 "TaxonKey is Lomatia dentata (Ruiz & Pav.) R.Br.",
 "TaxonKey is Ribes punctatum Ruiz & Pav.",
 "TaxonKey is Maytenus boaria Molina",
 "TaxonKey is Drymys winteri",
 "TaxonKey is Aristotelia chilensis (Molina) Stuntz",
 "TaxonKey is Chusquea quila Kunth"
 ]
 }
 ]
}

 The dataset includes 622 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001374-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pcxae
title: Occurrence Download

description: A dataset containing 16974 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colocasia esculenta (L.) Schott"
 ]
}

 The dataset includes 16974 records from 409 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039153-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n39ph3
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anaxyrus punctatus (Baird & Girard, 1852)",
 "HasCoordinate is true",
 "Geometry POLYGON((-105.908203 29.573457,-105.908203 22.228090,-101.074218 22.228090,-101.074218 29.573457,-105.908203 29.573457))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 438 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025624-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ma6ny
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Acacia modesta Wall.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001374-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gamwat
title: Occurrence Download

description: A dataset containing 7306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Termitidae"
 ]
}

 The dataset includes 7306 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039149-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t3pqw
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragelaphus imberbis (Blyth, 1869)"
 ]
}

 The dataset includes 228 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025628-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zryijt
title: Occurrence Download

description: A dataset containing 2890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bothriochloa ischaemum (L.) Keng",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2890 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001376-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5maq8
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Comptonella sessilifoliola (Guillaumin) T.G.Hartley"
 ]
}

 The dataset includes 294 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009710-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pky4ur
title: Occurrence Download

description: A dataset containing 1654 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus citrifolia Mill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1654 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025628-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r074go
title: Occurrence Download

description: A dataset containing 52483 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Icterus gularis (Wagler, 1829)"
 ]
}

 The dataset includes 52483 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006933-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5mz2p
title: Occurrence Download

description: A dataset containing 6827 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassula aquatica (L.) Schönland"
 ]
}

 The dataset includes 6827 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009715-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4f9fes
title: Occurrence Download

description: A dataset containing 692 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sistemática y distribución actual de los Agave spp mezcaleros"
 ]
}

 The dataset includes 692 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059307-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hcow2v
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guapira discolor (Spreng) Little",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 56 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025629-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7483/opendata.delphi.9d5n.8ydg
title: DELPHI simulation data xs_hzha03pyth6156hgqq_e206.5_m47.5_la0_1l_u1
DOI: 10.7483/opendata.delphi.qeh6.wbqp
title: DELPHI simulation data xs_hzha03pyth6156hgqq_e206.5_m82.5_la0_1l_u1