cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q3pa5x
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.30_1",
 "TaxonKey is Castanopsis concolor Rehder & E.H.Wilson"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230919-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pks1i
title: Occurrence Download

description: A dataset containing 1147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bursera copallifera (Moc. & Sessé ex DC.) Bullock"
 ]
}

 The dataset includes 1147 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007293-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v86qam
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argyrolobium amplexicaule (E.Mey.) Dümmer"
 ]
}

 The dataset includes 101 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015647-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7zqaa
title: Occurrence Download

description: A dataset containing 241242 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "not" : {
 "PublishingCountry" : [
 "is Norway"
 ]
 }
 },
 "Country is Svalbard and Jan Mayen"
 ]
}

 The dataset includes 241242 records from 515 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230909-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ojzcvs
title: Occurrence Download

description: A dataset containing 137765 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Drosera rotundifolia L."
 ]
}

 The dataset includes 137765 records from 481 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007307-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfcrt6
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Chlorocichla prigoginei De Roo, 1967",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 24 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065185-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15720518
title: Targeted DNA Panel Data

description: These data referred to the targeted DNA panel performed as described in the Method Section of the paper 10.1101/2024.05.02.590528.
DOI: 10.5281/zenodo.15720517
title: Targeted DNA Panel Data

description: These data referred to the targeted DNA panel performed as described in the Method Section of the paper 10.1101/2024.05.02.590528.
DOI: 10.15468/dl.3vxz3c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Discostella stelligera (Cleve & Grunow) Houk & Klee, 2004",
 "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 ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065187-250525065834625/datasets/export for details.
DOI: 10.15468/dl.wnep8e
title: Occurrence Download

description: A dataset containing 39771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Argentina, Paraguay)",
 "TaxonKey is Ramphocelus bresilia (Linnaeus, 1766)"
 ]
}

 The dataset includes 39771 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065186-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwypb6
title: Occurrence Download

description: A dataset containing 429753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Reynoutria japonica Houtt."
 ]
}

 The dataset includes 429753 records from 1823 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065174-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ga2qb
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.95506 -11.30465,-58.82870 -11.30465,-58.82870 -1.25885,-83.95506 -1.25885,-83.95506 -11.30465))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cedrela odorata L.",
 "Year 1841-2024"
 ]
}

 The dataset includes 344 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005843-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypv88w
title: Occurrence Download

description: A dataset containing 876 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Comparación de grupos faunísticos polinizadores y dispersores de semillas en dos ecosistemas Altoandinos de Bogotá, D.C."
 ]
}

 The dataset includes 876 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005845-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00006764
title: Hypothetical estimands in clinical trials: an application of causal inference and missing data methods

description: To compare the benefits of two or more treatments for a given condition, we conduct experiments in a group of subjects with the condition, assign one of the treatments at random and follow them up to assess their outcome. These experiments are known as randomised trials. The analysis and interpretation of randomised trials is often complicated by the occurrence of non-planned events such as patients dropping out of the trial, patients requiring additional medication (i.e. rescue medication), or dying before their outcome is measured. 

There are different statistical methods to handle these non-planned events. The chosen method for each non-planned event should be pre-specified in the statistical analysis plan when a trial is designed because different methods result in different estimates of the effectiveness and/or safety on the drug. This target effect to be measured in a trial is known as the estimand. 

One of the possible estimands is the hypothetical estimand, where the treatment effect is estimated under the hypothetical scenario in which these non-planned events were prevented from occurring. For instance, the envisaged scenario could be one where patients continue taking their assigned drug as indicated and do not require additional medication. 

In this project, we focus on different ways to estimate the hypothetical estimand. We consider statistical methods from causal inference, which are methods developed to evaluate the effects of treatments in settings where the treatment is not assigned at random (i.e. outside of a randomised trial). We will also apply missing data methods that were developed to deal with missing values in a given data set and have been more often used in the context of randomised trials. Establishing links between ‘causal inference estimators’ and ‘missing data estimators’ may help those familiar with one set of methods but not the other. 

To compare the performance of these different statistical methods, we will apply them to the present diabetes clinical trial where rescue medication was allowed to be given in addition to the patient’s randomised treatment in case of inadequate blood sugar control with the study. Different rates of rescue medication used between treatment groups can potentially dilute or mask the treatment effect. By targeting the hypothetical estimand, the treatment effect can be adjusted for rescue medication use and other non-planned events including treatment discontinuation. We hope that by illustrating how the different statistical methods can be applied to a real clinical trial dataset we will demonstrate to other researchers how these methods can be usefully applied to their trials.
DOI: 10.15468/dl.du6uy7
title: Occurrence Download

description: A dataset containing 5136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hololepta Paykull, 1811"
 ]
}

 The dataset includes 5136 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005846-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrrhrw
title: Occurrence Download

description: A dataset containing 5136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hololepta Paykull, 1811"
 ]
}

 The dataset includes 5136 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005847-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79c7at
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Hololepta Paykull, 1811"
 ]
}

 The dataset includes 148 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005848-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14775937
title: Public ML traces
DOI: 10.15468/dl.862dnd
title: Occurrence Download

description: A dataset containing 79772 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vertebrate Paleontology Division, Yale Peabody Museum"
 ]
}

 The dataset includes 79772 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005849-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8utb9
title: Occurrence Download

description: A dataset containing 4741046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1000-1903"
 ]
}

 The dataset includes 4741046 records from 1692 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005844-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj2f88
title: Occurrence Download

description: A dataset containing 665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "IucnRedListCategory is one of (EN, VU, CR)",
 "TaxonKey is Gorilla beringei Matschie, 1903"
 ]
}

 The dataset includes 665 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032175-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6baogo
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhacodactylus auriculatus (Bavay, 1869)"
 ]
}

 The dataset includes 376 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006516-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5kwu5
title: Occurrence Download

description: A dataset containing 3284 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clematis pitcheri Torr. & A.Gray"
 ]
}

 The dataset includes 3284 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139631-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2sv9os
title: Occurrence Download

description: A dataset containing 1454 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cystoseira baccata (S.G.Gmel.) P.C.Silva"
 ]
}

 The dataset includes 1454 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006516-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pnk7cy
title: Occurrence Download

description: A dataset containing 1994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-137.64043 -25.87006,-3.35957 -25.87006,-3.35957 27.87006,-137.64043 27.87006,-137.64043 -25.87006))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Terminalia amazonia (J.F.Gmel.) Exell"
 ]
}

 The dataset includes 1994 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139629-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1avb48
title: Occurrence Download

description: A dataset containing 9101318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is United States of America"
 ]
}

 The dataset includes 9101318 records from 406 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006517-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgapzc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clematis pianmaensis W.T.Wang"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139624-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7izovy
title: Occurrence Download

description: A dataset containing 18406 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Canis latrans Say, 1823"
 ]
}

 The dataset includes 18406 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006517-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7hje7x
title: Occurrence Download

description: A dataset containing 2795 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is a7864b3e-c474-44b6-8cb5-cc9e4a4f1e1d"
 ]
}

 The dataset includes 2795 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032182-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rput0w
title: Occurrence Download

description: A dataset containing 4679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ips C.DeGeer, 1775"
 ]
}

 The dataset includes 4679 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006517-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zec2rc
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Amblyomma oblongoguttatum Koch, 1844"
 ]
}

 The dataset includes 28 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039379-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6ppu6
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Nepal",
 {
 "or" : [
 "License is CC0 1.0",
 "License is CC-BY 4.0",
 "License is CC-BY-NC 4.0"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Tarsiger indicus (Vieillot, 1817)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006517-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdcqfx
title: Occurrence Download

description: A dataset containing 10578 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Threskiornis aethiopicus (Latham, 1790)",
 "Year 2020-2024"
 ]
}

 The dataset includes 10578 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003405-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i8gglx
title: Occurrence Download

description: A dataset containing 12875 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus oleosa F.Muell. ex Miq."
 ]
}

 The dataset includes 12875 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006519-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yheup9
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloe sheilae Lavranos"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026180-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8kwk2
title: Occurrence Download

description: A dataset containing 1280 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Observation"
 ]
 },
 "Year 1901-2017",
 "HasCoordinate is true",
 "TaxonKey is Sorex hoyi Baird, 1857",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1280 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006517-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3ceyg
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladanthus mixtus",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007746-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7807/immo:red:hm:suf:v9
title: RWI Real Estate Data - Hausmiete - suf
title: RWI Real Estate Data - Houses for Rent - suf

description: ImmobilienScout24 ist die größte Immobilien-Internetplattform in Deutschland. Auf der Website werden sowohl Immobilien zur privaten als auch zur gewerblichen Nutzung angeboten. Die Daten umfassen jedoch nur Wohnimmobilien. Der Datensatz umfasst die meisten auf der Plattform erhobenen Merkmale wie z.B. Preis, Größe und Ausstattung der Wohneinheit, aber auch generierte Informationen wie die Dauer der Inseratverfügbarkeit.
description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell.
description: RWI-GEO-RED
description: RWI-GEO-RED
description: Computer-based observation
description: alle Wohnungen zur Miete auf der Webseite ImmobilienScout24
description: all appartments for rent at ImmobilienScout24
description: full sample
DOI: 10.15468/dl.6k8b6f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladanthus mixtus",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007750-250920141307145/datasets/export for details.
DOI: 10.15468/dl.3x8k3q
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladanthus mixtus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007749-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/ey8f-n284
title: "\u201cCar Detailing Case Study \u2013 Before and After Dust Level Analysis\u201d"

description: "City detailers is one of the best car detailing service provider in nova scotia halifaxyou find the best car detailing in nova scotia as well"