cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23063851.v2
title: Inverse Probability Weighting Estimation in Completely Randomized Experiments

description: In addition to treatment assignments and observed outcomes, covariate information is often available prior to randomization in completely randomized experiments that compare an active treatment versus control. The analysis of covariance (ANCOVA) method is commonly applied to adjust for baseline covariates in order to improve precision. We focus on making propensity score-based adjustment to covariates under the completely randomized design in a finite population of experimental units with two treatment groups. We study inverse probability weighting (IPW) estimation of the finite-population average treatment effect for a general class of working propensity score models, which includes generalized linear models for binary data. We provide randomization-based asymptotic analysis of the propensity score approach and explore the finite-population asymptotic behaviors of two IPW estimators of the average treatment effect. We identify a condition under which propensity score-based covariate adjustment is asymptotically equivalent to an ANCOVA-based covariate adjustment and improves precision compared with a simple unadjusted comparison between treatment and control arms. In particular, when the working propensity score is fitted by a generalized linear model for binary data with an intercept term, the asymptotic variance of the IPW estimators is the same for any link function, including identity link, logit link, probit link, and complementary log-log link. We demonstrate these methods using an HIV clinical trial and a post-traumatic stress disorder study. Finally, we present a simulation study comparing the finite-sample performance of IPW and other methods for both continuous and binary outcomes. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.23197868
title: Out-of-Sample <i>R</i><sup>2</sup>: Estimation and Inference

description: Out-of-sample prediction is the acid test of predictive models, yet an independent test dataset is often not available for assessment of the prediction error. For this reason, out-of-sample performance is commonly estimated using data splitting algorithms such as cross-validation or the bootstrap. For quantitative outcomes, the ratio of variance explained to total variance can be summarized by the coefficient of determination or in-sample <i>R</i><sup>2</sup>, which is easy to interpret and to compare across different outcome variables. As opposed to in-sample <i>R</i><sup>2</sup>, out-of-sample <i>R</i><sup>2</sup> has not been well defined and the variability on out-of-sample R̂2 has been largely ignored. Usually only its point estimate is reported, hampering formal comparison of predictability of different outcome variables. Here we explicitly define out-of-sample <i>R</i><sup>2</sup> as a comparison of two predictive models, provide an unbiased estimator and exploit recent theoretical advances on uncertainty of data splitting estimates to provide a standard error for R̂2. The performance of the estimators for <i>R</i><sup>2</sup> and its standard error are investigated in a simulation study. We demonstrate our new method by constructing confidence intervals and comparing models for prediction of quantitative <i>Brassica napus</i> and <i>Zea mays</i> phenotypes based on gene expression data. Our method is available in the R-package <i>oosse</i>.
DOI: 10.15468/dl.s7xf4f
title: Occurrence Download

description: A dataset listing the 3482332 species recorded in GBIF matching the query:
{ }

 The dataset's 3482332 records were derived from 53460 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117297-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.278q4u
title: Occurrence Download

description: A dataset containing 71737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((141.663 -13.33,143.438 -13.33,143.438 -11.484,141.663 -11.484,141.663 -13.33))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 71737 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036444-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfkgmf
title: Occurrence Download

description: A dataset containing 61263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((132.099 -12.872,133.943 -12.872,133.943 -11.083,132.099 -11.083,132.099 -12.872))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 61263 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036445-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y8afz
title: Occurrence Download

description: A dataset containing 12192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((143.813 -7.873,145.575 -7.873,145.575 -6.069,143.813 -6.069,143.813 -7.873))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 12192 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036450-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7j2kr
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((111.657 -3.462,113.458 -3.462,113.458 -1.654,111.657 -1.654,111.657 -3.462))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 450 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036452-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58232f
title: Occurrence Download

description: A dataset containing 4413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((9.221 -2.548,11.014 -2.548,11.014 -0.747,9.221 -0.747,9.221 -2.548))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 4413 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036440-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn84pc
title: Occurrence Download

description: A dataset containing 1900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((39.228 -2.801,41.027 -2.801,41.027 -0.994,39.228 -0.994,39.228 -2.801))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 1900 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036457-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nwrvdb
title: Occurrence Download

description: A dataset containing 1091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-51.136 -2.62,-49.343 -2.62,-49.343 -0.815,-51.136 -0.815,-51.136 -2.62))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 1091 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036462-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrenrq
title: Occurrence Download

description: A dataset containing 537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.422 -7.262,14.231 -7.262,14.231 -5.451,12.422 -5.451,12.422 -7.262))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 537 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036459-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyedm6
title: Occurrence Download

description: A dataset containing 15075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-53.177 2.99,-51.365 2.99,-51.365 4.806,-53.177 4.806,-53.177 2.99))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 15075 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036467-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d95tbg
title: Occurrence Download

description: A dataset containing 2391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-60.055 5.168,-58.298 5.168,-58.298 6.99,-60.055 6.99,-60.055 5.168))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 2391 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036470-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c43gbs
title: Occurrence Download

description: A dataset containing 2248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-60.918 7.034,-59.091 7.034,-59.091 8.786,-60.918 8.786,-60.918 7.034))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Mammalia, Crocodylia, Testudines)"
 ]
}

 The dataset includes 2248 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036471-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hk5w8y
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cichlidogyrus tilapiae",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008294-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xt6mp2
title: Occurrence Download

description: A dataset containing 439501 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stellaria media (L.) Vill."
 ]
}

 The dataset includes 439501 records from 1128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269909-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxjnvb
title: Occurrence Download

description: A dataset containing 125119 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((5.598907470703125 43.481822852999905,5.511016845703125 43.509717009288075,5.400552749633789 43.51127322324609,5.412139892578125 43.54257572246922,5.4547119140625 43.563476493226595,5.480804443359375 43.61122246320032,5.483551025390625 43.6499881760459,5.503549575805664 43.66644361490711,5.598907470703125 43.66985832954972,5.69091796875 43.70362249839005,5.763702392578124 43.661911057260674,5.79254150390625 43.625141236940564,5.804901123046875 43.601278509333646,5.799407958984375 43.5734266934657,5.76507568359375 43.52565074189047,5.71563720703125 43.52166770320007,5.598907470703125 43.481822852999905)))"
 ]
}

 The dataset includes 125119 records from 385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0317562-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc8jw0
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L.",
 "TaxonKey is Zygophyllum fabago L."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 729 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009389-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.te2xrv
title: Occurrence Download

description: A dataset listing the 74 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Protozoa"
 ]
}

 The dataset's 74 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0292507-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxvpyp
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anoplophora glabripennis (Motschulsky, 1854)"
 ]
}

 The dataset includes 954 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269895-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fw2hps
title: Occurrence Download

description: A dataset containing 2132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saint Martin (French part)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2132 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296875-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drxptx
title: Occurrence Download

description: A dataset containing 6210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Psittacula krameri (Scopoli, 1769)"
 ]
}

 The dataset includes 6210 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009389-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bq8zf3
title: Occurrence Download

description: A dataset containing 14825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anas querquedula Linnaeus, 1758",
 "HasCoordinate is true",
 "Month is September",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14825 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269959-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2fcrpy
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000416-251009101135966/datasets/export for details.
DOI: 10.15468/dl.ewcazh
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orthodon microlepidotus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 210 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000419-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2gsyx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caprimulgiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 60,180 60,180 90,150 90,150 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000417-251009101135966/datasets/export for details.
DOI: 10.15468/dl.7m2t3h
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caprimulgiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 30,-150 30,-150 60,-180 60,-180 30))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000420-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15300224
title: UK Authors - 2006 Dataset

description: This dataset contains the raw, anonymised data that was collected to produce the report Authors’ Earnings from Copyright and Non-Copyright Sources: A Survey of 25,000 British and German Writers. It includes responses from authors, covering earnings, contracts, demographics.
DOI: 10.5281/zenodo.15300225
title: UK Authors - 2006 Dataset

description: This dataset contains the raw, anonymised data that was collected to produce the report Authors’ Earnings from Copyright and Non-Copyright Sources: A Survey of 25,000 British and German Writers. It includes responses from authors, covering earnings, contracts, demographics.
DOI: 10.5281/zenodo.18516651
title: Obesity GWAS summary statistics
DOI: 10.5281/zenodo.18516652
title: Obesity GWAS summary statistics
DOI: 10.15468/dl.e84xnm
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Typha davidiana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 120 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000523-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18519927
title: Dataset for Experimental evaluation of induction and conduction welded thermoplastic composite single-lap shear joints

description: This project contains supplemental data for the publication:



Arne Schiller, Chiara Bisagni (2026). "Experimental evaluation of induction and conduction welded thermoplastic composite single-lap shear joints". Submitted to Composites Part C: Open Access.


The dataset is split into three folders:

1. "Code" contains post-processing code for generating the plots in the publication.2. "Conduction" contains all data related to the conduction welded single-lap shear joints in the publication.3. "Induction" contains all data related to the induction welded single-lap shear joints in the publication.

The top level file "Specimen_Nomenclature.xlsx" contains a conversion table for the specimen names in the publication and in this dataset.

Every folder contains an additional README file that describes the contents of the corresponding folder in more detail.

 

Data Structure

Dataset_Experimental_Evaluation.zip

|Specimen_Nomenclature.xlsx|README.txt

|Code    ||Input_folders    ||Output_folders    ||Python_files.py    ||README.txt

|Conduction    ||Processed        |||DIC        |||Load_Displacement    ||Raw        |||DIC        |||Load_Displacement        |||Microscopy        |||Specimen_Measurements.xlsx    ||README.txt

|Induction    ||Processed        |||DIC        |||Load_Displacement    ||Raw        |||DIC        |||Load_Displacement        |||Microscopy        |||Specimen_Measurements.xlsx    ||README.txt
DOI: 10.5281/zenodo.18519928
title: Dataset for Experimental evaluation of induction and conduction welded thermoplastic composite single-lap shear joints

description: This project contains supplemental data for the publication:



Arne Schiller, Chiara Bisagni (2026). "Experimental evaluation of induction and conduction welded thermoplastic composite single-lap shear joints". Submitted to Composites Part C: Open Access.


The dataset is split into three folders:

1. "Code" contains post-processing code for generating the plots in the publication.2. "Conduction" contains all data related to the conduction welded single-lap shear joints in the publication.3. "Induction" contains all data related to the induction welded single-lap shear joints in the publication.

The top level file "Specimen_Nomenclature.xlsx" contains a conversion table for the specimen names in the publication and in this dataset.

Every folder contains an additional README file that describes the contents of the corresponding folder in more detail.

 

Data Structure

Dataset_Experimental_Evaluation.zip

|Specimen_Nomenclature.xlsx|README.txt

|Code    ||Input_folders    ||Output_folders    ||Python_files.py    ||README.txt

|Conduction    ||Processed        |||DIC        |||Load_Displacement    ||Raw        |||DIC        |||Load_Displacement        |||Microscopy        |||Specimen_Measurements.xlsx    ||README.txt

|Induction    ||Processed        |||DIC        |||Load_Displacement    ||Raw        |||DIC        |||Load_Displacement        |||Microscopy        |||Specimen_Measurements.xlsx    ||README.txt
DOI: 10.15468/dl.2y4g4c
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Crassula arborescens"
 ]
}

 The dataset includes 450 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000525-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.