cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.g4pfg4
title: Occurrence Download

description: A dataset containing 347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((84.37934 26.74025, 84.5555 26.74025, 84.5555 26.84159, 84.37934 26.84159, 84.37934 26.74025))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 347 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019297-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfd6a8
title: Occurrence Download

description: A dataset containing 89081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((79.73489 11.88112, 79.85532 11.88112, 79.85532 11.99529, 79.73489 11.99529, 79.73489 11.88112))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 89081 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019298-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v965sb
title: Occurrence Download

description: A dataset containing 21398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((79.70851 11.67727, 79.81559 11.67727, 79.81559 11.83219, 79.70851 11.83219, 79.70851 11.67727))",
 "Year is greater than or equal to 2013",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 21398 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019299-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tjreh
title: Occurrence Download

description: A dataset containing 22483 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia decurrens Willd."
 ]
}

 The dataset includes 22483 records from 260 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019301-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.35qmqg
title: Occurrence Download

description: A dataset containing 5238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Procambarus clarkii (Girard, 1852)"
 ]
}

 The dataset includes 5238 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011458-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqazib
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Propithecus verreauxi Grandidier, 1867",
 "TaxonKey is Propithecus diadema Bennett, 1832"
 ]
}

 The dataset includes 655 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011674-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6bpfp
title: Occurrence Download

description: A dataset containing 152491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2023-12-31",
 "EventDate is less than or equal to 2024-01-30",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 152491 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076534-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vfcru
title: Occurrence Download

description: A dataset containing 1813 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Goniopteris tetragona (Sw.) C.Presl",
 "TaxonKey is Polypodium tetragonum Sw.",
 "TaxonKey is Thelypteris tetragona (Sw.) Small"
 ]
 }
 ]
}

 The dataset includes 1813 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259957-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgkhcj
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glossophaga morenoi Martínez & Villa-R., 1938",
 "Country is Mexico",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006268-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftvap1
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-26.05992 -0.70459,145.05992 -0.70459,145.05992 67.70459,-26.05992 67.70459,-26.05992 -0.70459))",
 "HasCoordinate is true",
 "TaxonKey is Tilia oliveri Szyszyl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 80 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011668-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pasbmr
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Goniopteris vivipara (Raddi) Brade",
 "TaxonKey is Polypodium viviparum Raddi",
 "TaxonKey is Thelypteris vivipara (Raddi) C.F.Reed"
 ]
 }
 ]
}

 The dataset includes 300 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0259958-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9ugjl
title: Occurrence Download

description: A dataset containing 803 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Eulemur collaris (É.Geoffroy Saint-Hilaire, 1812)",
 "TaxonKey is Propithecus coquereli (Grandidier, 1867)",
 "TaxonKey is Propithecus verreauxi Grandidier, 1867",
 "TaxonKey is Propithecus diadema Bennett, 1832"
 ]
}

 The dataset includes 803 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011683-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmjbd3
title: Occurrence Download

description: A dataset containing 10986 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucocarbo bougainvillii (Lesson, 1837)"
 ]
}

 The dataset includes 10986 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0277018-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwokyb
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.81728 15.49151,61.81728 15.49151,61.81728 80.50849,-100.81728 80.50849,-100.81728 15.49151))",
 "HasCoordinate is true",
 "TaxonKey is Quercus frainetto Ten.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 282 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011675-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2vipk
title: Occurrence Download

description: A dataset containing 717 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Propithecus coquereli (Grandidier, 1867)",
 "TaxonKey is Propithecus verreauxi Grandidier, 1867",
 "TaxonKey is Propithecus diadema Bennett, 1832"
 ]
}

 The dataset includes 717 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011681-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzpcra
title: Occurrence Download

description: A dataset containing 132513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1999-2019",
 "HasCoordinate is true",
 "TaxonKey is Prunus avium (L.) L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 132513 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011669-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxvty3
title: Occurrence Download

description: A dataset containing 655 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Propithecus verreauxi Grandidier, 1867",
 "TaxonKey is Propithecus diadema Bennett, 1832"
 ]
}

 The dataset includes 655 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011679-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.efjx1h
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "TaxonKey is Tilia cordata Mill.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 96 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011676-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyqzfc
title: Occurrence Download

description: A dataset containing 1389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum candollei Raym.-Hamet"
 ]
}

 The dataset includes 1389 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011690-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxrxyc
title: Occurrence Download

description: A dataset containing 478 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus tigrinus (Schreber, 1775)"
 ]
}

 The dataset includes 478 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011694-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcbwna
title: Occurrence Download

description: A dataset containing 877196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 877196 records from 929 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006268-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18034251
title: Supplementary Material
DOI: 10.15468/dl.9uar7q
title: Occurrence Download

description: A dataset containing 1779 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oryctes rhinoceros (Linnaeus, 1758)"
 ]
}

 The dataset includes 1779 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046389-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc2y3k
title: Occurrence Download

description: A dataset containing 13602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is one of (Numenius Brisson, 1760, Numenius phaeopus (Linnaeus, 1758))"
 ]
}

 The dataset includes 13602 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046390-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ta2nnc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.27905 -33.961504, 149.27905 -33.968242, 149.281296 -33.968242, 149.281296 -33.977225, 149.288034 -33.977225, 149.288034 -33.970488, 149.285788 -33.970488, 149.285788 -33.968242, 149.288034 -33.968242, 149.288034 -33.96375, 149.285788 -33.96375, 149.285788 -33.961504, 149.27905 -33.961504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046392-240626123714530/datasets/export for details.
DOI: 10.15468/dl.2tmy7h
title: Occurrence Download

description: A dataset containing 660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.13_1",
 "TaxonKey is one of (Glycine soja Siebold & Zucc., Actinidia arguta (Siebold & Zucc.) Planch. ex Miq., Actinidia chinensis Planch., Actinidia macrosperma C.F.Liang, Camellia sinensis (L.) Kuntze, Fagopyrum dibotrys (D.Don) H.Hara, Echinocodon draco (Pamp.) D.Y.Hong, Panax bipinnatifidus Seem., Panax vietnamensis Ha & Grushv., Panax japonicus (T.Nees) C.A.Mey., Changium smyrnioides H.Wolff, Chuanminshen violaceum M.L.Sheh & R.H.Shan, Citrus cavaleriei H.Lév., Trapa incisa Siebold & Zucc., Adiantum nelumboides X.C.Zhang, Dendrobium flexicaule Z.H.Tsi, S.C.Sun & L.G.Xu, Paeonia qiui Y.L.Pei & D.Y.Hong, Paeonia rockii (S.G.Haw & Lauener) T.Hong & J.J.Li ex D.Y.Hong, Ceratopteris chingii Y.H.Yang & Jun H.Yu, Ceratopteris thalictroides (L.) Brongn., Brasenia schreberi J.F.Gmel., Ottelia alismoides (L.) Pers., Paris bashanensis F.T.Wang & Tang, Paris delavayi Franch., Paris fargesii Franch., Paris polyphylla Sm., Paris polyphylla var. alba H.Li & R.J.Mitchell, Paris polyphylla var. chinensis (Franch.) H.Hara, Paris polyphylla var. latifolia F.T.Wang & C.Yu Chang, Paris polyphylla var. stenophylla Franch., Paris thibetica Franch., Paris nitida G.W.Hu, Zhi Wang & Q.F.Wang, Paris qiliangiana H.Li, Jun Yang bis & Y.H.Wang, Paris polyphylla var. yunnanensis (Franch.) Hand.-Mazz., Cardiocrinum cathayanum (E.H.Wilson) Stearn, Fritillaria monantha Migo, Fritillaria taipaiensis P.Y.Li, Lilium fargesii Franch., Bletilla striata (Thunb.) Rchb.f., Dendrobium hancockii Rolfe, Dendrobium lohohense Tang & F.T.Wang, Dendrobium moniliforme (L.) Sw., Dendrobium nobile Lindl., Gastrodia elata Blume, Gymnadenia orchidis Lindl., Coptis chinensis Franch., Nelumbo nucifera Gaertn., Paeonia cathayana D.Y.Hong & K.Y.Pan, Paeonia ostii T.Hong & J.X.Zhang, Paeonia ×baokangensis Z.L.Dai & T.Hong, Myriophyllum ussuriense (Regel) Maxim., Prunus kansuensis Rehder, Morus wittiorum Hand.-Mazz.)"
 ]
}

 The dataset includes 660 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046391-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctrp7n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.373374 -33.961504, 149.373374 -33.96375, 149.371128 -33.96375, 149.371128 -33.970488, 149.389095 -33.970488, 149.389095 -33.968242, 149.382357 -33.968242, 149.382357 -33.96375, 149.380111 -33.96375, 149.380111 -33.961504, 149.373374 -33.961504))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046394-240626123714530/datasets/export for details.
DOI: 10.15468/dl.gwn7ba
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.211676 -33.970488, 149.211676 -33.977225, 149.216168 -33.977225, 149.216168 -33.970488, 149.211676 -33.970488))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046396-240626123714530/datasets/export for details.
DOI: 10.15468/dl.yxvhke
title: Occurrence Download

description: A dataset containing 85415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Pseudorasbora parva (Temminck & Schlegel, 1846)"
 ]
}

 The dataset includes 85415 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046395-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pycn4a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.052225 -33.972733, 149.052225 -33.977225, 149.05447 -33.977225, 149.05447 -33.972733, 149.052225 -33.972733))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046397-240626123714530/datasets/export for details.
DOI: 10.15468/dl.q7d64s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.256592 -33.96375, 149.256592 -33.970488, 149.258838 -33.970488, 149.258838 -33.972733, 149.256592 -33.972733, 149.256592 -33.983962, 149.258838 -33.983962, 149.258838 -33.977225, 149.265576 -33.977225, 149.265576 -33.970488, 149.26333 -33.970488, 149.26333 -33.968242, 149.258838 -33.968242, 149.258838 -33.96375, 149.256592 -33.96375)), ((149.265576 -33.970488, 149.270067 -33.970488, 149.270067 -33.96375, 149.265576 -33.96375, 149.265576 -33.970488)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046398-240626123714530/datasets/export for details.
DOI: 10.15468/dl.wpr7yv
title: Occurrence Download

description: A dataset containing 252199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Observation, Machine Observation, Human Observation, Material citation, Material sample, Specimen, Living Specimen)",
 "TaxonKey is Larix Mill."
 ]
}

 The dataset includes 252199 records from 1214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046393-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/v8vf9b4d3v
title: G6P-capturing molecules in the periplasm of Escherichia coli periplasm as the shikimate pathway accelerator. Fujiwara et. al.

description: Source data for Figures 1A,C, 2B–E, 3B,D, 4B-F, 5B, and 6B,C, and Supplementary Figures 1A-D, 2A-C, 3A, C–E, 4A-D, 5A–C, and 5A,C.
DOI: 10.5281/zenodo.14779343
title: Dataset: Differences between Neurodivergent and Neurotypical Software Engineers: Analyzing the 2022 Stack Overflow Survey

description: # Analysis and Figure Generation Scripts for the Paper "Differences between Neurodivergent and Neurotypical Software Engineers: Analyzing the 2022 Stack Overflow Survey"

This repository contains the necessary R scripts and session data to re-run all tests reported in the paper, as well as generate the figures we use (and a few others we did not use).

## Files- SO_analysis_EASE25.R: The main R script executing all other parts. Running this script will calculate and the p-values of all tests, sorted by condition (lines 10 to 602). These are the same as reported in the paper in Tables 1 to 7. Additionally, figures will be generated (lines 603 onwards).- SO_data_filtered_sampled.RData: A RData file containing the filtered and sampled data and functions necessary to run the tests/generate the figures.- 01_SO_preprocessing.R and 02_SO_random_sampling.R: Scripts containing filtering logic and sampling logic. If those files are executed within SO_analysis_EASE25.R instead of loading the RData file (lines 5 to 8), the filtering and sampling is re-run. Note that this results in different random samples, and therefore different results than our paper. Also, the effect size calculations then have to be adjusted to the results that are significant (lines 596 to 601).- generatedGraphs.zip: The graph files generated by the main R script.- paperFigures.zip: The graphs we used in the paper. These are the generated graphs, but edited for readability.

## LicenseThe Public 2022 Stack Overflow Developer Survey Results is made available under the Open Database License (ODbL): http://opendatacommons.org/licenses/odbl/1.0/. Any rights in individual contents of the database are licensed under the Database Contents License: http://opendatacommons.org/licenses/dbcl/1.0/).We hereby would like to attribute Stack Overflow as the source of these results. All data we make available (i.e., the RData file) is a derivative work, and as such also shared under the under the ODbl.