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

description: A dataset containing 10518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neodasyscypha cerina (Pers.) Spooner, Neomys fodiens (Pennant, 1771), Clausilia strobel (Strobel, 1850))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 10518 records from 255 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322470-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-14559
title: Druzheskoe slovo = Palavra do amigo = [A friendly word], vol. 4, no. 10-11 (October-November 1931)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.jhphxf
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China)",
 "BasisOfRecord is one of (Specimen)",
 "Year is greater than or equal to 1980",
 "TaxonKey is Bactrocera dorsalis (Hendel, 1912)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0434586-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vwyhmc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Macaulay Library Audio and Video Collection",
 "TaxonKey is Allobates femoralis (Boulenger, 1884)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017159-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4htdtf
title: Occurrence Download

description: A dataset containing 1118349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.13_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 1118349 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001309-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-15183
title: Druzheskoe slovo = Palavra do amigo = [A friendly word], vol. 8, no. 11 (November 1935)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.vrz78w
title: Occurrence Download

description: A dataset containing 918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-70.391 42.87461,-70.45754 42.93934,-72.7886 42.91606,-72.82077 42.05154,-71.21169 41.96394,-70.81931 41.19562,-69.7662 41.14214,-69.81373 42.11774,-70.391 42.87461))",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus rubra L.",
 "Year 1953-2022"
 ]
}

 The dataset includes 918 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0435150-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpb5ad
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "TaxonKey is Helosciadium nodiflorum (L.) W.D.J.Koch"
 ]
}

 The dataset includes 151 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014773-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-14605
title: Druzheskoe slovo = Palavra do amigo = [A friendly word], vol. 5, no. 3 (March 1932)

description: [description english/roman)] Monthly
DOI: 10.15468/dl.4b3env
title: Occurrence Download

description: A dataset containing 47171288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "BasisOfRecord is one of (Human Observation, Literature Occurrence, Living Specimen, Observation, Specimen, Occurrence evidence)",
 "Year is greater than or equal to 1979",
 "Year is less than or equal to 2020",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 47171288 records from 3625 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0344508-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12195177
title: Billion-Dollar Weather and Climate Disasters Data
DOI: 10.7910/dvn/3z2yuu
title: Replication Data for: Innovation and Trade Policy in a Globalized World

description: This is the replication package for "Innovation and Trade Policy in a Globalized World," accepted in 2025 by the Journal of Political Economy: Macroeconomics.
DOI: 10.6084/m9.figshare.30418735
title: Replication Package: "Classifying Code Review Comments"

description: This replication package contains all datasets and source code used in our study. The package is organized into two main folders: <b>Datasets</b> and <b>Source_Codes</b>.<b>Datasets/</b><b>Code_attributes_Our.csv</b> — Contains our extracted code-level attributes for each reviewed code snippet.<b>Our_labeled_dataset.csv</b> — The final labeled dataset combining comment text, corresponding code, and labels.<b>Code_attributes_Turzo_et_al.csv</b> — Code attribute features from the dataset of <i>Turzo et al.</i> for comparative experiments.<b>Dataset_Turzo_et_al.xlsx</b> — Original dataset from <i>Turzo et al.</i> containing comment texts, code snippets, and labels used in prior research.<b>Source_Codes/</b><b>code_review_comment_ai_assisted_labeling.py</b> — Script for ChatGPT-based annotation of review comments, used for semi-automated dataset labeling.<b>C1_Turzo_Model_Turzo_Data.ipynb</b> — Implements <i>Turzo et al.</i>’s baseline model on their original dataset.<b>C2_Turzo_Model_Our_Data.ipynb</b> — Applies <i>Turzo et al.</i>’s baseline model to our dataset.<b>C3_Our_Model_Turzo_Data.ipynb</b> — Trains our proposed model on the <i>Turzo et al.</i> dataset.<b>C4_Our_Model_Our_Data.ipynb</b> — Implements our proposed model on our labeled dataset.<b>C4variant_Our_ModelwithLSTM_Our_Data.ipynb</b> — A variant of C4 that incorporates an LSTM layer instead of BiLSTM layer.<b>C4_Error_analysis.xlsx</b> — Contains the detailed results of misclassified examples from the C4 model, used for qualitative analysis. In this file, the class labels 0, 1, 2, 3, and 4 represent <i>Discussion</i>, <i>Documentation</i>, <i>False Positive</i>, <i>Functional</i>, and <i>Refactoring</i>, respectively.<br>
DOI: 10.6084/m9.figshare.30418735.v1
title: Replication Package: "Classifying Code Review Comments"

description: This replication package contains all datasets and source code used in our study. The package is organized into two main folders: <b>Datasets</b> and <b>Source_Codes</b>.<b>Datasets/</b><b>Code_attributes_Our.csv</b> — Contains our extracted code-level attributes for each reviewed code snippet.<b>Our_labeled_dataset.csv</b> — The final labeled dataset combining comment text, corresponding code, and labels.<b>Code_attributes_Turzo_et_al.csv</b> — Code attribute features from the dataset of <i>Turzo et al.</i> for comparative experiments.<b>Dataset_Turzo_et_al.xlsx</b> — Original dataset from <i>Turzo et al.</i> containing comment texts, code snippets, and labels used in prior research.<b>Source_Codes/</b><b>code_review_comment_ai_assisted_labeling.py</b> — Script for ChatGPT-based annotation of review comments, used for semi-automated dataset labeling.<b>C1_Turzo_Model_Turzo_Data.ipynb</b> — Implements <i>Turzo et al.</i>’s baseline model on their original dataset.<b>C2_Turzo_Model_Our_Data.ipynb</b> — Applies <i>Turzo et al.</i>’s baseline model to our dataset.<b>C3_Our_Model_Turzo_Data.ipynb</b> — Trains our proposed model on the <i>Turzo et al.</i> dataset.<b>C4_Our_Model_Our_Data.ipynb</b> — Implements our proposed model on our labeled dataset.<b>C4variant_Our_ModelwithLSTM_Our_Data.ipynb</b> — A variant of C4 that incorporates an LSTM layer instead of BiLSTM layer.<b>C4_Error_analysis.xlsx</b> — Contains the detailed results of misclassified examples from the C4 model, used for qualitative analysis. In this file, the class labels 0, 1, 2, 3, and 4 represent <i>Discussion</i>, <i>Documentation</i>, <i>False Positive</i>, <i>Functional</i>, and <i>Refactoring</i>, respectively.<br>
DOI: 10.15468/dl.qgxd4p
title: Occurrence Download

description: A dataset containing 1893779 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Eleocharis schlechteri, Bulbine rhopalophylla, Babiana odorata, Erigeron enderi, Centaurea uysalii, Styphelia graniticola, Adesmia bracteata, Drosanthemum flammeum, Drosanthemum marinum, Drosanthemum muirii, Hypericum ekeri, Centaurea aguilellae, Centaurea atropurpurea, Centaurea cyanoides, Centaurea drabifolia, Centaurea ipecensis, Centaurea eliasii, Centaurea glomerata, Centaurea graeca, Centaurea nervosa, Arctotis auriculata, Arctotis gumbletonii, Arctotis leiocarpa, Erodium bolosii, Erigeron mariposanus, Helenium atacamense, Centaurea croatica, Erodium viscosum, Hymenothrix loomisii, Gladiolus miniatus, Gladiolus oreocharis, Cenchrus ciliaris, Cenchrus myosuroides, Hypericum marginatum, Hypericum revolutum, Hypericum scabrum, Bulbine hallii, Selago comptonii, Selago ciliata, Eleocharis cylindrostachys, Trithuria polybracteata, Hypericum amblysepalum, Centaurea eriophora, Centaurea poculatoris, Centaurea incompta, Arctotis incisa, Erigeron elegantulus, Centaurea torreana, Centaurea zuccariniana, Gnaphalium declinatum, Styphelia inframediana, Erodium gaillardotii, Erodium micropetalum, Conostylis bracteata, Conostylis teretiuscula, Conostylis vaginata, Babiana papyracea, Babiana tanquana, Hypericum canariense, Hypericum capitatum, Hypericum elegans, Hypericum empetrifolium, Lithospermum distichum, Centaurea devasiana, Styphelia, Plagiobothrys canescens, Plagiobothrys uncinatus, Rhamnus petiolaris, Gnaphalium uliginosum, Centaurea acaulis, Centaurea amadanensis, Centaurea anthemifolia, Centaurea athoa, Centaurea austroanatolica, Centaurea cadmea, Selago thermalis, Selago densiflora, Metalasia bodkinii, Erigeron paolii, Erigeron schleicheri, Erigeron conyzoides, Vittadinia sulcata, Pastinaca hirsuta, Glottiphyllum peersii, Scutellaria brevibracteata, Eleocharis pusilla, Bulbine succulenta, Babiana leipoldtii, Gladiolus stefaniae, Gladiolus tristis, Centaurea aellenii, Styphelia intricata, Centaurea, Styphelia viridis, Adesmia aegiceras, Boerhavia glabrata, Boerhavia triquetra, Dalea ananassa, Drosanthemum anemophilum, Drosanthemum austricola)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1893779 records from 4108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052994-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38288
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.mz1qc6
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Withania Pauquy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany Wageningen"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001772-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzp945
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium hutchinsoniae Ewan"
 ]
}

 The dataset includes 55 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165210-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38319
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.ejddry
title: Occurrence Download

description: A dataset containing 1091 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orobanche ramosa L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1091 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001772-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynvq8a
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium incisum Wall."
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165227-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38242
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.pwxqv5
title: Occurrence Download

description: A dataset containing 131528 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Populus alba L."
 ]
}

 The dataset includes 131528 records from 1103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009377-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.voocsv
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cephalocereus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001772-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38224
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.qnvvvz
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium imbricatilobum W.T.Wang"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165220-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5w67c
title: Occurrence Download

description: A dataset containing 2199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-77.585449 1.461023,-77.623901 1.686157,-77.533264 1.801460,-77.321777 1.974401,-77.269592 2.108898,-77.058105 2.114388,-76.986694 2.158302,-76.860351 2.161047,-76.744995 2.122622,-76.775207 2.034789,-76.907043 1.878325,-77.047119 1.716357,-77.104797 1.480243,-77.585449 1.461023))",
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 }
 ]
}

 The dataset includes 2199 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001772-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38295
title: Disposition summaries - City Attorney's Office, 1989

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.4rgtj5
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Colosteidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 81 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052414-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-35277
title: Case summaries for 83 cases (1955-1991), 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD (1955-1991), 1991 May 31 - June 12. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.he7leb
title: Occurrence Download

description: A dataset containing 3740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poeciliopsis gracilis (Heckel, 1848)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3740 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001772-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v2xbt
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium ×inflexum Davidson"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165229-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.