cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30101083.v1
title: Lebanon Online Remote Work as a Lifeline Against Economic Migration: How digital connectivity is keeping skilled Lebanese at home

description: This essay explores how remote work has become a lifeline for Lebanese professionals amid the country’s ongoing economic collapse. Drawing on lived experiences — from engineers in Tripoli to researchers in Rayfoun — it illustrates the systemic barriers Lebanese freelancers face, including unreliable internet, exclusion from global payment platforms, and high transaction costs. Despite these obstacles, remote work enables many to remain in Lebanon while connecting economically to global markets, offering an alternative to large-scale emigration. The essay situates these personal accounts within broader policy debates, comparing Lebanon’s ad-hoc digital survival strategies with structured approaches in Jordan and Cyprus. It argues that remote work, if supported by clear legal, financial, and infrastructural frameworks, could serve not only as a coping mechanism but as a cornerstone of economic resilience, diaspora engagement, and social renewal.
DOI: 10.15468/dl.5sg72s
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fontitrygon garouaensis"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053334-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bu5gq2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum capsicoides",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053329-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gayrxc
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum capsicoides",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 325 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053330-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a43c8b
title: Occurrence Download

description: A dataset containing 1277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-75.82162 4.17335,-75.49012 4.17335,-75.49012 4.75787,-75.82162 4.75787,-75.82162 4.17335))",
 "TaxonKey is Falco sparverius",
 "Year 2015-2025"
 ]
}

 The dataset includes 1277 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053335-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drnrv4
title: Occurrence Download

description: A dataset containing 836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dryobates minor",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 836 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053333-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25976/0mg9-et50
title: Pictou County Water Quality data

description: The Pictou County Rivers Association (PCRA) started monitoring the water quality in the seven main rivers that run through our county in 2014. Approximately every two weeks from late May to early October, PCRA volunteers use portable water quality sensors to measure temperature, dissolved oxygen, pH and conductivity at 2 locations on each river, one just above the head of tide and one in the upper watershed. The program has been conducted every year since 2014 so we have 7 years of data collected and plan to continue the program in 2021. The data collected is compiled and summarized each year and the results compared to previous year’s results and Canadian Water Quality Objectives for the protection of fish and aquatic life. The PCRA acknowledges the technical and financial support provided by the Atlantic Water Network at St. Mary’s University and the NS Salmon Association's Adopt a Stream program which make it possible to conduct this program.
description: A WetPro Kit supplied by the Atlantic Water Network (AWN) at St. Mary’s University is used to collect the measurements. The portable YSI multiparameter probe is calibrated before each monitoring survey following the protocols established by the AWN.
description: The data collected during the water quality monitoring surveys is entered onto field record sheets. Following the survey, the data is entered into an Excel spreadsheet. From there, the data is uploaded into the Atlantic DataStream.
DOI: 10.6084/m9.figshare.30104023
title: Novel Pathway of Chalcopyrite Formation at low temperature in microenvironments of acidic, metal-rich sediments

description: Source data for the figures from the publication "Novel Pathway of Chalcopyrite Formation at low temperature in microenvironments of acidic, metal-rich sediments" by Ilin et al (2025).
DOI: 10.6084/m9.figshare.30104023.v1
title: Novel Pathway of Chalcopyrite Formation at low temperature in microenvironments of acidic, metal-rich sediments

description: Source data for the figures from the publication "Novel Pathway of Chalcopyrite Formation at low temperature in microenvironments of acidic, metal-rich sediments" by Ilin et al (2025).
DOI: 10.15468/dl.zv7633
title: Occurrence Download

description: A dataset containing 30766 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melampyrum cristatum"
 ]
}

 The dataset includes 30766 records from 535 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053332-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17099666
title: RF and LR models related pickles
DOI: 10.5281/zenodo.15917524
title: RF and LR models related pickles
DOI: 10.7910/dvn/gfuzlc
title: Replication Data for: Information Provision and Search Frictions: Evidence from the Taxi Industry in Singapore

description: Review of Economics and Statistics: Forthcoming.
description: Volume XX, Issue X
DOI: 10.5284/1105521
title: Digital Archive from an Archaeological Evaluation at Bull Lane, Long Melford, February 2016

description: This collection comprises images, a site plan, spreadsheet data, a survey statement and scanned site drawings from an archaeological evaluation by trial trenching on land south of Bull Lane, Long Melford, Suffolk. Work was commissioned by CgMs Consulting and undertaken by Archaeology South-East in February 2016. Medieval and post-medieval remains were found
DOI: 10.15468/dl.kgjhd6
title: Occurrence Download

description: A dataset containing 6281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maackia amurensis"
 ]
}

 The dataset includes 6281 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053337-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxt8j8
title: Occurrence Download

description: A dataset containing 560 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes vittatus"
 ]
}

 The dataset includes 560 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053338-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30093613
title: <b>Data and code for The Impacts of Visual Signals on Open Collaboration Platforms</b>

description: This repository contains all data and code necessary to replicate the analyses reported in the manuscript. The dataset includes contributor-level information, pull request records, and activity events. The code files provide scripts for data preprocessing, statistical modeling, and figure generation. Detailed instructions are included in the README file to ensure reproducibility.
DOI: 10.6084/m9.figshare.30093613.v1
title: <b>Data and code for The Impacts of Visual Signals on Open Collaboration Platforms</b>

description: This repository contains all data and code necessary to replicate the analyses reported in the manuscript. The dataset includes contributor-level information, pull request records, and activity events. The code files provide scripts for data preprocessing, statistical modeling, and figure generation. Detailed instructions are included in the README file to ensure reproducibility.
DOI: 10.6084/m9.figshare.30093613.v2
title: <b>Data and code for The Impacts of Visual Signals on Open Collaboration Platforms</b>

description: This repository contains all data and code necessary to replicate the analyses reported in the manuscript. The dataset includes contributor-level information, pull request records, and activity events. The code files provide scripts for data preprocessing, statistical modeling, and figure generation. Detailed instructions are included in the README file to ensure reproducibility.
DOI: 10.15468/dl.7u7bn5
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros ebenum"
 ]
}

 The dataset includes 436 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053336-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zxksa
title: Occurrence Download

description: A dataset containing 4611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dryobates scalaris",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 4611 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053339-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv5pzt
title: Occurrence Download

description: A dataset containing 1401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is FRA.11.1_1",
 "TaxonKey is Pernis apivorus"
 ]
}

 The dataset includes 1401 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053342-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22p8bg
title: Occurrence Download

description: A dataset containing 1117554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is USA.10.43_1",
 "TaxonKey is Passeriformes",
 "Year 1994-2023"
 ]
}

 The dataset includes 1117554 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059786-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57841/casdc.0004582
title: FIGURE 19. Stenus semilineatus Puthz, 1981. A in Taxonomy of Stenus tenuimargo group (Coleoptera, Staphylinidae, Steninae) with descriptions of two new species from China
DOI: 10.15468/dl.44tv55
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Omobranchus obliquus (Garman, 1903)"
 ]
}

 The dataset includes 205 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059812-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzhsvx
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Methanobacterium beijingense Ma et al., 2005"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059813-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d68iv7
title: Occurrence Download

description: A dataset containing 1612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Bassariscus astutus (Lichtenstein, 1830)"
 ]
}

 The dataset includes 1612 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031869-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m92ggp
title: Occurrence Download

description: A dataset containing 56 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 Micrixalus kottigeharensis (Rao, 1937)"
 ]
}

 The dataset includes 56 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026196-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82jyya
title: Occurrence Download

description: A dataset containing 222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia oelandica (Besser) Kom."
 ]
}

 The dataset includes 222 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014240-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ykbjg
title: Occurrence Download

description: A dataset containing 63360 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella marina (Linnaeus, 1758)"
 ]
}

 The dataset includes 63360 records from 418 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031697-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ipgx3w
title: Occurrence Download

description: A dataset containing 14603 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Otis tarda Linnaeus, 1758"
 ]
}

 The dataset includes 14603 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031870-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hesry
title: Occurrence Download

description: A dataset containing 371 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 Limnonectes acanthi (Taylor, 1923)"
 ]
}

 The dataset includes 371 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026101-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.em2c6j
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphenocentrum jollyanum Pierre"
 ]
}

 The dataset includes 466 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169277-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iykx9c
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Litsea neesiana (Schauer) Hemsl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031871-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wk67q
title: Occurrence Download

description: A dataset containing 3 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 Charadrahyla tecuani Campbell, Blancas-Hernández & Smith, 2009"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026104-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6uxuys
title: Occurrence Download

description: A dataset containing 1503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphalis antiopa (Linnaeus, 1758)"
 ]
}

 The dataset includes 1503 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003587-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awr7q9
title: Occurrence Download

description: A dataset containing 177176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Anura"
 ]
}

 The dataset includes 177176 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184382-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iuo0bs
title: Occurrence Download

description: A dataset containing 1191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habia atrimaxillaris (Dwight & Griscom, 1924)"
 ]
}

 The dataset includes 1191 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031873-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcwbp7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campyloneurum castaneum Labiak & R.C.Moran"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0145971-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4qcjn
title: Occurrence Download

description: A dataset containing 15890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Icterus auratus Bonaparte, 1850",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 15890 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026107-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1fjof7
title: Occurrence Download

description: A dataset containing 13966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Campylorhynchus brunneicapillus (Lafresnaye, 1835)"
 ]
}

 The dataset includes 13966 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031875-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wht4ma
title: Occurrence Download

description: A dataset containing 621113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanobacteria"
 ]
}

 The dataset includes 621113 records from 1277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179380-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkia2i
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa pseudosepiaria Harms"
 ]
}

 The dataset includes 53 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070447-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gourt8
title: Occurrence Download

description: A dataset containing 1758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Bassariscus astutus (Lichtenstein, 1830)"
 ]
}

 The dataset includes 1758 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8wgp1
title: Occurrence Download

description: A dataset containing 705 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neocalyptrocalyx longifolium (Mart.) Cornejo & Iltis"
 ]
}

 The dataset includes 705 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070448-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4iag1
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pileanthus vernicosus F.Muell.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046534-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.