cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15696395
title: Replication data for "Regulating Manufacturing FDI: Local Labor Market Responses to a Protectionist Policy in Indonesia"

description: We analyze the effect of rising protectionism towards foreign direct investment (FDI) on domestic employment, exploiting revisions in Indonesia’s highly granular negative investment list and spatial variation in the initial location of affected firms. The increase in FDI restrictions led to local employment gains, accounting for about one-tenth of the aggregate employment growth observed in Indonesia between 2006 and 2016. These gains were accompanied by a reorganization of the local production structure and new firm entries in the manufacturing sector, particularly among small firms with fewer than 20 employees. While these results are consistent with an increase in the labor-to-capital ratio among regulated firms, we find that at least three-quarters of the employment gains are driven by indirect effects, including integration of firms in local value chains, and increased immigration. However, we do not find evidence of welfare gains at the local level.
DOI: 10.5281/zenodo.15696396
title: Replication data for "Regulating Manufacturing FDI: Local Labor Market Responses to a Protectionist Policy in Indonesia"

description: We analyze the effect of rising protectionism towards foreign direct investment (FDI) on domestic employment, exploiting revisions in Indonesia’s highly granular negative investment list and spatial variation in the initial location of affected firms. The increase in FDI restrictions led to local employment gains, accounting for about one-tenth of the aggregate employment growth observed in Indonesia between 2006 and 2016. These gains were accompanied by a reorganization of the local production structure and new firm entries in the manufacturing sector, particularly among small firms with fewer than 20 employees. While these results are consistent with an increase in the labor-to-capital ratio among regulated firms, we find that at least three-quarters of the employment gains are driven by indirect effects, including integration of firms in local value chains, and increased immigration. However, we do not find evidence of welfare gains at the local level.
DOI: 10.7910/dvn/l1tznd
title: Mental Line

description: EEG dataset
DOI: 10.15468/dl.u9vxpj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Cyclarhis gujanensis)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023915-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn5r9a
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023916-250802193616735/datasets/export for details.
DOI: 10.15468/dl.2gv77y
title: Occurrence Download

description: A dataset containing 6249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonchura punctulata",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6249 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023912-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x49jzk
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molgula manhattensis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023917-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fk53n
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molgula manhattensis",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023918-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfxgwb
title: Occurrence Download

description: A dataset containing 281568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Psephotus haematonotus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 281568 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023877-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3fmsq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Cyclarhis gujanensis)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023919-250802193616735/datasets/export for details.
DOI: 10.5281/zenodo.15335333
title: AI-Based Validation Results for the Automated Requirement Extraction and Compliance Verification Framework (Method 1)

description: These supplementary materials support an AI-based compliance verification framework developed to extract and validate regulatory requirements from construction quality documents. This upload includes two parts: detailed AI-generated validation outputs for three representative samples of each construction document type concrete mix design, concrete delivery docket, and concrete test reports and a summary of requirement-level compliance results and confusion matrix analysis. These results correspond to the framework evaluated as Method 1 in the study.
DOI: 10.5281/zenodo.16757924
title: AI-Based Validation Results for the Automated Requirement Extraction and Compliance Verification Framework (Method 1)

description: These supplementary materials support an AI-based compliance verification framework developed to extract and validate regulatory requirements from construction quality documents. This upload includes two parts: detailed AI-generated validation outputs for three representative samples of each construction document type concrete mix design, concrete delivery docket, and concrete test reports and a summary of requirement-level compliance results and confusion matrix analysis. These results correspond to the framework evaluated as Method 1 in the study.
DOI: 10.15468/dl.c6kfr6
title: Occurrence Download

description: A dataset containing 11676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudhirundo griseopyga)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 11676 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023920-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqzmwx
title: Occurrence Download

description: A dataset containing 1069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudibis davisoni)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1069 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023921-250802193616735/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.29850116
title: Plant based products - Chilean Market

description: Plant-based products collected from the Chilean market 2024
DOI: 10.6084/m9.figshare.29850116.v1
title: Plant based products - Chilean Market

description: Plant-based products collected from the Chilean market 2024
DOI: 10.15468/dl.x37fz5
title: Occurrence Download

description: A dataset containing 1400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nemacheilidae"
 ]
}

 The dataset includes 1400 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023922-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edtynz
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glyptothorax ngapang)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023924-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzrbft
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calanthe davidii"
 ]
}

 The dataset includes 259 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023923-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asuj3f
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molgula manhattensis",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023925-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdzrmj
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudobias wardi)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2032 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023926-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tahce
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molgula manhattensis",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023927-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ccne83
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molgula manhattensis",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023929-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nwdu9
title: Occurrence Download

description: A dataset containing 11571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fringilla montifringilla",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11571 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023928-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8ofuo
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010235-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8plrd
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088611-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3fs44
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lomatium cusickii (S.Watson) J.M.Coult. & Rose"
 ]
}

 The dataset includes 391 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012976-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.govnz8
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097053-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25zqr2
title: Occurrence Download

description: A dataset containing 1238984245 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aves"
 ]
}

 The dataset includes 1238984245 records from 5496 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163178-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2qzhw
title: Occurrence Download

description: A dataset containing 3565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Sorex palustris Richardson, 1828, Sorex navigator (Baird, 1858))"
 ]
}

 The dataset includes 3565 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008561-250415084134356/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.30339892
title: Data and codes for Ab initio correlated calculations without basis set error: Numerically precise all-electron RPA correlation energies for diatomic molecules.

description: The main codes and data for Ab initio correlated calculations without basis set error: Numerically precise all-electron RPA correlation energies for diatomic molecules.
DOI: 10.6084/m9.figshare.30339892.v1
title: Data and codes for Ab initio correlated calculations without basis set error: Numerically precise all-electron RPA correlation energies for diatomic molecules.

description: The main codes and data for Ab initio correlated calculations without basis set error: Numerically precise all-electron RPA correlation energies for diatomic molecules.
DOI: 10.5281/zenodo.17290972
title: Original data of a53x2 design (part I/III)

description: This is the first part of the raw data of the input features for a53x2 design in our training set. The raw data are obtained directly from EDA tools and have been sanitized to comply with NDA.
DOI: 10.5281/zenodo.17290973
title: Original data of a53x2 design (part I/III)

description: This is the first part of the raw data of the input features for a53x2 design in our training set. The raw data are obtained directly from EDA tools and have been sanitized to comply with NDA.
DOI: 10.15468/dl.dras5v
title: Occurrence Download

description: A dataset containing 1494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geranium versicolor, Geranium romanum versicolor, Geranium romanum versicolor, Geranium romanum versicolor, Geranium striatum parvulum, Geranium romanum versicolor, Geranium freyeri, Geranium striatum, Geranium striatum glabratum, Geranium nodosum striatum, Geranium striatum glabratum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 1494 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080926-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hpzrsp5rgh
title: The Transformation of Quality-Cultural Tourism into Overtourism: A Review of Bali’s Tourism Trajectory

description: This report examines the transformation of Bali's tourism model from one grounded in cultural quality to a mass-tourism paradigm resulting in overtourism. Drawing from a range of governmental, academic, and media sources, the study explores the historical trajectory, multidimensional impacts, and current policy responses to tourism-related challenges. Through critical analysis, it uncovers regulatory gaps, socio-environmental consequences, and the economic paradoxes embedded in Bali's dependence on tourism. The report advocates for a paradigm shift towards sustainable, high-value tourism and proposes strategic pathways involving branding, governance reform, community empowerment, and environmental stewardship.
This report synthesizes secondary data from government reports, academic journals, tourism association publications, and media sources spanning 2019–2025. A qualitative desk review methodology was employed to analyze the socio-cultural, environmental, and regulatory dimensions of overtourism in Bali. Infographic design was based on thematic data visualization principles to distill complex issues for broad audiences.
DOI: 10.17632/hpzrsp5rgh.1
title: The Transformation of Quality-Cultural Tourism into Overtourism: A Review of Bali’s Tourism Trajectory

description: This report examines the transformation of Bali's tourism model from one grounded in cultural quality to a mass-tourism paradigm resulting in overtourism. Drawing from a range of governmental, academic, and media sources, the study explores the historical trajectory, multidimensional impacts, and current policy responses to tourism-related challenges. Through critical analysis, it uncovers regulatory gaps, socio-environmental consequences, and the economic paradoxes embedded in Bali's dependence on tourism. The report advocates for a paradigm shift towards sustainable, high-value tourism and proposes strategic pathways involving branding, governance reform, community empowerment, and environmental stewardship.
This report synthesizes secondary data from government reports, academic journals, tourism association publications, and media sources spanning 2019–2025. A qualitative desk review methodology was employed to analyze the socio-cultural, environmental, and regulatory dimensions of overtourism in Bali. Infographic design was based on thematic data visualization principles to distill complex issues for broad audiences.
DOI: 10.17632/nm233hnd6y.3
title: Scattered Image Dataset with Noncoherent Light for Deep Learning Restoration

description: This dataset consists of grayscale image pairs, where each pair includes a scattered input image and its corresponding ground truth projection. The data was acquired using a custom, low-cost optical setup built around a Raspberry Pi, which projects structured patterns through various optical diffusers and captures the resulting scattered light with a digital camera. All images are stored in PNG format with a resolution of 256×256 pixels and 8-bit depth.
Data collection was performed under different scattering conditions, achieved by employing multiple diffusers with varying physical thicknesses and scattering coefficients. The projected patterns comprise digits, geometric figures, and textures, providing a diverse set of visual features. Each dataset entry thus offers a direct mapping between a scattered observation and the original undistorted pattern, supporting research on deep learning-based image restoration and scattering compensation.