cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29842058
title: 5210- Geeta.docx

description: As the Internet rapidly evolves and information proliferates exponentially, consumers face data overload and the dilemma of choice. Personalized recommendation systems (RSs) are essential in reducing this burden by assisting users in filtering and then selecting data according to their tastes and needs. These solutions not only boost user experience and satisfaction but also provide chances for businesses and platforms to boost user engagement, sales, and advertising effectiveness. This work looks to gauge and contrast the computational efficiency of different methods— Term Frequency-Inverse Document Frequency (TF-IDF), K-Nearest Neighbours (KNN), Jaccard Similarity (JS), Autoencoder, and Bernoulli Restricted Boltzmann Machine (RBM) —across multiple text processing tasks. It looks to gauge the efficacy of different methods by analysing the time needed for each job, offering insights into their appropriateness for practical text similarity and retrieval applications. The dataset included in the study was simulated to reflect standard text-processing workflows, emphasizing vectorization, similarity computations, and attention mechanisms. Various similarity measures are utilized to provide recommendations. The findings underscore the compromises between the methodologies regarding computing time and precision. TF-IDF surpassed Jaccard in speed, especially in vectorization and similarity score extraction, becoming it the best option for situations requiring rapid processing. The results validate the choice of TF-IDF, KNN, and Jaccard as the principal approaches for similarity computing, elucidating their respective strengths and limits. The novel integration of these methodologies with attention mechanisms and optimizations introduces originality to the domain, providing fresh insights into enhancing similarity calculations for both precision and computing efficiency. These results will facilitate the development of more efficient, scalable, and precise similarity models in diverse natural language processing (NLP) along with machine learning (ML) applications
DOI: 10.6084/m9.figshare.29842058.v1
title: 5210- Geeta.docx

description: As the Internet rapidly evolves and information proliferates exponentially, consumers face data overload and the dilemma of choice. Personalized recommendation systems (RSs) are essential in reducing this burden by assisting users in filtering and then selecting data according to their tastes and needs. These solutions not only boost user experience and satisfaction but also provide chances for businesses and platforms to boost user engagement, sales, and advertising effectiveness. This work looks to gauge and contrast the computational efficiency of different methods— Term Frequency-Inverse Document Frequency (TF-IDF), K-Nearest Neighbours (KNN), Jaccard Similarity (JS), Autoencoder, and Bernoulli Restricted Boltzmann Machine (RBM) —across multiple text processing tasks. It looks to gauge the efficacy of different methods by analysing the time needed for each job, offering insights into their appropriateness for practical text similarity and retrieval applications. The dataset included in the study was simulated to reflect standard text-processing workflows, emphasizing vectorization, similarity computations, and attention mechanisms. Various similarity measures are utilized to provide recommendations. The findings underscore the compromises between the methodologies regarding computing time and precision. TF-IDF surpassed Jaccard in speed, especially in vectorization and similarity score extraction, becoming it the best option for situations requiring rapid processing. The results validate the choice of TF-IDF, KNN, and Jaccard as the principal approaches for similarity computing, elucidating their respective strengths and limits. The novel integration of these methodologies with attention mechanisms and optimizations introduces originality to the domain, providing fresh insights into enhancing similarity calculations for both precision and computing efficiency. These results will facilitate the development of more efficient, scalable, and precise similarity models in diverse natural language processing (NLP) along with machine learning (ML) applications
DOI: 10.5517/ccdc.csd.cc2p4yph
title: CCDC 2477417: Experimental Crystal Structure Determination

description: Related Article: Wen-Hua Chiou|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.wm23ag
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Danio margaritatus)",
 "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 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020694-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16754610
title: Scores for climate change actions for impacts on nexus elements and supporting references

description: Scores for climate change actions for impacts on nexus elements and supporting references used in P. Smith et al. "Impacts of climate change interventions on biodiversity, water, the food system and human health and well-being." published in Global Change Biology
DOI: 10.5281/zenodo.16754611
title: Scores for climate change actions for impacts on nexus elements and supporting references

description: Scores for climate change actions for impacts on nexus elements and supporting references used in P. Smith et al. "Impacts of climate change interventions on biodiversity, water, the food system and human health and well-being." published in Global Change Biology
DOI: 10.15468/dl.33gv38
title: Occurrence Download

description: A dataset containing 28971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscartes ventralis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 28971 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020692-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbtrjr
title: Occurrence Download

description: A dataset containing 572 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscartes virescens)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 572 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020695-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.zhzx7b
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.82frk4
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 (Ognorhynchus icterotis)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020697-250802193616735/datasets/export for details.
DOI: 10.15468/dl.5fv2dj
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 (Ognorhynchus icterotis)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020696-250802193616735/datasets/export for details.
DOI: 10.15468/dl.eks2f3
title: Occurrence Download

description: A dataset containing 6482 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 (Ognorhynchus icterotis)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 6482 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020698-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/hoo1zb
title: SME's Policy Dataset

description: his dataset accompanies the research paper titled “Policy Gaps in SME Financing: Comparative Analysis of U.S., GCC, and South Asian Models.” It provides a structured comparison of policy-relevant indicators for small and medium-sized enterprise (SME) financing across five key economies: United States, United Arab Emirates (UAE), Qatar, India, and Pakistan, covering the period 2018–2024.

The dataset consolidates high-level national data and policy characteristics from official sources, and presents indicators across three pillars:

Regulatory Frameworks (e.g., presence of SME policy, insolvency law reforms, collateral regulations)

Financial Institutions’ Role (e.g., SME credit as % of total lending, key government institutions)

Fintech Integration (e.g., adoption level, availability of digital lending platforms)

The aim is to support comparative research and inform policy recommendations for strengthening SME access to finance, especially in emerging markets.

📊 Data Variables (Columns)
Country – Jurisdiction included in the study

SME Credit (% of Total Bank Lending) – Share of total domestic bank lending directed to SMEs

Credit Guarantee Scheme – Name of the primary credit guarantee program

Fintech Adoption Level – Qualitative measure (High, Moderate, Emerging)

Movable Collateral Law – Indicates presence of laws allowing use of movable assets as loan collateral

SME Contribution to GDP (%) – SME sector’s contribution to gross domestic product

Dedicated SME Policy/Strategy – Presence of national SME development policy

Key Government Institution – Main public institution responsible for SME finance/policy

Latest Insolvency Reform – Most recent legal reform facilitating SME bankruptcy or restructuring

📅 Time Period Covered
2018–2024 (latest available data for each country)

🌍 Geographic Coverage
United States

United Arab Emirates

Qatar

India

Pakistan

📚 Sources
Data compiled from:

World Bank Doing Business Reports

IMF Country Reports

U.S. Small Business Administration (SBA)

Emirates Development Bank (EDB)

Qatar Development Bank (QDB)

Reserve Bank of India (RBI)

State Bank of Pakistan (SBP)

Government SME Development Policies

Peer-reviewed academic and institutional reports

Keywords
SME financing, regulatory policy, fintech, credit access, credit guarantee, emerging markets, GCC, South Asia, development finance, public-private partnership, insolvency reform
DOI: 10.15468/dl.aezu83
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum indicum",
 "Country is Antigua and Barbuda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020699-250802193616735/datasets/export for details.
DOI: 10.15468/dl.j2qt5c
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum indicum",
 "Country is Barbados",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020700-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7456qh
title: Occurrence Download

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

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020701-250802193616735/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/12692641
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.aagxu7
title: Occurrence Download

description: A dataset containing 491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscopus calciatilis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 491 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020702-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v95eq9
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Cymbopogon citratus"
 ]
}

 The dataset includes 115 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020703-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvbwpa
title: Occurrence Download

description: A dataset containing 1779 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscopus budongoensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1779 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020704-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6awbp
title: Occurrence Download

description: A dataset containing 4962 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Percina nigrofasciata)",
 "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 4962 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020706-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjdh8r
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycodon fasciatus",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020707-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8uge6
title: Occurrence Download

description: A dataset containing 21134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phylloscopus canariensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 21134 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020705-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25822/qsmy-dd54
title: Retrospective Analysis of Sleep in Pediatric (RASP) cohorts study
DOI: 10.15468/dl.npqx36
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Sorghum bicolor"
 ]
}

 The dataset includes 72 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020708-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sd8u23
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 (Ognorhynchus icterotis)",
 "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/0020709-250802193616735/datasets/export for details.
DOI: 10.15468/dl.ad94ap
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 (Ognorhynchus icterotis)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020710-250802193616735/datasets/export for details.
DOI: 10.15468/dl.d2tbzt
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 (Ognorhynchus icterotis)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020711-250802193616735/datasets/export for details.
DOI: 10.15468/dl.rwkq9f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum indicum",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020712-250802193616735/datasets/export for details.
DOI: 10.15468/dl.rcn5qa
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum indicum",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020713-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86pgh5
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020714-250802193616735/datasets/export for details.