cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.czwa44
title: Occurrence Download

description: A dataset containing 353222 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Suivi d'oiseaux sauvages par marquage en France - CRBPO - Base de données de baguage et déplacements d'oiseaux de France / Bird ringing and movement database for France. Centre de Recherches sur la Biologie des Populations d'Oiseaux, Muséum National d'Histoire Naturelle, Paris, France. https://crbpo.mnhn.fr/, Données STOC-EPS, Hotspots de biodiversité en Nouvelle-Aquitaine-Données issues du logiciel \"Faune Charente-Maritime\", Observations aléatoires des espaces protégés de la LPO France et de l'OFB - Observations aléatoires | Marais Estuairien de Rochefort, Projet éolien de Saint Sauveur d'Aunis - Données biodiversité Saint Sauveur d'Aunis, Contributions à l'Observatoire de la biodiversité végétale de Nouvelle-Aquitaine)",
 "GadmGid is FRA.10.1_1",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "Year 2015-2025"
 ]
}

 The dataset includes 353222 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052938-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynfyu2
title: Occurrence Download

description: A dataset containing 179977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crataegus laevigata"
 ]
}

 The dataset includes 179977 records from 999 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052912-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5vpn2
title: Occurrence Download

description: A dataset containing 2114 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ECOPOT_2: Phytoplankton in Flemish waterbodies"
 ]
}

 The dataset includes 2114 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052976-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3wdkg
title: Occurrence Download

description: A dataset containing 1586 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FORMICA_LEPIDOPTERA - Lepidoptera along edge-to-core transects in open and dense forests in the framework of the Forest Microclimate Assessment (FORMICA) project"
 ]
}

 The dataset includes 1586 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052977-250827131500795/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.28675511.v6
title: Research on the application of LLaVA model based on Q-LoRA fine-tuning in medical teaching

description: The Augmented Reality Large Language Model Medical Teaching System integrates Augmented Reality with LLaVA-Med, a medical multimodal large language model based on LLaVA and specifically designed for biomedical applications, employing QLoRA to advance medical education. Deployed on resource-constrained AR devices, such as INMO Air2 glasses, ARLMT overlays real-time visual annotations and textual feedback on medical scenarios to create an immersive and interactive learning environment. Key advancements include a 66\% reduction in memory footprint (from 15.2 GB to 5.1 GB) through QLoRA, enabling efficient operation without compromising performance, and an average response time of 1.009 seconds across various medical imaging categories, surpassing the GPT-4 baseline in both speed and accuracy. The system achieves 98.3% diagnostic accuracy, demonstrating its reliability in real-time applications. By combining visual and textual elements, ARLMT enhances comprehension of complex medical concepts, providing a scalable, real-time solution that bridges technological innovation and pedagogical needs in medical training.
DOI: 10.15468/dl.cmjruh
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Eleocharis yokoscensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052980-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bb72zh
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrocopos major",
 "BasisOfRecord is Specimen",
 "Country is one of (China)"
 ]
}

 The dataset includes 117 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052982-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9768jr
title: Occurrence Download

description: A dataset containing 26532 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepomis gulosus"
 ]
}

 The dataset includes 26532 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052978-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75ubz5
title: Occurrence Download

description: A dataset containing 4419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Elephas maximus",
 "Year 2000-2025"
 ]
}

 The dataset includes 4419 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052979-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3x724t
title: Occurrence Download

description: A dataset containing 2254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrocopos major",
 "BasisOfRecord is Specimen",
 "Country is one of (Ukraine, Slovenia, Croatia, Switzerland, France, United Kingdom of Great Britain and Northern Ireland, Denmark, Greece, Italy, Türkiye, Belgium, Netherlands, Georgia, Sweden, Norway, Finland, Sweden, Australia, Bulgaria, Romania, Hungary, Armenia, Azerbaijan, Iran (Islamic Republic of), Czechia, Belarus, Latvia, Poland, Estonia, Mongolia, Kyrgyzstan, Belarus, Germany, Spain, Portugal, Algeria, Morocco, Tunisia, Mauritania, Kazakhstan)"
 ]
}

 The dataset includes 2254 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052981-250827131500795/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.30102898
title: GenBank and voucher accession numbers of sequences included in the phylogenetic analyses of Aggregatorygma saraanense

description: GenBank and voucher accession numbers of sequences included in the phylogenetic analyses of Aggregatorygma saraanense
DOI: 10.15468/dl.z9um4b
title: Occurrence Download

description: A dataset containing 526319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.99168 36.50446,15.31435 36.32694,15.85501 38.37701,13.93187 38.51221,11.99542 38.14818,12.99168 36.50446))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 526319 records from 614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052913-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyrn9e
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriosema prorepens Benth."
 ]
}

 The dataset includes 48 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201866-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-07.2023910/2357343
title: Data for EMSL Project 48666 from July 2020
DOI: 10.15468/dl.f22ypr
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Retama monosperma (L.) Boiss.",
 "Country is Morocco"
 ]
}

 The dataset includes 59 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042055-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-109996
title: Weiss hearing, 1956

description: 8 images. Weiss hearing, 19 January 1956. Mrs. and Mrs. Donald Weiss (Los Angeles school teacher at Robert Louis Stevenson Junior High School -- communist suspect). ; Caption slip reads: "Photographer: Miller. Reporter: Massard. Assignment: Weiss hearing. 33-34: Mr. & Mrs. Donald Weiss. 23-24, 121-122: Donald Weiss testifying at Board of Ed. hearing. 6: Crowd at hearing."
DOI: 10.15468/dl.6pk4py
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriosema ×prunelloides Welw. ex Baker f."
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201868-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-07.2022903/2357344
title: Data for EMSL Project 48666 from July 2020
DOI: 10.15468/dl.6heptx
title: Occurrence Download

description: A dataset containing 674 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 Rana shuchinae Liu, 1950"
 ]
}

 The dataset includes 674 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028751-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-23270
title: University of Southern California versus (Navy) San Diego United States Naval Training Center, 1951

description: 68 images. University of Southern California versus (Navy) San Diego United States Naval Training Center, 29 September 1951.
DOI: 10.15468/dl.ji7uwy
title: Occurrence Download

description: A dataset containing 2293 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is United Arab Emirates"
 ]
}

 The dataset includes 2293 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042062-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2020-09.2058263/2357345
title: Data for EMSL Project 48666 from September 2020
DOI: 10.25549/examiner-c44-8615
title: David Ben-Gurion parade, 1951

description: 46 images. David Ben-Gurion parade, May 24, 1951. Mayor Fletcher Bowron; David Ben-Gurion (prime minister); Harry Beilin (Israel consul); Paula Ben-Gurion (wife); A. C. Miles (rear administration); John Anson Ford.; More descriptive information with originals.
DOI: 10.15468/dl.s422sm
title: Occurrence Download

description: A dataset containing 1640 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 Litoria darlingtoni (Loveridge, 1945)"
 ]
}

 The dataset includes 1640 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028774-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se7fbs
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriosema ramosum Baker f."
 ]
}

 The dataset includes 47 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201878-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueujiv
title: Occurrence Download

description: A dataset containing 1149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cactaceae",
 "Country is Paraguay",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-80.64 -37.44,-80.64 -5.35,-25.53 -5.35,-25.53 -37.44,-80.64 -37.44))"
 ]
}

 The dataset includes 1149 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042063-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-4659
title: Examiner Society Writers, 1951

description: 8 images. Examiner Society Writers, 1951. Eleanor Boardman; Lynn Spencer; Babette; Igor Cassini; Kay English; Jean Ward; Emily Post; Virginia Armstrong.
DOI: 10.25582/data.2020-07.2023572/2357346
title: Data for EMSL Project 48666 from July 2020
DOI: 10.15468/dl.ke8w67
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eriosema pseudostolzii Verdc."
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201870-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmyq2s
title: Occurrence Download

description: A dataset containing 4884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((35.32496433333334 48.58410666666667, 69.37031999999999 48.58410666666667, 69.37031999999999 65.67073733333334, 35.32496433333334 65.67073733333334, 35.32496433333334 48.58410666666667))",
 "EventDate is 2018-02-01,2018-02-28"
 ]
}

 The dataset includes 4884 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028756-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-6024
title: Babies, 1951

description: 6 images. Babies, May 15, 1951. Mrs. Nita Underwood -- 25 years; Gail Leah Underwood -- 17 days old (father in Korea with Marines); Mrs. Carol Ruiz -- 21 years; Paul Christopher Ruiz -- 6 days old ( father in 40th in Japan).; More descriptive information with originals.
DOI: 10.15468/dl.cftrnd
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Castela erecta Turpin",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 106 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042064-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkexgh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiastopsylla mulleri simplex Haeselbarth, 1965",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008560-231120084113126/datasets/export for details.
DOI: 10.25582/data.2020-07.2025444/2357347
title: Data for EMSL Project 48666 from July 2020
DOI: 10.25549/examiner-c44-4858
title: Overturned auto (Paseo del Mar and Weymouth Avenue) San Pedro, 1951

description: 5 images. Overturned auto (Paseo del Mar and Weymouth Avenue) San Pedro, April 30, 1951. Officer Eddie Maxwell; Officer H. R. Greenlee; Nurse Electa Lockwood; James L. Kellam -- 21 years (USN driver of car); Frank Dartt -- 22 years (USN passenger).; More descriptive information with originals.
DOI: 10.25582/data.2020-08.2027956/2357348
title: Data for EMSL Project 48666 from August 2020
DOI: 10.15468/dl.xt84kb
title: Occurrence Download

description: A dataset containing 26045 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pagurus bernhardus (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 26045 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065276-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eamtzy
title: Occurrence Download

description: A dataset containing 1551 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geokichla wardii (Blyth, 1843)"
 ]
}

 The dataset includes 1551 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0201873-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnxjt2
title: Occurrence Download

description: A dataset containing 9280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Natrix natrix (Linnaeus, 1758)",
 "Geometry POLYGON((-17.04 49.82,-17.04 59.85,10.51 59.85,10.51 49.82,-17.04 49.82))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9280 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053747-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-5588
title: Divorce witness, 1951

description: 4 images. Divorce witness, May 4, 1951. Mrs. Helen Jarvis Alexander.
DOI: 10.25582/data.2020-07.2025115/2357349
title: Data for EMSL Project 48666 from July 2020
DOI: 10.15468/dl.smvwsf
title: Occurrence Download

description: A dataset containing 28 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 Juscelinomys huanchacae Emmons, 1999"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065284-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-111922
title: Sub-Committee hearing on communism, 1954

description: 12 images. Sub-Committee hearing on communism, 14 October 1954. Donald Jackson (1st witness); William O'Dwyer; William F. Price; Pat McMahon; Pat Hillings; Alvin Bentley. ; Caption slip reads: "Photographer: Jensen. Assignment: Sub-committee hearing on communism. 86: Pat Hillings (congressman); Donald Jackson(congressman); Alvin Bentley (congressman). 87-84-85-104-105: Wm. O'Dwyer. 94: General view -- Donald Jackson (back to camera on stand). At table, L - R: Wm. F. Price, asst. to Pat Hillings; Pat McMahon -- staff consultant; Rep. Pat Hillings; Rep. Alvin Bentley. 95: Donald Jackson, 1st witness. 92-93: Wm. O'Dwyer on witness stand. 98-99: General view -- Wm O'Dwyer (witness back to camera); L to R at table: Wm F. Price (asst. to Hillings); Pat McMahon (consultant); Rep. Pat Hillings; Rep. Alvin Bentley."
DOI: 10.15468/dl.zauryq
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Retama sphaerocarpa (L.) Boiss.",
 "Country is Morocco"
 ]
}

 The dataset includes 27 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042066-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11287222
title: دور التخطيط المالي في الحد من الفساد المالي وعلاقته بتحقيق النمو الاقتصادي دراسة تطبيقية على دولة ليبيا
title: The role of financial planning in reducing financial corruption and its relationship to achieving economic growth An applied study on the state of Libya

description:            أصبحت ظاهرة الفساد المالي في ليبيا تتصدر العديد من التقارير الدولية والمحلية في السنوات الأخيرة، حتى أصبحت ليبيا تتقدم العديد من دول العالم في قائمة الدول الأكثر فساداً، وذلك حسب مؤشر مدركات الفساد وتقارير ديوان المحاسبة الليبي. حيث ألقت هذه الظاهرة بظلالها على مختلف جوانب الحياة في ليبيا ولا سيما الاقتصادية منها، إذ تشكل خطراً على مسيرة النمو والتنمية التي تسعى ليبيا لتحقيقهما، الأمر الذي دعا العديد من الباحثين والأكاديميين لدراسة هذه الظاهر للوقوف على أسبابها ومحاولة الحد منها والقضاء عليها.

أن عدم استخدام التخطيط بشكل عام والتخطيط المالي بشكل خاص يساهم في هدر الموارد المالية وعدم وصول المؤسسات إلى أهدافها المنشودة، ويشجع انتشار الفساد المالي والإداري في مؤسسات الدولة. لذا جاءت هذه الدراسة للتحقق من دور التخطيط المالي في الحد من الفساد المالي، بالإضافة لذلك دراسة العلاقة بين الفساد المالي والنمو الاقتصادي في ليبيا خلال الفترة 2021-2000. 

تقوم الدراسة على فرضية أن علاقة المؤشرات الدالة على الفساد ذات دلالة معنوية مع النمو الاقتصادي في ليبيا، وأن تفعيل دور التخطيط المالي يمكّننا الحد من الفساد المالي والإداري ويساهم بشكل فعّال في القضاء على هذه الظاهرة، وللوصول إلى التأكد من صحة الفرضيات تقوم الدراسة بتوظيف المنهج الوصفي للظاهرة إلى جانب التحليل الاحصائي وذلك باستخدام العديد من المؤشرات الاقتصادية، والمؤشرات السياسية، ومؤشرات الحوّكمة، ومؤشر مدركات الفساد. تستخدم الدراسة البيانات السنوية المنشورة في المنظمات الدولية عن ليبيا وتغطي فترة 22 سنة، حيث مرت ليبيا في خلال هذه السنوات بأوضاع سياسية واقتصادية مختلفة، وسوف تقدم الدراسة النتائج بعد إجراء التحليلات اللازمة .