cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110828359
title: Persepolis Fortification Elamite Tablet 0831, PF 0831

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0831 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Damage on left edge, cracks and damage on obverse. Crack on right edge, upper edge.
DOI: 10.25549/inscriptifact-ouc110829329
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829328
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829321
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110829254
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.15468/dl.um3sg2
title: Occurrence Download

description: A dataset containing 3904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (May, February, August, November)",
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara chilensis",
 "Year 2024-2025"
 ]
}

 The dataset includes 3904 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029163-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110829210
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110828972
title: Persepolis Fortification Elamite Tablet 1225, PF 1225

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 1225 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge? Reverse, upper edge. ❧ [Physical Object Note:] Many black spots on tablet.
DOI: 10.25549/inscriptifact-ouc110828851
title: Persepolis Fortification Elamite Tablet 0831, PF 0831

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF 0831 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on left edge. ❧ [Physical Object Note:] Damage on left edge, cracks and damage on obverse. Crack on right edge, upper edge.
DOI: 10.3535/70b-p5n-j0p
title: †Stensioeina esnehensis Nakkady, 1950

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lde-rcx-6jn
title: Siphouvigerina Parr, 1950

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9my-dgb-q0r
title: Eucythere (Eucythere) Brady, 1868

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z55-s4w-pk7
title: Sorites orbiculus (Forsskål in Niebuhr, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/87l-6yc-xvp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cme-47g-2na
title: Cytheridea (Cytheridea) Bosquet, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6ce-brk-qdq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k31-3qq-vb2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3t1-tpg-3e5
title: Orbulina universa d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4m-cr0-bfc
title: Guttulina communis (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3rc-1av-6a7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xtb-98r-4yf
title: Ammonia Brünnich, 1771

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hy-n1l-h0q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e2x-n82-kmj
title: †Neobulimina aspera (Cushman & Parker, 1940)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jyq-9wp-cnw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/098-y1g-w6w
title: Heterostegina depressa d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tle-d0c-f7e
title: Lacroixilepis Keith, 2007

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lkt-tdg-mxl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5dk-wd4-t89
title: Spiroloculina excavata d'Orbigny, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wz9-mr4-nqt
title: Ammonia batava (Hofker, 1951)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/acw-jmr-kej
title: Pseudoclavulina mexicana (Cushman, 1922)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9nq-ts4-28c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxe-04m-yyv
title: †Krithe cushmani Alexander, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/199-qyc-ts4
title: Triloculina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ep1-c7x-71n
title: †Cytheropteron inaequivalve Bonnema, 1941

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n07-0kf-0lx
title: †Textularia decrescens Cushman & Ten Dam, 1947

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bbm-4sw-k70
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nrg-q2e-bsp
title: Siphogaudryina Cushman, 1935

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0lw-xzy-rsn
title: †Hanzawaia producta (Terquem, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cax-n3x-0h8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zf-kla-mx9
title: Pyrgo Defrance, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lq6-pyt-a3k
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.vgua55
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tawi Tawi, Reef Fishes, Philippines"
 ]
}

 The dataset includes 135 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023931-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6lk-4n2-3h2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n8d-j4g-plt
title: Lingulina carinata d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sq0-g1w-qay
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/65m-mjt-dxl
title: Spirillina decorata Brady, 1884

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gcn-084-g7f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jq0-011-rdg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yc3-lpp-y1f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a3h-p30-syz
title: Pararotalia audouini (d'Orbigny, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57701/suf.rsdj.2014.1-0
title: Abgeschlossene Rehabilitation 2014
title: SUF
title: RSDJ

description: Scientific Use File Abgeschlossene Rehabilitation (SUF.RSDJ):Grundlage des Querschnittsdatensatzes SUF.RSDJ ist die Reha-Statistik-Datenbasis (§ 4 RSVwV, SK94). Die Grundgesamtheit des SUF.RSDJ bilden Personen, die mindestens eine medizinische oder berufliche Rehabilitation abgeschlossen haben. Dargestellt werden jeweils die jüngsten Reha-Leistungen der Person; für die medizinische Rehabilitation ist dies auf vier, für die berufliche Rehabilitation auf sechs beschränkt. Es wird eine disproportional geschichtete Zufallsstichprobe gezogen, die 10 Prozent für Personen mit mindestens einer medizinischen Leistung, 35 Prozent für Personen mit mindestens einer Leistung zur Teilhabe am Arbeitsleben sowie 35 Prozent für Personen, die sowohl medizinische als auch berufliche Leistungen in Anspruch genommen haben.Neben soziodemographischen Angaben fließen Informationen aus Reha-Antrag und -Bescheid wie beispielsweise Leistungs- oder Durchführungsart ein. Die sozialmedizinische Dokumentation bei Entlassung umfasst unter anderem Informationen zu Reha-Dauer, Behandlungsform, fünf ICD-Diagnosen, Entlassungsform, Vorschläge für nachfolgende Maßnahmen, Arbeitsfähigkeit und Leistungsvermögen.
DOI: 10.5281/zenodo.15050467
title: Dataset of Photoacid-induced Supramolecular Network Disassembly: a Systems Approach to Stimuli-responsive Polymers

description: Source data related to the publication titled "Photoacid-induced Supramolecular Network Disassembly: a Systems Approach to Stimuli-responsive Polymers". These data files should be considered together with the manuscript and the Supplementary Information of the article.
DOI: 10.5281/zenodo.15050468
title: Dataset of Photoacid-induced Supramolecular Network Disassembly: a Systems Approach to Stimuli-responsive Polymers

description: Source data related to the publication titled "Photoacid-induced Supramolecular Network Disassembly: a Systems Approach to Stimuli-responsive Polymers". These data files should be considered together with the manuscript and the Supplementary Information of the article.
DOI: 10.15468/dl.cnwkkp
title: Occurrence Download

description: A dataset containing 9726255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, France)",
 "TaxonKey is one of (Aves, Insecta, Chiroptera)",
 "Year 2023-2023"
 ]
}

 The dataset includes 9726255 records from 1369 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008615-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13133/uniroma1/6njanr
title: al-Fajr_1-8_1990_01_The International System Between Bipolarization and American Leadership

description: The article is titled "The International System Between Bipolarization and American Leadership" and is authored by Nur al-Din al-Harsani. It explores the transformation of the international system as it shifts away from the bipolar structure that characterized the Cold War. The piece focuses on the effects of events in Eastern Europe and the decline of the Soviet Union while examining the potential for American leadership in this new context. It was published on 9 June 1990. The document is presented in its original Arabic language with OCR processing to enable text searchability.
DOI: 10.15468/dl.g7d597
title: Occurrence Download

description: A dataset containing 47085 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (China, Hong Kong, Macao)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea cinerea Linnaeus, 1758"
 ]
}

 The dataset includes 47085 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011667-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkjjwz
title: Occurrence Download

description: A dataset containing 38018 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United Kingdom of Great Britain and Northern Ireland, Isle of Man, Guernsey, Jersey, Ireland)",
 "TaxonKey is Rattus norvegicus (Berkenhout, 1769)"
 ]
}

 The dataset includes 38018 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011669-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pjdhk
title: Occurrence Download

description: A dataset containing 3410407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tranzschelia arthurii Tranzschel & M.A.Litv., Pseudodineura mentiens (Thomson, 1871), Oriolus sagittatus (Latham, 1802), Trichoglossus rubritorquis Vigors & Horsfield, 1827, Corvus ossifragus A.Wilson, 1812, Anicetus beneficus Ishii & Yasumatsu, 1954, Coccidoctonus dubius (Girault, 1915), Tenthredo omissa (Foerster, 1844), Nephrotoma flavescens (Linnaeus, 1758), Lixus iridis A.G.Olivier, 1807, Lygocoris pabulinus (Linnaeus, 1761), Orthops campestris (Linnaeus, 1758), Pammene aurana (Fabricius, 1775), Meliscaeva auricollis (Meigen, 1822), Tenthredo mioceras (Enslin, 1912), Tenthredo temula Scopoli, 1763, Cheilosia illustrata (Harris, 1780), Chrysogaster solstitialis (Fallén, 1817), Conops strigatus Wiedemann, 1824, Depressaria radiella (Goeze, 1783), Leucozona laternaria (Müller, 1776), Taphridium umbelliferarum (Rostr.) Lagerh. & Juel, Symphyosirinia heraclei E.A.Ellis, Phytomyza heracleana Hering, 1937, Ophiomyia heracleivora Spencer, 1957, Dactylella arnaudii Yadav, Ophiobolus erythrosporus (Riess) G.Winter, Periconia cookei E.W.Mason & M.B.Ellis, Trichoderma koningii Oudem., Stachylidium bicolor Link, Unguiculella hamulata (Feltgen) Höhn., Agapanthia villosoviridescens (Degeer, 1775), Dendryphiella infuscans (Thüm.) M.B.Ellis, Arnium apiculatum (Griffiths) N.Lundq., Resinicium bicolor (Alb. & Schwein.) Parmasto, Liparus germanus (C.Linnaeus, 1758), Ascochyta heraclei Lib., Pleospora herbarum P.Karst, 1863, Eysarcoris venustissimus (Schrank, 1776), Nectria inventa Pethybr., Phyllachora heraclei (Fr.) Fuckel, Puccinia heraclei Grev., Dapsilarthra apii (Curtis, 1826), Chorebus ampliator (Nees, 1834), Cavariella theobaldi (Gillette & Bragg, 1918), Pompilus scelestus Cresson, 1865, Chrysops indus Osten Sacken, 1875, Euschistus ictericus (Linnaeus, 1763), Formica neogagates Viereck, 1903, Bibio necotus Hardy, 1937)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3410407 records from 1378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011242-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636661
title: Data
DOI: 10.5281/zenodo.17636662
title: Data
DOI: 10.15468/dl.brfmh7
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((150.85289 -34.6188,150.85274 -34.61912,150.85998 -34.62837,150.86165 -34.62753,150.8556 -34.61772,150.85289 -34.6188))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040619-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pnaq6
title: Occurrence Download

description: A dataset containing 142062 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippoglossoides platessoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 1989"
 ]
}

 The dataset includes 142062 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040580-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hj94s7
title: Occurrence Download

description: A dataset containing 2709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elymus lanceolatus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2709 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040618-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vyu4j
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-105.7188 21.29913, -105.5688 21.29913, -105.5688 21.44913, -105.7188 21.44913, -105.7188 21.29913))"
 ]
}

 The dataset includes 54 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040620-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636652
title: From Data to Desire: How Machine Learning Shapes Consumer Decisions

description: This study aims to examine how purchase decisions in e-commerce are influenced by machine learning-driven personalizing recommendations and their impact on user shopping intention and shopping behavior. This study uses quantitative data which is form and gathered 257 respondents in Jabodetabek region, aged from 18 to 51 years old, these respondents have experience in shop online. This quantitative analysis uses partial least square structural equation modelling (PLS-SEM). The data was gathered by using Google Form questionnaires. Therefore, using the result of this study it reveals the machine learning in e-commerce for understanding and predicting user preferences has a significant impact on shopping behaviour which there is intention-related factors, such as online shopping experience, price, product quality, reputation and credibility, service quality, and customer engagement where it optimizes customer experience, understands behavior, and enhances business performance. These findings highlight that machine learning in e-commerce for understanding and predicting user preferences has a significant impact on shopping behavior.