cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fp5uta
title: Occurrence Download

description: A dataset containing 1384 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleutherococcus senticosus (Rupr. & Maxim.) Maxim."
 ]
}

 The dataset includes 1384 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0353305-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnsw4t
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-115.72266 -60.0586,-8.05958 -63.29477,-44.94139 85.72266,-178.0957 78.13476,-115.72266 -60.0586))",
 "HasCoordinate is true",
 "TaxonKey is Strongylocentrotus franciscanus (A.Agassiz, 1863)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 196 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000140-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hm4vc
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Finland",
 "Country is Norway",
 "Country is Sweden"
 ]
 },
 "TaxonKey is Sericomyia jakutica (Stackelberg, 1927)"
 ]
}

 The dataset includes 13 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266674-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gqg5yu
title: Occurrence Download

description: A dataset containing 7759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ciconia boyciana Swinhoe, 1873)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7759 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056798-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq4a32
title: Occurrence Download

description: A dataset containing 6760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cygnus olor (J.F.Gmelin, 1789)",
 "Year 2011-2018"
 ]
}

 The dataset includes 6760 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172121-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qzczr
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversidad potencial de macroalgas en el Sistema de Información en Biodiversidad para Aysén (SIB-Aysén), Chile"
 ]
}

 The dataset includes 287 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045215-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6btyu6
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is SANT",
 "TaxonKey is Festuca gigantea (L.) Vill."
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0366721-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5whqac
title: Occurrence Download

description: A dataset containing 5642 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cedrela odorata L."
 ]
}

 The dataset includes 5642 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000136-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8eu96e
title: Occurrence Download

description: A dataset containing 7945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Ornithorhynchus anatinus (Shaw, 1799)"
 ]
}

 The dataset includes 7945 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013636-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7nhtbz
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ribes rubrisepalum L.T.Lu"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056799-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdjudr
title: Occurrence Download

description: A dataset containing 488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cenchrus longisetus M.C.Johnst."
 ]
}

 The dataset includes 488 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0342192-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdbk56
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is SANT",
 "TaxonKey is Festuca heterophylla Lam."
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0366723-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjayc7
title: Occurrence Download

description: A dataset containing 1440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((2.02149 44.54873,-5.83008 37.94997,-5.83008 33.38253,7.88086 35.41293,12.45117 30.09445,21.94336 29.38217,29.32617 29.58619,33.42774 29.78981,35.88867 32.20041,41.54297 37.06686,29.35547 39.09596,25.3711 43.83453,17.87109 46.31658,10.60547 47.11999,2.02149 44.54873))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corallium rubrum (Linnaeus, 1758)"
 ]
}

 The dataset includes 1440 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042692-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytd3c4
title: Occurrence Download

description: A dataset containing 1166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Russula alutacea (Fr.) Fr., Russula roseipes Secr. ex Bres.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1166 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166539-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42ymsf
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celmisia argentea Kirk"
 ]
}

 The dataset includes 73 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045216-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9vrkz
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Fossil",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Material sample"
 ]
 },
 "Country is Spain",
 "Geometry POLYGON((0.44678 40.5138,8.18115 40.5138,8.18115 42.66089,0.44678 42.66089,0.44678 40.5138))",
 "HasCoordinate is true",
 "TaxonKey is Elasmobranchii",
 "Year 1970-2021"
 ]
}

 The dataset includes 245 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171489-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnkbdx
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cortinarius lebretonii Quél., Cortinarius pseudoglaucopus Jul.Schäff.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 159 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0167314-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruvztf
title: Occurrence Download

description: A dataset containing 202 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pterodroma cookii (G.R.Gray, 1843)",
 "Year 2020-2021"
 ]
}

 The dataset includes 202 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058116-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.juvrfh
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida, Gnetopsida, Cycadopsida, Cycadopsis Debey, 1848, Pinopsida, Ginkgoopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((66.0621 56.2, 67.26509 56.39012, 66.74272 56.64066, 65.65405 56.58895, 65.51564 56.38871, 66.0621 56.2)))"
 ]
}

 The dataset includes 171 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176876-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2532n9
title: Occurrence Download

description: A dataset containing 63592 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Primula farinosa Nutt., Primula farinosa L., Primula farinosa Schangin, Primula farinosa M.Bieb., Primula farinosa Griseb.)"
 ]
}

 The dataset includes 63592 records from 319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0166280-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg4pjz
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida, Liliopsida)",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Geometry MULTIPOLYGON (((-109.4123 53.80823, -108.8212 54.06008, -108.7759 54.43112, -109.655 54.206, -109.4123 53.80823)))"
 ]
}

 The dataset includes 87 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176874-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p33sz8
title: Occurrence Download

description: A dataset containing 21233 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Consolida regalis Gray"
 ]
}

 The dataset includes 21233 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107828-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hgvwq
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coreopsis rosea Nutt.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 106 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268549-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8zw3f
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Echinochloa pyramidalis (Lam.) Hitchc. & Chase"
 ]
}

 The dataset includes 368 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0332898-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qh8te
title: Occurrence Download

description: A dataset containing 630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calcarius lapponicus (Linnaeus, 1758)",
 "Year 2011-2018"
 ]
}

 The dataset includes 630 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172135-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mf6s5c
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euryale ferox Salisb. ex K.D.Koenig & Sims"
 ]
}

 The dataset includes 198 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0353298-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wmjfq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Myanmar, Nepal, Bhutan, Bangladesh, Pakistan, Afghanistan)",
 "TaxonKey is Una usta (Distant, 1886)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043584-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkdmy7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpha filifolia C.Reid & T.H.Arnold",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043585-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9rtanu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyclotella meneghiniana Kützing, 1844",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043586-250525065834625/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/12145836
title: EO19-new
DOI: 10.15468/dl.pup4mg
title: Occurrence Download

description: A dataset containing 126981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lumbricidae",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 126981 records from 444 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043571-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14027547
title: Data from "Analysis of a saline dust storm from the Aralkum Desert - Part 2: Atmospheric flow precursors in the Euro-Atlantic region"
DOI: 10.5281/zenodo.14027548
title: Data from "Analysis of a saline dust storm from the Aralkum Desert - Part 2: Atmospheric flow precursors in the Euro-Atlantic region"
DOI: 10.6084/m9.figshare.29315747
title: How Adoption of EV in Developing Country can be Effective? Indonesia's Case (Questionnaire Data).xlsx

description: Indonesia’s worsening air pollution and traffic emissions have thrust electric vehicles (EVs) into the spotlight, but what really drives Indonesians to make the switch? Building on Protection Motivation Theory and psychographic marketing research, the researcher explored how environmental awareness, consumer expectations, and perceptions of threat and coping shape interest in EVs, with green brand image as a mediator and policy maker incentives as a moderator. An online survey of 986 respondents from all 38 provinces in Indonesia was conducted, and Partial Least Squares Structural Equation Modeling (PLS-SEM) used to test direct, indirect, and moderation effects. Results reveal that stronger environmental awareness and coping beliefs boost green brand image, which mediates over 40% of the total effect on EV adoption. Policy maker incentives further boost adoption but show reduced impact when infrastructure is insufficient. The final model explains 54% of the variance in EV adoption (R² = 0.54) and demonstrates robust predictive relevance (Q² = 0.72). These findings highlight that combining public awareness campaigns, compelling green brand messaging, and carefully calibrated policy incentives is essential for accelerating Indonesia’s transition to cleaner transport.
DOI: 10.6084/m9.figshare.29315747.v1
title: How Adoption of EV in Developing Country can be Effective? Indonesia's Case (Questionnaire Data).xlsx

description: Indonesia’s worsening air pollution and traffic emissions have thrust electric vehicles (EVs) into the spotlight, but what really drives Indonesians to make the switch? Building on Protection Motivation Theory and psychographic marketing research, the researcher explored how environmental awareness, consumer expectations, and perceptions of threat and coping shape interest in EVs, with green brand image as a mediator and policy maker incentives as a moderator. An online survey of 986 respondents from all 38 provinces in Indonesia was conducted, and Partial Least Squares Structural Equation Modeling (PLS-SEM) used to test direct, indirect, and moderation effects. Results reveal that stronger environmental awareness and coping beliefs boost green brand image, which mediates over 40% of the total effect on EV adoption. Policy maker incentives further boost adoption but show reduced impact when infrastructure is insufficient. The final model explains 54% of the variance in EV adoption (R² = 0.54) and demonstrates robust predictive relevance (Q² = 0.72). These findings highlight that combining public awareness campaigns, compelling green brand messaging, and carefully calibrated policy incentives is essential for accelerating Indonesia’s transition to cleaner transport.