cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.4wxkaq
title: Occurrence Download

description: A dataset containing 1060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amandava amandava (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 1060 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002504-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bwv6y
title: Occurrence Download

description: A dataset containing 659 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 Mustela nivalis Linnaeus, 1766",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 659 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002500-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n9vef8
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Heterospathe Scheff."
 ]
}

 The dataset includes 643 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002503-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt6jjx
title: Occurrence Download

description: A dataset containing 335 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.12284 -42.32058,-71.07064 -42.32058,-71.07064 -35.57769,-74.12284 -35.57769,-74.12284 -42.32058))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oligoryzomys longicaudatus (Bennett, 1832)",
 "Year 2005-2025"
 ]
}

 The dataset includes 335 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002502-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15427894
title: APICanvas Dataset
DOI: 10.5281/zenodo.15427895
title: APICanvas Dataset
DOI: 10.5281/zenodo.15427990
title: APICanvas Dataset
DOI: 10.5281/zenodo.15443444
title: APICanvas Dataset
DOI: 10.3535/a1j-ckk-xmv
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p9w-g8l-3ql
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5xq-t5b-xbb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fsw-8rs-24n
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tqd-8fp-mnp
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5t8-gr8-qng
title: Amphibia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x4w-njh-rt0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4r0-6fh-qxr
title: Lacertidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64b-sxv-ype
title: Chordata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/myp-4cp-wt0
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sex-1pz-0z8
title: Lepidorhombus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ea-azt-f3e
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6c-829-2m2
title: Cervus elaphus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vj6-9th-596
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lrq-x4d-8ac
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xpe-ww1-lxr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cj6-g2j-qeh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mbj-ftw-710
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7ks-2vx-n1s
title: Ditrupa (Ditrupa) Berkeley, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3wk-lrd-v8m
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zl-6ft-s7c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kj1-w4y-rdx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n5w-lr1-g0t
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nqn-m86-cdc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2y-gww-pwn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5wb-8ar-51x
title: Lacertidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e2e-qf3-n5w
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.29943266
title: Appraisal

description: Inclusive, psychologically safe appraisal systems
DOI: 10.6084/m9.figshare.29943266.v1
title: Appraisal

description: Inclusive, psychologically safe appraisal systems
DOI: 10.3535/m7w-yg1-ben
title: Pseudopus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wac-s7g-jkg
title: Amphibia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/esy-v73-fdt
title: Bufotes viridis (Laurenti, 1768)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pxf-hw9-jny
title: Elaphe

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qjw-jqx-1xb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ejd-dpw-k01
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r2a-bxn-c3z
title: Pericosmus L. Agassiz in L. Agassiz & Desor, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wse-mvl-lll
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z3e-azz-ga9
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5zn-5ay-agw
title: Lacertidae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z1x-jvc-q01
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pfh-ghp-l23
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3s-d2q-l8v
title: Crocuta crocuta (Erxleben, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ns2-sth-9hg
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15294073
title: Data for "Influence of the mean free path of air on atmospheric particle growth"
DOI: 10.5281/zenodo.15294074
title: Data for "Influence of the mean free path of air on atmospheric particle growth"
DOI: 10.15468/dl.9n7z2e
title: Occurrence Download

description: A dataset containing 4731593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Russian Federation"
 ]
}

 The dataset includes 4731593 records from 1388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001973-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5s964
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030684-250811113504898/datasets/export for details.
DOI: 10.15468/dl.9qsh6f
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odontesthes bonariensis",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030685-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfwf43
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tlacuatzin canescens"
 ]
}

 The dataset includes 627 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030687-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnpxbd
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030686-250811113504898/datasets/export for details.
DOI: 10.15468/dl.aagd9r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acipenser baerii",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030688-250811113504898/datasets/export for details.
DOI: 10.15468/dl.s8smw6
title: Occurrence Download

description: A dataset containing 2454 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euptilotis neoxenus"
 ]
}

 The dataset includes 2454 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030689-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7mazk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030691-250811113504898/datasets/export for details.
DOI: 10.15468/dl.vsrx6b
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus alpinus",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030692-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7rndm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus alpinus",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030690-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16923846
title: Input Data for Renewable Energy Integration in Nigeria

description: The dataset consist of data on load curves, renewable energy potentals, transmission line of Nigerian power grid and a senerios analysis settings.
DOI: 10.15468/dl.kqrv2n
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030694-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hyfkc
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acipenser gueldenstaedtii",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030695-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s25jq4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus alpinus",
 "Country is Montenegro",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030697-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6zeft
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030696-250811113504898/datasets/export for details.
DOI: 10.15468/dl.cshhxa
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030698-250811113504898/datasets/export for details.
DOI: 10.15468/dl.66wjnt
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030700-250811113504898/datasets/export for details.
DOI: 10.15468/dl.khnskh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puntius dorsalis)",
 "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 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030699-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16924090
title: Data for main text and supplementary material
DOI: 10.5281/zenodo.16924091
title: Data for main text and supplementary material
DOI: 10.57760/sciencedb.29351
title: Application of Dynamic Graph Neural Network Based on Distributed Training in Modeling and Blocking Financial Crisis Contagion in Large-scale Enterprise Groups
title: Application of Dynamic Graph Neural Network Based on Distributed Training in Modeling and Blocking Financial Crisis Contagion in Large-scale Enterprise Groups

description: This data is a data set of enterprise relationship and financial indicators, which is mainly used to analyze the relationship between enterprises ( such as related party transactions, guarantee relationship, equity investment, etc. ) and the financial status of enterprises.
description: This data is a data set of enterprise relationship and financial indicators, which is mainly used to analyze the relationship between enterprises ( such as related party transactions, guarantee relationship, equity investment, etc. ) and the financial status of enterprises.
DOI: 10.57760/sciencedb.29350
title: Physics-enhanced neural network for structured illumination microscopy
title: 物理增强神经网络的结构光照明显微数据

description: The database is about Physics-enhanced neural network for structured illumination microscopy
description: The database is about Physics-enhanced neural network for structured illumination microscopy
DOI: 10.14457/tu.the.2024.501
title: ปัจจัยที่ส่งผลต่อการยอมรับการแปรรูปสู่เมืองอัจฉริยะ smart city ของผู้อยู่อาศัย: กรณีศึกษาเทศบาลตำบลบางแก้ว สมุทรปราการ

description: การศึกษาวิจัยเรื่อง “ปัจจัยที่ส่งผลต่อการยอมรับการแปรรูปสู่เมืองอัจฉริยะSmart City ของผู้อยู่อาศัย กรณีศึกษาเทศบาลตำบลบางแก้ว สมุทรปราการ” มีวัตถุประสงค์ 1) เพื่อศึกษาถึงปัจจัยที่ส่งผลต่อการยอมรับเมืองอัจฉริยะ Smart City ของผู้อยู่อาศัย ณ เทศบาลตำบลบางแก้ว จังหวัดสมุทรปราการ 2) เพื่อเป็นแนวทางในการพัฒนาเมืองอัจฉริยะ Smart City เทศบาลตำบลบางแก้ว สมุทรปราการ ผู้วิจัยใช้การศึกษาเชิงปริมาณ (Quantitative Research) โดยใช้แบบสอบถามเป็นเครื่องมือในการเก็บข้อมูลจากกลุ่มตัวอย่างที่เป็นผู้อยู่อาศัย ณ เทศบาลตำบลบางแก้วจังหวัดสมุทรปราการจำนวน 300 คน และนำมาวิเคราะห์องค์ประกอบเชิงสำรวจ (Exploratory Factor Analysis: EFA) และวิเคราะห์แบบจำลองด้วยสมการเชิงโครงสร้าง (Structural Equation Model: SEM) ผลการวิจัยพบว่า ปัจจัยทางตรงที่ส่งผลต่อความตั้งใจในการใช้งาน (Behavioral Intention) คือ ปัจจัยทัศนคติที่มีต่อการใช้งาน (Attitude Toward Using) และปัจจัยการรับรู้ความเสี่ยง (Perceived Risk) โดยส่งผลทางตรงต่อปัจจัยความตั้งใจในการใช้งาน (Behavioral Intention) อยู่ที่ร้อยละ 79.2 และปัจจัยที่ส่งผลทางอ้อมต่อความตั้งใจในการใช้งาน (Behavioral Intention) คือ ปัจจัยการรับรู้ถึงประโยชน์ที่จะได้รับ (Perceived Usefulness) และปัจจัยการรับรู้ถึงความง่ายในการใช้งาน (Perceived Ease of Use) ร่วมกันส่งผลทางตรงต่อปัจจัยทัศนคติที่มีต่อการใช้งาน (Attitude Toward Using) อยู่ที่ร้อยละ 88.1 ทั้งนี้ปัจจัยการรับรู้ถึงความง่ายในการใช้งาน (Perceived Ease of Use) ยังส่งผลโดยตรงต่อปัจจัยการรับรู้ถึงประโยชน์ที่จะได้รับ (Perceived Usefulness)
DOI: 10.14457/tu.the.2024.503
title: The development of chemical emergency response system for Thailand expressway

description: The transportation of hazardous materials ( Hazmat) plays a vital role in Thailand’s industrial, agricultural, and public health sectors. Due to Bangkok’s high traffic congestion and volume of Hazmat vehicles, chemical incidents on expressways pose significant risks. The Expressway Authority of Thailand (EXAT) has developed an extensive expressway system, yet emergency responses are often hindered by human errors such as miscommunication and inaccurate data. This study aims to reduce such errors by creating a decision- support system for chemical spill responses on expressways. The research used a multi-stage methodology. A Delphi method with 17 experts identified key factors influencing emergency route selection, categorized into five main components: Travel Time, Chemical Information, Social Impact, Traffic Data, and Fire Station Effectiveness. These were weighted using Analytic Hierarchy Process (AHP) and Fuzzy AHP to address uncertainty in expert opinions. A computer program integrating real- time traffic, GPS data, weather conditions, and chemical hazard modeling ( via ALOHA and CAMEO software) was developed to simulate spill scenarios on the Chaloem Mahanakhon Expressway. The cost function was calculated using normalized weights to identify the most suitable emergency response route. Results showed that the Bon Kai route consistently had the lowest total cost in both daytime ( 0 . 4 8 4 ) and nighttime ( 0 . 4 7 8 5 ) scenarios, due primarily to its high fire station readiness. This indicates that the system successfully supports emergency planning by optimizing route selection. The study recommends integrating such a model into EXAT’s real- time response protocols to enhance safety and reduce impact during chemical incidents