cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc1sto1608851
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc110604225
title: Persepolis Fortification Aramaic Text 513, PFAT 513

description: [Text Description:] Administrative text with seals PFATS 0005, PFS 0142, illegible seal ❧ [Text or Publication Number Note:] PFAT 513, Bowman 513 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink and incised inscription. Seal impressions PFATS 0005 upper edge; PFS 0142 flat edge. Illegible seal impression reverse, bottom edge. ❧ [Physical Object Note:] Damage on round edge.
DOI: 10.11582/2025.00012
title: KeyClim, piaeroxid, SSP585

description: CMIP6 type SSP585 simulation created for project NFR-KeyClim. Purpose: Test impact of anthropogenic aerosols
DOI: 10.25549/inscriptifact-ouc110606273
title: Persepolis Fortification Aramaic Text 572, PFAT 572

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 572 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse, bottom edge and upper edge (?). Seal impression on reverse and upper edge. ❧ [Physical Object Note:] Entire round edge broken off. Bottom edge and upper edge toward round end broken. Minor cracks throughout.
DOI: 10.25549/inscriptifact-ouc110604219
title: Persepolis Fortification Aramaic Text 512, PFAT 512

description: [Text Description:] Administrative text with seals PFUTS 0046, PFATS 0472s ❧ [Text or Publication Number Note:] PFAT 512, Bowman 512 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFUTS 0046 obverse, reverse; PFATS 0472s flat edge. ❧ [Physical Object Note:] Damage on round edge.
DOI: 10.25549/inscriptifact-ouc110606268
title: Persepolis Fortification Aramaic Text 572, PFAT 572

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 572 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse, bottom edge and upper edge (?). Seal impression on reverse and upper edge. ❧ [Physical Object Note:] Entire round edge broken off. Bottom edge and upper edge toward round end broken. Minor cracks throughout.
DOI: 10.11582/2025.00013
title: KeyCLIM, cloudice SSP585

description: CMIP6 type SSP585 simulation created for project NFR-KeyClim. Purpose: Test impact of parameterisation increasing the cloud-water / cloud ice ratio
DOI: 10.25549/inscriptifact-ouc110607518
title: Persepolis Fortification Aramaic Text 609, PFAT 609

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 609 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse (?), bottom edge and round edge. Seal impression on reverse. ❧ [Physical Object Note:] Minor cracking on tablet. Minor chipping at flat edge and upper and lower edge.
DOI: 10.25549/inscriptifact-ouc110607483
title: Persepolis Fortification Aramaic Text 608, PFAT 608

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 608 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription and incised on obverse. Seal impression on reverse and upper edge. ❧ [Physical Object Note:] Upper edge toward round egde broken off on obverse.
DOI: 10.25549/inscriptifact-ouc110607516
title: Persepolis Fortification Aramaic Text 608, PFAT 608

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 608 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription and incised on obverse. Seal impression on reverse and upper edge. ❧ [Physical Object Note:] Upper edge toward round egde broken off on obverse.
DOI: 10.11582/2025.00014
title: KeyClim, piaeroxid, SSP370

description: Simulations made for the KeyClim project. What if scenario studying the effects of aerosols
DOI: 10.25549/inscriptifact-ouc110607479
title: Persepolis Fortification Aramaic Text 607, PFAT 607

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 607 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse, bottom edge and upper edge. Seal impression on flat edge (?), obverse (?) and reverse. ❧ [Physical Object Note:] Minor cracks throughout tablet.
DOI: 10.25549/inscriptifact-ouc110607515
title: Persepolis Fortification Aramaic Text 608, PFAT 608

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 608 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription and incised on obverse. Seal impression on reverse and upper edge. ❧ [Physical Object Note:] Upper edge toward round egde broken off on obverse.
DOI: 10.25549/inscriptifact-ouc110607476
title: Persepolis Fortification Aramaic Text 607, PFAT 607

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 607 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse, bottom edge and upper edge. Seal impression on flat edge (?), obverse (?) and reverse. ❧ [Physical Object Note:] Minor cracks throughout tablet.
DOI: 10.25549/inscriptifact-ouc110607514
title: Persepolis Fortification Aramaic Text 609, PFAT 609

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 609 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse (?), bottom edge and round edge. Seal impression on reverse. ❧ [Physical Object Note:] Minor cracking on tablet. Minor chipping at flat edge and upper and lower edge.
DOI: 10.11582/2025.00015
title: KeyClim, piaeroxid,historical

description: Simulation created for the NFR project KeyClim. CMIP6 type of historical simulation but with aerosol emissions and prescribed oxidants set to pre-industrial
DOI: 10.25549/inscriptifact-ouc110607466
title: Persepolis Fortification Aramaic Text 607, PFAT 607

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 607 ❧ [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:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse, reverse, bottom edge and upper edge. Seal impression on flat edge (?), obverse (?) and reverse. ❧ [Physical Object Note:] Minor cracks throughout tablet.
DOI: 10.15468/dl.ph8pm7
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Vanuatu",
 "Depth is greater than or equal to 1000.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 638 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004489-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83x9gs
title: Occurrence Download

description: A dataset containing 38582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Material citation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cygnus melancoryphus",
 "Year 1970-2020"
 ]
}

 The dataset includes 38582 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021943-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/j93-1kv-3kb
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sxg-f3g-mnh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ds-d0f-671
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k21-rlp-w7s
title: Bison C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0h-z36-766
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/edk-ffj-000
title: †Lepidocyclina Gümbel, 1870

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tzs-c88-zlf
title: Anommonia Schmitz, 1917

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sbk-l8z-lzz
title: †Falloticythere Kozur, 1974

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2gn-dqy-gba
title: †Lepidorbitoides Silvestri, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bsz-7q6-qw3
title: †Hedbergella Brönnimann & Brown, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sqf-6ww-cs5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a7l-m71-jff
title: †Pseudosiderolites vidali (Douvillé, 1907)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y3k-5gj-n4p
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/te1-wm3-exv
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/48t-s7b-06e
title: Equus (Equus) caballus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ecb-93b-1nc
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h1r-5lc-hbv
title: †Hedbergella Brönnimann & Brown, 1958

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/js7-70v-vff
title: †Fusulinidae Möller, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c22-4vz-q28
title: Alveolinella H. Douvillé, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b57-srk-q32
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k24-3c3-jd7
title: Peneroplis Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.6084/m9.figshare.26181977
title: Dataset of chemical-induced gene signatures (CIGS)

description: These tables provide detailed information on 11,356 MCE bioactive compounds and 1,865 TCM compounds, including their names, treatment concentrations, and the cell lines used. Additionally, they include gene expression profiles resulting from the perturbation of MDA-MB-231 and HEK293T cells by 13,221 compounds.
DOI: 10.6084/m9.figshare.26181977.v1
title: Dataset of chemical-induced gene signatures (CIGS)

description: These tables provide detailed information on 11,356 MCE bioactive compounds and 1,865 TCM compounds, including their names, treatment concentrations, and the cell lines used. Additionally, they include gene expression profiles resulting from the perturbation of MDA-MB-231 and HEK293T cells by 13,221 compounds.
DOI: 10.3535/9k5-sc3-4mf
title: Dentostomina bermudiana Carman, 1933

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bdh-020-jbz
title: †Alabamina dorsoplana (Brotzen, 1940)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m2k-35j-2l3
title: Cythereis Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6q-0sd-qhh
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/226-9qn-tpd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yy4-0ph-dzb
title: †Pseudosiderolites vidali (Douvillé, 1907)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ldv-3sa-ql0
title: †Orbitoides d'Orbigny, in Lyell, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qlq-s24-avb
title: Gambiella caelata Witte, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/85d-0q4-v9e
title: Elphidium Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pdc-tv1-0sk
title: †Lepidorbitoides campaniensis van Gorsel, 1973

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wky-adr-q8d
title: †Sulcoperculina Thalmann, 1939

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.4grmar
title: Occurrence Download

description: A dataset containing 40025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Material citation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Coscoroba coscoroba",
 "Year 1970-2020"
 ]
}

 The dataset includes 40025 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021945-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/bzf-32f-26a
title: Echinolampas Gray, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nyg-mw9-s3f
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dxh-bfg-vhr
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f5p-85t-1nv
title: Fissurina alveolata (Brady, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/54r-wg6-b7j
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ke-z5j-wgz
title: Foraminifera d'Orbigny, 1826

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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Physalaemus cuvieri)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080604-250717081556266/datasets/export for details.
DOI: 10.15468/dl.hdxefv
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalypha wilkesiana",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080606-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22mezw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Physalaemus cuvieri)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080605-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zggjvh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080607-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16640845
title: Efficient Short-Term Weather Forecasting with  Random Forests: A Study on Limited Dataset

description: Accurate temperature forecasting plays a vitalrole in supporting data-driven decision-making across varioussectors including energy planning, environmental comfortmanagement, and public safety. This study investigates theapplication of Random Forest Regression in a limited dataset forshort-term air temperature prediction. Specifically, RandomForest is designed to forecast hourly temperature values for thenext seven days using a minimal dataset upon a single day ofmeteorological observations. The observation includestemperature, humidity, atmospheric pressure, and wind speed.Despite of the limited temporal scope of dataset, Random Forestmodel demonstrates a notable ability to simulate realistictemperature patterns. The results reveal that Random Forest iscapable of handling heterogeneous input features and deliveringaccurate predictions under normal environmental conditioneven with constrained data availability. Accordingly, thisresearch yields the convergence of MAE (Mean Absolute Error)is 0.102 and RMSE (Root Mean Square Error) value is 0.136.The findings underscore the potential of Random Forest forshort-term temperature forecasting in data-limited scenarios.