cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110625245
title: Persepolis Fortification Anepigraphic Tablet 1028.011, PFAnep 1028.011

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 1028.011, PFUT 1028-011 ❧ [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-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse, reverse. ❧ [Physical Object Note:] Broken areas on bottom edge, right edge. Cracks on left edge, obverse, reverse, upper edge.
DOI: 10.25549/inscriptifact-ouc1sto1611993
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-ouc110624087
title: Persepolis Fortification Anepigraphic Tablet 0941.103, PFAnep 0941.103

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 0941.103, PFUT 0941-103 ❧ [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-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Broken area on right edge.
DOI: 10.25549/inscriptifact-ouc110625242
title: Persepolis Fortification Anepigraphic Tablet 1028.011, PFAnep 1028.011

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 1028.011, PFUT 1028-011 ❧ [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-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on left edge, obverse, reverse. ❧ [Physical Object Note:] Broken areas on bottom edge, right edge. Cracks on left edge, obverse, reverse, upper edge.
DOI: 10.25549/inscriptifact-ouc110627304
title: Persepolis Fortification Anepigraphic Tablet 1093.007, PFAnep 1093.007

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 1093.007, PFUT 1093-007 ❧ [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-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, reverse and upper edge. ❧ [Physical Object Note:] Small cracks on reverse.
DOI: 10.25549/inscriptifact-ouc110625228
title: Persepolis Fortification Anepigraphic Tablet 1028.002, PFAnep 1028.002

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 1028.002, PFUT 1028-002 ❧ [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-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, left edge, obverse, and upper edge. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, right edge, reverse, upper edge. Small broken area bottom edge.
DOI: 10.3886/e240042
title: Global Responsible AI Market Analysis

description: The global Responsible AI Market was valued at USD 1.09 billion in 2024 and
is projected to expand to USD 1.58 billion by 2025. Forecasts estimate
substantial growth to USD 10.26 billion by 2030, representing a compound annual
growth rate (CAGR) of 45.3% between 2025 and 2030. This surge is driven by the
increasing deployment of AI across critical business functions and heightened
demand for transparent, fair, explainable, and ethical AI systems.<br><br>For more information visit: https://www.nextmsc.com/report/responsible-ai-market-ic3581
DOI: 10.15468/dl.r2cuxy
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus formosanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026576-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110625226
title: Persepolis Fortification Anepigraphic Tablet 1262.101, PFAnep 1262.101

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAnep 1262.101, PFUT 1262-101 ❧ [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-Text ❧ [Physical Object Description:] Clay tablet with seal impressions on bottom edge, obverse, upper edge. ❧ [Physical Object Note:] Rough surfaces with some pitting. Broken reverse going onto left edge, right edge, upper edge.
DOI: 10.25549/inscriptifact-ouc110627299
title: Persepolis Fortification Aramaic Text 721, PFAT 721

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 721 ❧ [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 Aramaic text. Seal impressions on bottom edge, obverse, and reverse. ❧ [Physical Object Note:] Damage or cracks on left edge, right edge, reverse and upper edge.
DOI: 10.25549/inscriptifact-ouc110627296
title: Persepolis Fortification Aramaic Text 721, PFAT 721

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 721 ❧ [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 Aramaic text. Seal impressions on bottom edge, obverse, and reverse. ❧ [Physical Object Note:] Damage or cracks on left edge, right edge, reverse and upper edge.
DOI: 10.25549/inscriptifact-ouc1sto1612122
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-ouc110627286
title: Persepolis Fortification Aramaic Text 720, PFAT 720

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 720 ❧ [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 Aramaic text. Seal impression flat edge and reverse. ❧ [Physical Object Note:] Damage or cracks on all sides.
DOI: 10.25549/inscriptifact-ouc110627154
title: Persepolis Fortification Aramaic Text 719, PFAT 719

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 719 ❧ [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 Aramaic text. Seal impressions on bottom edge and upper edge. ❧ [Physical Object Note:] Damage or cracks on bottome edge, flat edge, obverse, reverse and upper edge.
DOI: 10.25549/inscriptifact-ouc110627273
title: Persepolis Fortification Aramaic Text 720, PFAT 720

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 720 ❧ [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 Aramaic text. Seal impression flat edge and reverse. ❧ [Physical Object Note:] Damage or cracks on all sides.
DOI: 10.25549/inscriptifact-ouc110627152
title: Persepolis Fortification Aramaic Text 719, PFAT 719

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 719 ❧ [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 Aramaic text. Seal impressions on bottom edge and upper edge. ❧ [Physical Object Note:] Damage or cracks on bottome edge, flat edge, obverse, reverse and upper edge.
DOI: 10.25549/inscriptifact-ouc110628220
title: Persepolis Fortification Aramaic Text 733, PFAT 733

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 733 ❧ [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 Aramaic text. Seal impression on flat edge, reverse. ❧ [Physical Object Note:] Broken area on bottom edge.
DOI: 10.25549/inscriptifact-ouc110627149
title: Persepolis Fortification Aramaic Text 719, PFAT 719

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 719 ❧ [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 Aramaic text. Seal impressions on bottom edge and upper edge. ❧ [Physical Object Note:] Damage or cracks on bottome edge, flat edge, obverse, reverse and upper edge.
DOI: 10.25549/inscriptifact-ouc110628219
title: Persepolis Fortification Aramaic Text 733, PFAT 733

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 733 ❧ [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 Aramaic text. Seal impression on flat edge, reverse. ❧ [Physical Object Note:] Broken area on bottom edge.
DOI: 10.25549/inscriptifact-ouc110627142
title: Persepolis Fortification Aramaic Text 719, PFAT 719

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 719 ❧ [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 Aramaic text. Seal impressions on bottom edge and upper edge. ❧ [Physical Object Note:] Damage or cracks on bottome edge, flat edge, obverse, reverse and upper edge.
DOI: 10.15468/dl.7hjzm2
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asclepias curassavica",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078940-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.geczfr
title: Occurrence Download

description: A dataset containing 81908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chalcomitra senegalensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 81908 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086868-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpwmmq
title: Occurrence Download

description: A dataset containing 99332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Erinaceidae",
 "Year 1940-2026"
 ]
}

 The dataset includes 99332 records from 1685 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006365-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zjmrb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cariamiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((150 70,160 70,160 80,150 80,150 70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025935-251009101135966/datasets/export for details.
DOI: 10.15468/dl.h53u3j
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polyplacophora)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-60 70,-50 70,-50 80,-60 80,-60 70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025937-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.16889638
title: Hierarchical eco-zone delineation in data-scarce Afrotropical River landscapes using global datasets

description: This repository contains data, statistics and maps on the hierarchical ecological zonation of Uganda using machine learning algorithms and global environmental datasets. The framework employs a systematic five-step approach integrating GIS analysis, statistical processing, and unsupervised hierarchical clustering to delineate ecological boundaries based on climate, topography, and vegetation patterns.

Methodology: The eco-zonation process utilised 16 environmental parameters derived from global datasets, including WorldClim bioclimatic variables (1970-2000), SRTM elevation data, and surface water extent maps. Zonal statistics were calculated for micro-watersheds based on HydroSHEDS level-10 basins intersected with 1 km elevation contours. Hierarchical clustering analysis using Euclidean distance and agglomerative clustering identified optimal cluster numbers through silhouette analysis. Random forest models determined key environmental drivers at each hierarchical level.

Validation:The framework was validated against 34 Potential Natural Vegetation (PNV) types using supervised random forest classification. Cross-validation achieved accuracies exceeding 59.87% across all hierarchical levels, with the highest performance (88.68%) at the ecoregion level. Indicator species analysis identified statistically significant vegetation associations within each ecological zone.

Results:Uganda's 241,147 km² terrestrial area was stratified into five ecoregions: Central-Northern Plains (CNP), Southern Savanna-Woodland Landscapes (SSWL), Karamoja Dry Steppe (KDS), Lake Victoria-Kyoga Wetland-Woodlands (VKWW), and Montane-Alpine Ranges (MAR). These were further subdivided into 8, 12, and 20 bioregions at three successive hierarchical levels. Monthly precipitation patterns and wetland distribution emerged as primary drivers across all spatial scales.

Repository Contents:

This repository contains the datasets, scripts, and workflows for the hierarchical delineation and validation of eco-zones in Uganda’s Afrotropical river landscapes. The project integrates global environmental datasets with open-source machine learning algorithms to produce spatially consistent, ecologically meaningful eco-zonation maps.

Workflow

> Abiotic Delineation: Hierarchical clustering of climate, topography, and hydrology variables to define eco-zones at multiple scales.

> Biotic Validation: Random Forest classification and Indicator Species Analysis (ISA) using Potential Natural Vegetation (PNV) to assess ecological coherence.

Included Materials



Raw and processed datasets for both abiotic and biotic steps

R scripts and R Markdown workflows for reproducible analyses

Output files, including maps, tables, and validation metrics


This framework provides a reproducible, open-data-driven approach for eco-zone mapping in data-scarce tropical landscapes.