cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30445856.v1
title: MVR Framework Independent Review Dataset (2024 – Present)

description: This open dataset documents the independent validation and engagement evidence supporting the <i>Minimum Viable Relationships (MVR)</i> Framework — a relational-readiness methodology developed by <b>Farouk Mark Mukiibi</b> under the <b>African Market OS</b> initiative.It aggregates anonymized engagement analytics, independent comment reviews, and AI recognition data that demonstrate how MVR functions as Africa’s pre-MVP relational gate.<b>Components</b><br>• <code>MVR_Framework_Independent_Review_Dataset.md</code> – full narrative and methodology<br>• <code>engagement_summary.xlsx</code> – aggregated quantitative analytics (2024 – Present)<br>• <code>linkedin_metrics_2024_todate.csv</code> – raw performance data for reproducibility<br>• <code>schema.jsonld</code>, <code>metadata_description.txt</code>, <code>references.bib</code>, <code>ethics_and_usage_statement.txt</code> – structured metadata and compliance artifacts<b>Purpose</b><br>To provide transparent, reproducible validation of MVR adoption across professional, academic, and AI-referenced ecosystems. The dataset follows <b>FAIR</b> and <b>CC BY 4.0</b> principles and is interoperable with GitHub and Zenodo records for persistent citation and machine readability.<b>Cross-References</b>GitHub Repository → https://github.com/africanmarketos591/mvr-framework-independent-review-datasetZenodo DOI → 10.5281/zenodo.17443986African Market OS Dataset Page → https://africanmarketos.com/mvr-framework-independent-review-dataset/Knowledge Graph Validation → https://africanmarketos.com/minimum-viable-relationships-mvr-independent-reviews-knowledge-graph-validation/MVR AI Citation Evidence (Figshare DOI) → 10.6084/m9.figshare.30391393MVR Framework (Zenodo DOI) → https://zenodo.org/records/17054819<b>Publisher:</b> African Market OS Research Initiative<b>Suggested Citation:</b><br>Mukiibi, F. M. (2025). <i>The MVR Framework Independent Review Dataset (2024 – Present).</i> African Market OS. Figshare. [CC BY 4.0].
DOI: 10.25549/inscriptifact-ouc110639361
title: Persepolis Fortification Anepigraphic Tablet 1151.204, PFAnep 1151.204

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1151.204, PFUT 1151-204 ❧ [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:] Cracks and roughness on obverse, reverse, upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc1sto1613442
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-ouc110639353
title: Persepolis Fortification Anepigraphic Tablet 1151.203, PFAnep 1151.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1151.203, PFUT 1151-203 ❧ [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, upper edge. ❧ [Physical Object Note:] Major cracks on obverse, cracks on reverse, broken right edge, cracks on upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc1sto1613440
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-ouc110640235
title: Persepolis Fortification Anepigraphic Tablet 1184.207, PFAnep 1184.207

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1184.207, PFUT 1184-207 ❧ [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, upper edge. ❧ [Physical Object Note:] One corner broken off, with minor cracks radiating out. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.34740/kaggle/dsv/13690643
title: World Weather Repository ( Daily Updating )
DOI: 10.25549/inscriptifact-ouc1sto1612881
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-ouc110638612
title: Persepolis Fortification Anepigraphic Tablet 1114.110, PFAnep 1114.110

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1114.110, PFUT 1114-110 ❧ [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, upper edge. ❧ [Physical Object Note:] Broken area on bottom edge. Broken right edge, major cracks on obverse, abrasions on other edges. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110640229
title: Persepolis Fortification Anepigraphic Tablet 1184.206, PFAnep 1184.206

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1184.206, PFUT 1184-206 ❧ [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, right edge, upper edge. ❧ [Physical Object Note:] Cracks on bottom edge, obverse, right edge, reverse. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110638605
title: Persepolis Fortification Anepigraphic Tablet 1114.109, PFAnep 1114.109

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1114.109, PFUT 1114-109 ❧ [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, upper edge. ❧ [Physical Object Note:] Cracks on left edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc1sto1613120
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-ouc110638583
title: Persepolis Fortification Anepigraphic Tablet 1114.108, PFAnep 1114.108

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1114.108, PFUT 1114-108 ❧ [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. ❧ [Physical Object Note:] right edge broken off. Crack on upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110640217
title: Persepolis Fortification Anepigraphic Tablet 1184.205, PFAnep 1184.205

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1184.205, PFUT 1184-205 ❧ [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:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110640210
title: Persepolis Fortification Anepigraphic Tablet 1184.204, PFAnep 1184.204

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1184.204, PFUT 1184-204 ❧ [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:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110638582
title: Persepolis Fortification Anepigraphic Tablet 1114.109, PFAnep 1114.109

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1114.109, PFUT 1114-109 ❧ [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, upper edge. ❧ [Physical Object Note:] Cracks on left edge, obverse, reverse, upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110639333
title: Persepolis Fortification Anepigraphic Tablet 1148.205, PFAnep 1148.205

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1148.205, PFUT 1148-205 ❧ [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, upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110642207
title: Persepolis Fortification Anepigraphic Tablet 0380.201, PFAnep 0380.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0380.201, PFUT 0380-201 ❧ [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 obverse, reverse, upper edge. ❧ [Physical Object Note:] Some cracks and gouges on reverse.
DOI: 10.25549/inscriptifact-ouc110639326
title: Persepolis Fortification Anepigraphic Tablet 1150.201, PFAnep 1150.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1150.201, PFUT 1150-201 ❧ [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, reverse, upper edge. ❧ [Physical Object Note:] Brokenness on left edge. Cracks on obverse, reverse. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110642204
title: Persepolis Fortification Anepigraphic Tablet 0379.203, PFAnep 0379.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0379.203, PFUT 0379-203 ❧ [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, reverse, upper edge. ❧ [Physical Object Note:] Part of bottom edge and right edge broken. Minor cracking on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110639325
title: Persepolis Fortification Anepigraphic Tablet 1148.205, PFAnep 1148.205

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1148.205, PFUT 1148-205 ❧ [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, upper edge. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc110642200
title: Persepolis Fortification Anepigraphic Tablet 0376.203, PFAnep 0376.203

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 0376.203, PFUT 0376-203 ❧ [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, reverse, upper edge. ❧ [Physical Object Note:] Damage or deposits on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110639299
title: Persepolis Fortification Anepigraphic Tablet 1150.201, PFAnep 1150.201

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1150.201, PFUT 1150-201 ❧ [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, reverse, upper edge. ❧ [Physical Object Note:] Brokenness on left edge. Cracks on obverse, reverse. ❧ [Physical Object Note:] Upper edge and bottom edge may be reversed.
DOI: 10.25549/inscriptifact-ouc1sto1613436
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-ouc110639295
title: Persepolis Fortification Anepigraphic Tablet 1148.204, PFAnep 1148.204

description: [Text Description:] Administrative tablet with seals ❧ [Text or Publication Number Note:] PFAnep 1148.204, PFUT 1148-204 ❧ [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:] Upper edge and bottom edge may be reversed.