cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110613190
title: Persepolis Fortification Elamite Tablet 2034, PF 2034

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 2034 ❧ [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-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on reverse. Seal impression on reverse, upper edge, bottom edge, left edge and right edge. ❧ [Physical Object Note:] Cracks throughout tablet.
DOI: 10.25549/inscriptifact-ouc110613660
title: Persepolis Fortification Elamite Tablet 0059, PF-NN 0059

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 0059 ❧ [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-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on obverse, right edge, left edge (?) and bottom edge. Seal impression on left edge. ❧ [Physical Object Note:] Obverse chipped at upper edge, flat edge.
DOI: 10.25549/inscriptifact-ouc110613146
title: Persepolis Fortification Elamite Tablet 2027, PF 2027

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] PF 2027 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Minor cracks and chips on tablet.
DOI: 10.25549/inscriptifact-ouc110613186
title: Persepolis Fortification Elamite Tablet 2027, PF 2027

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] PF 2027 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Minor cracks and chips on tablet.
DOI: 10.25549/inscriptifact-ouc110613144
title: Persepolis Fortification Elamite Tablet 2023, PF 2023

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 2023 ❧ [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-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscriptionon reverse and upper edge. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Cracks throughout tablet. Round edge broken off. Bottom edge partially broken.
DOI: 10.25549/inscriptifact-ouc110613183
title: Persepolis Fortification Elamite Tablet 2034, PF 2034

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 2034 ❧ [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-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on reverse. Seal impression on reverse, upper edge, bottom edge, left edge and right edge. ❧ [Physical Object Note:] Cracks throughout tablet.
DOI: 10.25549/inscriptifact-ouc110613133
title: Persepolis Fortification Elamite Tablet 2027, PF 2027

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] PF 2027 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Minor cracks and chips on tablet.
DOI: 10.25549/inscriptifact-ouc110613165
title: Persepolis Fortification Elamite Tablet 2027, PF 2027

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] PF 2027 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Minor cracks and chips on tablet.
DOI: 10.25549/inscriptifact-ouc110613156
title: Persepolis Fortification Elamite Tablet 2023, PF 2023

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF 2023 ❧ [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-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscriptionon reverse and upper edge. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Cracks throughout tablet. Round edge broken off. Bottom edge partially broken.
DOI: 10.3886/e240066
title: Global Altering Plant DNA Market Analysis

description: The global Altering Plant DNA Market was valued at USD 1.23
billion in 2024 and is expected to reach USD 1.42 billion by 2025. The market
is projected to expand significantly to USD 3.03 billion by 2030, exhibiting a
compound annual growth rate (CAGR) of 15.4% from 2025 to 2030. This rapid
growth is driven by advancements in gene-editing technologies such as CRISPR,
enabling the development of crops with enhanced traits that meet both farmer
and consumer needs.<br><br>For more Information visit: https://www.nextmsc.com/report/altering-plant-dna-market-ag3559
DOI: 10.25549/inscriptifact-ouc110613126
title: Persepolis Fortification Elamite Tablet 2027, PF 2027

description: [Text Description:] Administrative text ❧ [Text or Publication Number Note:] PF 2027 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Minor cracks and chips on tablet.
DOI: 10.25549/inscriptifact-ouc110615998
title: Persepolis Fortification Elamite Tablet 2358, PF-NN 2458

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 2458 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Flat edge toward upper edge broken.
DOI: 10.25549/inscriptifact-ouc1sto1610336
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-ouc110615986
title: Persepolis Fortification Elamite Tablet 2337, PF-NN 2337

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 2337 ❧ [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-Alphabetic Cuneiform, Aramaic ❧ [Physical Object Description:] Clay tablet with cuneiform text. Aramaic ink inscription on obverse. Seal impression on upper edge, left edge and right edge. ❧ [Physical Object Note:] Large cracks on obverse and reverse. Right edge, upper edge corner broken.
DOI: 10.25549/inscriptifact-ouc110616603
title: Persepolis Fortification Elamite Tablet 1457, PF-NN 1457

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF-NN 1457 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Bottom edge, round edge broken.
DOI: 10.25549/inscriptifact-ouc110615980
title: Persepolis Fortification Elamite Tablet 2358, PF-NN 2458

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PF-NN 2458 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Flat edge toward upper edge broken.
DOI: 10.25549/inscriptifact-ouc110616591
title: Persepolis Fortification Elamite Tablet 1457, PF-NN 1457

description: [Text Description:] Administrative text with seal ❧ [Text or Publication Number Note:] PF-NN 1457 ❧ [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-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impression on reverse and left edge. ❧ [Physical Object Note:] Bottom edge, round edge broken.
DOI: 10.15468/dl.f9ede3
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium pumilum",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 97 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010495-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62z7c2
title: Occurrence Download

description: A dataset containing 590 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium pumilum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 590 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010496-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4c9fyr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ansonia khaochangensis"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026230-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj87r6
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calliergon richardsonii)",
 "Country is one of (Norway)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1986",
 "Year is less than or equal to 2025",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is Machine Observation"
 ]
 }
 }
 ]
}

 The dataset includes 51 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026231-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3pk2p
title: BoardEx Reports - Director Profiles - Set 2 - 2013 October

description: Director Profiles provide data on individual directors by ID number including: age, gender, education, number of boards on, achievements, board role ( current and historic) , and other activities (current and historic). Data back to 1999 when available. Includes: <br> Europe - Director Profile - Characteristics <br> Europe - Director Profile - Education & Achievements <br> Europe - Director Profile - Employment <br> Europe - Director Profile - Other Activities <br> UK - Director Profile - Characteristics <br> UK - Director Profile - Education & Achievements <br> UK - Director Profile - Employment <br> UK - Director Profile - Other Activities <br> BoardEx Glossary <br>
DOI: 10.7910/dvn/muheyz
title: Replication Data for: coco

description: this is a test
DOI: 10.15468/dl.8hdf24
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abrus precatorius L."
 ]
}

 The dataset includes 22 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032474-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15420770
title: Graph-based modeling of optical system enables adaptive optics with self-calibration over large field of view

description: Fluorescence microscopy of biological structures is fundamentally limited by aberrations that degrade resolution and image quality. While adaptive optics techniques can compensate for these distortions, existing approaches either require complex hardware or rely on idealized optical models, leading to suboptimal correction in real-world systems. Here we introduce GRAPHYCS, a computational adaptive optics framework that bridges the gap between computational models and physical systems through differentiable graph-based modeling. GRAPHYCS uniquely integrates automatic self-calibration to account for system non-idealities while simultaneously estimating aberrations and object structure via backpropagation. Through simulations and experiments, we demonstrate that GRAPHYCS achieves improvements of 94.5% in wavefront estimation accuracy (wavefront RMS error) and 69.7% in image quality over existing methods, and also effectively handles spatially varying aberrations across fields of view exceeding 1 mm². This capability is critical for imaging heterogeneous biological specimens with non-uniform refractive index distributions. GRAPHYCS enables high-resolution imaging across extended sample regions without additional hardware complexity, providing a practical solution for wide-area aberration correction in fluorescence microscopy.

Datasets for paper titled "Graph-based modeling of optical system enables adaptive optics with self-calibration over large field of view"



Synthetic wide-field microscopy data

File: Figure2_Simulation.zip



Diversity_Images_Ideal.tif

Diversity_Images_NonIdeal.tif

GT_Object_Image.tif

appliedCoeff.txt: applied Zernike coefficients used to generate a set of diversity images






Experimental data: System and sample-induced aberrations

File: Figure3_Experimental.zip



Diversity_Images_SystemAberration_Lymph.tif 

Diversity_Images_SampleAberration_Pancreas.tif  

appliedCoeff.txt: applied Zernike coefficients used to generate a set of diversity images






Experimental data: Spatially varying aberration over large field of view

File: Figure4_SpatiallyVarying.zip



Diversity_Images_SampleAberration_Pancreas_LargeFoV.tif 

appliedCoeff.txt: applied Zernike coefficients used to generate a set of diversity images
DOI: 10.15468/dl.36ckfr
title: Occurrence Download

description: A dataset containing 52699 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 Encelia Adans."
 ]
}

 The dataset includes 52699 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032469-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15421484
title: Graph-based modeling of optical system enables adaptive optics with self-calibration over large field of view

description: Fluorescence microscopy of biological structures is fundamentally limited by aberrations that degrade resolution and image quality. While adaptive optics techniques can compensate for these distortions, existing approaches either require complex hardware or rely on idealized optical models, leading to suboptimal correction in real-world systems. Here we introduce GRAPHYCS, a computational adaptive optics framework that bridges the gap between computational models and physical systems through differentiable graph-based modeling. GRAPHYCS uniquely integrates automatic self-calibration to account for system non-idealities while simultaneously estimating aberrations and object structure via backpropagation. Through simulations and experiments, we demonstrate that GRAPHYCS achieves improvements of 94.5% in wavefront estimation accuracy (wavefront RMS error) and 69.7% in image quality over existing methods, and also effectively handles spatially varying aberrations across fields of view exceeding 1 mm². This capability is critical for imaging heterogeneous biological specimens with non-uniform refractive index distributions. GRAPHYCS enables high-resolution imaging across extended sample regions without additional hardware complexity, providing a practical solution for wide-area aberration correction in fluorescence microscopy.

Datasets for paper titled "Graph-based modeling of optical system enables adaptive optics with self-calibration over large field of view"



Synthetic wide-field microscopy data

File: Figure2_Simulation.zip



Diversity_Images_Ideal.tif

Diversity_Images_NonIdeal.tif

GT_Object_Image.tif

appliedCoeff.txt: applied Zernike coefficients used to generate a set of diversity images






Experimental data: System and sample-induced aberrations

File: Figure3_Experimental.zip



Diversity_Images_SystemAberration_Lymph.tif 

Diversity_Images_SampleAberration_Pancreas.tif  

appliedCoeff.txt: applied Zernike coefficients used to generate a set of diversity images






Experimental data: Spatially varying aberration over large field of view

File: Figure4_SpatiallyVarying.zip



Diversity_Images_SampleAberration_Pancreas_LargeFoV.tif 

appliedCoeff.txt: applied Zernike coefficients used to generate a set of diversity images






Experimental data: Non-uniform illumination profile

File: IlluminationProfile.zip



Illumination_Profile.tif
DOI: 10.15468/dl.t53x38
title: Occurrence Download

description: A dataset containing 925 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnetum nodiflorum Brongn."
 ]
}

 The dataset includes 925 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032475-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.