cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110583059
title: Persepolis Fortification Aramaic Text 076, PFAT 076

description: [Text Description:] Administrative Text with seals PFATS 0128; PFATS 0022* ❧ [Text or Publication Number Note:] PFAT 076, Bowman 76 ❧ [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 impression PFATS 0128 obverse; PFATS 0022* reverse, flat edge.
DOI: 10.25549/inscriptifact-ouc110589313
title: Persepolis Fortification Anepigraphic Tablet 0695.101, PFAnep 0695.101

description: [Text Description:] Administrative Text with seal PFS 0535* ❧ [Text or Publication Number Note:] PFAnep 0695.101 ❧ [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 impression PFS 0535* on bottom edge, left edge, obverse, right edge, reverse, upper edge; ink traces?
DOI: 10.25549/inscriptifact-ouc110583054
title: Persepolis Fortification Aramaic Text 074, PFAT 074

description: [Text Description:] Administrative text with seal PFATS 0127s ❧ [Text or Publication Number Note:] PFAT 074, Bowman 074 ❧ [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 impression PFATS 0127s on reverse.
DOI: 10.25549/inscriptifact-ouc110589303
title: Persepolis Fortification Anepigraphic Tablet 0695.101, PFAnep 0695.101

description: [Text Description:] Administrative Text with seal PFS 0535* ❧ [Text or Publication Number Note:] PFAnep 0695.101 ❧ [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 impression PFS 0535* on bottom edge, left edge, obverse, right edge, reverse, upper edge; ink traces?
DOI: 10.17632/j4y5w2c8w9
title: ASL-HG: American Sign Language Hand Gesture Image Dataset

description: This dataset provides a comprehensive collection of American Sign Language (ASL) hand gesture images designed to support research in gesture recognition, computer vision, deep learning, and assistive communication technologies. The dataset consists of 36,000 high-resolution JPG images across 36 ASL classes, covering the full English alphabet (A–Z) and digits (0–9).

Data were collected from 10 volunteers in Mirpur, Dhaka, Bangladesh during May–June 2025. Each participant contributed 100 images per class, producing a balanced dataset of 1,000 images for each gesture category. Images were captured using smartphone HD cameras in both indoor and outdoor environments to ensure diversity in lighting, backgrounds, skin tones, and hand orientations.

To avoid class confusion between the visually similar gestures for the letter “O” and the digit “0”, the dataset explicitly includes the standard two-handed ASL sign for “zero,” which is commonly used in real-world alphanumeric communication. This distinction supports more accurate gesture-based recognition across alphabetic and numeric classes.

The dataset is provided under the root directory “ASL_HG_36000”, which contains two separate ZIP files:

ASL_Raw_Images.zip

1. Contains the original unprocessed gesture images.

2. Preserves natural variations in lighting, background, angle, and hand shape.

ASL_Processed_Images.zip

1. Includes MediaPipe-segmented hand regions with clean backgrounds.

2. Organized into predefined train–test splits (80% training, 20% testing).

3. Provides standardized images suitable for direct model training.

Each ZIP file contains 36 subfolders representing the 36 gesture classes, making the dataset well-structured and easy to integrate into computer vision pipelines.

With its balanced distribution, high quality, and dual-format availability (raw + processed), this dataset stands as a state-of-the-art ASL gesture resource. It is suitable for research in sign language recognition, assistive technology, human–computer interaction, gesture-controlled systems, and pattern recognition benchmarking.
DOI: 10.25549/inscriptifact-ouc110585950
title: Persepolis Fortification Aramaic Text 151, PFAT 151

description: [Text Description:] Administrative text with seal PFATS 0182s ❧ [Text or Publication Number Note:] PFAT 151, Bowman 151 ❧ [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 impression PFATS 0182s flat edge, reverse.
DOI: 10.25549/inscriptifact-ouc1sto1607257
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: 10.17632/j4y5w2c8w9.1
title: ASL-HG: American Sign Language Hand Gesture Image Dataset

description: This dataset provides a comprehensive collection of American Sign Language (ASL) hand gesture images designed to support research in gesture recognition, computer vision, deep learning, and assistive communication technologies. The dataset consists of 36,000 high-resolution JPG images across 36 ASL classes, covering the full English alphabet (A–Z) and digits (0–9).

Data were collected from 10 volunteers in Mirpur, Dhaka, Bangladesh during May–June 2025. Each participant contributed 100 images per class, producing a balanced dataset of 1,000 images for each gesture category. Images were captured using smartphone HD cameras in both indoor and outdoor environments to ensure diversity in lighting, backgrounds, skin tones, and hand orientations.

To avoid class confusion between the visually similar gestures for the letter “O” and the digit “0”, the dataset explicitly includes the standard two-handed ASL sign for “zero,” which is commonly used in real-world alphanumeric communication. This distinction supports more accurate gesture-based recognition across alphabetic and numeric classes.

The dataset is provided under the root directory “ASL_HG_36000”, which contains two separate ZIP files:

ASL_Raw_Images.zip

1. Contains the original unprocessed gesture images.

2. Preserves natural variations in lighting, background, angle, and hand shape.

ASL_Processed_Images.zip

1. Includes MediaPipe-segmented hand regions with clean backgrounds.

2. Organized into predefined train–test splits (80% training, 20% testing).

3. Provides standardized images suitable for direct model training.

Each ZIP file contains 36 subfolders representing the 36 gesture classes, making the dataset well-structured and easy to integrate into computer vision pipelines.

With its balanced distribution, high quality, and dual-format availability (raw + processed), this dataset stands as a state-of-the-art ASL gesture resource. It is suitable for research in sign language recognition, assistive technology, human–computer interaction, gesture-controlled systems, and pattern recognition benchmarking.
DOI: 10.25549/inscriptifact-ouc110585943
title: Persepolis Fortification Aramaic Text 151, PFAT 151

description: [Text Description:] Administrative text with seal PFATS 0182s ❧ [Text or Publication Number Note:] PFAT 151, Bowman 151 ❧ [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 impression PFATS 0182s flat edge, reverse.
DOI: 10.25549/inscriptifact-ouc110589292
title: Persepolis Fortification Anepigraphic Tablet 0694.102, PFAnep 0694.102

description: [Text Description:] Administrative Text with seals PFUTS 0103, PFS 0048 ❧ [Text or Publication Number Note:] PFAnep 0694.102 ❧ [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 impression PFUTS 0103 on obverse, PFS 0048 on left edge
DOI: 10.25549/inscriptifact-ouc110585942
title: Persepolis Fortification Aramaic Text 151, PFAT 151

description: [Text Description:] Administrative text with seal PFATS 0182s ❧ [Text or Publication Number Note:] PFAT 151, Bowman 151 ❧ [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 impression PFATS 0182s flat edge, reverse.
DOI: 10.25549/inscriptifact-ouc110589278
title: Persepolis Fortification Anepigraphic Tablet 0694.101, PFAnep 0694.101

description: [Text Description:] Administrative Text with seals PFUTS 0089s, PFUTS 0102s, PFUTS 0097s ❧ [Text or Publication Number Note:] PFAnep 0694.101 ❧ [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 impression PFUTS 0089s on obverse, PFUTS 0102s on reverse, PFUTS 0097s on left edge
DOI: 10.25549/inscriptifact-ouc110585936
title: Persepolis Fortification Aramaic Text 151, PFAT 151

description: [Text Description:] Administrative text with seal PFATS 0182s ❧ [Text or Publication Number Note:] PFAT 151, Bowman 151 ❧ [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 impression PFATS 0182s flat edge, reverse.
DOI: 10.25549/inscriptifact-ouc110589275
title: Persepolis Fortification Anepigraphic Tablet 0694.102, PFAnep 0694.102

description: [Text Description:] Administrative Text with seals PFUTS 0103, PFS 0048 ❧ [Text or Publication Number Note:] PFAnep 0694.102 ❧ [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 impression PFUTS 0103 on obverse, PFS 0048 on left edge
DOI: 10.25549/inscriptifact-ouc110585931
title: Persepolis Fortification Aramaic Text 150, PFAT 150

description: [Text Description:] Administrative text with seals PFATS 0181; PFATS 0023 ❧ [Text or Publication Number Note:] PFAT 150, Bowman 150 ❧ [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 inscriptions. Seal impressions PFATS 0181 flat edge; PFATS 0023 reverse.
DOI: 10.25549/inscriptifact-ouc110589265
title: Persepolis Fortification Anepigraphic Tablet 0694.101, PFAnep 0694.101

description: [Text Description:] Administrative Text with seals PFUTS 0089s, PFUTS 0102s, PFUTS 0097s ❧ [Text or Publication Number Note:] PFAnep 0694.101 ❧ [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 impression PFUTS 0089s on obverse, PFUTS 0102s on reverse, PFUTS 0097s on left edge
DOI: 10.15468/dl.9t4ayt
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phalaris minor",
 "Country is Nepal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083783-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15082520
title: HMmmmmmmmmmm

description: Peer review phase: data access for editors and reviewers only.
DOI: 10.5281/zenodo.15082521
title: HMmmmmmmmmmm

description: Peer review phase: data access for editors and reviewers only.
DOI: 10.15468/dl.esfzx2
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solanum elaeagnifolium",
 "Country is Algeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083782-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hr2kxs47jy.1
title: Original data for fatty acid lability model

description: the original data of "Quantifying the origins of labile estuarine particulate organic matter of varying reactivity using a fatty acid isotope model based on a genetic algorithm"
DOI: 10.21233/dwgr-dr81
title: LDDsite4657 ostracode surface sample dataset

description: Raw data for the LDDsite4657 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hhee-3w47
title: Levy Lake water chemistry dataset

description: Raw data for the Levy Lake water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/daff-1123
title: Gradenmoos pollen dataset

description: Raw data for the Gradenmoos pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/crqy-6f58
title: Ballyduff testate amoebae surface sample dataset

description: Raw data for the Ballyduff testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/09cj-3f51
title: Lubbock Lake [41LU1] vertebrate fauna dataset

description: Raw data for the Lubbock Lake [41LU1] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/10gr-jm45
title: Tangra Yumco ostracode surface sample dataset

description: Raw data for the Tangra Yumco ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.26030/tecf-qq17
title: Transcriptional profiling of the mutualistic bacterium Vibrio fischeri and an hfq mutant under modeled microgravity

description: For long-duration space missions, it is critical to maintain health-associated homeostasis between astronauts and their microbiome. To achieve this goal it is important to more fully understand the host–symbiont relationship under the physiological stress conditions of spaceflight. To address this issue we examined the impact of a spaceflight analog, low-shear-modeled microgravity (LSMMG), on the transcriptome of the mutualistic bacterium Vibrio fischeri. Cultures of V. fischeri and a mutant defective in the global regulator Hfq (∆hfq) were exposed to either LSMMG or gravity conditions for 12 h (exponential growth) and 24 h (stationary phase growth). Comparative transcriptomic analysis revealed few to no significant differentially expressed genes between gravity and the LSMMG conditions in the wild type or mutant V. fischeri at exponential or stationary phase. There was, however, a pronounced change in transcriptomic profiles during the transition between exponential and stationary phase growth in both V. fischeri cultures including an overall decrease in gene expression associated with translational activity and an increase in stress response. There were also several upregulated stress genes specific to the LSMMG condition during the transition to stationary phase growth. The ∆hfq mutants exhibited a distinctive transcriptome profile with a significant increase in transcripts associated with flagellar synthesis and transcriptional regulators under LSMMG conditions compared to gravity controls. These results indicate the loss of Hfq significantly influences gene expression under LSMMG conditions in a bacterial symbiont. Together, these results improve our understanding of the mechanisms by which microgravity alters the physiology of beneficial host-associated microbes.
DOI: 10.21233/9fgp-ag54
title: Lakkasuo testate amoebae surface sample dataset

description: Raw data for the Lakkasuo testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/9ccg-1e85
title: Dry Creek Site [AKHEA005] vertebrate fauna dataset

description: Raw data for the Dry Creek Site [AKHEA005] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/h9fb-6915
title: 65 [HFL65] water chemistry dataset

description: Raw data for the 65 [HFL65] water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7kw5-3697
title: Khirbet edh-Dharih vertebrate fauna dataset

description: Raw data for the Khirbet edh-Dharih vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hwsh-ja26
title: Czarci Staw testate amoebae surface sample dataset

description: Raw data for the Czarci Staw testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.t4pyc4
title: Occurrence Download

description: A dataset containing 394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia esula L.",
 "Country is Canada",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 394 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022294-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/xwvd-fm45
title: Caswell testate amoebae surface sample dataset

description: Raw data for the Caswell testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/hcfp-c831
title: Bab edh-Dhra vertebrate fauna dataset

description: Raw data for the Bab edh-Dhra vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.