cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh1404946.10fu
title: SH1404946.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1404947.10fu
title: SH1404947.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.18231672
title: Spacecraft System Engineering MBSE Requirement Dataset

description: This dataset includes requirement from two missions ( Hubble Space Telescope / Lunar Base ), extracts from Capella System Engineering Models, and labels if a requirement is fullfilled or not. This can be used to train systems to detect if a requirement is fulfilled by a Capella model.
DOI: 10.15156/bio/sh1404948.10fu
title: SH1404948.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.18231671
title: Spacecraft System Engineering MBSE Requirement Dataset

description: This dataset includes requirement from two missions ( Hubble Space Telescope / Lunar Base ), extracts from Capella System Engineering Models, and labels if a requirement is fullfilled or not. This can be used to train systems to detect if a requirement is fulfilled by a Capella model.
DOI: 10.15156/bio/sh1404953.10fu
title: SH1404953.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1404955.10fu
title: SH1404955.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1404956.10fu
title: SH1404956.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.25574/28274
title: Chandra X-ray Observatory ObsId 28274

description: Clarifying the nature of IMBH-powered AGN candidates in well characterized host galaxies
DOI: 10.5281/zenodo.17280853
title: EMMI dataset

description: The EMMI (Enzyme–sMall Molecule Interaction) dataset contains experimentally confirmed enzyme–small molecule pairs. Data were integrated from multiple sources, including BindingDB, BRENDA, ChEMBL, Gene Ontology, IUPHAR-PSB, PubChem, Rhea, SABIO-RK, and UniProt. EMMI comprises 147,224 samples spanning three relation types: enzyme–non-interacting, enzyme–substrate, and enzyme–inhibitor pairs. It includes 15,652 unique enzymes and 28,977 unique small molecules, yielding an overall enzyme-to-small molecule ratio of 0.54. The dataset is well-balanced across interaction types while preserving diversity among both enzymes and small molecules.To better reflect biological reality—where most enzymes do not interact with most small molecules—the number of enzyme–non-interacting pairs (79,668) was kept higher than the combined number of enzyme–substrate and enzyme–inhibitor pairs (67,556). The ratio of enzyme–substrate to enzyme–inhibitor samples is approximately 1:1. The EMMI dataset is part of the broader EMMA project—a general transformer-based multi-task learning framework designed to predict different interaction types between enzymes and small molecules (Preprint).
DOI: 10.25574/28360
title: Chandra X-ray Observatory ObsId 28360

description: R Mon: A Herbig Star With a Protostar X-ray Spectrum
DOI: 10.15468/dl.y4ss5m
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-43.5475 29.98901,-0.36558 29.98901,-0.36558 52.31394,-43.5475 52.31394,-43.5475 29.98901))",
 "TaxonKey is Bonapartia pedaliota"
 ]
}

 The dataset includes 108 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024789-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rgncf
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Celtis lindheimeri)",
 "StateProvince is one of (Mexico Northeast, Texas)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 79 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024788-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.18472.98566
title: Dynamic modeling of flexible tail for bio-inspired dogfish shark (Squalus acanthias)-inchworm with multifunctional locomotion
DOI: 10.15468/dl.qqbgrk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leptosomiformes)",
 "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 -30,-140 -30,-140 -20,-150 -20,-150 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024792-251009101135966/datasets/export for details.
DOI: 10.25549/examiner-c44-83926
title: Driver Safety Center, 1955

description: 2 images. Driver Safety Center, 29 December 1955. Orville Nicola (taking driving test); Ray Leheney (Secretary of White House Conference on Safety); Gene Krueger (Director of Safety Center); O.R. Roberts (District Director for Pacific Intermountain Express).; Caption slip reads: "Photographer: Snow. Date: 1955-12-29. Reporter: Bernstein. Assignment: Driver Safety Center. 1/2: from left: Orville Nicola, (seated) truck driver, who is 50,001st driver to take safety tests at the Driver Safety Center; Ray Leheney, Teamsters Union official and Secretary of White House Conference on Safety; O.R. Roberts, district director for Pacific Intermountain Express; Gene Krueger, director of the Safety Center. (Nicola is shown taking one of the tests at the center testing his reaction time)".
DOI: 10.25549/examiner-c44-84094
title: Beverly Wilshire Hotel interview, 1956

description: 3 images. Beverly Wilshire Hotel interview, 1 February 1956. James A. Finnegan (national campaign manager of Stevenson).; Caption slip reads: "Photographer: Paegel. Date: 1956-02-01. Reporter: Greenberg. Assignment: Bev. Wilshire Hotel interview. 37/38/45: James A. Finnegan, Natl. campaign mgr. for Adale Stevenson".
DOI: 10.25549/examiner-c44-84118
title: USS "Worchester" arrival (cruiser), 1956

description: 9 images. USS "Worchester" arrival (cruiser), 1 February 1956. Terry Horne; Melba Smith; Mrs. Harry Horne; Timothy Horne; Pat Cully; Patricia Horne; Matthew Crieco.; Caption slip reads: "Photographer: Gershon. Date: 1956-02-01. Reporter: Gershon. Assignment: Cruiser Worchester. Light cruiser Worchester arriving in new home port, Long Beach. 'Where's my daddy's ship', Terry Horne, 5, asks Wave Melba Smith, while Mrs. Harry Horne holds Timothy Horne, 8 1/2 months, and Mrs. Pat Cully, Mrs. Horne's aunt, holds Patricia Horne, 3. Other wives crow around to hear answer. Terry Horne holds hand to eyes as he peers through fog for Cruiser Worchester to arrive in Long Beach; Mother, Mrs. Harry Horne holds Timothy, 8 1/2 months, and Patricia Horne, 3, stands near brother. Harry Horne gets warm welcome from wife as shipmates crowd around. Mathew [sic] Crieco, holds Patricia Horne and Terry Horne, 5, looks up to see doings".
DOI: 10.25549/examiner-c44-84121
title: USS "Worchester" arrival (cruiser), 1956

description: 9 images. USS "Worchester" arrival (cruiser), 1 February 1956. Terry Horne; Melba Smith; Mrs. Harry Horne; Timothy Horne; Pat Cully; Patricia Horne; Matthew Crieco.; Caption slip reads: "Photographer: Gershon. Date: 1956-02-01. Reporter: Gershon. Assignment: Cruiser Worchester. Light cruiser Worchester arriving in new home port, Long Beach. 'Where's my daddy's ship', Terry Horne, 5, asks Wave Melba Smith, while Mrs. Harry Horne holds Timothy Horne, 8 1/2 months, and Mrs. Pat Cully, Mrs. Horne's aunt, holds Patricia Horne, 3. Other wives crow around to hear answer. Terry Horne holds hand to eyes as he peers through fog for Cruiser Worchester to arrive in Long Beach; Mother, Mrs. Harry Horne holds Timothy, 8 1/2 months, and Patricia Horne, 3, stands near brother. Harry Horne gets warm welcome from wife as shipmates crowd around. Mathew [sic] Crieco, holds Patricia Horne and Terry Horne, 5, looks up to see doings".
DOI: 10.25549/examiner-c44-83856
title: Champions meet Champions at Ambassador, 1955

description: 2 images.Champions meet Champions at Ambassador, 29 December 1955. Marg and Gower Champion; Young Miss America Contestants.; Supplementary material reads: "Caption. Young Miss America. 1955-12-29. Champions Meet Champions at Ambassador Rehearsal. Marg and Gower Champion, the nations dance favorites, took time from rehearsals at the Coconut Grove in the Ambassador Hotel, where they appear daily, to give professional instruction to the regional winners of the Young Miss America contest. Shown with the Champions, Rosalie Gronau --13, Miss St. Louis".
DOI: 10.25549/examiner-c44-83876
title: Tugboat No. 10 (New Name "Angel's Gate"), 1955

description: 6 images. Tugboat No. 10 (New Name "Angel's Gate"), 29 December 1955. Anita Mosier ("Miss Los Angeles Harbor").; Supplementary material reads: "For South Bay Section. All the rest of pix are of La Sirena del la Puerta de los Angeles (Anita Mosier) painting a new name on unglamorous Los Angeles Harbor Department's tugboat No. 10 new name is 'Angel's Gate'. Los Angeles harbor's lighthouse in background is entrance to port called 'Angel's Gate'. Tug has been on duty for department more than 15 years".
DOI: 10.25549/examiner-c44-83878
title: Tugboat No. 10 (New Name "Angel's Gate"), 1955

description: 6 images. Tugboat No. 10 (New Name "Angel's Gate"), 29 December 1955. Anita Mosier ("Miss Los Angeles Harbor").; Supplementary material reads: "For South Bay Section. All the rest of pix are of La Sirena del la Puerta de los Angeles (Anita Mosier) painting a new name on unglamorous Los Angeles Harbor Department's tugboat No. 10 new name is 'Angel's Gate'. Los Angeles harbor's lighthouse in background is entrance to port called 'Angel's Gate'. Tug has been on duty for department more than 15 years".
DOI: 10.25549/examiner-c44-83883
title: Oldest Locomotive, 1955

description: 4 images. Oldest Locomotive, 29 December 1955. Charles Tilly (Manager of Outer Dock and Wharf Company); Walter Thrall (president of Southern California Chapter of the Railway and Locomotive Historical Society).; Supplementary material reads: "Gershon. Monday Early. Illus. City Desk. Oldest Locomotive. No. 1: Charles Tilly, in cab, hands original manufacturer's plates taken from 'Old No. 2' oldest locomotive in service in nation at Outer Harbor, San Pedro, to Walter Thrall, president of the Southern California Chapter of the Railway and Locomotive Historical Society, Inc. Tilly, Manager of the Outer Harbor Dock and Wharf Company gave locomotive society rather than see 'eldest engine in service' go to scrap heap. No. 2: Charles Tilly at throttle of 'Old No 2'. Walter Thrall standing with engineer's hat (if he shows). Nos. 3/4: Standing by 'Old No 2' oldest locomotive in service in the United States on retirement, is Walter Thrall, F. Norman Clark, Jr., equipment chairman, Southern California Chapter of the Railway and Locomotive Historical Society, Inc., center, and Charles Tilly, manager Outer Harbor Dock and Wharf Co.".
DOI: 10.25549/examiner-c44-83906
title: Bank robbery (California Bank at 6th and Grand), 1955

description: 5 images. Bank robbery (California Bank at 6th and Grand), 28 December 1955. Robert W. Norman -- 32 yrs. (suspect); Anton Ritcher (guard); Mrs. Anges Richie (Chief Teller); Joseph Magoffin (Vice President and Manager).; Caption slip reads: "Photographer: Brunk. Date: 1955-12-28. Assignment: Bank robbery. B32/33: Robert W. Norman, 32, suspect. B34/35/36: l to r, Anton Ritcher, guard; Mrs. Agnes Richie, chief teller; and Joseph Magoffin, vice pres. and manager".
DOI: 10.25549/examiner-c44-84407
title: Shriners return, 1955

description: 2 images. Shriners return, 13 October 1955. Mr. and Mrs. Earl Daniels. "Society". (Sleeve reads: S-11640).; Supplementary material reads: "Two shots of couple are Mr. and Mrs. Earl Daniels, this is for Lynn Spencer. Daniels places lei around wives [sic] neck on board S.S.Lurline".
DOI: 10.5281/zenodo.18759950
title: OpenHand-Synth: A Large-Scale Synthetic Handwriting Dataset for Multimodal Language Models

description: OpenHand-Synth is a large-scale synthetic handwriting dataset containing 68,077 high-resolution images of handwritten text across 15 languages (English, Dutch, French, German, Spanish, French, Italian, Portuguese, Danish, Swedish, Norwegian Bokmål, Romanian, Indonesian, Malay, and Tagalog). The dataset features 220 distinct writer styles, variable ink colors (black, blue, green, red), and realistic noise augmentations simulating real-world document conditions.

Images are generated using a neural handwriting synthesis model and paired with rich metadata including ground truth text, writer style ID, neatness score, ink color, OCR validation results, Character Error Rate (CER), and Jaro-Winkler similarity. All images were quality-validated using the Qwen2.5-VL-72B-Instruct vision-language model. The final dataset achieves a mean CER of ~0.03, with approximately 54% of samples reaching perfect recognition (CER = 0.0). Text content is drawn from three categories: factual prose (Simple English Wikipedia), conversational sentences (Tatoeba), and structured data (locale-aware dates, names, and numbers via Faker).

The dataset is split 80/10/10 (train/validation/test) with stratification by writer, source, and language to ensure balanced representation across all splits. It supports multiple downstream tasks including optical character recognition (OCR), visual question answering (VQA), writer identification, style transfer, and multimodal document understanding.

The dataset is released under CC BY 4.0.

For easy access, find the dataset on Huggingface: https://huggingface.co/datasets/to-be/OpenHand-Synth
DOI: 10.5281/zenodo.18759951
title: OpenHand-Synth: A Large-Scale Synthetic Handwriting Dataset for Multimodal Language Models

description: OpenHand-Synth is a large-scale synthetic handwriting dataset containing 68,077 high-resolution images of handwritten text across 15 languages (English, Dutch, French, German, Spanish, French, Italian, Portuguese, Danish, Swedish, Norwegian Bokmål, Romanian, Indonesian, Malay, and Tagalog). The dataset features 220 distinct writer styles, variable ink colors (black, blue, green, red), and realistic noise augmentations simulating real-world document conditions.

Images are generated using a neural handwriting synthesis model and paired with rich metadata including ground truth text, writer style ID, neatness score, ink color, OCR validation results, Character Error Rate (CER), and Jaro-Winkler similarity. All images were quality-validated using the Qwen2.5-VL-72B-Instruct vision-language model. The final dataset achieves a mean CER of ~0.03, with approximately 54% of samples reaching perfect recognition (CER = 0.0). Text content is drawn from three categories: factual prose (Simple English Wikipedia), conversational sentences (Tatoeba), and structured data (locale-aware dates, names, and numbers via Faker).

The dataset is split 80/10/10 (train/validation/test) with stratification by writer, source, and language to ensure balanced representation across all splits. It supports multiple downstream tasks including optical character recognition (OCR), visual question answering (VQA), writer identification, style transfer, and multimodal document understanding.

The dataset is released under CC BY 4.0.

For easy access, find the dataset on Huggingface: https://huggingface.co/datasets/to-be/OpenHand-Synth
DOI: 10.25549/examiner-c44-84527
title: "Society" -- Bishop's Ball, 1955

description: 2 images. "Society" -- Bishop's Ball, 22 October 1955. Charlotte Ewan; Bill Crocker; Gail Fisher; Jon Davidson. ("Contacts and negs. to: Ludlow"). (Sleeve reads: S-11640).; Caption slip reads: "Photographer: Brunk. Date: 1955-10-22. Reporter: Sox. Assignment: Bishop's Ball. B33/34: L to R, front: Charlotte Ewan; Bill Crocker. Rear: Gail Fisher; Jon Davidson".; Supplementary material reads: "Photo assignment for Friday October 21 at 5 p.m. Pls. go to home of Mrs. Curtis, 112 South Plymouth Blvd. WE 55548, get shots of plans for Bishop's Ball. Candid, three cols. Contacts Monday. Thanks, Carter Ludlow".
DOI: 10.25549/examiner-c44-84553
title: Our Lady of Lourdes Guild, 1955

description: 3 images. Our Lady of Lourdes Guild, 24 October 1955. Mrs. Walter V. Zellick, Junior; Mrs. Richard B. Murrow; Mrs. Charles A. Salerno. (Sleeve reads: S-11640).; Caption slip reads: "Lou Mack. Date: 1955-10-24. Assignment: Our Lady of Lourdes Guild. 13/14/9: L/R, Mrs. Walter V. Zellick Jr., Pres.; & Mrs. Richard B. Murrow; & Mrs. Charles A. Salerno. Society".; Supplementary material reads: "Photo assignment for Monday October 24 at 12 noon. Pls. go to home of Mrs. Murrow, 11181 Ophir drive, Westwood, GR 27471, get shots of Our Lady of Lourdes Guild plans for Xmas shopping luncheon. Candid, three cols, unaware of camera (the people not the photog). Contacts Tuesday. Thanks, Carter Ludlow".
DOI: 10.25549/examiner-c44-83850
title: Family reunion (Union Station), 1955

description: 2 images. Family reunion (Union Station), 29 December 1955. Lizzie Sykes; James C. Corbett (brother); Agnes Fletcher (sister).; Caption slip reads: “Photographer: Hecht. Date: 1955-12-29. Reporter: Ostler. Assignment: Family reunion-- Union Station. 3/4: L/R, Lizzie Sykes, of Kent England; her brother, James C. Corbett; and sister, Agnes Fletcher, of Canada. The reunion yesterday between Mrs. Sykes and Mr. Corbett was the first in 50 years for the two. Mrs. Fletcher was here three years ago for the first time in 47 years".