cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/whittington-ouc113295159
title: Style show at Ambassador Hotel, Los Angeles, Calif., 1943

description: 244 photographs of fashion style show at Ambassador Hotel, 3400 Wilshire Boulevard, Los Angeles, California, USA, 12 January 1943. Client: Menswear Manufacturing Association.
DOI: 10.25549/whittington-ouc113295161
title: Style show at Ambassador Hotel, Los Angeles, Calif., 1943

description: 244 photographs of fashion style show at Ambassador Hotel, 3400 Wilshire Boulevard, Los Angeles, California, USA, 12 January 1943. Client: Menswear Manufacturing Association.
DOI: 10.25549/whittington-ouc113295057
title: Style show at Ambassador Hotel, Los Angeles, Calif., 1943

description: 244 photographs of fashion style show at Ambassador Hotel, 3400 Wilshire Boulevard, Los Angeles, California, USA, 12 January 1943. Client: Menswear Manufacturing Association.
DOI: 10.25549/whittington-ouc113294750
title: Portrait of Clif McAfee, Los Angeles, Calif., 1942

description: 2 photographic portraits of Clif McAfee, Los Angeles, California, USA, 29 December 1942. Client: Interstate Aircraft (Nelson). Operator: D.W.
DOI: 10.25549/whittington-ouc113294797
title: Portrait of Clif McAfee, Los Angeles, Calif., 1942

description: 2 photographic portraits of Clif McAfee, Los Angeles, California, USA, 29 December 1942. Client: Interstate Aircraft (Nelson). Operator: D.W.
DOI: 10.25549/whittington-ouc113294885
title: Bowling groups, Arcade Bowling Center, Los Angeles, Calif., 1942

description: 3 photographs of bowling groups, Arcade Bowling Center, 542 South Broadway:roadways, Los Angeles, California, USA, 29 December 1942. Client: Sherwin Williams (Mr. Vaughn). Operator: Joe.
DOI: 10.5281/zenodo.17539571
title: Dance Therapy for Parkinson's Disease: Meta-Analysis and Reproducible R Scripts (RCTs and Pilot RCTs Dataset)

description: This dataset accompanies the manuscript “Dance Therapy for Parkinson’s Disease: Systematic Review, Meta-Analysis, and Recommendations” (submitted to Journal of Neurologic Physical Therapy, 2025). It includes all cleaned data tables and reproducible R scripts used to perform pooled analyses of randomized controlled trials (RCTs) and pilot RCTs evaluating dance therapy in Parkinson’s disease.

The dataset covers multiple clinical domains—motor, non-motor, adherence, and safety—and provides outputs for every meta-analytic model reported in the paper, including forest, funnel, Baujat, and leave-one-out plots, along with summary and diagnostic tables.

All results were generated using random-effects models (REML with Knapp–Hartung correction) in R (version ≥4.3), with complete reproducibility ensured through standardized pipelines. The dataset is fully FAIR-compliant and directly reproduces all pooled estimates, heterogeneity indices, and publication-bias diagnostics cited in the manuscript.
DOI: 10.5281/zenodo.17539572
title: Dance Therapy for Parkinson's Disease: Meta-Analysis and Reproducible R Scripts (RCTs and Pilot RCTs Dataset)

description: This dataset accompanies the manuscript “Dance Therapy for Parkinson’s Disease: Systematic Review, Meta-Analysis, and Recommendations” (submitted to Journal of Neurologic Physical Therapy, 2025). It includes all cleaned data tables and reproducible R scripts used to perform pooled analyses of randomized controlled trials (RCTs) and pilot RCTs evaluating dance therapy in Parkinson’s disease.

The dataset covers multiple clinical domains—motor, non-motor, adherence, and safety—and provides outputs for every meta-analytic model reported in the paper, including forest, funnel, Baujat, and leave-one-out plots, along with summary and diagnostic tables.

All results were generated using random-effects models (REML with Knapp–Hartung correction) in R (version ≥4.3), with complete reproducibility ensured through standardized pipelines. The dataset is fully FAIR-compliant and directly reproduces all pooled estimates, heterogeneity indices, and publication-bias diagnostics cited in the manuscript.
DOI: 10.25549/whittington-ouc113292796
title: Ladies bag & jewelry layout, The Broadway, Los Angeles, Calif., 1942

description: 8 photographs of ladies bag and jewelry layout, The Broadway, Los Angeles, California, USA, 3 December 1942. Client: The Broadway (Mr. Hart). Operator: Cross. Model: Jean Kindley. Includes: purses, pins, earrings, necklace, bracelet.
DOI: 10.25549/whittington-ouc113292681
title: Ladies bag & jewelry layout, The Broadway, Los Angeles, Calif., 1942

description: 8 photographs of ladies bag and jewelry layout, The Broadway, Los Angeles, California, USA, 3 December 1942. Client: The Broadway (Mr. Hart). Operator: Cross. Model: Jean Kindley. Includes: purses, pins, earrings, necklace, bracelet.
DOI: 10.25549/whittington-ouc113292591
title: Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942

description: 16 photographs of Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942. Client: J.W. Robinson (Mrs. Furman). Operator: Cross.
DOI: 10.25549/whittington-ouc113292626
title: Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942

description: 16 photographs of Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942. Client: J.W. Robinson (Mrs. Furman). Operator: Cross.
DOI: 10.25549/whittington-ouc113292587
title: Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942

description: 16 photographs of Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942. Client: J.W. Robinson (Mrs. Furman). Operator: Cross.
DOI: 10.25549/whittington-ouc113292590
title: Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942

description: 16 photographs of Jewelry page, J.W. Robinson, Los Angeles, Calif., 1942. Client: J.W. Robinson (Mrs. Furman). Operator: Cross.
DOI: 10.25549/whittington-ouc113292598
title: Xmas defense page, The Broadway, Los Angeles, Calif., 1942

description: 8 photographs of Xmas defense page, The Broadway, Los Angeles, Calif., 1942. Client: The Broadway (Mr. Hart). Operator: Cross. Model: Charles Mitchell.
DOI: 10.25549/whittington-ouc113292605
title: Xmas defense page, The Broadway, Los Angeles, Calif., 1942

description: 8 photographs of Xmas defense page, The Broadway, Los Angeles, Calif., 1942. Client: The Broadway (Mr. Hart). Operator: Cross. Model: Charles Mitchell.
DOI: 10.25549/whittington-ouc113292599
title: Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942

description: 8 photographs of Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942. Client: Universal Detective Agency Incorporated (Mr. N.H. Peterson, 1324 West 30th Street). Operator: Vannice.
DOI: 10.25549/whittington-ouc113292650
title: Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942

description: 8 photographs of Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942. Client: Universal Detective Agency Incorporated (Mr. N.H. Peterson, 1324 West 30th Street). Operator: Vannice.
DOI: 10.25549/whittington-ouc113292713
title: Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942

description: 8 photographs of Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942. Client: Universal Detective Agency Incorporated (Mr. N.H. Peterson, 1324 West 30th Street). Operator: Vannice.
DOI: 10.25549/whittington-ouc113292645
title: Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942

description: 8 photographs of Exteriors & interiors of Palacio Apartments, West Hollywood, Calif., 1942. Client: Universal Detective Agency Incorporated (Mr. N.H. Peterson, 1324 West 30th Street). Operator: Vannice.
DOI: 10.25549/whittington-ouc113292240
title: Christmas section, L.A. Times, Calif., 1942

description: 52 photographs of Christmas section, Los Angeles Times, Los Angeles, Calif., 1942. Client: L.A. Times (R. Reinbrecht display).
DOI: 10.25549/whittington-ouc113292201
title: Man & woman in suits & coats, Los Angeles, Calif., 1942

description: 5 photographs of Man and woman in suits and coats "(you supplied the models)", Los Angeles, Calif., 1942. Client: Desmonds (Mr. Hanna). Operator: Carter.
DOI: 10.15468/dl.gydn2b
title: Occurrence Download

description: A dataset containing 581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Monochamus urussovii"
 ]
}

 The dataset includes 581 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019223-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whittington-ouc113292205
title: Compensation accidents, Calif., 1942

description: 7 photographs of Compensation accidents, Calif., 1942. Client: Jacmers Underwriters (Nadgren). Operator: Joe. Models: Elaine Davis, Raymond Miller. Shows models enacting accidents in grocery store, elevator, auto mechanics, restaurant, street, construction site, steps.
DOI: 10.25549/whittington-ouc113292246
title: Old cars at Fremont High School, Los Angeles, Calif., 1942

description: 3 photographs of old cars at Fremont High School, Los Angeles, Calif., 1942. Client: Salvage Campaign. Agency: Harry Bennett (412 West 6th Street). Operator: Vannice. Envelope in which the negatives were found also says it contains "Salvage pile of Xmas decorations at Menard & Tabery".
DOI: 10.25549/whittington-ouc113292468
title: Preview of men's fashion show at the Ambassador Hotel, Los Angeles, Calif., 1942

description: 26 photographs of Preview of men's fashion show at the Ambassador Hotel, Los Angeles, Calif., 1942. Client: Men's Wear Mufgrs. Agency: The Lansdale Company (Phil Lansdale). Operator: Cross & D.W. Model: Don McGill, Don King.
DOI: 10.2909/f80bebef-447e-4882-b3e9-c4a91cbae4f5
title: Greenhouse gas emissions under the Effort Sharing Legislation, 2005-2024

description: The Effort Sharing legislation covers greenhouse gas (GHG) emissions from domestic transport, buildings, agriculture, small industry and waste, and accounts for more than 60 % of total EU GHG emissions.

For the period 2013-2020, the Effort Sharing Decision established annual greenhouse gas emission targets for Member States, using global warming potentials (GWPs) from the Fourth Assessment Report (AR4) of the Intergovernmental Panel on Climate Change (IPCC) and excluding NF3 emissions. For the period 2021-2030, emissions are regulated by the Effort Sharing Regulation (ESR), including NF3 emissions and with the use of the GWP values of the IPCC AR5.

The EEA coordinates the Effort Sharing Legislation review of Member States’ greenhouse gas inventories, so that the European Commission can determine compliance with the annual Effort Sharing Legislation targets on the basis of accurate, reliable and verified emission data. Review reports and final Effort Sharing Legislation emissions are published by the European Commission. The Effort Sharing Legislation emissions for the period 2005–2012 and for the latest year ('Y-1') are estimated by EEA on the basis of national GHG inventory data and ETS emissions.
DOI: 10.25549/whittington-ouc113292524
title: Presentation of Maritime M award, Whittier, Calif., 1942

description: 23 photographs of Presentation of Maritime M award, Whittier, Calif., 1942. Client: Security Engineering Company (Mr. W.E. Sievers, 108 West Whittier Boulevard, Whittier).
DOI: 10.15468/dl.zvqstn
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A Preliminary Checklist of the Orchid Bees (Hymenoptera: Apidae: Euglossini) of Ecuador"
 ]
}

 The dataset includes 374 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019225-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whittington-ouc113292498
title: Portraits of the Men's Wear Association Committee, Calif., 1942

description: 11 photographic Portraits of the Men's Wear Association Committee, Calif., 1942. Client: Men's Wear Association. Agency: Lansdale Company (Phil Lansdale). Operator: Cross.
DOI: 10.25549/whittington-ouc113292501
title: Portraits of the Men's Wear Association Committee, Calif., 1942

description: 11 photographic Portraits of the Men's Wear Association Committee, Calif., 1942. Client: Men's Wear Association. Agency: Lansdale Company (Phil Lansdale). Operator: Cross.
DOI: 10.25549/whittington-ouc113292537
title: Portraits of the Men's Wear Association Committee, Calif., 1942

description: 11 photographic Portraits of the Men's Wear Association Committee, Calif., 1942. Client: Men's Wear Association. Agency: Lansdale Company (Phil Lansdale). Operator: Cross.
DOI: 10.25549/whittington-ouc113292544
title: Mattheus Cruisers in Coast Guard, 1942

description: 5 photographs of Mattheus Cruisers in Coast Guard, 1942. Client: Matthews Company (Mr. R.E. Reynolds, advertising manager, Port Clinton, Ohio). Agency: At Coast Guard only for Lieutenant (j.q.) Maxwell Sturges. Operator: D.W.
DOI: 10.25549/whittington-ouc113294769
title: Russians at blood bank, Los Angeles, Calif., 1942

description: 6 photographs of Russians at blood bank, Los Angeles, California, USA, 11 December 1942. Client: Russian War Relief. Agency: Harry Bennett. Operator: Vannice. "...blood bank. Safety Suzy says: 'Bank your blood; don't waste it in traffic!'".
DOI: 10.25549/whittington-ouc113294702
title: Topcoat, hat & ties, Los Angeles, Calif., 1942

description: Photograph of topcoat, hat, and ties, Los Angeles, California, USA, 14 December 1942. Client: Desmond's (Link Hanna). Operator: Cross. Model: Lyom Wickland.
DOI: 10.25549/whittington-ouc113294719
title: Mrs. Briggs receiving Navy check, Los Angeles, Calif., 1942

description: 2 photographs of Mrs. Briggs receiving Navy check, Los Angeles, California, USA, 14 December 1942. Client: Community Chest (Miss Plank). Operator: Vannice.
DOI: 10.25549/whittington-ouc113294818
title: Kohlsaat wedding, Wee Kirk o' the Heather, Glendale, Calif., 1942

description: 2 photographs of wedding of Marlene Fingerle and Dietrich Kohlsaat, Glendale, California, USA, 14 December 1942. Client: Mr. Dietrich Kohlsaat (9000 Sunset Boulevard). The wedding took place on 21 December 1943. Agency: care of Tony Burke (Towne House). Operator: Joe. "Wee Kirk o' the Heather, Forest Lawn Memorial Park, reconstruction of Annie Laurie's church, Glencairn, Scotland, erected 1310 - destroyed 1805. Except the Lord build the house they labor in vain who build it. 1310-1929"; "Wishing chair, Forest Lawn has built this Annie Laurie wishing chair of stone which once composed a part of the old Wee Kirk at Glencairn where Annie Laurie worshipped. In Glencairn they say the fairies have blessed these stones. Tradition tells us that good fortune will forever smile upon the bride and bridegroom who sit in this chair on their wedding day and, hand in hand, recite together the verse on the tablet in front of the wishing chair."
DOI: 10.25549/whittington-ouc113294724
title: Aviation Dept. for "World" magazine, Los Angeles, Calif., 1942

description: 7 photographs of Aviation Department for "World" magazine, Los Angeles, California, USA, 14 December 1942. Client: Sherwin Williams Paint Company (Mr. Vaughan, 3170 East Pico Street). Operator: Joe.
DOI: 10.25549/whittington-ouc113293414
title: Registration of voters at Lockheed, Burbank, Calif., 1942

description: 13 photographs of Registration of voters at Lockheed, Burbank, California, USA, 23 September 1942. Client: Labors Protective Committee (Merrill Davis, Room 400, 408 South Spring Street). Agency: Western Procurement District, Army Air Forces (506 Santa Monica Boulevard, Santa Monica, California). Operator: Cross & Ed.
DOI: 10.25549/whittington-ouc113293263
title: Registration of voters at Lockheed, Burbank, Calif., 1942

description: 13 photographs of Registration of voters at Lockheed, Burbank, California, USA, 23 September 1942. Client: Labors Protective Committee (Merrill Davis, Room 400, 408 South Spring Street). Agency: Western Procurement District, Army Air Forces (506 Santa Monica Boulevard, Santa Monica, California). Operator: Cross & Ed.
DOI: 10.25549/whittington-ouc113293199
title: Registration of voters at Lockheed, Burbank, Calif., 1942

description: 13 photographs of Registration of voters at Lockheed, Burbank, California, USA, 23 September 1942. Client: Labors Protective Committee (Merrill Davis, Room 400, 408 South Spring Street). Agency: Western Procurement District, Army Air Forces (506 Santa Monica Boulevard, Santa Monica, California). Operator: Cross & Ed.
DOI: 10.25549/whittington-ouc113293364
title: Registration of voters at Lockheed, Burbank, Calif., 1942

description: 13 photographs of Registration of voters at Lockheed, Burbank, California, USA, 23 September 1942. Client: Labors Protective Committee (Merrill Davis, Room 400, 408 South Spring Street). Agency: Western Procurement District, Army Air Forces (506 Santa Monica Boulevard, Santa Monica, California). Operator: Cross & Ed.
DOI: 10.25549/whittington-ouc113293418
title: Garment manufacturing shop, Los Angeles, Calif., 1942

description: Copy of old photograph of garment manufacturing shop, Los Angeles, California, USA, 25 September 1942. Client: K.W.B. Manufacturing Company (Jack Kaulka, 1801 South Main Street).
DOI: 10.25549/whittington-ouc113293052
title: Banquet & small groups at L.A.A.C., Los Angeles, Calif., 1942

description: 6 photographs of Banquet and small groups at Los Angeles Athletic Club, Los Angeles, California, USA, 19 September 1942. Client: Los Angeles Brewing Company (Mr. Marshall, 1910 North Main Street). Agency: W.S. Munson (1901 La Golondrina Street, Alhambra, California). Operator: Vannice.
DOI: 10.25549/whittington-ouc113292254
title: Interiors & exteriors of plant, 4810 Everett Ave., Vernon, Calif., 1942

description: 17 photographs of Interiors and exteriors of plant, 4810 Everett Avenue, Vernon, California, USA, 2 September 1942. Client: Table Products, Division of Safeway (Mr. Morgan, 4810 Everett Avenue). Operator: Joe.
DOI: 10.5281/zenodo.17539063
title: Hybrid CNN Transformer Ensemble Model

description: Hybrid Transformer Ensemble Model integrates the beneficial effect of synergy of ResNet50V2, DenseNet121 and MobileNetV2 within a unified transformer-based framework, as observed in image 7. The three CNN backbones are used simultaneously as independent feature extractors, and each of them ends with a Global Average Pooling layer to give compact one-dimensional features. Dense layers are used to project the vectors into the common dimensions space and then combine them together to form a single feature stack. 

This is followed by layer normalization, and then a multi-head mechanism of self-attention is applied, which detects the relationship between heterogenous features and underlines its contextual importance. The Residual connections and two layer feed-forward net (Dense-512 → Dropout-0.3 → Dense-256) are used to refine the learnt embeddings to gain more stability and better feature generalisation. The transformer enhanced representation is applied to the pooled CNNs to preserve the original discriminative information in them and to incorporate contextually enriched features. The joint embedding is processesed using  two additional layers (Dense layers density of 256 each, separated by Dropout-0.5 layers) before it reaches the final softmax classification head assigning probability of fatty liver, cirrhosis, and HCC. The hybrid ensemble gives a more detailed and robust analysis of liver CT images, both in terms of multi-scale CNN features and the ability of the transformer to encode inter-feature relationships, outperforming the performance of backbones or independent transformer-enhanced models.
DOI: 10.5281/zenodo.17539064
title: Hybrid CNN Transformer Ensemble Model

description: Hybrid Transformer Ensemble Model integrates the beneficial effect of synergy of ResNet50V2, DenseNet121 and MobileNetV2 within a unified transformer-based framework, as observed in image 7. The three CNN backbones are used simultaneously as independent feature extractors, and each of them ends with a Global Average Pooling layer to give compact one-dimensional features. Dense layers are used to project the vectors into the common dimensions space and then combine them together to form a single feature stack. 

This is followed by layer normalization, and then a multi-head mechanism of self-attention is applied, which detects the relationship between heterogenous features and underlines its contextual importance. The Residual connections and two layer feed-forward net (Dense-512 → Dropout-0.3 → Dense-256) are used to refine the learnt embeddings to gain more stability and better feature generalisation. The transformer enhanced representation is applied to the pooled CNNs to preserve the original discriminative information in them and to incorporate contextually enriched features. The joint embedding is processesed using  two additional layers (Dense layers density of 256 each, separated by Dropout-0.5 layers) before it reaches the final softmax classification head assigning probability of fatty liver, cirrhosis, and HCC. The hybrid ensemble gives a more detailed and robust analysis of liver CT images, both in terms of multi-scale CNN features and the ability of the transformer to encode inter-feature relationships, outperforming the performance of backbones or independent transformer-enhanced models.
DOI: 10.5281/zenodo.17539602
title: SignData

description:   中国手语知识图谱数据集 v1.0

  描述  这是中国手语知识图谱数据集的初始版本,旨在支持手语识别、手语教学及相关无障碍技术领域的研究和应用。

  主要特点  数据集内容:  - 3种类型的实体:手语词汇、身体部位和动作行为  - 2种预定义的关系类型链接实体:"执行"和"表达"  - 基于四元组结构:(手语词汇, 身体部位, 动作行为, 时序顺序)

  四元组例子:  "看, 右手食指, 分开, 1"  "馄饨, 右手食指, 在左手掌心上一抹, 1"

  包含的文件:  - data.json: 原始训练对话数据集  - neo4j/neo4j-import/: Neo4j导入格式的CSV文件    - sign_words.csv: 手语词汇节点    - body_parts.csv: 身体部位节点    - actions.csv: 动作行为节点    - quadruples.csv: 完整四元组数据    - performs_relationships.csv: "执行"关系数据    - executes_relationships.csv: "表达"关系数据  - neo4j/scripts/: Neo4j导入和查询脚本  - Neo4j_Import_Guide.md: 数据集使用说明

  祝您探索中国手语知识图谱愉快!

  Chinese Sign Language Knowledge Graph Dataset v1.0

  Description  This is the initial version of the Chinese Sign Language Knowledge Graph dataset, designed to support research and applications in sign  language recognition, sign language education, and related accessibility technologies.

  Key Features of the Dataset:  Entity Types: The dataset contains 3 types of entities: sign words, body parts, and action behaviors.  Relationships: 2 predefined relationship types link entities ("PERFORMS" and "EXECUTES").  Quadruple Structure: (sign_word, body_part, action, temporal_order)

  Example of Quadruples:  "看, 右手食指, 分开, 1" (Look, right index finger, separate, 1)  "馄饨, 右手食指, 在左手掌心上一抹, 1" (Wonton, right index finger, wipe on left palm, 1)

  Included Files:  - data.json: Original training conversation dataset  - neo4j/neo4j-import/: CSV files in Neo4j import format    - sign_words.csv: Sign word nodes    - body_parts.csv: Body part nodes    - actions.csv: Action behavior nodes    - quadruples.csv: Complete quadruple data    - performs_relationships.csv: "PERFORMS" relationship data    - executes_relationships.csv: "EXECUTES" relationship data  - neo4j/scripts/: Neo4j import and query scripts  - Neo4j_Import_Guide.md: Dataset usage instructions

  Enjoy exploring the Chinese Sign Language Knowledge Graph dataset!