cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k4ajkc
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetrachyron omissum Rzed. & Calderón"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000253-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-32405
title: Yellow Cab Co., lantern slides, the cab on the streets, Southern California, 1926

description: 12 photographs of cab on the streets, Yellow Cab Co., Southern California, 1926. "Client: Yellow Cab Co, Lantern Slides, The Cab on the Streets; Subject: H-4; Year: 1926; Job: 65-5-1" -- on envelope front.
DOI: 10.25549/whit-c170-32740
title: Test scale & brake tester, Pennzoil Laboratories, Southern California, 1932

description: 3 photographs of test scale & brake tester, Southern California, 1932. "Subject: Test scale & brake tester, Penn[zoil] Laboratories; Client: Pennzoil; Original Print Order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy]; Year: 1932; Job: 5-9-48" -- on envelope front. "Operator's Report Name: Joe; Amount: 6.00" -- on envelope back.
DOI: 10.15468/dl.i7jlk1
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Oman",
 "TaxonKey is Dorstenia foetida (Forssk.) Schweinf."
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000253-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-32338
title: Fresco of hurdler, Southern California, 1932

description: Photograph of fresco of hurdler, Southern California, 1932. "Subject: Fresco of Hurdler; Client: Sequeros, 627 S[ain]t Andrews; Original Print Order: 1; Size: 8x10; Finish: gl[ossy]; Re-order: 1; Year: 1932; Job: 7-27-150" -- on envelope front. "Operator's Report Name: Dick; 1 Original Photographs-Size: 8x10; Amount: 3.00; Extra charges: Sequeros" -- on envelope back.
DOI: 10.25549/whit-c170-100926
title: Football: U.S.C. vs. Oregon State, Los Angeles, Calif., 1937

description: 10 photographs of a football game between the University of Southern California and Oregon State University, played at the Los Angeles Memorial Coliseum, Los Angeles, California, 1937 October 16. In one image a man in a suit is talking with a player; in another a player is being carried off the field. Editor's note: the photographer's job number does not indicate a date for the game.
DOI: 10.25549/whit-c170-70257
title: Wilshire Boulevard near Westwood, Los Angeles, CA, 1928

description: 4 photographs of Wilshire Boulevard near Westwood, Los Angeles, CA, 1928. "84-10-44; 1928; Pacific Ludemnity [sic]; Wilshire B[ou]l[e]v[ar]d near Westwood" -- on envelope.
DOI: 10.25549/whit-c170-32547
title: Departure of Richfield Fokker (Tommy Fowler, pilot), Southern California, 1932

description: 7 photographs of men, women and departure of Richfield Fokker, Southern California, 1932. "Subject: Departure of Richfied [sic] Fokker (Tommy Fowler Pilot); Agency: H.C. Bernstein; Client: Richfield Oil Co., J.T. French; Original Print Order: 4 ea[ch]; Size: 8x10, 5x7; Finish: gl[ossy]; Re-order: 7 ea[ch], 1 ea[ch] #3,4,5,6,7; Year: 1932; Job: 11-12-61" -- on envelope front. "Operator's Report Name: "Dick"; Amount: 14.00" -- on envelope back.
DOI: 10.15468/dl.rzc0yp
title: Occurrence Download

description: A dataset containing 4563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Sizing Ocean Giants",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4563 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000253-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-33144
title: Auburn runs at Muroc Dry Lake, Southern California, 1932

description: 22 photographs of automobile on dry lake, Southern California, 1932. "Subject: Auburn runs at Muroc Dry Lake; Client: Union Oil; Year: 1932; Job: 26-15-85" -- on envelope.
DOI: 10.25549/whit-c170-33151
title: Auburn runs at Muroc Dry Lake, Southern California, 1932

description: 22 photographs of automobile on dry lake, Southern California, 1932. "Subject: Auburn runs at Muroc Dry Lake; Client: Union Oil; Year: 1932; Job: 26-15-85" -- on envelope.
DOI: 10.15468/dl.tkjjaq
title: Occurrence Download

description: A dataset containing 8853 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vascular Plants Collection of National Museum of Nature and Science"
 ]
}

 The dataset includes 8853 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000253-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-93989
title: Portrait of Mr. Hunsacker, Southern California, 1940

description: 4 photographic portraits of Mr. Hunsacker, Southern California, 1940. "Date: Tues[day]; Time: 5PM; Operator: Cross; Meet: Mr. Hunsacker; For: Nesbitt Fruit Prod[ucts]; At: Studio; Job: Portrait; Deliver to: & ch[arge] Nesbitt Fruit Products" -- on card front. "Subject: Portrait of Mr. Hunsacker; Client: Nesbitt Fruit Prod[ucts]; Original Print Order: Thurs[day] AM, 1; Size: 8x10; Finish: gl[ossy]; Year: 1940; Job: 09-24-142" -- on envelope front. "Operator's Report - Name: Cross; 1 Original Photographs - At Studio: 8x10; Amount: 3.50" -- on envelope back.
DOI: 10.15468/dl.ad9zxu
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Werneria pygmaea Gillies ex Hook.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 330 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000253-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-70291
title: Wanda Fontaine at Leimert Park, Los Angeles, CA, 1927

description: 6 photographs of Wanda Fontaine posing next to dwellings under construction in Leimert Park, Los Angeles, CA, 1927. "712-30-86 1927; Walter H. Leimert; Wanda Fontaine at Leimert Park" -- on envelope.
DOI: 10.15468/dl.v2njg1
title: Occurrence Download

description: A dataset containing 33395 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melopsittacus undulatus (Shaw, 1805)"
 ]
}

 The dataset includes 33395 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000254-150306150734599/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15021839
title: Micro SAM
DOI: 10.5281/zenodo.15021840
title: Micro SAM
DOI: 10.15468/dl.z7dvnr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procystiphora mangiferae (Felt, 1927)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007573-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tzwtcp7jvh.1
title: Datasets of "Fixed Capital and Growth Imperatives: Is Commercial Aviation Trapped in a Treadmill?"

description: Financial Data
This study sources financial data from Wharton Research Data Services (WRDS), specifically the Compustat Fundamentals database. Compustat North America covers U.S. and Canadian publicly traded companies, while Compustat Global includes firms outside North America. The dataset includes historical financial data from 1950 onward.

Companies in the commercial aviation sector were identified using WRDS’s “Find Companies” tool and categorized into five sub-sectors: Airplane Manufacturers, Suppliers, Maintenance, Airlines, and Airport Operators. 
The selected financial variables include:
Capital Expenditures (CAPX): Funds used for additions to property, plant, and equipment (PPE), excluding acquisitions.
Property, Plant, and Equipment - Total (PPEGT): Gross valuation of tangible fixed assets used in operations.
Earnings Before Interest, Taxes, Depreciation, and Amortization (EBITDA): A measure of operational profitability before reinvestment in fixed capital.
The financial data reveals a consistent rise in capital expenditures and tangible fixed assets across five commercial aviation sub-sectors, reflecting increased investments in infrastructure and equipment. EBITDA has also grown significantly, with airlines and maintenance companies experiencing the highest surges, indicating that firms must generate larger operational surpluses to sustain expanding fixed capital investments.
To adjust all financial data to 2024 constant US dollars, the Producer Price Index (PPI) from the Federal Reserve Economic Data (FRED) database was used. The PPI, dating back to 1912, reflects wholesale price changes, ensuring financial figures remain comparable over time.

Trade Data
Global trade data was obtained from the UN Comtrade Database using the Harmonized System (HS) classification for exports. Selected categories highlight aviation’s material footprint beyond fuel consumption:

Aircraft tires (HS 401130) – Maintenance and wear-related material flows.
Aircraft engines (HS 840710) – Technological propulsion components.
Propellers and rotors (HS 880310) – Key aerodynamic components.
Aircraft seats (HS 940110) – Passenger-related infrastructure.

The resource data highlights a sharp rise in global exports of key aircraft components from 1988 to 2023. Aircraft seating saw the highest growth, increasing 33-fold, while aircraft tires and propellers expanded 21-fold. Piston engine exports rose 14-fold. This surge reflects rising global demand for aviation parts, driven by fleet expansion, maintenance needs, and the growing complexity of aircraft systems.
DOI: 10.17632/3v4cgswbm5.1
title: Nodule and sediment data from the Central Basin of the South China Sea

description: Supplementary tables 1-5: Measured data for 9 samples and standard samples of ferromanganese nodules from the Central Basin of the South China Sea and 10 samples and standard samples of sediments.
Supplementary figures 1-4: Fig. S1. Photographs of Large, medium, and small ferromanganese nodules from the 3 sites. Fig. S2. Multi-beam backscatter intensity map. Fig. S3. Ferromanganese deposit resource-rich areas with strong backscattering on the Daimao and Jiaolong seamounts. Fig. S4. Co and Ni contents of ferromanganese deposits and their distribution in the South China Sea.
DOI: 10.17632/3v4cgswbm5.2
title: Nodule and sediment data from the Central Basin of the South China Sea

description: Supplementary tables 1-5: Measured data for 9 samples and standard samples of ferromanganese nodules from the Central Basin of the South China Sea and 10 samples and standard samples of sediments.
DOI: 10.17632/7vbbkv6n9t.1
title: Carrot residual biomass supplementary metabolomic data

description: The following supplementary data content:
Fig. S1. Principal component analysis for the different carrot typologies: Control, Deformed, Cracked, and Pathologically Damaged (Pathological. d.).
Dataset S1. Metabolomic profiles from carrot residual biomass.
Dataset S2. Identified metabolites from carrot residual biomass.
DOI: 10.17632/6bsbc7xg3r.1
title: Bacteria break through one-micrometer-square passages by flagellar wrapping

description: Data set of the manuscript entitled "Bacteria break through one-micrometer-square passages by flagellar wrapping".
DOI: 10.17632/m6c4r8zfdb.1
title: Transformer Language Models for UX Dimensions in VR Gaming

description: This repository contains seven fine-tuned transformer models for analyzing UX dimensions in virtual reality (VR) gaming. The models are based on RoBERTa-large [1] and were fine-tuned on 2,100 VR game reviews to classify sentiment across seven UX dimensions: Immersion, Presence, Achievement, Engagement, Embodiment, Physical Discomfort, and Controllability.

Each model assigns one of three possible sentiment labels to user reviews:
0 (neutral): The UX dimension is mentioned neutrally or not discussed.
1 (positive): The UX dimension is described positively.
2 (negative): The UX dimension is described negatively.

These models were developed as part of the research study:
Pasch, S., Lee, S., Cha, M.C. (2025). Exploring UX Dimensions and Experience-Levels in VR Gaming: Insights from Online Reviews using Transformer Models.

Citation:
Please cite the corresponding research paper when using these models in your work.

Additional References:
[1] Liu, Y., Ott, M., Goyal, N., Du, J., Joshi, M., Chen, D., ... & Stoyanov, V. (2019). RoBERTa: A robustly optimized BERT pretraining approach. arXiv preprint arXiv:1907.11692.
DOI: 10.17632/nx2wsksp9k.1
title: Data for: "PyTorchFire: A GPU-Accelerated Wildfire Simulator with Differentiable Cellular Automata"

description: Data for: "PyTorchFire: A GPU-Accelerated Wildfire Simulator with Differentiable Cellular Automata"
DOI: 10.17632/nx2wsksp9k.2
title: Data for: "PyTorchFire: A GPU-Accelerated Wildfire Simulator with Differentiable Cellular Automata"

description: Data for: "PyTorchFire: A GPU-Accelerated Wildfire Simulator with Differentiable Cellular Automata"
DOI: 10.15468/dl.r5ukdu
title: Occurrence Download

description: A dataset containing 3391607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Plantae)",
 "Country is New Zealand",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 0"
 ]
}

 The dataset includes 3391607 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007562-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcc8q6
title: Occurrence Download

description: A dataset containing 96394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "GadmGid is IND.5_1",
 "Year 2014-2024"
 ]
}

 The dataset includes 96394 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007568-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hgvm6pyyjy.1
title: Next-Gen NPD: Advancing Process Support for Nanotechnology-Driven Innovation

description: Research Hypothesis, Data Analysis, and Interpretation
1. Research Hypothesis
This study explores how process support influences the successful integration of nanotechnology in New Product Development (NPD). The research is structured around the following hypotheses:

H1: Structured process support enhances the efficiency of nanotechnology integration in NPD.
H2: Organizations with optimized NPD processes experience faster time-to-market and cost reduction when adopting nanotechnology.
H3: Regulatory compliance and interdisciplinary collaboration significantly impact nanotechnology adoption in NPD.
These hypotheses establish the link between process efficiency, innovation, and commercialization in nanotechnology-driven NPD.

2. Data Collection and Analysis
This study employs a systematic literature review approach, analyzing key sources from Google Scholar, IEEE Xplore, ScienceDirect, and ResearchGate. The data was categorized into six thematic areas and statistically analyzed to identify trends and correlations.

Data Sources: 7 high-impact studies (2000–2024) covering nanotechnology applications, process optimization, and regulatory challenges in NPD.
Analysis Approach:
Qualitative: Thematic coding using NVivo to classify research insights.
Quantitative: Frequency distribution using Microsoft Excel to assess trends.
Key Themes and Study Distribution:
Process Optimization in NPD – 4 studies (57%)
Nanotechnology Benefits – 5 studies (71%)
Regulatory & Safety Challenges – 3 studies (43%)
Interdisciplinary Collaboration – 3 studies (43%)
Time-to-Market Acceleration – 2 studies (29%)
Cost Reduction Strategies – 2 studies (29%)
3. Notable Findings
The analysis reveals several key insights:

Process Optimization is Critical: Studies confirm that structured NPD frameworks improve nanotechnology integration, reducing risks and enhancing scalability (H1 supported).
Nanotechnology Enhances Product Performance: 71% of studies highlight nanotechnology’s role in improving material strength, energy efficiency, and functionality, reinforcing its significance in NPD.
Regulatory and Collaboration Challenges Exist: 43% of studies emphasize compliance and interdisciplinary teamwork as key factors in nanotechnology adoption (H3 supported).
Time-to-Market & Cost Reduction Show Promise: While fewer studies discuss these aspects (29%), findings suggest that optimized processes lead to faster commercialization and cost savings (H2 supported).
4. Data Interpretation & Practical Applications
For Industry Practitioners: Companies must adopt structured NPD processes and foster cross-functional collaboration to maximize nanotechnology benefits.
For Researchers: Further empirical studies are needed to quantify cost-benefit trade-offs of nanotechnology in commercial applications.
For Policymakers: Balanced regulatory frameworks are essential to drive safe yet rapid nanotechnology adoption.
DOI: 10.17632/hgvm6pyyjy.2
title: Next-Gen NPD: Advancing Process Support for Nanotechnology-Driven Innovation

description: Research Hypothesis, Data Analysis, and Interpretation
1. Research Hypothesis
This study explores how process support influences the successful integration of nanotechnology in New Product Development (NPD). The research is structured around the following hypotheses:

H1: Structured process support enhances the efficiency of nanotechnology integration in NPD.
H2: Organizations with optimized NPD processes experience faster time-to-market and cost reduction when adopting nanotechnology.
H3: Regulatory compliance and interdisciplinary collaboration significantly impact nanotechnology adoption in NPD.
These hypotheses establish the link between process efficiency, innovation, and commercialization in nanotechnology-driven NPD.

2. Data Collection and Analysis
This study employs a systematic literature review approach, analyzing key sources from Google Scholar, IEEE Xplore, ScienceDirect, and ResearchGate. The data was categorized into six thematic areas and statistically analyzed to identify trends and correlations.

Data Sources: 7 high-impact studies (2000–2024) covering nanotechnology applications, process optimization, and regulatory challenges in NPD.
Analysis Approach:
Qualitative: Thematic coding using NVivo to classify research insights.
Quantitative: Frequency distribution using Microsoft Excel to assess trends.
Key Themes and Study Distribution:
Process Optimization in NPD – 4 studies (57%)
Nanotechnology Benefits – 5 studies (71%)
Regulatory & Safety Challenges – 3 studies (43%)
Interdisciplinary Collaboration – 3 studies (43%)
Time-to-Market Acceleration – 2 studies (29%)
Cost Reduction Strategies – 2 studies (29%)
3. Notable Findings
The analysis reveals several key insights:

Process Optimization is Critical: Studies confirm that structured NPD frameworks improve nanotechnology integration, reducing risks and enhancing scalability (H1 supported).
Nanotechnology Enhances Product Performance: 71% of studies highlight nanotechnology’s role in improving material strength, energy efficiency, and functionality, reinforcing its significance in NPD.
Regulatory and Collaboration Challenges Exist: 43% of studies emphasize compliance and interdisciplinary teamwork as key factors in nanotechnology adoption (H3 supported).
Time-to-Market & Cost Reduction Show Promise: While fewer studies discuss these aspects (29%), findings suggest that optimized processes lead to faster commercialization and cost savings (H2 supported).
4. Data Interpretation & Practical Applications
For Industry Practitioners: Companies must adopt structured NPD processes and foster cross-functional collaboration to maximize nanotechnology benefits.
For Researchers: Further empirical studies are needed to quantify cost-benefit trade-offs of nanotechnology in commercial applications.
For Policymakers: Balanced regulatory frameworks are essential to drive safe yet rapid nanotechnology adoption.
DOI: 10.17909/nz7r-mq84
title: JWSTGO1995

description: all NIRCAM imaging from Freedman cycle 1 proposal
DOI: 10.15468/dl.mv2984
title: Occurrence Download

description: A dataset containing 1382 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Marcaje satelital de manta raya oceánica (Mobula birostris) en las aguas costeras de Ecuador"
 ]
}

 The dataset includes 1382 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007575-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rx2wa
title: Occurrence Download

description: A dataset containing 1108 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polites sonora (Scudder, 1872)"
 ]
}

 The dataset includes 1108 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007574-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.