cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jx59t358zy
title: Quantified_Poly(A)_Interactome_Capture

description: This data is related to the publication 'Metabolic tuning enables immediate adaptation to energy stress in yeast', and is discussed there in detail.

Summarised hypothesis and experiment:
Recruitment of the 40S and 60S ribosomal subunits at the start codon of a transcript is mediated by ‘scanning’ initiation factors, which unwind secondary structures in the mRNA to grant access to this site. These are eIF4B and two DEAD-box RNA helicases, eIF4A and Ded1 that act to promote 43S-complex loading . In response to glucose withdrawal, binding of these factors to transcripts is lost, which directly blocks formation of new 80S ribosomes.

To confirm the timescale of initiation factor displacement from mRNA transcripts, we developed a poly(A) interactome capture approach. RNAs were UV crosslinked to bound proteins in cells grown in glucose or at timepoints immediately following transfer to Glc/EthOH medium. Poly(A)+ RNAs were purified from cell lysates using oligo[dT]25 beads.

Western blot analysis was used to compare amounts of Flag-tagged initiation factors (eIF4A/eIF4B) in inputs and eluates of poly(A) interactome capture. Poly(A)-binding protein (Pab1) acted as a control for input and pull-down efficiency. 

Membranes were visualized by chemiluminescent imaging using the LiCor Odyssey CLx imaging system (LICORbio). Quantitative analysis of captured images was performed with the Image Studio software (LICORbio). 

The following antibodies were used: rat Anti-DYKDDDDK Tag Antibody (1:1000; Agilent, 200474), mouse Pab1p Monoclonal Antibody (1G1) (1:1000; Invitrogen, MA5-47390), IRDye 800CW Goat anti-Rat IgG Secondary Antibody (1:5000; LICORbio, 926-32219), IRDye 680RD Goat anti-Mouse IgG Secondary Antibody (1:5000; LICORbio, 926-68070). 

Provided data:
The .pdf provided shows all Western blots quantified in the published manuscript (duplicate for each experiment), with the loading scheme and annotation.
The raw are .tif files for each of these are also provided. In naming, '2GE' represents withdrawal from 2% sugar to 2% glcyerol and 2% ethanol and AA indicates addition of the mitochondrial inhibitior Antimycin A.
DOI: 10.17632/jx59t358zy.2
title: Quantified_Poly(A)_Interactome_Capture

description: This data is related to the publication 'Metabolic tuning enables immediate adaptation to energy stress in yeast', and is discussed there in detail.

Summarised hypothesis and experiment:
Recruitment of the 40S and 60S ribosomal subunits at the start codon of a transcript is mediated by ‘scanning’ initiation factors, which unwind secondary structures in the mRNA to grant access to this site. These are eIF4B and two DEAD-box RNA helicases, eIF4A and Ded1 that act to promote 43S-complex loading . In response to glucose withdrawal, binding of these factors to transcripts is lost, which directly blocks formation of new 80S ribosomes.

To confirm the timescale of initiation factor displacement from mRNA transcripts, we developed a poly(A) interactome capture approach. RNAs were UV crosslinked to bound proteins in cells grown in glucose or at timepoints immediately following transfer to Glc/EthOH medium. Poly(A)+ RNAs were purified from cell lysates using oligo[dT]25 beads.

Western blot analysis was used to compare amounts of Flag-tagged initiation factors (eIF4A/eIF4B) in inputs and eluates of poly(A) interactome capture. Poly(A)-binding protein (Pab1) acted as a control for input and pull-down efficiency. 

Membranes were visualized by chemiluminescent imaging using the LiCor Odyssey CLx imaging system (LICORbio). Quantitative analysis of captured images was performed with the Image Studio software (LICORbio). 

The following antibodies were used: rat Anti-DYKDDDDK Tag Antibody (1:1000; Agilent, 200474), mouse Pab1p Monoclonal Antibody (1G1) (1:1000; Invitrogen, MA5-47390), IRDye 800CW Goat anti-Rat IgG Secondary Antibody (1:5000; LICORbio, 926-32219), IRDye 680RD Goat anti-Mouse IgG Secondary Antibody (1:5000; LICORbio, 926-68070). 

Provided data:
The .pdf provided shows all Western blots quantified in the published manuscript (duplicate for each experiment), with the loading scheme and annotation.
The raw are .tif files for each of these are also provided. In naming, '2GE' represents withdrawal from 2% sugar to 2% glcyerol and 2% ethanol and AA indicates addition of the mitochondrial inhibitior Antimycin A.
DOI: 10.15482/usda.adc/29483957
title: Consumer Preferences for Organic Pastry Products Survey Data

description: This data was collected via online Qualtrics survey of consumer across the United States in 2021. The data was used to examine consumer perceptions and willingness to pay (WTP) for organic specialty bakery products by incorporating prior taste beliefs, given product taste attributes, and information on organic production practices. Data was additionally used to investigate the impact of providing taste assurances and origin information on consumer acceptance and WTP for organic specialty bakery products.
DOI: 10.15482/usda.adc/29483957.v1
title: Consumer Preferences for Organic Pastry Products Survey Data

description: This data was collected via online Qualtrics survey of consumer across the United States in 2021. The data was used to examine consumer perceptions and willingness to pay (WTP) for organic specialty bakery products by incorporating prior taste beliefs, given product taste attributes, and information on organic production practices. Data was additionally used to investigate the impact of providing taste assurances and origin information on consumer acceptance and WTP for organic specialty bakery products.
DOI: 10.17632/36xkf32pph
title: Soil Physical and Chemical Properties

description: The study was conducted in two agriculturally important and ecologically distinct sites- Akole and Nandurbar of Maharashtra, India. Topsoil samples were collected and analyzed for a comprehensive range of physical and chemical properties from two regions: Akole covering approximately 20,000 hectares and encompassing six villages, and Nandurbar, which also spans about 20,000 hectares and includes eight villages. This dataset offers a detailed and spatially extensive snapshot of soil health across 40,000 hectares across two diverse agroecologies, offering insights into soil fertility, making it an asset for both agricultural management and regional planning.
DOI: 10.17632/36xkf32pph.1
title: Soil Physical and Chemical Properties

description: The study was conducted in two agriculturally important and ecologically distinct sites- Akole and Nandurbar of Maharashtra, India. Topsoil samples were collected and analyzed for a comprehensive range of physical and chemical properties from two regions: Akole covering approximately 20,000 hectares and encompassing six villages, and Nandurbar, which also spans about 20,000 hectares and includes eight villages. This dataset offers a detailed and spatially extensive snapshot of soil health across 40,000 hectares across two diverse agroecologies, offering insights into soil fertility, making it an asset for both agricultural management and regional planning.
DOI: 10.5517/ccdc.csd.cc23txzv
title: CCDC 1961338: Experimental Crystal Structure Determination

description: Related Article: Ruby Ahmed|2019|CSD Communication|||
description: Related Article: Ruby Ahmed, Farman Ali, Mohammad Jane Alam, Mohd Tameem, Abid Ali, Musheer Ahmad, Mohd Adeel Khan|2025|RSC Advances|15|29479|doi:10.1039/d5ra01611h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17632/6v43bvt7mj
title: Data for: Using mosquito and arbovirus data to computationally predict West Nile virus in unsampled areas of the Northeast United States

description: Training data associated with the publication, "Using mosquito and arbovirus data to computationally predict West Nile virus in unsampled areas of the Northeast United States" in PNAS nexus (https://doi.org/10.1093/pnasnexus/pgaf227)
DOI: 10.17632/6v43bvt7mj.1
title: Data for: Using mosquito and arbovirus data to computationally predict West Nile virus in unsampled areas of the Northeast United States

description: Training data associated with the publication, "Using mosquito and arbovirus data to computationally predict West Nile virus in unsampled areas of the Northeast United States" in PNAS nexus (https://doi.org/10.1093/pnasnexus/pgaf227)
DOI: 10.17632/yss53k2f68
title: DATA BASE

description: This research aims to study the comparative effectiveness of Meta ads on Facebook and Instagram in generating WhatsApp Conversion for businesses in the building supply stores industries. By conducting 14 days of advertising campaigns using the same ad content and budget across both platforms, this research evaluates key performance metrics such as impression, results, cost per click (CPC), cost per results (CPR) and total reach. The findings reveal that Facebook outperformed Instagram in terms of Cost efficiency and conversion results. Facebook achieved a total of 29 conversions with a lower CPR of IDR11,803, while Instagram achieved only 10 conversions with a higher CPR of IDR34,309. Independent samples t-tests revealed statistically significant differences in impressions (p = 0.006), CPM (p = 0.001), and total conversions (p = 0.002), indicating Facebook's superior performance in terms of visibility and conversion outcomes. And Facebook outperformed all key metrics. These results suggest that Facebook is more effective for generating engagement and results. This study provides valuable insights for SMEs for optimizing their digital marketing strategies in specific industries like building materials supply.
DOI: 10.15468/dl.b986bh
title: Occurrence Download

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

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029782-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yss53k2f68.1
title: DATA BASE

description: This research aims to study the comparative effectiveness of Meta ads on Facebook and Instagram in generating WhatsApp Conversion for businesses in the building supply stores industries. By conducting 14 days of advertising campaigns using the same ad content and budget across both platforms, this research evaluates key performance metrics such as impression, results, cost per click (CPC), cost per results (CPR) and total reach. The findings reveal that Facebook outperformed Instagram in terms of Cost efficiency and conversion results. Facebook achieved a total of 29 conversions with a lower CPR of IDR11,803, while Instagram achieved only 10 conversions with a higher CPR of IDR34,309. Independent samples t-tests revealed statistically significant differences in impressions (p = 0.006), CPM (p = 0.001), and total conversions (p = 0.002), indicating Facebook's superior performance in terms of visibility and conversion outcomes. And Facebook outperformed all key metrics. These results suggest that Facebook is more effective for generating engagement and results. This study provides valuable insights for SMEs for optimizing their digital marketing strategies in specific industries like building materials supply.
DOI: 10.17632/39t64w2rs2.1
title: Dynamics of exchange rate pass-through: the role of pricing strategies and economic shocks Dataset

description: This dataset and accompanying replication codes evaluates the exchange rate pass-through under alternative pricing strategies. The included files contain the necessary codes for both prior and posterior estimations, accompanied by comparison plots that illustrate the differences between these estimates. The codes also generate impulse response functions to visualize the effects of various economic shocks under each pricing strategy. To quantify the contribution of specific shocks to the target variable's fluctuations, the codes perform a variance decomposition analysis. Further, they also produce plots of the smoothed shocks, allowing for an examination of how shock dependencies evolve over time. Finally, for robustness analysis, the dataset includes codes to perform a moment comparison, which assesses the consistency between historical data and model-simulated data.
DOI: 10.15468/dl.tktb5v
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acentrogobius pflaumii",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029781-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/r7675pg8hf
title: PACC antibody dynamics

description: All raw data, inference data, code and figures from: Pattinson, D. J. et al. Emergence of SARS-CoV-2 Omicron lineages shifted antibody-mediated protection curves. iScience 113386 (2025) doi:10.1016/j.isci.2025.113386.

https://www.cell.com/iscience/fulltext/S2589-0042(25)01647-5

See the paper and README.md for more details.
DOI: 10.17632/r7675pg8hf.2
title: PACC antibody dynamics

description: All raw data, inference data, code and figures from: Pattinson, D. J. et al. Emergence of SARS-CoV-2 Omicron lineages shifted antibody-mediated protection curves. iScience 113386 (2025) doi:10.1016/j.isci.2025.113386.

https://www.cell.com/iscience/fulltext/S2589-0042(25)01647-5

See the paper and README.md for more details.
DOI: 10.17632/5jbxfx8cwf
title: Hypervector-Driven Optimization of Kr Gas Discharge Lamp Efficiency Through Dynamic Spectral Control

description: This research introduces Hypervector Spectral Analysis & Dynamic Lamp Control (HSDLC), a novel system to optimize the efficiency and lifespan of Krypton (Kr) gas discharge lamps. The system addresses a key challenge: performance variability caused by subtle manufacturing inconsistencies in Kr gas cylinders, which traditional static ballast controls cannot mitigate.

The HSDLC methodology is an intelligent feedback loop. First, a high-resolution spectrometer continuously captures the lamp's unique light spectrum. This complex spectral data is then converted into a compact, high-dimensional "hypervector" using a Discrete Cosine Transform (DCT), creating a unique fingerprint of the lamp's current state. This fingerprint is compared against a database of known gas cylinder profiles using cosine similarity to identify its specific characteristics.

Based on this real-time analysis, a reinforcement learning agent (a Deep Q-Network) dynamically adjusts the lamp’s operating parameters, such as voltage and current. The agent’s goal is to learn the optimal settings to maximize luminous efficacy (lumens per watt) while simultaneously preventing fluctuations that could shorten the lamp's life.

Experimental results demonstrated the system's profound impact. Across 10 different lamps, HSDLC achieved an average luminous efficacy increase of 15.4% (ranging from 12-18%) and extended operational lifespan by approximately 12% compared to conventional control methods. The results were statistically significant (p &lt; 0.001).

By integrating advanced spectral analysis with AI-driven control, HSDLC represents a significant advancement in sustainable lighting. It offers substantial energy savings and reduced maintenance costs, presenting a powerful, adaptive solution for demanding applications like architectural lighting.
DOI: 10.17632/5jbxfx8cwf.1
title: Hypervector-Driven Optimization of Kr Gas Discharge Lamp Efficiency Through Dynamic Spectral Control

description: This research introduces Hypervector Spectral Analysis & Dynamic Lamp Control (HSDLC), a novel system to optimize the efficiency and lifespan of Krypton (Kr) gas discharge lamps. The system addresses a key challenge: performance variability caused by subtle manufacturing inconsistencies in Kr gas cylinders, which traditional static ballast controls cannot mitigate.

The HSDLC methodology is an intelligent feedback loop. First, a high-resolution spectrometer continuously captures the lamp's unique light spectrum. This complex spectral data is then converted into a compact, high-dimensional "hypervector" using a Discrete Cosine Transform (DCT), creating a unique fingerprint of the lamp's current state. This fingerprint is compared against a database of known gas cylinder profiles using cosine similarity to identify its specific characteristics.

Based on this real-time analysis, a reinforcement learning agent (a Deep Q-Network) dynamically adjusts the lamp’s operating parameters, such as voltage and current. The agent’s goal is to learn the optimal settings to maximize luminous efficacy (lumens per watt) while simultaneously preventing fluctuations that could shorten the lamp's life.

Experimental results demonstrated the system's profound impact. Across 10 different lamps, HSDLC achieved an average luminous efficacy increase of 15.4% (ranging from 12-18%) and extended operational lifespan by approximately 12% compared to conventional control methods. The results were statistically significant (p &lt; 0.001).

By integrating advanced spectral analysis with AI-driven control, HSDLC represents a significant advancement in sustainable lighting. It offers substantial energy savings and reduced maintenance costs, presenting a powerful, adaptive solution for demanding applications like architectural lighting.
DOI: 10.17632/xwhnp82rhk
title: Obstacles Avoidance Assistance for Visually Impaired

description: This dataset was curated to support research on obstacle avoidance systems for visually impaired individuals. It consists of annotated images representing four common obstacle categories encountered by pedestrians like pole, fence, bump, and hole. The dataset was compiled from publicly available sources on Roboflow and refined with careful manual labeling in the YOLO format. Each image includes bounding box annotations corresponding to the obstacle class. The images were collected under various lighting conditions (daylight, low-light, and shadows) and different outdoor environments such as pavements, roads, and pedestrian walkways.

The dataset contains a total of 1,627 annotations, distributed across classes as follows:
- Pole: 361 annotations
- Fence: 368 annotations
- Bump: 479 annotations
- Hole: 419 annotations
DOI: 10.17632/xwhnp82rhk.1
title: Obstacles Avoidance Assistance for Visually Impaired

description: This dataset was curated to support research on obstacle avoidance systems for visually impaired individuals. It consists of annotated images representing four common obstacle categories encountered by pedestrians like pole, fence, bump, and hole. The dataset was compiled from publicly available sources on Roboflow and refined with careful manual labeling in the YOLO format. Each image includes bounding box annotations corresponding to the obstacle class. The images were collected under various lighting conditions (daylight, low-light, and shadows) and different outdoor environments such as pavements, roads, and pedestrian walkways.

The dataset contains a total of 1,627 annotations, distributed across classes as follows:
- Pole: 361 annotations
- Fence: 368 annotations
- Bump: 479 annotations
- Hole: 419 annotations
DOI: 10.15468/dl.vfau6k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana tabacum",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029784-250811113504898/datasets/export for details.
DOI: 10.15468/dl.pvxdsc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana tabacum",
 "Country is Eswatini",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029785-250811113504898/datasets/export for details.
DOI: 10.15468/dl.xmkmrc
title: Occurrence Download

description: A dataset containing 3074360792 species occurrences available in GBIF matching the query:
{
 "BasisOfRecord" : [
 "is one of (Human Observation, Specimen)"
 ]
}

 The dataset includes 3074360792 records from 51236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029003-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfbrve
title: Occurrence Download

description: A dataset containing 7375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Piptadenia Benth."
 ]
}

 The dataset includes 7375 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010902-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f55a8v
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Desmodium tortuosum",
 "Country is Timor-Leste",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085658-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6675m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Urocolius macrourus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085657-250717081556266/datasets/export for details.