VIIRS Nightfire upstream gas-flaring volumes, 2012–2025: annual site, country and global records and monthly series (MYC25Q4)
October, 2026 • Dataset
Zhizhin, Mikhail, Ghosh, Tilottama, Gleason, Gregory, Elvidge, Christopher D., Bazilian, Morgan
Supplementary dataset for: Zhizhin, M.; Ghosh, T.; Gleason, G.; Elvidge, C.D.; Bazilian, M. From Site-Level Detections to Monthly and Annual National Totals: Multiyear VIIRS Nightfire Estimates of Glo…
Supplementary dataset for: Zhizhin, M.; Ghosh, T.; Gleason, G.; Elvidge, C.D.; Bazilian, M. From Site-Level Detections to Monthly and Annual National Totals: Multiyear VIIRS Nightfire Estimates of Global Gas Flaring. Submitted to Remote Sensing (MDPI), 2026.
The dataset contains the minimal tabular data needed to reproduce the principal results of the paper: annual flared-gas volumes for the 27,229 upstream oil and gas flare sites of the MYC25Q4 multiyear flare catalog for 2012–2025, annual country and global totals, and the monthly series underlying the monthly results (global, five countries, and three U.S. validation regions).
Volumes are estimated from VIIRS Nightfire (VNF) detections from SNPP (March 2012–December 2025), NOAA-20 (from January 2021) and NOAA-21 (from January 2024). Radiant heat is converted to instantaneous flow rate with the John Zink controlled-test calibration (0.0116 BCM per year per MW) and aggregated over clear (cloud-free, nighttime) overpasses. Volumes are in billion cubic meters (BCM). The scope is upstream oil, gas and mixed/unknown flares; LNG, refinery and other facility classes are excluded.
Notes:- The record begins in March 2012; annual 2012 values extend the March–December mean to the full year.- 1,973 upstream sites added in the catalog update from MYC25Q1 to MYC25Q4 were processed for 2025 only; their 2012–2024 rows have zero clear observations and should be treated as not processed.- Country and global totals in the World Bank Global Gas Flaring Tracker (June 2026) are slightly higher because they also include LNG liquefaction plants.- The underlying VNF detections are available by subscription from the Earth Observation Group, Payne Institute for Public Policy, Colorado School of Mines, with academic access on request: https://eogdata.mines.edu/products/vnf/- Reported volumes in the validation file are public records of the Railroad Commission of Texas and the New Mexico Oil Conservation Division.
Definitions are in README.md, and all columns are described in data_dictionary.csv.
gas flaring; VIIRS Nightfire; VNF; satellite remote sensing; flared-gas volume; flare catalog; SNPP; NOAA-20; NOAA-21; upstream oil and gas; seasonality
The nonnative species biomass problem: despite lower numbers, the biomass of nonnative fish and snails equals that of native species in a Florida spring
October, 2026 • Dataset
Work, Kirsten
Fish and snail density and biomass data collected at Volusia Blue Spring in Central Florida over several years.
This dataset contains the complete screening and quality-appraisal record for the systematic literature review "Semantic Caching for Large Language Model Inference: A Systematic Literature Review". It…
This dataset contains the complete screening and quality-appraisal record for the systematic literature review "Semantic Caching for Large Language Model Inference: A Systematic Literature Review". It covers all 89 numbered records considered during the review: 65 included corpus papers, 19 excluded (18 at full-text screening plus 1 withdrawn by its authors after inclusion), and 5 background/methodological citations. The workbook has five sheets: Summary (headline counts and cluster breakdown), Included_Corpus (65 papers with cluster, synthesis fields, and four-dimension quality scores with tiers), Excluded_Records (19 records with reasons: 18 full-text exclusions and 1 post-inclusion withdrawal), Background_Citations (5 cited-but-not-screened works), and Meta_Analysis (the 18 papers with baseline-referenced results, a selection rather than an exhaustive extraction). Each sheet carries a "Manuscript Key" column mapping rows to the paper's citation keys. Quality tiers: 27 High, 35 Moderate, 3 Low. See the included README for the full column guide.
semantic cachingLLM inferencesystematic literature reviewgreen computinglarge language models
Deidentified dataset and documentation for a secondary analysis of pain neuroscience education in women with fibromyalgia
October, 2026 • Dataset
Morales-Osorio, Marco Antonio, Ramírez-Vélez, Robinson
This record contains the deidentified individual-level dataset and supporting documentation for a post hoc exploratory secondary analysis of a randomized controlled trial of pain neuroscience educatio…
This record contains the deidentified individual-level dataset and supporting documentation for a post hoc exploratory secondary analysis of a randomized controlled trial of pain neuroscience education plus usual care versus usual care alone in women with fibromyalgia.
The secondary analysis examined provisional baseline symptom profiles and kinesiophobia-related change after pain neuroscience education. The dataset has been deidentified by removing internal participant identifiers and replacing them with sequential study identifiers.
The repository includes:1. a deidentified individual-level dataset;2. a data dictionary;3. deidentification documentation;4. a README file describing the dataset and its relationship to the parent randomized trial.
Parent trial registration: ClinicalTrials.gov, NCT05084300.Parent trial DOI: 10.1016/j.apmr.2026.02.006.Protocol DOI: 10.1016/j.cct.2024.107731.
Overview
This is the first CRESCENT transient detection exercise led by members of the Coupling, Seismicity, and Slow Slip (C3S) working group to evaluate methods for detecting slow slip events (SSEs)…
Overview
This is the first CRESCENT transient detection exercise led by members of the Coupling, Seismicity, and Slow Slip (C3S) working group to evaluate methods for detecting slow slip events (SSEs) along the Cascadia Subduction Zone using daily Global Navigation Satellite System (GNSS) time series as the primary data source.
This repository contains the documentation and resources for the CRESCENT transient detection exercise.
The exercise will have an initial six-month assessment period, with results due by May 15, 2027, to support publication of the outcomes. The exercise code and submission of results will remain open for ongoing community participation beyond the initial assessment period.
Resources
Companion Jupyter notebook:
https://github.com/crowell97/CRESCENT_Transient_Exercise/tree/main
Exercise dataset:
https://doi.org/10.5281/zenodo.21891950
Submit results form:
https://app.smartsheet.com/b/form/01a0b047b0f371ad9a844195360a06d5
Contact
If you are interested in participating, please send us an email so we can add you to the contact list. Questions and comments about the exercise or submission process can also be directed to:
crowell.97@osu.edu and solares-colon.1@osu.edu
Salinity and sodicity are major constraints limiting tomato production in irrigated semi-arid regions of Nigeria. A field experiment was conducted during the 2020 and 2021 dry seasons at the Kano Rive…
Salinity and sodicity are major constraints limiting tomato production in irrigated semi-arid regions of Nigeria. A field experiment was conducted during the 2020 and 2021 dry seasons at the Kano River Irrigation Scheme to evaluate the response of tomato genotypes to selected plant growth regulators under saline-sodic soil conditions. The treatments consisted of four tomato genotypes (F1 Anaya, F1 Mona, F1 Thorgal, and Roma VF) and four plant growth regulator treatments (control, potassium silicate at 16 g L-¹, salicylic acid at 130 mg L-¹, and tamarind extract at 8%) arranged in a split plot design with eight replications. Plant growth regulators were assigned to the main plots, while genotypes were allocated to the subplots. Data were collected on growth and yield parameters and subjected to analysis of variance using GenStat and SAS statistical packages. The results revealed significant varietal differences in plant height, leaf area, marketable fruits, and fruit yield during both seasons. Salicylic acid significantly improved fruit yield, producing the highest yields of 5 057 and 14 607 kg ha-¹ during the 2020 and 2021 seasons, respectively. Among the genotypes, F1 Mona and F1 Thorgal exhibited superior growth and yield performance under saline-sodic conditions. Significant interaction effects were observed between plant growth regulators and genotypes for marketable fruits, non-marketable fruits, and fruit yield. F1 Thorgal combined with salicylic acid produced the highest fruit yield (17 542 kg ha-¹) during the 2021 season. The study concluded that salicylic acid in combination with F1 Mona and F1 Thorgal can effectively enhance tomato productivity under saline-sodic conditions in the Sudan Savanna of Nigeria.
MODERN MEDICAL DEVICES FOR THE DIAGNOSIS OF BINOCULAR VISION DISORDERS
October, 2026 • Journal article
Xojiyeva Mohlaroy
This article examines modern medical devices and digital technologies used for the diagnosis of binocular vision disorders. The study analyzes the diagnostic capabilities of synoptophores, autorefract…
This article examines modern medical devices and digital technologies used for the diagnosis of binocular vision disorders. The study analyzes the diagnostic capabilities of synoptophores, autorefractors, keratorefractors, eye-tracking systems, digital stereotesting devices, and computerized ophthalmological technologies. Particular attention is given to the assessment of ocular alignment, eye movements, convergence, fusion, refractive parameters, and stereoscopic vision. The results indicate that modern automated and digital diagnostic systems provide more objective, quantitative, and reproducible information compared with conventional examination methods. Digital storage and processing of diagnostic data also facilitate dynamic monitoring of patients and evaluation of treatment outcomes. The integration of advanced technologies, including eye tracking and artificial intelligence-based systems, may further improve the accuracy and efficiency of binocular vision assessment.
Jose Hoover Tabares Restrepo, Oscar Márquez Navarro, Ledys Noveida Cantillo Genes, Adrián José Polo Flórez, Orlando Herrera Corpas, Ever Enrique Rivero Tovio, Fania José Arteaga Lopez, Juan Carlos Celis Hernández, José Osorio Julio, Roberto Carlos Galvan
Public Security Management has significance and the work carried out by the people who are in charge of representing the interests of a municipality corresponds to working to provide solutions to the …
Public Security Management has significance and the work carried out by the people who are in charge of representing the interests of a municipality corresponds to working to provide solutions to the different problems that arise, among which we can highlight topics such as; Employment, education, housing, health, security and citizen coexistence among others. The security and coexistence of citizens in a municipality is recognized as one of the important aspects for the development and enjoyment of the rights of the people who live there. In Colombia, despite the existence of laws that prohibit and punish the execution of criminal conduct, there are people who transgress criminal legislation, generating in some cases a perception of insecurity due to the increase in criminal conduct, a situation that occurred in the municipality of Corozal in the period 2020 to 2023, especially the last related year in which the crimes of homicide and theft increased. Regarding the main causes that reflect the increase in criminal behavior in a municipality, the following can be highlighted: the establishment of criminal groups, criminal gangs, lack of employment and failures in public management by administrative authorities in terms of logistics to police units that allow the use of actions and strategies to reduce crime rates.
Public Management, Security, Citizen Coexistence, Crimes.
There is an increasing interest in upgrading the EModel, a parametric tool for speech quality estimation, to the wideband and super-wideband contexts. The
Contemporary models of Unmanned Aerial Vehicles (UAVs) are largely developed using simulators. In a typical scheme, a flight simulator is dovetailed with a
Undertaking engineering research can be compounding for beginning graduate students and thwarting even for seasoned researchers. With a wealth of academic
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