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A collection to store datasets that are used for DSRS workshops

LANLoad is a geospatial screening tool designed to facilitate water quality management decisions. It provides an estimate of the relative likelihood that nutrient inputs applied at specific locations on land will impact water quality. LANLoad is based solely on physical characteristics and may be used independently or with other relevant datasets. LANLoad NEEPP was developed by the USF Ecohydrology Research Group in collaboration with the FDEP (OEAT). A publication is in review (Guerron-Orejuela et al.) and additional process documentation is available in the dataset metadata. LANLoad NEEPP is available as a single comprehensive file "LANLoad_NEEPP_Overall" and as subsets corresponding to intersections between NEEPP and 15 FL counties. The datasets consist of cells (9.6 m x 9.6 m) ranked to reflect the likelihood that nutrients applied to a given location will reach a downgradient surface waterbody. Possible ranks range from 1 to 9 with values increasing as the likelihood of nutrient transport to downgradient surface waterbodies increases. Ranks are based on 6 physical landscape parameters selected by Subject Matter Experts (SMEs) who also assigned relative weights to each parameter using the Analytical Hierarchy Process (AHP). During this exercise, the location considered by SMEs was the pilot study area, St Lucie County, FL, and the focal nutrient source was Onsite Sewage and Treatment Disposal Systems. However, LANLoad NEEPP can be used to gauge the likelihood of nutrient transport to surface waterbodies from other, similar, nutrient sources. The resulting AHP model had high internal consistency (Consistency Ratio: 0.01) and returned the following parameter weights: • Distance to Waterbody, 30.0% • Depth to Water, 21.6% • Hydraulic Conductivity, 20.7% • Potential for Flooding, 10.9% • Slope, 9.8% • Surficial Karstic Deposits, 7.0% Geospatial datasets representative of these parameters were acquired (2025 & 2026) and combined using a weighted overlay to produce LANLoad NEEPP. Performance was evaluated at multiple locations (selected via a random stratified process) within NEEPP by classifying LANLoad ranks less than or equal to 4 as “lower” and those more than or equal to 6 as “higher”. Then, 2 assessment methods were applied, both conducted blind: 1) SMEs evaluated 30 locations using best professional judgment while viewing only the underlying datasets. There was a 92% consistency rate with LANLoad NEEPP classifications. 2) The groundwater numerical model ArcNLET-Py was used to simulate uniform nutrient loading in 10 subregions containing at a total of 500 model points. This yielded a 100% consistency rate with the LANLoad NEEPP classifications where subregions identified by LANLoad NEEPP as "higher likelihood" corresponded with the highest modeled cumulative nutrient loads, while "lower likelihood" locations matched the lowest modeled cumulative nutrient loads. Contact: Kai Rains, PhD, PWS USF Ecohydrology Research Group

Data on the number of each of 10 species of fiddler crab per 2 m^2 quadrat in an array of 105 quadrats set in a 50 x 30 area from the mangrove margin downshore on an intertidal mudflat on the island of Kaledupa, in the Wakatobi Prefecture, Sulawesi Tenggara, Indonesia (5.5S,123.8E).

The findings of this study support the hypothesis that grit functions as a significant predictor of related variables in a bidirectional manner. The results indicate that this non-cognitive trait operates as a mediator, reducing the adverse effects of negative factors while enhancing the efficiency of positive influences. Our empirical evidence aligns with the proposed hypothesis, suggesting that grit plays a protective role against academic stress by promoting adaptive behaviors and mitigating maladaptive ones.

Supplemental Tables 1-3 for "Clinical Characteristics, Management, and Outcomes of Dupilumab-Induced Psoriasis and Psoriasiform Eruptions: A Systematic Review"

Content Consistency of Content Creator

This open dataset contains high-frame-rate raw molten pool images acquired from welding visual monitoring system. A series of welding tests with varied welding current, travel speed and wire feeding speed were carried out to collect molten pool samples with diverse morphology and corresponding penetration depths.

Data collection instruments used in the study on teachers' experiences implementing flipped mathematics instruction in senior secondary schools. The materials include the teacher questionnaire, semi-structured interview protocol, and classroom observation guide developed to investigate teachers' instructional practices, implementation experiences, perceived benefits, and challenges associated with flipped mathematics instruction. These instruments are provided to promote transparency, facilitate replication, and support future research and instrument adaptation in mathematics education.

This is the DATA base of “Food preference and gender are associated with medial/frontopolar prefrontal regions functional near-infrared spectroscopy responses during eating: an exploratory study in young adults.”

Supplemental Tables 1-2 and Supplemental Figures 1-6 for "Four-Layer Compression Bandaging for Venous Leg Ulcers: A Systematic Review and Meta-analysis"