Data and code from: A natural polymer material as a pesticide adjuvant for mitigating off-target drift and protecting pollinator health
This dataset contains all data and code required to clean the data, fit the models, and create the figures and tables for the laboratory experiment portion of the manuscript:
Kannan, N., Q. D. Read, and W. Zhang. 2024. A natural polymer material as a pesticide adjuvant for mitigating off-target drift and protecting pollinator health. Heliyon, in press. https://doi.org/10.1016/j.heliyon.2024.e35510.
In this dataset, we archive results from several laboratory and field trials testing different adjuvants (spray additives) that are intended to reduce particle drift, increase particle size, and slow down the particles from pesticide spray nozzles. We fit statistical models to the droplet size and speed distribution data and statistically compare different metrics between the adjuvants (sodium alginate, polyacrylamide [PAM], and control without any adjuvants).
The following files are included:
- RawDataPAMsodAlgOxfLsr.xlsx: Raw data for primary analyses
- OrganizedDataPaperRevision20240614.xlsx: Raw data to produce density plots presented in Figs. 8 and 9
- raw_data_readme.md: Markdown file with description of the raw data files
- R_code_supplement.R: All R code required to reproduce primary analyses
- R_code_supplement2.R: R code required to produce density plots presented in Figs. 8 and 9
Intermediate R output files are also included so that tables and figures can be recreated without having to rerun the data preprocessing, model fitting, and posterior estimation steps:
- pam_cleaned.RData: Data combined into clean R data frames for analysis
- velocityscaledlogdiamfit.rds: Fitted **brms** model object for velocity
- lnormfitreduced.rds: Fitted **brms** model object for diameter distribution
- emm_con_velo_diam_draws.RData: Posterior distributions of estimated marginal means for velocity
- emm_con_draws.RData: Posterior distributions of estimated marginal means for diameter distribution
The following software and package versions were used:
- R version 4.3.1
- CmdStan version 2.33.1
- R packages:
- brms version 2.20.5
- cmdstanr version 0.5.3
- fitdistrplus version 1.1-11
- tidybayes version 3.0.4
- emmeans version 1.8.9
Funding
USDA-ARS: 6066-30500-001-000D
History
Data contact name
Read, Quentin D.Data contact email
quentin.read@usda.govPublisher
Ag Data CommonsIntended use
This dataset includes all necessary data and code to reproduce the data preprocessing, model fitting, figures, and tables in the manuscript.Use limitations
The provided R code was written to analyze the data presented with the manuscript. It would need to be modified to analyze similar datasets.Temporal Extent Start Date
2022-08-01Temporal Extent End Date
2022-09-30Theme
- Non-geospatial
Geographic Coverage
{"type":"FeatureCollection","features":[{"geometry":{"type":"Point","coordinates":[-90.911355,33.425133]},"type":"Feature","properties":{}}]}Geographic location - description
Stoneville, Mississippi, USA 33.425133, -90.911355ISO Topic Category
- farming
- environment
National Agricultural Library Thesaurus terms
biopolymers; pesticides; adjuvants; pollinators; data collection; laboratory experimentation; field experimentation; additives; particle size; nozzles; statistical models; droplet size; sodium alginate; polyacrylamide; computer softwareOMB Bureau Code
- 005:18 - Agricultural Research Service
OMB Program Code
- 005:040 - National Research
ARS National Program Number
- 305
ARIS Log Number
411270Pending citation
- Yes
Public Access Level
- Public