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RawDataPAMsodAlgOxfLsr.xlsx (840.83 kB)
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Data and code from: A natural polymer material as a pesticide adjuvant for mitigating off-target drift and protecting pollinator health

dataset
posted on 2024-08-07, 21:34 authored by Quentin ReadQuentin Read, Narayanan Kannan, Weiqiang Zhang

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.gov

Publisher

Ag Data Commons

Intended 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

2022-08-01

Temporal Extent End Date

2022-09-30

Theme

  • 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, -90.911355

ISO 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 software

OMB Bureau Code

  • 005:18 - Agricultural Research Service

OMB Program Code

  • 005:040 - National Research

ARS National Program Number

  • 305

ARIS Log Number

411270

Pending citation

  • Yes

Public Access Level

  • Public

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