Last updated: 2021-04-07

Checks: 6 1

Knit directory: toxin_dose_responses/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.


Great! Since the R Markdown file has been committed to the Git repository, you know the exact version of the code that produced these results.

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

The command set.seed(20210305) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

Using absolute paths to the files within your workflowr project makes it difficult for you and others to run your code on a different machine. Change the absolute path(s) below to the suggested relative path(s) to make your code more reproducible.

absolute relative
~/Documents/projects/toxin_dose_responses/ .

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 0cc26e9. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:


Ignored files:
    Ignored:    .DS_Store
    Ignored:    .Rhistory
    Ignored:    analysis/.DS_Store
    Ignored:    analysis/figure/
    Ignored:    output/.DS_Store

Untracked files:
    Untracked:  code/toxin.geno.matrix.sh
    Untracked:  data/drugclasses.csv
    Untracked:  output/2,4-D_EC10.csv
    Untracked:  output/2,4-D_EC50.csv
    Untracked:  output/2,4-D_EC90.csv
    Untracked:  output/3model.heatmap.png
    Untracked:  output/4model.heatmap.png
    Untracked:  output/Aldicarb_EC10.csv
    Untracked:  output/Aldicarb_EC50.csv
    Untracked:  output/Aldicarb_EC90.csv
    Untracked:  output/Arsenic trioxide_EC10.csv
    Untracked:  output/Atrazine_EC10.csv
    Untracked:  output/Atrazine_EC50.csv
    Untracked:  output/Atrazine_MDHD.junk.png
    Untracked:  output/Cadmium dichloride_EC10.csv
    Untracked:  output/Cadmium dichloride_EC50.csv
    Untracked:  output/Cadmium dichloride_EC90.csv
    Untracked:  output/Cadmium dichloride_MDHD.junk.png
    Untracked:  output/Carbaryl_EC10.csv
    Untracked:  output/Carbaryl_EC50.csv
    Untracked:  output/Carbaryl_EC90.csv
    Untracked:  output/Carboxin_EC10.csv
    Untracked:  output/Carboxin_EC50.csv
    Untracked:  output/Carboxin_EC90.csv
    Untracked:  output/Chlorfenapyr_EC10.csv
    Untracked:  output/Chlorfenapyr_EC50.csv
    Untracked:  output/Chlorfenapyr_EC90.csv
    Untracked:  output/Chlorothalonil_EC10.csv
    Untracked:  output/Chlorothalonil_EC50.csv
    Untracked:  output/Chlorothalonil_EC90.csv
    Untracked:  output/Chlorpyrifos_EC10.csv
    Untracked:  output/Chlorpyrifos_EC50.csv
    Untracked:  output/Chlorpyrifos_EC90.csv
    Untracked:  output/Copper(II) chloride_EC10.csv
    Untracked:  output/Copper(II) chloride_EC50.csv
    Untracked:  output/Copper(II) chloride_EC90.csv
    Untracked:  output/Deltamethrin_EC10.csv
    Untracked:  output/Deltamethrin_EC50.csv
    Untracked:  output/Deltamethrin_EC90.csv
    Untracked:  output/EC10.strain.comp.png
    Untracked:  output/EC10.survey.png
    Untracked:  output/H2.plot.20210306.png
    Untracked:  output/H2.plot.20210308.png
    Untracked:  output/H2.plot.20210314.png
    Untracked:  output/Lead(II) nitrate_EC10.csv
    Untracked:  output/Malathion_EC10.csv
    Untracked:  output/Malathion_EC50.csv
    Untracked:  output/Malathion_EC90.csv
    Untracked:  output/Manganese dichloride_EC10.csv
    Untracked:  output/Manganese dichloride_EC50.csv
    Untracked:  output/Manganese dichloride_EC90.csv
    Untracked:  output/Methomyl_EC10.csv
    Untracked:  output/Methomyl_EC50.csv
    Untracked:  output/Methomyl_EC90.csv
    Untracked:  output/Methylmercury dichloride_EC10.csv
    Untracked:  output/Methylmercury dichloride_EC50.csv
    Untracked:  output/Methylmercury dichloride_EC90.csv
    Untracked:  output/Nickel dichloride_EC10.csv
    Untracked:  output/Nickel dichloride_EC50.csv
    Untracked:  output/Nickel dichloride_EC90.csv
    Untracked:  output/Paraquat_EC10.csv
    Untracked:  output/Paraquat_EC50.csv
    Untracked:  output/Paraquat_EC90.csv
    Untracked:  output/Propoxur_EC10.csv
    Untracked:  output/Propoxur_EC50.csv
    Untracked:  output/Propoxur_EC90.csv
    Untracked:  output/Pyraclostrobin_EC10.csv
    Untracked:  output/Pyraclostrobin_EC50.csv
    Untracked:  output/Pyraclostrobin_EC90.csv
    Untracked:  output/Pyraclostrobin_MDHD.junk.png
    Untracked:  output/Silver nitrate_EC10.csv
    Untracked:  output/Silver nitrate_EC50.csv
    Untracked:  output/Silver nitrate_EC90.csv
    Untracked:  output/Triphenyl phosphate_EC10.csv
    Untracked:  output/Triphenyl phosphate_EC50.csv
    Untracked:  output/Triphenyl phosphate_EC90.csv
    Untracked:  output/Triphenyl phosphate_MDHD.junk.png
    Untracked:  output/Zinc dichloride_EC10.csv
    Untracked:  output/Zinc dichloride_EC50.csv
    Untracked:  output/Zinc dichloride_EC90.csv
    Untracked:  output/carb.DRCs.png
    Untracked:  output/cv.control.wells.csv
    Untracked:  output/fungi.DRCs.png
    Untracked:  output/herb.DRCs.png
    Untracked:  output/manganese_toxin23_p57.png
    Untracked:  output/metal.DRCs.png
    Untracked:  output/organophosphate.DRCs.png
    Untracked:  output/toxicants.8strains.csv

Unstaged changes:
    Modified:   analysis/doseresponsemodels.Rmd

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.


These are the previous versions of the repository in which changes were made to the R Markdown (analysis/toxin8strains.Rmd) and HTML (docs/toxin8strains.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
Rmd 0cc26e9 sam-widmayer 2021-04-07 require ggbeeswarm
Rmd d4ed1ff sam-widmayer 2021-04-07 tx-specific cleaning and plotting of DRCs
html 19f2802 sam-widmayer 2021-03-29 Build site.
Rmd 3720d88 sam-widmayer 2021-03-29 integrate toxin24A
Rmd 736d501 sam-widmayer 2021-03-29 integrate toxin24A
Rmd ecf1af1 sam-widmayer 2021-03-29 integrate toxin24A
html 0e83f2b sam-widmayer 2021-03-24 Build site.
Rmd 7d105e2 sam-widmayer 2021-03-24 progress meeting updates
html 02a633e sam-widmayer 2021-03-24 Build site.
Rmd f2b09cd sam-widmayer 2021-03-23 EC plot and DRC evaluation updates
Rmd 07d524b sam-widmayer 2021-03-23 EC plot and DRC evaluation updates
html deb1df5 sam-widmayer 2021-03-21 Build site.
Rmd 32ad79a sam-widmayer 2021-03-21 heatmap outputs
Rmd 7ccc7de sam-widmayer 2021-03-21 heatmap outputs
Rmd 01b3361 sam-widmayer 2021-03-21 heatmap outputs
Rmd 7eb07f1 sam-widmayer 2021-03-21 toxin23 updates and Worm_Length filter for MDHD data
html 7ae886c sam-widmayer 2021-03-14 Build site.
Rmd 3f4a99b sam-widmayer 2021-03-14 integrate toxin22 results
html 212e0ae sam-widmayer 2021-03-08 Build site.
html cb6e132 sam-widmayer 2021-03-06 Build site.
Rmd 46c9647 sam-widmayer 2021-03-06 static working directory
Rmd 41bdaa0 sam-widmayer 2021-03-05 dynamic working directory
Rmd 0c9d312 sam-widmayer 2021-03-05 initiate toxin DRC analysis repo

Purpose:

  • Compile past assay results.
  • Provide dose-response curves for each toxin.

Analysis Date: April 07, 2021

Assay Summary

Version Author Date
19f2802 sam-widmayer 2021-03-29
02a633e sam-widmayer 2021-03-24
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
02a633e sam-widmayer 2021-03-24
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06
   Metadata_Experiment bleach    median cv.censor
1             toxin09A      1 0.3836145         0
2             toxin10A      1 0.4305145         0
3             toxin11A      1 0.4277093         0
4             toxin14A      1 0.3309190         0
5             toxin14A      2 0.6202207         1
6             toxin14A      3 0.3139512         0
7             toxin14B      1 0.3531075         0
8             toxin14B      2 0.6821373         1
9             toxin14B      3 0.4144394         0
10            toxin15A      1 0.3776043         0
11            toxin15A      2 0.3237794         0
12            toxin15A      3 0.5858180         1
13            toxin15B      1 0.3014705         0
14            toxin15B      2 0.3782805         0
15            toxin15B      3 0.5791055         1
16            toxin16A      1 0.3024091         0
17            toxin16A      2 0.6394078         1
18            toxin16A      3 0.6430524         1
19            toxin17A      1 0.3203867         0
20            toxin17A      2 0.5750981         1
21            toxin17A      3 0.3401813         0
22            toxin18A      1 0.3202607         0
23            toxin18A      2 0.3228881         0
24            toxin18A      3 0.3338709         0
25            toxin19A      1 0.3333869         0
26            toxin19A      2 0.3179010         0
27            toxin19A      3 0.3330344         0
28            toxin22A      1 0.2625332         0
29            toxin22A      2 0.2967801         0
30            toxin22A      3 0.2706957         0
31            toxin23A      1 0.3243216         0
32            toxin23A      2 0.3411546         0
33            toxin23A      3 0.2809086         0
34            toxin24A      1 0.2672445         0
35            toxin24A      2 0.3018825         0
36            toxin24A      3 0.3152494         0
37            toxin25A      1 0.3024884         0
38            toxin25A      2 0.2940015         0
39            toxin25A      3 0.3507315         0
                         Df Sum Sq Mean Sq F value   Pr(>F)    
assay                    14 2.2442 0.16030  17.445  < 2e-16 ***
as.factor(bleach)         2 0.5740 0.28701  31.235 6.97e-13 ***
strain                    7 0.1164 0.01663   1.810   0.0856 .  
assay:as.factor(bleach)  22 1.9273 0.08760   9.534  < 2e-16 ***
Residuals               260 2.3891 0.00919                     
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Silver

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Cadmium

Version Author Date
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Copper

Version Author Date
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Nickel

Version Author Date
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Paraquat

Version Author Date
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Zinc

Version Author Date
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Pyraclostrobin

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Aldicarb

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Chlorfenapyr

Version Author Date
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Methomyl

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Methyl Mercury

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Triphenyl phosphate

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Arsenic trioxide

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Carbaryl

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Carboxin

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Chlorpyrifos

[1] "Excluding toxin17A: No Response"

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Lead (II) nitrate

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

Atrazine

[1] "Excluding toxin16A: Inaccurate Dilution Series"

Version Author Date
deb1df5 sam-widmayer 2021-03-21
cb6e132 sam-widmayer 2021-03-06

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
7ae886c sam-widmayer 2021-03-14
cb6e132 sam-widmayer 2021-03-06

2,4-D

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Malathion

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Chlorothalonil

Version Author Date
deb1df5 sam-widmayer 2021-03-21

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Deltamethrin

Version Author Date
deb1df5 sam-widmayer 2021-03-21

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21
Error in optim(startVec, opfct, hessian = TRUE, method = optMethod, control = list(maxit = maxIt,  : 
  non-finite finite-difference value [3]
[1] "Unable to optimize model"
[1] "Unable to optimize model"

Manganese dichloride

Version Author Date
deb1df5 sam-widmayer 2021-03-21

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Propoxur

Version Author Date
deb1df5 sam-widmayer 2021-03-21

Version Author Date
19f2802 sam-widmayer 2021-03-29
deb1df5 sam-widmayer 2021-03-21

Mancozeb

EC Estimates

Version Author Date
19f2802 sam-widmayer 2021-03-29
02a633e sam-widmayer 2021-03-24

Version Author Date
19f2802 sam-widmayer 2021-03-29
02a633e sam-widmayer 2021-03-24

EC10

Version Author Date
19f2802 sam-widmayer 2021-03-29
02a633e sam-widmayer 2021-03-24

EC50

EC90

Summary Tables



Table: Aldicarb Estimates

Strain   Weibull       Log-Logistic   Lognormal   
-------  ------------  -------------  ------------
ECA396   106.19±5.26   119.39±5.14    119.57±4.9  
CB4856   116.25±6.36   130.8±6.3      131.19±6.01 
ECA36    126.87±6.17   140.64±5.88    140.81±5.66 
MY16     75.21±5.64    81.46±5.03     81.67±4.79  
XZ1516   135.86±7.41   151.55±7.85    151.44±7.6  
RC301    85.86±5.27    95.23±4.71     95.06±4.47  
PD1074   93.82±4.98    105.8±4.46     106.36±4.24 
ECA248   100.48±6.92   112.59±6.84    112.72±6.51 


Table: Aldicarb Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
ECA396   327.15±16.51   333.81±16.72   345.67±18.98 
CB4856   356.74±13.9    351.65±15.96   352.61±16.21 
ECA36    369.01±11.06   361.71±11.99   363.81±12.03 
MY16     230.52±13.76   237.66±16.61   244.01±17.83 
XZ1516   357.46±13.56   353.74±13.9    352.49±14.11 
RC301    272.07±12.99   282.15±13.56   288.18±15.05 
PD1074   275.54±9.11    272.47±8.39    271.38±8.35  
ECA248   328.04±18.04   337.15±24.07   341.44±27.43 


Table: Aldicarb Estimates

Strain   Weibull        Log-Logistic     Lognormal      
-------  -------------  ---------------  ---------------
ECA396   670.14±56.57   933.29±98.86     999.34±112     
CB4856   728.94±44.97   945.42±91.73     947.75±90.13   
ECA36    728.66±35.77   930.24±69.6      939.98±68.16   
MY16     470.65±47.59   693.4±97.41      729.07±106.04  
XZ1516   662.17±41.04   825.65±73.37     820.45±70.74   
RC301    567.42±50.45   835.93±88.46     873.63±97.8    
PD1074   547.47±34.62   701.69±48.32     692.39±46.14   
ECA248   697.25±61.12   1009.58±148.13   1034.22±167.11 


Table: Arsenic trioxide Estimates

Strain   Weibull         Log-Logistic   Lognormal     
-------  --------------  -------------  --------------
PD1074   424.78±310.18   852.9±932.35   639.16±201.42 


Table: Atrazine Estimates

Strain   Weibull         Log-Logistic     Lognormal     
-------  --------------  ---------------  --------------
ECA248   231.03±45.22    305.76±96.3      610.18±710.96 
PD1074   323.78±159.61   430.95±237.65    NA            
XZ1516   259.56±83.83    338.98±134.82    604.71±670.12 
RC301    180.06±17.9     221.04±30.53     279.45±92.4   
CB4856   302.15±214.96   452.74±379.63    NA            
ECA36    551.13±889.49   832.27±1429.92   NA            
ECA396   259.49±90.99    400.28±199.19    NA            


Table: Atrazine Estimates

Strain   Weibull         Log-Logistic    Lognormal 
-------  --------------  --------------  ----------
ECA248   740.46±247.7    NA              NA        
XZ1516   914.35±412.62   NA              NA        
RC301    603.8±106.15    824.22±223.15   NA        


Table: Cadmium dichloride Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
MY16     31.41±1.6    34.32±1.54     35.15±1.6  
XZ1516   32.97±1.57   35.32±1.43     35.98±1.45 
CB4856   22.84±1.41   25.31±1.37     25.53±1.33 
RC301    28.57±1.54   31.69±1.61     32.62±1.72 
PD1074   26.41±1.51   29.47±1.53     30.17±1.55 
ECA248   24.23±1.68   27.37±1.82     28.15±1.83 
ECA36    30.36±2.19   32.93±2.02     33.46±2.01 
ECA396   34.44±1.54   36.87±1.37     37.58±1.36 


Table: Cadmium dichloride Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
MY16     69.11±1.89   67.74±2.33     67±2.13    
XZ1516   74.19±1.79   74.05±2.56     72.94±2.45 
CB4856   65.95±2.42   70.31±4.26     70.31±4.96 
RC301    67.66±1.77   67.92±2.39     66.73±2.23 
PD1074   65.55±1.99   65.4±2.66      64.44±2.49 
ECA248   61.87±2.49   62.48±3.31     61.43±3.11 
ECA36    74.91±2.64   77.28±4.39     76.18±4.59 
ECA396   70.91±1.69   68.23±1.99     67.73±1.78 


Table: Cadmium dichloride Estimates

Strain   Weibull       Log-Logistic   Lognormal    
-------  ------------  -------------  -------------
MY16     114.24±4.58   133.71±10.52   127.7±9.27   
XZ1516   124.39±4.6    155.26±11.95   147.88±11.23 
CB4856   129.63±7.91   195.31±26.19   193.63±29.32 
RC301    117.2±4.76    145.54±12.8    136.48±11.47 
PD1074   117±5.58      145.13±14.15   137.61±12.5  
ECA248   112.43±7.43   142.61±18.65   134.06±16.28 
ECA36    133.19±7.76   181.37±23.33   173.4±23.71  
ECA396   112.35±3.75   126.27±7.92    122.06±6.79  


Table: Carbaryl Estimates

Strain   Weibull        Log-Logistic   Lognormal     
-------  -------------  -------------  --------------
RC301    153.86±13.45   206.66±31.25   318.49±148.7  
MY16     115.77±4.5     131.85±4.29    135.52±4.16   
XZ1516   138.51±5.63    160.03±6.16    167.91±8.08   
ECA248   215.06±13.53   263.15±26.42   350.16±107.75 
CB4856   200.77±7.47    224.45±7.79    232.64±9.74   
ECA396   118.25±6.19    134.47±5.88    138.17±5.63   
ECA36    282.12±38.73   391.53±85.12   NA            


Table: Carbaryl Estimates

Strain   Weibull         Log-Logistic    Lognormal    
-------  --------------  --------------  -------------
RC301    560.72±88.19    899.1±242.48    NA           
MY16     329.43±10.08    372.72±19.75    377.73±25.18 
XZ1516   396.9±19.22     480.15±41.68    527.38±71.69 
ECA248   599.91±67.03    828.28±158.41   NA           
CB4856   477.83±21.16    543.72±40.07    589.88±68.61 
ECA396   334.69±14.2     365.03±24.39    365.57±28.19 
ECA36    823.29±165.63   NA              NA           


Table: Carbaryl Estimates

Strain   Weibull        Log-Logistic   Lognormal  
-------  -------------  -------------  -----------
MY16     641.47±34.4    NA             NA         
XZ1516   776.32±60.67   NA             NA         
CB4856   830.35±58.18   NA             NA         
ECA396   649.51±47.04   990.92±136.9   967.21±149 


Table: Carboxin Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
RC301    245.37±13.69   268.12±13.33   271.54±13.17 
MY16     208.99±11.87   232.92±11.41   236.38±11.06 
XZ1516   246.6±16.77    281.8±17.27    286.26±17.03 
PD1074   294.44±24.48   321.2±23.59    326.03±23.43 
ECA248   264.83±20      294.25±19.9    298.93±19.58 
CB4856   218.08±16.13   242.89±15.96   246.14±15.48 
ECA396   270.53±11.22   295.77±10.69   298.53±10.38 
ECA36    343.43±23.11   376.82±22.71   382.09±22.25 


Table: Carboxin Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
RC301    518.27±12.99   520.48±15.19   514.66±14.85 
MY16     542.31±16.17   559.04±22.25   551.86±22.67 
XZ1516   634.1±24.55    652.59±34.08   647.19±35.34 
PD1074   762.58±35.12   837.75±72.34   829.67±86.63 
ECA248   653.85±27.45   672.27±39.66   662.19±40.07 
CB4856   567.38±22.5    585.55±31.62   575.34±31.85 
ECA396   543.23±11.13   538.19±12.02   534.45±11.71 
ECA36    721.61±27.71   712.59±33.79   705.55±31.94 


Table: Carboxin Estimates

Strain   Weibull          Log-Logistic     Lognormal      
-------  ---------------  ---------------  ---------------
RC301    834.65±39.4      1010.37±74.89    975.44±68.53   
MY16     995.79±54.82     1341.73±127.72   1288.38±122.31 
XZ1516   1157.57±81.68    1511.25±193.26   1463.19±189.76 
PD1074   1398.49±106.11   NA               NA             
ECA248   1163.1±82.92     1535.93±209.95   1466.89±201.43 
CB4856   1043.54±72.96    1411.64±179.5    1344.81±169.67 
ECA396   847.09±31.39     979.33±52.28     956.83±47.61   
ECA36    1158.26±71.01    1347.56±144.72   1302.84±129.29 


Table: Chlorfenapyr Estimates

Strain   Weibull     Log-Logistic   Lognormal 
-------  ----------  -------------  ----------
ECA396   0.44±0.02   0.48±0.02      0.49±0.02 
CB4856   0.26±0.01   0.27±0.01      0.27±0.01 
ECA36    0.94±0.03   1.03±0.03      1.05±0.02 
MY16     0.19±0.01   0.2±0.01       0.21±0.01 
XZ1516   0.29±0.01   0.32±0.01      0.32±0.01 
RC301    0.21±0.01   0.22±0.01      0.22±0.01 
PD1074   0.31±0.01   0.31±0.01      0.31±0.01 
ECA248   0.19±0.01   0.2±0.01       0.2±0.01  


Table: Chlorfenapyr Estimates

Strain   Weibull     Log-Logistic   Lognormal 
-------  ----------  -------------  ----------
ECA396   0.76±0.03   0.72±0.02      0.73±0.02 
CB4856   0.54±0.01   0.53±0.01      0.53±0.01 
ECA36    1.65±0.04   1.53±0.04      1.53±0.04 
MY16     0.49±0.02   0.49±0.02      0.49±0.02 
XZ1516   0.65±0.01   0.65±0.01      0.64±0.01 
RC301    0.48±0.01   0.47±0.01      0.46±0.01 
PD1074   0.57±0.01   0.58±0.01      0.58±0.01 
ECA248   0.5±0.02    0.49±0.02      0.49±0.02 


Table: Chlorfenapyr Estimates

Strain   Weibull     Log-Logistic   Lognormal 
-------  ----------  -------------  ----------
ECA396   1.09±0.07   1.07±0.09      1.08±0.08 
CB4856   0.84±0.02   1.05±0.05      1.03±0.05 
ECA36    2.34±0.08   2.26±0.14      2.24±0.13 
MY16     0.9±0.05    1.19±0.1       1.14±0.09 
XZ1516   1.09±0.05   1.31±0.08      1.3±0.07  
RC301    0.82±0.03   1.01±0.05      0.97±0.05 
PD1074   0.84±0.03   1.08±0.05      1.09±0.05 
ECA248   0.94±0.06   1.24±0.12      1.2±0.11  


Table: Chlorothalonil Estimates

Strain   Weibull         Log-Logistic   Lognormal   
-------  --------------  -------------  ------------
PD1074   33.57±17.14     58.34±45.23    NA          
ECA36    27.12±6.11      38.09±16.06    64.47±98.41 
ECA396   38.24±7.05      51.8±15.79     80.42±68.34 
RC301    164.03±519.98   NA             NA          
XZ1516   49.13±6         55.59±6.36     58.19±9.26  


Table: Chlorothalonil Estimates

Strain   Weibull         Log-Logistic    Lognormal    
-------  --------------  --------------  -------------
PD1074   208.51±159.34   NA              NA           
ECA36    124.4±52.06     223.48±182.07   NA           
ECA396   155.5±52.26     NA              NA           
XZ1516   127.54±16.01    153.29±37.18    174.57±75.71 


Table: Chlorothalonil Estimates

Strain   Weibull        Log-Logistic   Lognormal 
-------  -------------  -------------  ----------
XZ1516   234.24±48.59   NA             NA        


Table: Chlorpyrifos Estimates

Strain   Weibull       Log-Logistic   Lognormal   
-------  ------------  -------------  ------------
MY16     15.55±39.17   NA             NA          
XZ1516   2.72±0.14     3.2±0.18       3.53±0.37   
PD1074   2.71±4.57     8.49±13.73     NA          
ECA248   2.06±0.98     3.57±2.32      12.24±14.97 
CB4856   3.88±3.06     10.87±10.59    NA          
ECA396   3.79±6.17     10.36±20.26    NA          
ECA36    1.81±0.11     2.27±0.18      2.67±0.41   


Table: Chlorpyrifos Estimates

Strain   Weibull       Log-Logistic   Lognormal  
-------  ------------  -------------  -----------
XZ1516   8.19±0.61     10.39±1.32     13.29±3.38 
ECA248   17.87±12.12   NA             NA         
ECA36    7.39±0.76     10.32±1.69     14.8±4.74  


Table: Chlorpyrifos Estimates

Strain   Weibull      Log-Logistic   Lognormal 
-------  -----------  -------------  ----------
XZ1516   16.56±1.87   NA             NA        
ECA36    18.1±2.6     NA             NA        


Table: Copper(II) chloride Estimates

Strain   Weibull      Log-Logistic    Lognormal  
-------  -----------  --------------  -----------
RC301    53.28±4.21   58.29±3.5       62.02±7.67 
XZ1516   NA           81.73±9.29      81.76±8.04 
PD1074   NA           192.19±168.33   NA         
ECA36    NA           76.64±13.08     NA         


Table: Copper(II) chloride Estimates

Strain   Weibull       Log-Logistic   Lognormal    
-------  ------------  -------------  -------------
RC301    112.02±8.09   131.54±19.64   164.25±55.56 
XZ1516   NA            121.15±23.65   151.24±64.36 
ECA36    NA            178.38±67.26   NA           


Table: Copper(II) chloride Estimates

Strain   Weibull        Log-Logistic   Lognormal 
-------  -------------  -------------  ----------
RC301    179.87±25.31   NA             NA        
XZ1516   NA             179.58±89.46   NA        


Table: Deltamethrin Estimates

Strain   Weibull     Log-Logistic   Lognormal   
-------  ----------  -------------  ------------
PD1074   0.04±0.23   0.33±2.41      0.43±2.35   
CB4856   0.15±0.58   16.9±76.2      21.17±77.68 
ECA36    0±0         0±0            0±0         
MY16     0.21±0.46   0.49±2.62      0.91±4.32   
ECA396   0.18±0.67   26.52±85.9     1.36±3.48   
RC301    0.54±4.71   0.98±4.87      2.43±14.96  
XZ1516   0±0         NA             0±0         


Table: Deltamethrin Estimates

Strain   Weibull          Log-Logistic     Lognormal     
-------  ---------------  ---------------  --------------
ECA36    319.82±7642.14   38.64±432.2      22.07±288.54  
XZ1516   0±0              NA               24.67±2748.05 
PD1074   NA               306.46±2784.41   466.6±6933.93 
CB4856   NA               163.38±158.03    156.8±160.65  
ECA396   NA               181.73±145.01    NA            


Table: Deltamethrin Estimates

Strain   Weibull   Log-Logistic      Lognormal      
-------  --------  ----------------  ---------------
CB4856   NA        1579±4811.27      1161.27±2335.7 
ECA396   NA        1245.31±2455.33   NA             


Table: Lead(II) nitrate Estimates

Strain   Weibull         Log-Logistic   Lognormal 
-------  --------------  -------------  ----------
ECA36    233.52±141.68   556.99±619.9   NA        


Table: Malathion Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
PD1074   43.1±8.32      55.03±8.58     57.77±8.27   
CB4856   63.14±15.09    81.48±14.72    82.1±13.75   
ECA36    154.44±41.48   173.94±39.44   175.59±37.24 
MY16     57.84±16.26    73.8±16.64     75.96±15.69  
ECA396   58.18±12.11    72.53±11.98    75.55±11.52  
RC301    24.24±6.59     33.82±7.15     36.21±7.04   
XZ1516   53.69±12.95    73.68±13.64    77.04±13.05  
ECA248   65.46±21.75    71.99±24.52    73.54±25.32  


Table: Malathion Estimates

Strain   Weibull        Log-Logistic    Lognormal     
-------  -------------  --------------  --------------
PD1074   237.01±17.55   239.09±20.55    232.69±19.32  
CB4856   236.07±22.03   228.05±20.67    226.28±20.44  
ECA36    578.45±86.47   589.44±116.12   582.05±117.28 
MY16     227.41±29.29   213.51±28.3     212.64±27.16  
ECA396   242.49±22.58   233.04±23.45    231.16±22.3   
RC301    139.79±11.92   139.37±12.11    136.55±11.53  
XZ1516   367.59±50.61   376.79±63.33    376.73±64.69  
ECA248   182.41±22.05   179.76±23.21    176.34±22.91  


Table: Malathion Estimates

Strain   Weibull          Log-Logistic     Lognormal      
-------  ---------------  ---------------  ---------------
PD1074   702.33±101.76    1038.8±234.25    937.23±189.82  
CB4856   547.07±103.75    638.28±137.36    623.64±120.97  
ECA36    1341.97±345.75   1997.5±866.47    1929.38±827.65 
MY16     544.19±119.51    617.68±189.19    595.26±160.82  
ECA396   602.25±103.68    748.74±183.23    707.28±155.82  
RC301    426.97±69.66     574.25±137.49    514.92±107.57  
XZ1516   1252.49±351.79   1926.96±795.09   1842.32±737.53 
ECA248   350.51±65.05     448.83±158.07    422.87±142.46  


Table: Mancozeb Estimates

Strain   Weibull       Log-Logistic   Lognormal     
-------  ------------  -------------  --------------
MY16     77.26±4.14    83.82±4.12     85.84±4.98    
ECA248   59.8±2.37     66.35±2.46     68.55±3.05    
RC301    83.54±50.09   121.97±81.24   227.98±166.26 
ECA36    53.66±6.9     71.71±13.83    128.15±82.13  
ECA396   59.21±4.28    72.71±7.47     100.19±29.71  
PD1074   41.08±3.31    52.97±6.17     74.24±23.45   
XZ1516   96.61±24.43   126.74±39.97   NA            
CB4856   46.73±1.84    56.28±3.13     65.07±7.91    


Table: Mancozeb Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
MY16     152.35±9.43    164.97±16.41   176.45±27.63 
ECA248   138.51±6.89    154.06±12.04   166.69±19.64 
ECA36    189.45±40.35   NA             NA           
ECA396   176.14±22.61   240.97±45.71   NA           
PD1074   159.8±23.85    233.97±52.49   NA           
CB4856   140.11±10.02   185.88±22.91   NA           


Table: Mancozeb Estimates

Strain   Weibull        Log-Logistic   Lognormal 
-------  -------------  -------------  ----------
MY16     234.85±22.96   NA             NA        
ECA248   236.56±18.17   NA             NA        


Table: Manganese dichloride Estimates

Strain   Weibull           Log-Logistic     Lognormal     
-------  ----------------  ---------------  --------------
PD1074   493.38±73.5       586.18±125.39    639.75±257.73 
MY16     1820.28±1973.15   NA               NA            
RC301    1141.28±129.55    1212.69±191.27   NA            


Table: Manganese dichloride Estimates

Strain   Weibull          Log-Logistic      Lognormal       
-------  ---------------  ----------------  ----------------
PD1074   1220.87±307.8    1655.46±1033.91   1906.81±2140.97 
RC301    1575.29±155.27   1871.07±792.42    NA              


Table: Manganese dichloride Estimates

Strain   Weibull         Log-Logistic   Lognormal 
-------  --------------  -------------  ----------
RC301    1934.45±391.2   NA             NA        


Table: Methomyl Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
ECA396   12.03±0.69   13.39±0.65     13.55±0.63 
CB4856   13.75±0.7    14.96±0.66     15.02±0.66 
ECA36    11.7±0.72    13.3±0.67      13.37±0.68 
MY16     11.81±0.69   13.18±0.64     13.29±0.62 
XZ1516   10.75±0.7    11.96±0.66     12.08±0.66 
RC301    12.32±0.73   13.53±0.67     13.67±0.67 
PD1074   10.76±0.71   12.02±0.73     12.18±0.74 
ECA248   18.31±1.75   18.96±1.47     19.02±1.46 


Table: Methomyl Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
ECA396   36.19±1.46   39.53±2.75     40.7±3.68  
CB4856   36.08±0.99   37.83±1.7      37.69±1.97 
ECA36    37.83±1.19   38.55±1.36     38.16±1.4  
MY16     37.04±1.41   40.75±2.39     41.48±2.96 
XZ1516   32.62±1.2    34.2±1.87      34.15±2.07 
RC301    34.33±1.06   35.4±1.5       35.3±1.57  
PD1074   31.22±1.48   34.3±2.67      34.52±3.36 
ECA248   40.73±1.75   42.01±2.6      42.07±2.82 


Table: Methomyl Estimates

Strain   Weibull      Log-Logistic   Lognormal    
-------  -----------  -------------  -------------
ECA396   73.03±4.8    116.76±16.38   122.28±21.79 
CB4856   66.72±2.93   95.68±9.44     94.55±10.8   
ECA36    79.91±4.95   111.78±9.58    108.94±9.47  
MY16     76.75±5.04   125.94±15.47   129.45±18.85 
XZ1516   66.17±4.02   97.81±11.81    96.5±12.8    
RC301    65.99±3.53   92.58±9.1      91.2±9.35    
PD1074   61.55±4.77   97.89±16.39    97.85±20.03  
ECA248   67.79±5.38   93.08±13.39    93.06±14.53  


Table: Methylmercury dichloride Estimates

Strain   Weibull     Log-Logistic   Lognormal 
-------  ----------  -------------  ----------
ECA396   2.3±0.22    2.78±0.24      2.88±0.25 
CB4856   1.66±0.2    2.11±0.23      2.24±0.25 
ECA36    2.38±0.21   2.84±0.24      2.97±0.25 
MY16     1.72±0.28   2.07±0.3       2.14±0.31 
XZ1516   3.52±0.35   4.04±0.38      4.13±0.39 
RC301    2.64±0.3    3.52±0.47      4.11±0.88 
PD1074   2.32±0.23   3.16±0.37      3.79±0.75 
ECA248   1.22±0.24   1.76±0.49      2.39±1.45 


Table: Methylmercury dichloride Estimates

Strain   Weibull      Log-Logistic   Lognormal   
-------  -----------  -------------  ------------
ECA396   15.73±1.97   18.51±2.76     19.88±3.51  
CB4856   14.2±2.23    17.82±3.71     19.28±4.96  
ECA36    21.1±2.16    25.08±3.6      28.27±5.14  
MY16     12.71±2.86   15.13±3.63     16.43±4.63  
XZ1516   22.61±2.39   26.51±4        28.86±5.53  
RC301    19.74±3.18   30.25±7.95     44.17±21.49 
PD1074   19.52±2.85   30.81±7.35     47.7±21.41  
ECA248   10.61±3.63   18.76±10.88    36.23±46.04 


Table: Methylmercury dichloride Estimates

Strain   Weibull       Log-Logistic    Lognormal    
-------  ------------  --------------  -------------
ECA396   53.59±9.52    123.29±32.58    137.08±42.7  
CB4856   55.77±12.9    150.16±56.21    166.17±76.09 
ECA36    84.74±12.2    221.88±55.19    NA           
MY16     45.4±14.59    110.74±47.08    126.01±63.06 
XZ1516   73.95±10.99   173.68±45.6     201.5±67.63  
RC301    71.1±16.11    NA              NA           
PD1074   75.95±15.93   NA              NA           
ECA248   42.13±20.59   199.52±184.63   NA           


Table: Nickel dichloride Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
ECA396   49.7±2.61    50.33±2.22     50.28±1.96 
CB4856   49.71±2.86   50.28±2.4      50.43±2.09 
ECA36    52.92±2.95   57.57±2.02     59.8±2.85  
MY16     42.6±2.83    45.4±2.33      45.84±2.14 
PD1074   62.34±4.45   63.61±3.87     62.17±3.09 


Table: Nickel dichloride Estimates

Strain   Weibull       Log-Logistic   Lognormal    
-------  ------------  -------------  -------------
ECA396   86.77±1.57    85.7±1.93      84.36±1.9    
CB4856   84.76±1.81    82.79±2.13     81.59±2.04   
ECA36    110.04±4.75   127.77±12.22   143.71±26.28 
MY16     93.5±2.79     102.13±6.2     103.29±8.48  
PD1074   103.72±1.97   107.44±4.11    109.84±5.83  


Table: Nickel dichloride Estimates

Strain   Weibull        Log-Logistic   Lognormal   
-------  -------------  -------------  ------------
ECA396   123.76±3.33    145.93±7.24    141.52±6.56 
CB4856   119.1±3.35     136.32±6.84    132±6.04    
ECA36    175.46±16.36   NA             NA          
MY16     154.31±9.69    NA             NA          
PD1074   143.47±8.58    181.45±22.12   194.08±26.6 


Table: Paraquat Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
MY16     42.51±3.9    41.18±3.32     39.89±2.91 
XZ1516   49.37±4.99   57.65±4.75     59.04±4.48 
CB4856   40.38±3.35   40.62±2.9      39.46±2.7  
RC301    15.69±1.75   22.62±1.85     22.84±1.66 
PD1074   29.15±2.86   28.51±2.26     27.44±2.12 
ECA248   29.11±3.68   28.73±2.32     28.45±2.28 
ECA36    56.24±4.19   46.32±3.49     45.9±3.55  
ECA396   15±1.59      21.65±1.64     21.82±1.5  


Table: Paraquat Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
MY16     126.27±7.03    143.14±10.59   157.95±12.48 
XZ1516   314.52±29.47   291.05±33.65   302.29±34.18 
CB4856   127.35±6.29    138.36±8.69    149.29±10.9  
RC301    132.47±13.53   113.76±9.99    124.26±10.77 
PD1074   99.37±4.54     110.12±6.65    118.23±8.92  
ECA248   86.06±4.61     94.06±5.71     97.15±6.63   
ECA36    105.31±2.6     112.07±5.17    114.49±6.19  
ECA396   126±11.04      108.5±7.86     116.76±8.2   


Table: Paraquat Estimates

Strain   Weibull         Log-Logistic    Lognormal      
-------  --------------  --------------  ---------------
MY16     252.72±28.75    497.57±94.41    625.46±116.71  
XZ1516   1023.66±146.7   1469.48±325.3   1547.64±331.52 
CB4856   264.81±25.8     471.32±74.8     564.83±99.15   
RC301    515.82±96.76    572.24±118.93   676.16±128.82  
PD1074   217.13±22.2     425.4±69.17     509.35±97.36   
ECA248   171.73±23.93    307.92±49.24    331.75±57.85   
ECA36    157.05±6.09     271.17±37.15    285.56±44.67   
ECA396   489.11±80.73    543.61±93.74    624.93±97.74   


Table: Propoxur Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
PD1074   102.71±17.64   128.4±18.79    135.24±17.89 
CB4856   204.62±27.23   227.04±26.01   229.08±24.5  
ECA36    147±24.67      172.88±24.52   174.54±23.12 
MY16     129.82±15.09   146.53±15.24   148.41±14.36 
ECA396   97.45±18.41    121.89±18.14   126.27±17.17 
RC301    85.92±11.72    103.31±11.88   108.98±11.35 
XZ1516   156.32±21.94   182.46±20.94   185.29±19.86 


Table: Propoxur Estimates

Strain   Weibull        Log-Logistic   Lognormal    
-------  -------------  -------------  -------------
PD1074   462.46±37.45   445.04±41.43   432.96±37.42 
CB4856   494.38±28.99   472.34±29.93   468.21±28.86 
ECA36    454.63±31.42   438.07±32.39   431.67±31.38 
MY16     367.86±17.6    359.19±19.56   352.43±18.96 
ECA396   353.17±31.85   336.68±31.64   334.18±29.93 
RC301    367.75±22.54   361.68±25.85   352.48±23.76 
XZ1516   407.88±25.76   388.23±25.26   386.84±24.42 


Table: Propoxur Estimates

Strain   Weibull          Log-Logistic     Lognormal      
-------  ---------------  ---------------  ---------------
PD1074   1206.49±150.61   1542.49±324.65   1386.09±248.18 
CB4856   867.38±76.98     982.68±122.49    956.97±109.58  
ECA36    933.57±107.49    1110.02±175.15   1067.6±151.52  
MY16     714.39±54.4      880.49±102.47    836.9±89.71    
ECA396   802.36±124.64    929.94±196.43    884.42±164.17  
RC301    928.94±98.21     1266.21±212.74   1140.01±168.61 
XZ1516   751.59±75.68     826.03±110       807.61±97.65   


Table: Pyraclostrobin Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
ECA248   8.25±1.62    10.95±1.92     11.53±1.98 
XZ1516   11.15±1.12   14.35±1.31     14.97±1.33 
ECA36    11.06±0.76   14.43±0.85     15±0.87    
CB4856   11.78±1.14   14.95±1.29     15.49±1.3  
ECA396   6.98±0.66    8.7±0.72       8.98±0.73  
PD1074   12.2±0.8     15.36±0.88     15.75±0.88 
RC301    17.27±1.74   21.02±1.82     21.31±1.77 
MY16     6.79±0.72    8.95±0.84      9.32±0.84  


Table: Pyraclostrobin Estimates

Strain   Weibull       Log-Logistic   Lognormal    
-------  ------------  -------------  -------------
ECA248   92.17±10.54   104.78±18.2    101.26±18.97 
XZ1516   91.26±5.11    94.23±6.91     90.66±6.61   
ECA36    78.65±2.91    79.02±3.32     77.35±3.25   
CB4856   100.63±6.04   107.88±9       104.37±9.07  
ECA396   47.84±3.17    53.28±4.72     52.99±5.13   
PD1074   98.62±3.93    105.55±5.59    103.59±5.85  
RC301    94.25±5.42    93.51±5.98     92.03±5.82   
MY16     76.77±5.29    84.97±8.22     82.82±8.56   


Table: Pyraclostrobin Estimates

Strain   Weibull        Log-Logistic     Lognormal     
-------  -------------  ---------------  --------------
ECA248   429.08±85.66   1002.86±401.98   889.07±378.1  
XZ1516   348.49±32.94   618.76±105.63    548.97±90.54  
ECA36    274.59±18.9    432.59±44.76     399.02±39.81  
CB4856   394.82±39.31   778.18±144.07    703±133.32    
ECA396   163.08±19.05   326.44±64.19     312.77±65.53  
PD1074   373.52±26.41   725.34±88.28     681.17±86.1   
RC301    277.93±28.44   415.98±60.75     397.5±55.34   
MY16     360.29±42.25   806.45±173.01    736.31±164.86 


Table: Silver nitrate Estimates

Strain   Weibull        Log-Logistic    Lognormal   
-------  -------------  --------------  ------------
MY16     3.41±4.53      9.04±12.88      51.77±24.47 
XZ1516   9.32±2.44      14.5±4.46       29.36±22.24 
PD1074   48.66±109.47   106.47±406.52   NA          
ECA36    46.76±82.57    104.41±174.59   NA          
ECA248   83.76±163.6    NA              NA          
CB4856   26.28±46.93    69.71±137.69    NA          


Table: Silver nitrate Estimates

Strain   Weibull        Log-Logistic   Lognormal 
-------  -------------  -------------  ----------
XZ1516   134.72±54.78   NA             NA        


Table: Triphenyl phosphate Estimates

Strain   Weibull     Log-Logistic   Lognormal 
-------  ----------  -------------  ----------
MY16     0.36±0.07   0.55±0.09      0.61±0.1  
XZ1516   2.18±0.48   2.66±0.52      2.75±0.54 
PD1074   2.55±0.27   3.05±0.29      3.14±0.3  
ECA36    1.64±0.26   2.18±0.3       2.28±0.3  
ECA396   1.51±0.16   1.94±0.18      2.02±0.18 
RC301    0.86±0.16   1.18±0.19      1.23±0.19 
ECA248   1.78±0.21   2.26±0.23      2.32±0.23 
CB4856   2.2±0.24    2.7±0.27       2.8±0.28  


Table: Triphenyl phosphate Estimates

Strain   Weibull      Log-Logistic   Lognormal  
-------  -----------  -------------  -----------
MY16     10.49±1.83   16.3±5.09      18.15±7.64 
XZ1516   18.03±2.13   22.04±4.55     21.59±5.38 
PD1074   18.18±1.01   20.81±1.87     20.14±2.04 
ECA36    19.78±2.13   27.1±5.54      29.05±8.4  
ECA396   16.02±1.33   19.52±2.59     19.87±3.2  
RC301    13.17±1.51   18.08±3.9      19.16±5.72 
ECA248   16.27±1.17   18.91±2.09     18.83±2.43 
CB4856   18.83±1.17   22.7±2.49      21.99±2.85 


Table: Triphenyl phosphate Estimates

Strain   Weibull       Log-Logistic   Lognormal    
-------  ------------  -------------  -------------
MY16     90.23±26.78   NA             NA           
XZ1516   69.27±14.72   182.43±86.7    169.55±95.27 
PD1074   63.54±6.41    142.04±29.76   129.22±29.96 
ECA36    96.56±18.59   NA             NA           
ECA396   72.16±9.81    196.05±52.87   195.04±62.43 
RC301    74.78±15.87   NA             NA           
ECA248   66.72±8.56    157.99±39.16   152.77±42.78 
CB4856   73.96±7.91    190.92±46.54   172.64±48.94 


Table: 2,4-D Estimates

Strain   Weibull         Log-Logistic    Lognormal     
-------  --------------  --------------  --------------
ECA36    606.32±203.47   701.36±284.54   NA            
MY16     661.03±36.12    695.26±50.26    739.65±119.32 
ECA396   442.68±38.97    521.7±80.49     787.12±567.66 
ECA248   600.54±30.33    615.09±26.92    614.75±26.56  


Table: 2,4-D Estimates

Strain   Weibull         Log-Logistic    Lognormal   
-------  --------------  --------------  ------------
MY16     895.94±78.73    969.37±122.66   NA          
ECA396   845.75±135.01   NA              NA          
ECA248   777.13±26.9     805.09±49.74    817.2±75.29 


Table: 2,4-D Estimates

Strain   Weibull        Log-Logistic   Lognormal 
-------  -------------  -------------  ----------
ECA248   915.87±53.67   NA             NA        


Table: Zinc dichloride Estimates

Strain   Weibull      Log-Logistic    Lognormal    
-------  -----------  --------------  -------------
MY16     57.69±3.44   74.32±7.34      106.98±36.76 
XZ1516   52.17±3.36   60.97±3.78      64.58±5.5    
PD1074   83.2±20.08   124.85±39.66    NA           
ECA36    59.89±6.51   81.36±13.45     139.56±74.52 
ECA396   35.17±1.72   41.38±1.72      43.24±2.03   
RC301    49.1±3.08    59.8±4.33       69.49±11.07  
ECA248   54±3.87      65.98±5.83      77.03±15.72  
CB4856   84.1±48.67   159.15±117.29   NA           


Table: Zinc dichloride Estimates

Strain   Weibull         Log-Logistic   Lognormal     
-------  --------------  -------------  --------------
MY16     218.79±26.68    329.98±70.57   NA            
XZ1516   176.88±12.79    220.01±28.75   256.95±59.3   
PD1074   389.62±131.58   NA             NA            
ECA36    260.24±51.06    NA             NA            
ECA396   138.06±5.71     171.53±14.15   195.66±27.8   
RC301    183.65±16.31    250.99±40.75   371.7±135.69  
ECA248   194.95±22.08    266.78±54.37   388.69±182.27 


Table: Zinc dichloride Estimates

Strain   Weibull        Log-Logistic   Lognormal 
-------  -------------  -------------  ----------
XZ1516   385.12±45.4    NA             NA        
ECA396   330.04±23.73   NA             NA        
[[1]]
NULL

[[2]]
NULL

[[3]]
NULL

[[4]]
NULL

[[5]]
NULL

[[6]]
NULL

[[7]]
NULL

[[8]]
NULL

[[9]]
NULL

[[10]]
NULL

[[11]]
NULL

[[12]]
NULL

[[13]]
NULL

[[14]]
NULL

[[15]]
NULL

[[16]]
NULL

[[17]]
NULL

[[18]]
NULL

[[19]]
NULL

[[20]]
NULL

[[21]]
NULL

[[22]]
NULL

[[23]]
NULL

[[24]]
NULL

[[25]]
NULL

[[26]]
NULL

[[27]]
NULL

[[28]]
NULL

[[29]]
NULL

[[30]]
NULL

[[31]]
NULL

[[32]]
NULL

[[33]]
NULL

[[34]]
NULL

[[35]]
NULL

[[36]]
NULL

[[37]]
NULL

[[38]]
NULL

[[39]]
NULL

[[40]]
NULL

[[41]]
NULL

[[42]]
NULL

[[43]]
NULL

[[44]]
NULL

[[45]]
NULL

[[46]]
NULL

[[47]]
NULL

[[48]]
NULL

[[49]]
NULL

[[50]]
NULL

[[51]]
NULL

[[52]]
NULL

[[53]]
NULL

[[54]]
NULL

[[55]]
NULL

[[56]]
NULL

[[57]]
NULL

[[58]]
NULL

[[59]]
NULL

[[60]]
NULL

[[61]]
NULL

[[62]]
NULL

[[63]]
NULL

[[64]]
NULL

[[65]]
NULL

[[66]]
NULL

[[67]]
NULL

[[68]]
NULL

[[69]]
NULL

Toxicant Classes

      drug
1 Aldicarb
2 Carbaryl
3 Methomyl
4 Propoxur

            drug
1       Carboxin
2 Chlorothalonil
3       Mancozeb
4 Pyraclostrobin

          drug
1 D-phenothrin
2 Deltamethrin
3   Permethrin

          drug
1 Chlorpyrifos
2    Malathion
3    Parathion

                      drug
1         Arsenic trioxide
2       Cadmium dichloride
3      Copper(II) chloride
4         Lead(II) nitrate
5     Manganese dichloride
6 Methylmercury dichloride
7        Nickel dichloride
8           Silver nitrate
9          Zinc dichloride

      drug
1    2,4-D
2 Atrazine
3 Paraquat


sessionInfo()
R version 4.0.4 (2021-02-15)
Platform: x86_64-apple-darwin17.0 (64-bit)
Running under: macOS Catalina 10.15.7

Matrix products: default
BLAS:   /Library/Frameworks/R.framework/Versions/4.0/Resources/lib/libRblas.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/4.0/Resources/lib/libRlapack.dylib

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] ggbeeswarm_0.6.0   cowplot_1.1.1      RColorBrewer_1.1-2 RCurl_1.98-1.2    
 [5] ddpcr_1.15         kableExtra_1.3.4   knitr_1.31         drc_3.0-1         
 [9] MASS_7.3-53        easyXpress_0.1.0   forcats_0.5.1      stringr_1.4.0     
[13] dplyr_1.0.4        purrr_0.3.4        readr_1.4.0        tidyr_1.1.2       
[17] tibble_3.1.0       ggplot2_3.3.3      tidyverse_1.3.0    workflowr_1.6.2   

loaded via a namespace (and not attached):
  [1] TH.data_1.0-10        colorspace_2.0-0      ellipsis_0.3.1       
  [4] rio_0.5.16            rprojroot_2.0.2       fs_1.5.0             
  [7] rstudioapi_0.13       farver_2.0.3          audio_0.1-7          
 [10] fansi_0.4.2           mvtnorm_1.1-1         lubridate_1.7.9.2    
 [13] xml2_1.3.2            codetools_0.2-18      splines_4.0.4        
 [16] readbitmap_0.1.5      jsonlite_1.7.2        broom_0.7.5          
 [19] dbplyr_2.1.0          png_0.1-7             compiler_4.0.4       
 [22] httr_1.4.2            backports_1.2.1       assertthat_0.2.1     
 [25] bmp_0.3               Matrix_1.3-2          cli_2.3.1            
 [28] beepr_1.3             later_1.1.0.1         htmltools_0.5.1.1    
 [31] tools_4.0.4           igraph_1.2.6          gtable_0.3.0         
 [34] glue_1.4.2            rebus.base_0.0-3      Rcpp_1.0.6           
 [37] carData_3.0-4         cellranger_1.1.0      jquerylib_0.1.3      
 [40] vctrs_0.3.6           svglite_2.0.0         xfun_0.21            
 [43] rebus.datetimes_0.0-1 openxlsx_4.2.3        rvest_0.3.6          
 [46] lifecycle_1.0.0       rebus.numbers_0.0-1   gtools_3.8.2         
 [49] zoo_1.8-8             scales_1.1.1          hms_1.0.0            
 [52] promises_1.2.0.1      sandwich_3.0-0        yaml_2.2.1           
 [55] curl_4.3              sass_0.3.1            stringi_1.5.3        
 [58] imager_0.42.7         highr_0.8             plotrix_3.8-1        
 [61] tiff_0.1-6            zip_2.1.1             bitops_1.0-6         
 [64] rlang_0.4.10          pkgconfig_2.0.3       systemfonts_1.0.1    
 [67] evaluate_0.14         lattice_0.20-41       labeling_0.4.2       
 [70] tidyselect_1.1.0      magrittr_2.0.1        R6_2.5.0             
 [73] generics_0.1.0        multcomp_1.4-16       DBI_1.1.1            
 [76] pillar_1.5.0          haven_2.3.1           whisker_0.4          
 [79] foreign_0.8-81        withr_2.4.1           rebus_0.1-3          
 [82] survival_3.2-7        abind_1.4-5           rebus.unicode_0.0-2  
 [85] modelr_0.1.8          crayon_1.4.1          car_3.0-10           
 [88] utf8_1.1.4            rmarkdown_2.7         jpeg_0.1-8.1         
 [91] grid_4.0.4            readxl_1.3.1          data.table_1.14.0    
 [94] git2r_0.28.0          reprex_1.0.0          digest_0.6.27        
 [97] webshot_0.5.2         httpuv_1.5.5          munsell_0.5.0        
[100] beeswarm_0.2.3        viridisLite_0.3.0     vipor_0.4.5          
[103] bslib_0.2.4