I tried your code and I get the same error. I also tried the c() in the labels and that didn't work. I don't know if this will help, but below is the full code I'm using. I was trying to avoid inputing everything as I know it is long, but maybe it'll help.
# 1) RSTUDIO PACKAGE INSTALLATION ################################################
library(janitor)
library(tidyverse)
library(ggplot2)
library(readr)
library(dplyr)
library(rlang)
library(plotrix)
library(RColorBrewer)
library(ggpubr)
# 2) IMPORT THE DATA #############################################################
organic_acids<-read.csv(file='Oct19_Queue_organic acid summary8.csv')
dput(organic_acids)
# view(organic_acids)
colnames(organic_acids)<-gsub("ï..","",colnames(organic_acids))
colnames(organic_acids)<-gsub("X..","",colnames(organic_acids))
colnames(organic_acids)<-gsub("..db.","",colnames(organic_acids))
# view(organic_acids)
# 3) TOTAL OA GRAPH ##############################################################
## A) Creating average data.frame ################################################
organic_acids_total_avg<-organic_acids %>%
select(Sample_overview,SA_avg,LA_avg,FA_avg,AA_avg,PA_avg,IBA_avg,BA_avg,IVA_avg,
VA_avg,OA_total_avg) #select avg columns
# view(organic_acids_total_avg)
organic_acids_total_avg_na<-organic_acids_total_avg %>%
na_if("") %>%
na.omit
# view(organic_acids_total_avg_na)
organic_acids_total_avg_na<-organic_acids_total_avg_na %>%
rename('Sample'='Sample_overview','Succinic Acid'='SA_avg',
'Lactic Acid'='LA_avg','Formic Acid'='FA_avg','Acetic Acid'='AA_avg',
'Propionic Acid'='PA_avg','Isobutyric Acid'='IBA_avg',
'Butyric Acid'='BA_avg','Isovaleric Acid'='IVA_avg',
'Valeric Acid'='VA_avg','Total Organic Acid'='OA_total_avg') # rename columns
# view(organic_acids_total_avg_na)
## B) Creating stdev data.frame ################################################
organic_acids_total_stdev<-organic_acids %>%
select(Sample_overview,SA_stdev,LA_stdev,FA_stdev,AA_stdev,PA_stdev,IBA_stdev,
BA_stdev,IVA_stdev,VA_stdev,OA_total_stdev) # select Stdev columns
# view(organic_acids_total_stdev)
organic_acids_total_stdev_na<-organic_acids_total_stdev %>%
na_if("") %>%
na.omit # remove rows with NA or zeroes
# view(organic_acids_total_stdev_na)
organic_acids_total_stdev_na<-organic_acids_total_stdev_na %>%
rename('Sample'='Sample_overview','Succinic Acid'='SA_stdev',
'Lactic Acid'='LA_stdev','Formic Acid'='FA_stdev','Acetic Acid'='AA_stdev',
'Propionic Acid'='PA_stdev','Isobutyric Acid'='IBA_stdev',
'Butyric Acid'='BA_stdev','Isovaleric Acid'='IVA_stdev',
'Valeric Acid'='VA_stdev','Total Organic Acid'='OA_total_stdev') # Rename columns
# view(organic_acids_total_stdev_na)
## C) Changing data.frame dimensions to longer data frame #######################
organic_acids_total_avg2<-organic_acids_total_avg_na %>%
pivot_longer(cols="Succinic Acid":"Total Organic Acid",
names_to="Acid",
values_to="Percent")
# view(organic_acids_total_avg2)
organic_acids_total_stdev2<-organic_acids_total_stdev_na %>%
pivot_longer(cols="Succinic Acid":"Total Organic Acid",
names_to="Acid",
values_to="stdev")
# view(organic_acids_total_stdev2)
## D) Merging data.frames ########################################################
organic_acids_total_merged<-merge(organic_acids_total_avg2,organic_acids_total_stdev2,by=c("Sample","Acid"))
# view(organic_acids_total_merged)
#
# summary(organic_acids_total_merged)
organic_acids_total_merged_numeric<-transform(organic_acids_total_merged,Percent=as.numeric(sub("%","",Percent)))
organic_acids_total_merged_numeric<-transform(organic_acids_total_merged_numeric,stdev=as.numeric(sub("%","",stdev)))
# summary(organic_acids_total_merged_numeric)
# view(organic_acids_total_merged_numeric)
# class(organic_acids_total_merged_numeric$Percent)
# class(organic_acids_total_merged_numeric$stdev)
## E) Plotting data ###############################################################
a1<-ggplot(organic_acids_total_merged_numeric,aes(x=factor(Sample,level=c("Initial biomass","Initial biomass with CA",
"Aer_4hr","Aer_8hr","Aer_24hr",
"Aer_28day","Ana_4hr","Ana_8hr",
"Ana_24hr","Ana_28day","CA_4hr",
"CA_8hr","CA_24hr","CA_28day")),y=Percent,fill=factor(Acid,level=c("Acetic Acid",
'Butyric Acid',
'Formic Acid',
'Isobutyric Acid',
'Isovaleric Acid',
'Lactic Acid',
'Propionic Acid',
'Succinic Acid',
'Valeric Acid',
'Total Organic Acid'))))+
geom_col(position=position_dodge())+
labs(title="Organic Acid Profile",y="% of Dry Matter by Mass",x='Treatment Group',fill='Organic Acid')+
scale_x_discrete(guide=guide_axis(angle=90))+
geom_errorbar(aes(ymin=Percent-stdev,
ymax=Percent+stdev),
position=position_dodge())+
scale_fill_brewer(palette="Set3")+
theme_classic()+
theme(plot.title=element_text(size=20,hjust=0.5),
axis.text.x=element_text(size=20),axis.title=element_text(size=20),
axis.text.y=element_text(size=15),legend.text=element_text(size=12))
# ggsave("total_OA_profile.png",h=8,w=12)
# 4) ALL ORGANIC ACIDS WITHOUT TOTAL ##########################################
## A) Creating average data.frame ################################################
organic_acids_no_t_avg<-organic_acids %>%
select(Sample_overview,SA_avg,LA_avg,FA_avg,AA_avg,PA_avg,IBA_avg,BA_avg,IVA_avg,
VA_avg) #select avg columns
# view(organic_acids_no_t_avg)
organic_acids_no_t_avg_na<-organic_acids_no_t_avg %>%
na_if("") %>%
na.omit
# view(organic_acids_no_t_avg_na)
organic_acids_no_t_avg_na<-organic_acids_no_t_avg_na %>%
rename('Sample'='Sample_overview','Succinic Acid'='SA_avg',
'Lactic Acid'='LA_avg','Formic Acid'='FA_avg','Acetic Acid'='AA_avg',
'Propionic Acid'='PA_avg','Isobutyric Acid'='IBA_avg',
'Butyric Acid'='BA_avg','Isovaleric Acid'='IVA_avg',
'Valeric Acid'='VA_avg') # rename columns
# view(organic_acids_no_t_avg_na)
## B) Creating stdev data.frame ################################################
organic_acids_no_t_stdev<-organic_acids %>%
select(Sample_overview,SA_stdev,LA_stdev,FA_stdev,AA_stdev,PA_stdev,IBA_stdev,
BA_stdev,IVA_stdev,VA_stdev) # select Stdev columns
# view(organic_acids_no_t_stdev)
organic_acids_no_t_stdev_na<-organic_acids_no_t_stdev %>%
na_if("") %>%
na.omit # remove rows with NA or zeroes
# view(organic_acids_no_t_stdev_na)
organic_acids_no_t_stdev_na<-organic_acids_no_t_stdev_na %>%
rename('Sample'='Sample_overview','Succinic Acid'='SA_stdev',
'Lactic Acid'='LA_stdev','Formic Acid'='FA_stdev','Acetic Acid'='AA_stdev',
'Propionic Acid'='PA_stdev','Isobutyric Acid'='IBA_stdev',
'Butyric Acid'='BA_stdev','Isovaleric Acid'='IVA_stdev',
'Valeric Acid'='VA_stdev') # Rename columns
# view(organic_acids_no_t_stdev_na)
## C) Changing data.frame dimensions to longer data frame #######################
organic_acids_no_t_avg2<-organic_acids_no_t_avg_na %>%
pivot_longer(cols="Succinic Acid":"Valeric Acid",
names_to="Acid",
values_to="Percent")
# view(organic_acids_no_t_avg2)
organic_acids_no_t_stdev2<-organic_acids_no_t_stdev_na %>%
pivot_longer(cols="Succinic Acid":"Valeric Acid",
names_to="Acid",
values_to="stdev")
# view(organic_acids_no_t_stdev2)
## D) Merging data.frames ########################################################
organic_acids_no_t_merged<-merge(organic_acids_no_t_avg2,organic_acids_no_t_stdev2,by=c("Sample","Acid"))
# view(organic_acids_no_t_merged)
#
# summary(organic_acids_no_t_merged)
organic_acids_no_t_merged_numeric<-transform(organic_acids_no_t_merged,Percent=as.numeric(sub("%","",Percent)))
organic_acids_no_t_merged_numeric<-transform(organic_acids_no_t_merged_numeric,stdev=as.numeric(sub("%","",stdev)))
# summary(organic_acids_no_t_merged_numeric)
# view(organic_acids_no_t_merged_numeric)
# class(organic_acids_no_t_merged_numeric$Percent)
# class(organic_acids_no_t_merged_numeric$stdev)
## E) Plotting data ###############################################################
b1<-ggplot(organic_acids_no_t_merged_numeric,aes(x=factor(Sample,level=c("Initial biomass","Initial biomass with CA",
"Aer_4hr","Aer_8hr","Aer_24hr",
"Aer_28day","Ana_4hr","Ana_8hr",
"Ana_24hr","Ana_28day","CA_4hr",
"CA_8hr","CA_24hr","CA_28day")),y=Percent,fill=factor(Acid,level=c("Acetic Acid",
'Butyric Acid',
'Formic Acid',
'Isobutyric Acid',
'Isovaleric Acid',
'Lactic Acid',
'Propionic Acid',
'Succinic Acid',
'Valeric Acid'))))+
geom_col(position=position_dodge())+
labs(title="Organic Acid Profile",y="% of Dry Matter by Mass",x='Treatment Group',fill='Organic Acid')+
scale_x_discrete(guide=guide_axis(angle=90))+
geom_errorbar(aes(ymin=Percent-stdev,
ymax=Percent+stdev),
position=position_dodge())+
scale_fill_brewer(palette="Set3")+
theme_classic()+
theme(plot.title=element_text(size=15,hjust=0.5),
axis.text.x=element_text(size=15),axis.title=element_text(size=15),
axis.text.y=element_text(size=10),legend.text=element_text(size=10))
# ggsave("organic_acid_no_total.png",h=8,w=12)
# 5) ORGANIC ACIDS WITHOUT SUCCINIC ###########################################
## A) Creating average data.frame ################################################
organic_acids_no_sa_avg<-organic_acids %>%
select(Sample_overview,LA_avg,FA_avg,AA_avg,PA_avg,IBA_avg,BA_avg,IVA_avg,
VA_avg) #select avg columns
# view(organic_acids_no_sa_avg)
organic_acids_no_sa_avg_na<-organic_acids_no_sa_avg %>%
na_if("") %>%
na.omit
# view(organic_acids_no_sa_avg_na)
organic_acids_no_sa_avg_na<-organic_acids_no_sa_avg_na %>%
rename('Sample'='Sample_overview',
'Lactic Acid'='LA_avg','Formic Acid'='FA_avg','Acetic Acid'='AA_avg',
'Propionic Acid'='PA_avg','Isobutyric Acid'='IBA_avg',
'Butyric Acid'='BA_avg','Isovaleric Acid'='IVA_avg',
'Valeric Acid'='VA_avg') # rename columns
# view(organic_acids_no_sa_avg_na)
## B) Creating stdev data.frame ################################################
organic_acids_no_sa_stdev<-organic_acids %>%
select(Sample_overview,LA_stdev,FA_stdev,AA_stdev,PA_stdev,IBA_stdev,
BA_stdev,IVA_stdev,VA_stdev) # select Stdev columns
# view(organic_acids_no_sa_stdev)
organic_acids_no_sa_stdev_na<-organic_acids_no_sa_stdev %>%
na_if("") %>%
na.omit # remove rows with NA or zeroes
# view(organic_acids_no_sa_stdev_na)
organic_acids_no_sa_stdev_na<-organic_acids_no_sa_stdev_na %>%
rename('Sample'='Sample_overview',
'Lactic Acid'='LA_stdev','Formic Acid'='FA_stdev','Acetic Acid'='AA_stdev',
'Propionic Acid'='PA_stdev','Isobutyric Acid'='IBA_stdev',
'Butyric Acid'='BA_stdev','Isovaleric Acid'='IVA_stdev',
'Valeric Acid'='VA_stdev') # Rename columns
# view(organic_acids_no_sa_stdev_na)
## C) Changing data.frame dimensions to longer data frame #######################
organic_acids_no_sa_avg2<-organic_acids_no_sa_avg_na %>%
pivot_longer(cols="Lactic Acid":"Valeric Acid",
names_to="Acid",
values_to="Percent")
# view(organic_acids_no_sa_avg2)
organic_acids_no_sa_stdev2<-organic_acids_no_sa_stdev_na %>%
pivot_longer(cols="Lactic Acid":"Valeric Acid",
names_to="Acid",
values_to="stdev")
# view(organic_acids_no_sa_stdev2)
## D) Merging data.frames ########################################################
organic_acids_no_sa_merged<-merge(organic_acids_no_sa_avg2,organic_acids_no_sa_stdev2,by=c("Sample","Acid"))
# view(organic_acids_no_sa_merged)
#
# summary(organic_acids_no_sa_merged)
organic_acids_no_sa_merged_numeric<-transform(organic_acids_no_sa_merged,Percent=as.numeric(sub("%","",Percent)))
organic_acids_no_sa_merged_numeric<-transform(organic_acids_no_sa_merged_numeric,stdev=as.numeric(sub("%","",stdev)))
# summary(organic_acids_no_sa_merged_numeric)
# view(organic_acids_no_sa_merged_numeric)
# class(organic_acids_no_sa_merged_numeric$Percent)
# class(organic_acids_no_sa_merged_numeric$stdev)
## E) Plotting data ###############################################################
c1<-ggplot(organic_acids_no_sa_merged_numeric,aes(x=factor(Sample,level=c("Initial biomass","Initial biomass with CA",
"Aer_4hr","Aer_8hr","Aer_24hr",
"Aer_28day","Ana_4hr","Ana_8hr",
"Ana_24hr","Ana_28day","CA_4hr",
"CA_8hr","CA_24hr","CA_28day")),y=Percent,fill=factor(Acid,level=c("Acetic Acid",
'Butyric Acid',
'Formic Acid',
'Isobutyric Acid',
'Isovaleric Acid',
'Lactic Acid',
'Propionic Acid',
'Valeric Acid'))))+
geom_col(position=position_dodge())+
labs(title="Organic Acid Profile",y="% of Dry Matter by Mass",x='Treatment Group',fill='Organic Acid')+
scale_x_discrete(guide=guide_axis(angle=90))+
geom_errorbar(aes(ymin=Percent-stdev,
ymax=Percent+stdev),
position=position_dodge())+
scale_fill_brewer(palette="Set3")+
theme_classic()+
theme(plot.title=element_text(size=15,hjust=0.5),
axis.text.x=element_text(size=15),axis.title=element_text(size=15),
axis.text.y=element_text(size=10),legend.text=element_text(size=10))
# ggsave("organic_acid_no_sa.png",h=5,w=10)
# 6) ONLY SUCCINIC ACID #######################################################
## A) Creating average data.frame ################################################
organic_acids_sa_only_avg<-organic_acids %>%
select(Sample_overview,SA_avg) #select avg columns
# view(organic_acids_sa_only_avg)
organic_acids_sa_only_avg_na<-organic_acids_sa_only_avg %>%
na_if("") %>%
na.omit
# view(organic_acids_sa_only_avg_na)
organic_acids_sa_only_avg_na<-organic_acids_sa_only_avg_na %>%
rename('Sample'='Sample_overview','Succinic Acid'='SA_avg') # rename columns
# view(organic_acids_sa_only_avg_na)
## B) Creating stdev data.frame ################################################
organic_acids_sa_only_stdev<-organic_acids %>%
select(Sample_overview,SA_stdev) # select Stdev columns
# view(organic_acids_sa_only_stdev)
organic_acids_sa_only_stdev_na<-organic_acids_sa_only_stdev %>%
na_if("") %>%
na.omit # remove rows with NA or zeroes
# view(organic_acids_sa_only_stdev_na)
organic_acids_sa_only_stdev_na<-organic_acids_sa_only_stdev_na %>%
rename('Sample'='Sample_overview','Succinic Acid'='SA_stdev') # Rename columns
# view(organic_acids_sa_only_stdev_na)
## C) Changing data.frame dimensions to longer data frame #######################
organic_acids_sa_only_avg2<-organic_acids_sa_only_avg_na %>%
pivot_longer(cols="Succinic Acid",
names_to="Acid",
values_to="Percent")
# view(organic_acids_sa_only_avg2)
organic_acids_sa_only_stdev2<-organic_acids_no_t_stdev_na %>%
pivot_longer(cols="Succinic Acid",
names_to="Acid",
values_to="stdev")
# view(organic_acids_sa_only_stdev2)
## D) Merging data.frames ########################################################
organic_acids_sa_only_merged<-merge(organic_acids_sa_only_avg2,organic_acids_sa_only_stdev2,by=c("Sample","Acid"))
# view(organic_acids_sa_only_merged)
#
# summary(organic_acids_sa_only_merged)
organic_acids_sa_only_merged_numeric<-transform(organic_acids_sa_only_merged,Percent=as.numeric(sub("%","",Percent)))
organic_acids_sa_only_merged_numeric<-transform(organic_acids_sa_only_merged_numeric,stdev=as.numeric(sub("%","",stdev)))
# summary(organic_acids_sa_only_merged_numeric)
# view(organic_acids_sa_only_merged_numeric)
# class(organic_acids_sa_only_merged_numeric$Percent)
# class(organic_acids_sa_only_merged_numeric$stdev)
## E) Plotting data ###############################################################
d1<-ggplot(organic_acids_sa_only_merged_numeric,aes(x=factor(Sample,level=c("Initial biomass","Initial biomass with CA",
"Aer_4hr","Aer_8hr","Aer_24hr",
"Aer_28day","Ana_4hr","Ana_8hr",
"Ana_24hr","Ana_28day","CA_4hr",
"CA_8hr","CA_24hr","CA_28day")),y=Percent,fill=factor(Acid,level=c('Succinic Acid'))))+
geom_col(position=position_dodge())+
labs(title="Succinic Acid",y="% of Dry Matter by Mass",x='Treatment Group',fill='Organic Acid')+
scale_x_discrete(guide=guide_axis(angle=90))+
geom_errorbar(aes(ymin=Percent-stdev,
ymax=Percent+stdev),
position=position_dodge())+
scale_fill_brewer(palette="Set3")+
theme_classic()+
theme(plot.title=element_text(size=15,hjust=0.5),
axis.text.x=element_text(size=15),axis.title=element_text(size=15),
axis.text.y=element_text(size=10),legend.text=element_text(size=10),
legend.position="none")
# ggsave("sa_only.png",h=5,w=5)
# 8) TOTAL OA ONLY ############################################################
## A) Creating average data.frame ################################################
organic_acids_total_only_avg<-organic_acids %>%
select(Sample_overview,OA_total_avg) #select avg columns
# view(organic_acids_total_only_avg)
organic_acids_total_only_avg_na<-organic_acids_total_only_avg %>%
na_if("") %>%
na.omit
# view(organic_acids_total_only_avg_na)
organic_acids_total_only_avg_na<-organic_acids_total_only_avg_na %>%
rename('Sample'='Sample_overview','Total Organic Acid'='OA_total_avg') # rename columns
# view(organic_acids_total_only_avg_na)
## B) Creating stdev data.frame ################################################
organic_acids_total_only_stdev<-organic_acids %>%
select(Sample_overview,OA_total_stdev) # select Stdev columns
# view(organic_acids_total_only_stdev)
organic_acids_total_only_stdev_na<-organic_acids_total_only_stdev %>%
na_if("") %>%
na.omit # remove rows with NA or zeroes
# view(organic_acids_total_only_stdev_na)
organic_acids_total_only_stdev_na<-organic_acids_total_only_stdev_na %>%
rename('Sample'='Sample_overview','Total Organic Acid'='OA_total_stdev') # Rename columns
# view(organic_acids_total_only_stdev_na)
## C) Changing data.frame dimensions to longer data frame #######################
organic_acids_total_only_avg2<-organic_acids_total_only_avg_na %>%
pivot_longer(cols="Total Organic Acid",
names_to="Acid",
values_to="Percent")
# view(organic_acids_total_only_avg2)
organic_acids_total_only_stdev2<-organic_acids_total_only_stdev_na %>%
pivot_longer(cols="Total Organic Acid",
names_to="Acid",
values_to="stdev")
# view(organic_acids_total_only_stdev2)
## D) Merging data.frames ########################################################
organic_acids_total_only_merged<-merge(organic_acids_total_only_avg2,organic_acids_total_stdev2,by=c("Sample","Acid"))
# view(organic_acids_total_only_merged)
#
# summary(organic_acids_total_only_merged)
organic_acids_total_only_merged_numeric<-transform(organic_acids_total_only_merged,Percent=as.numeric(sub("%","",Percent)))
organic_acids_total_only_merged_numeric<-transform(organic_acids_total_only_merged_numeric,stdev=as.numeric(sub("%","",stdev)))
# summary(organic_acids_total_only_merged_numeric)
# view(organic_acids_total_only_merged_numeric)
# class(organic_acids_total_only_merged_numeric$Percent)
# class(organic_acids_total_only_merged_numeric$stdev)
## E) Plotting data ###############################################################
e1<-ggplot(organic_acids_total_only_merged_numeric,aes(x=factor(Sample,level=c("Initial biomass","Initial biomass with CA",
"Aer_4hr","Aer_8hr","Aer_24hr",
"Aer_28day","Ana_4hr","Ana_8hr",
"Ana_24hr","Ana_28day","CA_4hr",
"CA_8hr","CA_24hr","CA_28day")),y=Percent,fill=factor(Acid,level=c('Total Organic Acid'))))+
geom_col(position=position_dodge())+
labs(title="Total Organic Acids",y="% of Dry Matter by Mass",x='Treatment Group',fill='Organic Acid')+
scale_x_discrete(guide=guide_axis(angle=90))+
geom_errorbar(aes(ymin=Percent-stdev,
ymax=Percent+stdev),
position=position_dodge())+
scale_fill_brewer(palette="Set3")+
theme_classic()+
theme(plot.title=element_text(size=15,hjust=0.5),
axis.text.x=element_text(size=15),axis.title=element_text(size=15),
axis.text.y=element_text(size=10),legend.text=element_text(size=10),
legend.position="none")
# ggsave("total_OA_only.png",h=5,w=5)
# 9) COMBINE FIGURES ##########################################################
ggarrange(a1,e1,c1,labels=c("a","b","c"))
The dput(head(organic_acids)) gives the following. Again, sorry about the length
> dput(head(organic_acids))
structure(list(ï..Experiment.ID = c("Oct19-Queue-T0", "Oct19-Queue-B-T0",
"Oct19-Aer-T4-1", "Oct19-Aer-T4-2", "Oct19-Aer-T4-3", "Oct19-Aer-T12-1"
), OA.sample.name = c("T0 A&B", "CA T0 A&B", "Aer T4 1A&B", "Aer T4 2A&B",
"Aer T4 3A&B", "Aer T8 1A&B"), Sample_overview = c("Initial biomass",
"Initial biomass with CA", "Aer_4hr", "Aer_4hr", "Aer_4hr", "Aer_8hr"
), pH = c(6.24, 5.34, 6.35, 6.36, 6.36, 6.42), Wet.Biomass.extracted = c(0.9722,
1.2766, 0.923, 1.1819, 0.908, 0.9389), Moisture.content = c("75.20%",
"75.07%", "76.65%", "77.00%", "76.60%", "75.67%"), Dry.Biomass.extracted = c(0.241,
0.318, 0.216, 0.271, 0.213, 0.228), pH_avg = c(6.24, 5.34, 6.356666667,
NA, NA, 6.403333333), pH_stdev = c(NA, NA, 0.005773503, NA, NA,
0.02081666), DB_avg = c(0.241, 0.318, 0.233, NA, NA, 0.22), DB_stdev = c(NA,
NA, 0.033107707, NA, NA, 0.033624845), MC_avg = c("75.20%", "75.10%",
"76.75%", "", "", "75.85%"), MC_stdev = c(NA, NA, 0.00248928,
NA, NA, 0.001855378), X..Succinic.Acid..db. = c("0.23%", "0.22%",
"2.97%", "2.02%", "2.03%", "2.62%"), X..Lactic.Acid..db. = c("0.00%",
"0.00%", "0.03%", "0.01%", "0.01%", "0.03%"), X..Formic.Acid..db. = c("0.00%",
"0.00%", "0.04%", "0.02%", "0.01%", "0.05%"), X..Acetic.Acid..db. = c("0.02%",
"0.01%", "0.09%", "0.03%", "0.03%", "0.09%"), X..Propionic.Acid..db. = c("0.05%",
"0.04%", "0.88%", "0.62%", "0.61%", "0.90%"), X..Isobutyric.Acid..db. = c("0.00%",
"0.00%", "0.00%", "0.00%", "0.00%", "0.00%"), X..Butyric.Acid..db. = c("0.00%",
"0.00%", "0.00%", "0.00%", "0.00%", "0.01%"), X..Isovaleric.Acid..db. = c("0.00%",
"0.00%", "0.00%", "0.01%", "0.01%", "0.02%"), X..Valeric.Acid..db. = c("0.00%",
"0.00%", "0.00%", "0.00%", "0.00%", "0.00%"), X..Organic.Acid..db. = c("0.30%",
"0.27%", "4.01%", "2.72%", "2.71%", "3.72%"), SA_avg = c("0.23%",
"0.22%", "2.34%", "", "", "2.85%"), LA_avg = c("0.00%", "0.00%",
"0.02%", "", "", "0.04%"), FA_avg = c("0.00%", "0.00%", "0.03%",
"", "", "0.05%"), AA_avg = c("0.02%", "0.01%", "0.05%", "", "",
"0.10%"), PA_avg = c("0.05%", "0.04%", "0.70%", "", "", "0.95%"
), IBA_avg = c("0.00%", "0.00%", "0.00%", "", "", "0.00%"), BA_avg = c("0.00%",
"0.00%", "0.00%", "", "", "0.01%"), IVA_avg = c("0.00%", "0.00%",
"0.01%", "", "", "0.02%"), VA_avg = c("0.00%", "0.00%", "0.00%",
"", "", "0.00%"), OA_total_avg = c("0.30%", "0.27%", "3.15%",
"", "", "4.00%"), SA_stdev = c("0.00%", "0.00%", "0.55%", "",
"", "0.50%"), LA_stdev = c("0.00%", "0.00%", "0.01%", "", "",
"0.02%"), FA_stdev = c("0.00%", "0.00%", "0.01%", "", "", "0.01%"
), AA_stdev = c("0.00%", "0.00%", "0.03%", "", "", "0.07%"),
PA_stdev = c("0.00%", "0.00%", "0.16%", "", "", "0.08%"),
IBA_stdev = c("0.00%", "0.00%", "0.00%", "", "", "0.00%"),
BA_stdev = c("0.00%", "0.00%", "0.00%", "", "", "0.00%"),
IVA_stdev = c("0.00%", "0.00%", "0.01%", "", "", "0.01%"),
VA_stdev = c("0.00%", "0.00%", "0.00%", "", "", "0.00%"),
OA_total_stdev = c("0.00%", "0.00%", "0.75%", "", "", "0.63%"
)), row.names = c(NA, 6L), class = "data.frame")