Loading Custom scripts

Before analyzing, run the following codes:

# OTU to matrix function
source("/Users/qcvp/R/custom script/OTU_to_matrix.R")

# ggrare function 
source("/Users/qcvp/R/custom script/ggrare.R")

# ANCOMBC function 
source("/Users/qcvp/R/custom script/ANCOMBC.R")

# ANCOMBC function 
source("/Users/qcvp/R/custom script/pairwise.adonis2.R")

Whole bacteriome analysis

Extract sample for longitudinal paper

Loading decontaminated object

physeq_Nem_long_rarefied <- base::readRDS("/Users/qcvp/R/inputs/data for whole comunity/physeq_Nem_long_rarefied.rds") # Uncut samples
physeq_Nem_long_unrare <- base::readRDS("/Users/qcvp/R/inputs/data for whole comunity/physeq_Nem_long_unrare.rds") # Cutted absolute abundance samples 
physeq_Nem_long_unrare_rel <- base::readRDS("/Users/qcvp/R/inputs/data for whole comunity/physeq_Nem_long_unrare_rel.rds") # Uncut relative abundance

Alpha diversity analysis

Richness & Shannon index

Calculate indices

library(microbiome)
alpha_indices_whole <- microbiome::alpha(
  physeq_Nem_long_rarefied,
  index = c("observed", "diversity_gini_simpson",
            "diversity_shannon", "evenness_pielou",
            "dominance_relative"))

#Creating data frame with indices included
alpha_indices_whole <- phyloseq::sample_data(alpha_indices_whole)

#Merge indices data with phyloseq object
physeq_Nem_long_rarefied<- phyloseq::merge_phyloseq(physeq_Nem_long_rarefied, alpha_indices_whole)

#Create data frame
Indices_data_whole <- data.frame(sample_data(physeq_Nem_long_rarefied))

#Rearrange time
Indices_data_whole$Date = factor(Indices_data_whole$Date , levels = c("Nov_2022", "Jul_2023", "Dec_2023"))
Indices_data_whole$Date = factor(Indices_data_whole$Date , levels = c("Nov_2022", "Jul_2023", "Dec_2023"))
Graph
library(gridExtra)
library(ggplot2)
#Richness
w1 <- ggplot(Indices_data_whole, aes(x = Biosample, y = observed
                                   , color = Biosample)) + 
  geom_jitter(position = position_jitter(width = .20), alpha = 0.5, size = 3, aes(colour = Biosample), show.legend = TRUE) + theme_bw() +
  geom_boxplot(aes(colour = Biosample), alpha=0.1, outlier.colour = NA) + 
   theme(axis.title.x = element_blank(),
        legend.position = "none", # Remove legend 
        legend.title = element_blank(),
        legend.text = element_text(size = 13),
        strip.text = element_text(size = 13),
        axis.title.y = element_text(size = 15),
        axis.text.y = element_text(size=13),
        axis.text.x = element_blank()) + 
  ylab("Whole bacteriome community richness")+
  scale_colour_brewer(palette="Set1") +
  facet_wrap(~ Date) +
  labs(color ="Date") 

#---------------------------------------------------------------------------------------------------------------------------------------------
#Shannon index 
w2 <- ggplot(Indices_data_whole, aes(x = Biosample, y = diversity_shannon, color = Biosample)) + 
  geom_jitter(position = position_jitter(width = .20), alpha = 0.5, size = 3, aes(colour = Biosample), show.legend = TRUE) + 
  theme_bw() +
  geom_boxplot(aes(colour = Biosample), alpha=0.1, outlier.colour = NA) + 
   theme(axis.title.x = element_blank(),
        legend.position = "right", # Set legend on the right
        legend.title = element_blank(),
        legend.text = element_text(size = 13),
        strip.text = element_text(size = 13),
        axis.title.y = element_text(size = 15),
        axis.text.y = element_text(size=13),
        axis.text.x = element_blank()) + 
  ylab("Shannon index of whole bacteriome community") +
  facet_wrap(~ Date) +
  scale_colour_brewer(palette="Set1") +
  labs(color ="Date") 

#Combine plots
g1 <- grid.arrange(w1, w2,nrow = 1, widths = c(1,1.4))

ggsave("/Users/qcvp/R/Plots/wholebacteria_shannon&richness.png", plot = g1, width = 10, height = 6) #Saving plot

Statistical test for whole dataset

Select indices to test & run normality check

Indices_data_whole |>
  dplyr::select(observed,
                diversity_gini_simpson,
                diversity_shannon,
                evenness_pielou, dominance_relative) |>
  indices_normality(nrow = 2, ncol = 3)

#p<0.05 = non-parametric, p>0.05 = parametric

Kruskal-Wallis: non-parametric & at least 3 groups

#Richness - Kruskal wallis 
stats::kruskal.test(observed ~ Biosample, data = Indices_data_whole)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Biosample
## Kruskal-Wallis chi-squared = 25.36, df = 2, p-value = 3.113e-06
stats::kruskal.test(observed ~ Date, data = Indices_data_whole)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Date
## Kruskal-Wallis chi-squared = 0.21419, df = 2, p-value = 0.8984
#Richness - Dunn test 
FSA::dunnTest(observed ~ Biosample, data = Indices_data_whole, method = "bh")
##              Comparison         Z      P.unadj        P.adj
## 1 Animals - Environment -4.901834 9.494581e-07 2.848374e-06
## 2       Animals - Human -2.355872 1.847930e-02 1.847930e-02
## 3   Environment - Human  3.191306 1.416310e-03 2.124465e-03
FSA::dunnTest(observed ~ Date, data = Indices_data_whole, method = "bh")
##            Comparison         Z   P.unadj     P.adj
## 1 Dec_2023 - Jul_2023 0.2660349 0.7902123 1.0000000
## 2 Dec_2023 - Nov_2022 0.4589303 0.6462842 1.0000000
## 3 Jul_2023 - Nov_2022 0.1863546 0.8521667 0.8521667
#---------------------------------------------------------------------------------------------------------------------------------------------
#Shannon index - Kruskal wallis 
stats::kruskal.test(diversity_shannon ~ Biosample, data = Indices_data_whole) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Biosample
## Kruskal-Wallis chi-squared = 14.291, df = 2, p-value = 0.0007884
stats::kruskal.test(diversity_shannon ~ Date, data = Indices_data_whole) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Date
## Kruskal-Wallis chi-squared = 0.62718, df = 2, p-value = 0.7308
#Shannon index - Dunn test 
FSA::dunnTest(diversity_shannon ~ Biosample, data = Indices_data_whole, method = "bh")
##              Comparison         Z      P.unadj        P.adj
## 1 Animals - Environment -3.651699 0.0002605109 0.0007815327
## 2       Animals - Human -1.869373 0.0615708869 0.0615708869
## 3   Environment - Human  2.305596 0.0211332076 0.0316998114
FSA::dunnTest(diversity_shannon ~ Date, data = Indices_data_whole, method = "bh")
##            Comparison           Z   P.unadj     P.adj
## 1 Dec_2023 - Jul_2023  0.73734273 0.4609140 1.0000000
## 2 Dec_2023 - Nov_2022  0.08639165 0.9311551 0.9311551
## 3 Jul_2023 - Nov_2022 -0.62887848 0.5294286 0.7941429

Wilconxon rank test: parametric

#Richness
ggpubr::compare_means(observed ~ Biosample, Indices_data_whole, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1      group2          p    p.adj p.format p.signif method  
##   <chr>    <chr>       <chr>       <dbl>    <dbl> <chr>    <chr>    <chr>   
## 1 observed Environment Animals 0.0000175 0.000053 1.8e-05  ****     Wilcoxon
## 2 observed Environment Human   0.0000538 0.00011  5.4e-05  ****     Wilcoxon
## 3 observed Animals     Human   0.00848   0.0085   0.0085   **       Wilcoxon
ggpubr::compare_means(observed ~ Date, Indices_data_whole, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1   group2       p p.adj p.format p.signif method  
##   <chr>    <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 observed Nov_2022 Jul_2023 0.826     1 0.83     ns       Wilcoxon
## 2 observed Nov_2022 Dec_2023 0.681     1 0.68     ns       Wilcoxon
## 3 observed Jul_2023 Dec_2023 0.767     1 0.77     ns       Wilcoxon
#----------------------------------------------------------------------------------------------------------------------------------------------
#Shannon index
ggpubr::compare_means(diversity_shannon ~ Biosample, Indices_data_whole, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1      group2         p  p.adj p.format p.signif method
##   <chr>             <chr>       <chr>      <dbl>  <dbl> <chr>    <chr>    <chr> 
## 1 diversity_shannon Environment Animals 0.000804 0.0024 0.0008   ***      Wilco…
## 2 diversity_shannon Environment Human   0.00203  0.0041 0.0020   **       Wilco…
## 3 diversity_shannon Animals     Human   0.0368   0.037  0.0368   *        Wilco…
ggpubr::compare_means(diversity_shannon ~ Date, Indices_data_whole, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1   group2       p p.adj p.format p.signif method  
##   <chr>             <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 diversity_shannon Nov_2022 Jul_2023 0.580     1 0.58     ns       Wilcoxon
## 2 diversity_shannon Nov_2022 Dec_2023 0.980     1 0.98     ns       Wilcoxon
## 3 diversity_shannon Jul_2023 Dec_2023 0.438     1 0.44     ns       Wilcoxon
Statistical test for each date and biosample

Prepare data

#Richness data
Indices_data_whole_nov2022 <- subset(Indices_data_whole, Date == "Nov_2022")
Indices_data_whole_jul2023 <- subset(Indices_data_whole, Date == "Jul_2023")
Indices_data_whole_dec2023 <- subset(Indices_data_whole, Date == "Dec_2023")
Indices_data_whole_animal <- subset(Indices_data_whole, Biosample == "Animals")
Indices_data_whole_envi <- subset(Indices_data_whole, Biosample == "Environment")
Indices_data_whole_human <- subset(Indices_data_whole, Biosample == "Human")

#Parametric test - p<0.05 = non-parametric, p>0.05 = parametric
Indices_data_whole_nov2022 |>
  dplyr::select(observed, diversity_shannon) |>
  indices_normality(nrow = 2, ncol = 3)

Indices_data_whole_jul2023 |>
  dplyr::select(observed, diversity_shannon) |>
  indices_normality(nrow = 2, ncol = 3)

Indices_data_whole_dec2023 |>
  dplyr::select(observed, diversity_shannon) |>
  indices_normality(nrow = 2, ncol = 3)

Indices_data_whole_animal |>
  dplyr::select(observed, diversity_shannon) |>
  indices_normality(nrow = 2, ncol = 3)

Indices_data_whole_envi |>
  dplyr::select(observed, diversity_shannon) |>
  indices_normality(nrow = 2, ncol = 3)

Indices_data_whole_human |>
  dplyr::select(observed, diversity_shannon) |>
  indices_normality(nrow = 2, ncol = 3)

Kruskal-Wallis: non-parametric & at least 3 groups

#Richness - Kruskal wallis 
stats::kruskal.test(observed ~ Biosample, data = Indices_data_whole_nov2022)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Biosample
## Kruskal-Wallis chi-squared = 8.1385, df = 2, p-value = 0.01709
stats::kruskal.test(observed ~ Biosample, data = Indices_data_whole_jul2023)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Biosample
## Kruskal-Wallis chi-squared = 6.6935, df = 2, p-value = 0.0352
stats::kruskal.test(observed ~ Biosample, data = Indices_data_whole_dec2023)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Biosample
## Kruskal-Wallis chi-squared = 12.28, df = 2, p-value = 0.002155
stats::kruskal.test(observed ~ Date, data = Indices_data_whole_animal)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Date
## Kruskal-Wallis chi-squared = 0.97842, df = 2, p-value = 0.6131
stats::kruskal.test(observed ~ Date, data = Indices_data_whole_envi)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Date
## Kruskal-Wallis chi-squared = 6.4889, df = 2, p-value = 0.03899
stats::kruskal.test(observed ~ Date, data = Indices_data_whole_human)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  observed by Date
## Kruskal-Wallis chi-squared = 5.9227, df = 2, p-value = 0.05175
#Shannon - DuNem test 
FSA::dunnTest(observed ~ Biosample, data = Indices_data_whole_nov2022, method = "bh")
##              Comparison          Z     P.unadj      P.adj
## 1 Animals - Environment -2.8527989 0.004333604 0.01300081
## 2       Animals - Human -0.6868733 0.492162600 0.49216260
## 3   Environment - Human  2.2209009 0.026357672 0.03953651
FSA::dunnTest(observed ~ Biosample, data = Indices_data_whole_jul2023, method = "bh")
##              Comparison          Z     P.unadj      P.adj
## 1 Animals - Environment -2.5776068 0.009948713 0.02984614
## 2       Animals - Human -0.8363365 0.402965621 0.40296562
## 3   Environment - Human  1.8671635 0.061878765 0.09281815
FSA::dunnTest(observed ~ Biosample, data = Indices_data_whole_dec2023, method = "bh")
##              Comparison         Z     P.unadj       P.adj
## 1 Animals - Environment -3.090587 0.001997615 0.005992846
## 2       Animals - Human -2.430536 0.015076527 0.022614790
## 3   Environment - Human  1.569823 0.116456351 0.116456351
FSA::dunnTest(observed ~ Date, data = Indices_data_whole_animal, method = "bh")
##            Comparison          Z   P.unadj     P.adj
## 1 Dec_2023 - Jul_2023 -0.9593875 0.3373636 1.0000000
## 2 Dec_2023 - Nov_2022 -0.2711313 0.7862901 0.7862901
## 3 Jul_2023 - Nov_2022  0.6882563 0.4912914 0.7369371
FSA::dunnTest(observed ~ Date, data = Indices_data_whole_envi, method = "bh")
##            Comparison         Z   P.unadj      P.adj
## 1 Dec_2023 - Jul_2023  1.043498 0.2967175 0.29671753
## 2 Dec_2023 - Nov_2022 -1.490712 0.1360371 0.20405569
## 3 Jul_2023 - Nov_2022 -2.534210 0.0112701 0.03381031
FSA::dunnTest(observed ~ Date, data = Indices_data_whole_human, method = "bh")
##            Comparison         Z    P.unadj      P.adj
## 1 Dec_2023 - Jul_2023 1.6837953 0.09222123 0.13833184
## 2 Dec_2023 - Nov_2022 2.2839600 0.02237388 0.06712164
## 3 Jul_2023 - Nov_2022 0.5478729 0.58377919 0.58377919
#---------------------------------------------------------------------------------------------------------------------------------------------
#Shannon index - Kruskal wallis 
stats::kruskal.test(diversity_shannon ~ Biosample, data = Indices_data_whole_nov2022)
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Biosample
## Kruskal-Wallis chi-squared = 7.7846, df = 2, p-value = 0.0204
stats::kruskal.test(diversity_shannon ~ Biosample, data = Indices_data_whole_jul2023) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Biosample
## Kruskal-Wallis chi-squared = 2.0957, df = 2, p-value = 0.3507
stats::kruskal.test(diversity_shannon ~ Biosample, data = Indices_data_whole_dec2023) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Biosample
## Kruskal-Wallis chi-squared = 7.7492, df = 2, p-value = 0.02076
stats::kruskal.test(diversity_shannon ~ Date, data = Indices_data_whole_animal) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Date
## Kruskal-Wallis chi-squared = 0.44135, df = 2, p-value = 0.802
stats::kruskal.test(diversity_shannon ~ Date, data = Indices_data_whole_envi) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Date
## Kruskal-Wallis chi-squared = 6.4889, df = 2, p-value = 0.03899
stats::kruskal.test(diversity_shannon ~ Date, data = Indices_data_whole_human) 
## 
##  Kruskal-Wallis rank sum test
## 
## data:  diversity_shannon by Date
## Kruskal-Wallis chi-squared = 3.7666, df = 2, p-value = 0.1521
#Shannon index - DuNem test 
FSA::dunnTest(diversity_shannon ~ Biosample, data = Indices_data_whole_nov2022, method = "bh")
##              Comparison          Z     P.unadj      P.adj
## 1 Animals - Environment -2.7701091 0.005603752 0.01681126
## 2       Animals - Human -0.3434366 0.731270008 0.73127001
## 3   Environment - Human  2.3657423 0.017993965 0.02699095
FSA::dunnTest(diversity_shannon ~ Biosample, data = Indices_data_whole_jul2023, method = "bh")
##              Comparison          Z   P.unadj     P.adj
## 1 Animals - Environment -1.3368188 0.1812818 0.5438454
## 2       Animals - Human -0.8610802 0.3891938 0.5837908
## 3   Environment - Human  0.6920199 0.4889249 0.4889249
FSA::dunnTest(diversity_shannon ~ Biosample, data = Indices_data_whole_dec2023, method = "bh")
##              Comparison         Z    P.unadj      P.adj
## 1 Animals - Environment -2.382764 0.01718322 0.05154966
## 2       Animals - Human -2.033507 0.04200136 0.06300204
## 3   Environment - Human  1.114518 0.26505699 0.26505699
FSA::dunnTest(diversity_shannon ~ Date, data = Indices_data_whole_animal, method = "bh")
##            Comparison          Z   P.unadj     P.adj
## 1 Dec_2023 - Jul_2023 -0.2224154 0.8239905 0.8239905
## 2 Dec_2023 - Nov_2022 -0.6533452 0.5135338 1.0000000
## 3 Jul_2023 - Nov_2022 -0.4309298 0.6665194 0.9997791
FSA::dunnTest(diversity_shannon ~ Date, data = Indices_data_whole_envi, method = "bh")
##            Comparison         Z   P.unadj      P.adj
## 1 Dec_2023 - Jul_2023  1.043498 0.2967175 0.29671753
## 2 Dec_2023 - Nov_2022 -1.490712 0.1360371 0.20405569
## 3 Jul_2023 - Nov_2022 -2.534210 0.0112701 0.03381031
FSA::dunnTest(diversity_shannon ~ Date, data = Indices_data_whole_human, method = "bh")
##            Comparison         Z    P.unadj     P.adj
## 1 Dec_2023 - Jul_2023 1.1319367 0.25766103 0.3864915
## 2 Dec_2023 - Nov_2022 1.8976587 0.05774106 0.1732232
## 3 Jul_2023 - Nov_2022 0.6990053 0.48454873 0.4845487

Wilconxon rank test: parametric

#Richness
ggpubr::compare_means(observed ~ Biosample, Indices_data_whole_nov2022, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1      group2        p  p.adj p.format p.signif method  
##   <chr>    <chr>       <chr>     <dbl>  <dbl> <chr>    <chr>    <chr>   
## 1 observed Environment Animals 0.00245 0.0074 0.0025   **       Wilcoxon
## 2 observed Environment Human   0.0121  0.024  0.0121   *        Wilcoxon
## 3 observed Animals     Human   0.466   0.47   0.4664   ns       Wilcoxon
ggpubr::compare_means(observed ~ Biosample, Indices_data_whole_jul2023, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1      group2           p p.adj p.format p.signif method  
##   <chr>    <chr>       <chr>        <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 observed Animals     Environment 0.0243 0.073 0.024    *        Wilcoxon
## 2 observed Animals     Human       0.349  0.35  0.349    ns       Wilcoxon
## 3 observed Environment Human       0.0242 0.073 0.024    *        Wilcoxon
ggpubr::compare_means(observed ~ Biosample, Indices_data_whole_dec2023, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1      group2            p p.adj p.format p.signif method  
##   <chr>    <chr>       <chr>         <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 observed Animals     Environment 0.00490 0.015 0.0049   **       Wilcoxon
## 2 observed Animals     Human       0.00900 0.018 0.0090   **       Wilcoxon
## 3 observed Environment Human       0.0357  0.036 0.0357   *        Wilcoxon
ggpubr::compare_means(observed ~ Date, Indices_data_whole_animal, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1   group2       p p.adj p.format p.signif method  
##   <chr>    <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 observed Nov_2022 Jul_2023 0.590  1    0.59     ns       Wilcoxon
## 2 observed Nov_2022 Dec_2023 0.901  1    0.90     ns       Wilcoxon
## 3 observed Jul_2023 Dec_2023 0.290  0.87 0.29     ns       Wilcoxon
ggpubr::compare_means(observed ~ Date, Indices_data_whole_envi, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1   group2       p p.adj p.format p.signif method  
##   <chr>    <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 observed Nov_2022 Jul_2023   0.1   0.3 0.1      ns       Wilcoxon
## 2 observed Nov_2022 Dec_2023   0.1   0.3 0.1      ns       Wilcoxon
## 3 observed Jul_2023 Dec_2023   0.2   0.3 0.2      ns       Wilcoxon
ggpubr::compare_means(observed ~ Date, Indices_data_whole_human, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1   group2        p p.adj p.format p.signif method  
##   <chr>    <chr>    <chr>     <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 observed Nov_2022 Jul_2023 0.645  0.65  0.645    ns       Wilcoxon
## 2 observed Nov_2022 Dec_2023 0.0247 0.074 0.025    *        Wilcoxon
## 3 observed Jul_2023 Dec_2023 0.105  0.21  0.105    ns       Wilcoxon
#----------------------------------------------------------------------------------------------------------------------------------------------
#Shannon index
ggpubr::compare_means(diversity_shannon ~ Biosample, Indices_data_whole_nov2022, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1      group2        p  p.adj p.format p.signif method 
##   <chr>             <chr>       <chr>     <dbl>  <dbl> <chr>    <chr>    <chr>  
## 1 diversity_shannon Environment Animals 0.00245 0.0074 0.0025   **       Wilcox…
## 2 diversity_shannon Environment Human   0.0121  0.024  0.0121   *        Wilcox…
## 3 diversity_shannon Animals     Human   0.728   0.73   0.7284   ns       Wilcox…
ggpubr::compare_means(diversity_shannon ~ Biosample, Indices_data_whole_jul2023, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1      group2          p p.adj p.format p.signif method
##   <chr>             <chr>       <chr>       <dbl> <dbl> <chr>    <chr>    <chr> 
## 1 diversity_shannon Animals     Environment 0.25   0.75 0.25     ns       Wilco…
## 2 diversity_shannon Animals     Human       0.392  0.78 0.39     ns       Wilco…
## 3 diversity_shannon Environment Human       0.497  0.78 0.50     ns       Wilco…
ggpubr::compare_means(diversity_shannon ~ Biosample, Indices_data_whole_dec2023, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1      group2          p p.adj p.format p.signif method
##   <chr>             <chr>       <chr>       <dbl> <dbl> <chr>    <chr>    <chr> 
## 1 diversity_shannon Animals     Environme… 0.0760 0.15  0.076    ns       Wilco…
## 2 diversity_shannon Animals     Human      0.0246 0.074 0.025    *        Wilco…
## 3 diversity_shannon Environment Human      0.101  0.15  0.101    ns       Wilco…
ggpubr::compare_means(diversity_shannon ~ Date, Indices_data_whole_animal, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1   group2       p p.adj p.format p.signif method  
##   <chr>             <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 diversity_shannon Nov_2022 Jul_2023 0.595     1 0.59     ns       Wilcoxon
## 2 diversity_shannon Nov_2022 Dec_2023 0.624     1 0.62     ns       Wilcoxon
## 3 diversity_shannon Jul_2023 Dec_2023 0.744     1 0.74     ns       Wilcoxon
ggpubr::compare_means(diversity_shannon ~ Date, Indices_data_whole_envi, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1   group2       p p.adj p.format p.signif method  
##   <chr>             <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 diversity_shannon Nov_2022 Jul_2023   0.1   0.3 0.1      ns       Wilcoxon
## 2 diversity_shannon Nov_2022 Dec_2023   0.1   0.3 0.1      ns       Wilcoxon
## 3 diversity_shannon Jul_2023 Dec_2023   0.2   0.3 0.2      ns       Wilcoxon
ggpubr::compare_means(diversity_shannon ~ Date, Indices_data_whole_human, method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.               group1   group2        p p.adj p.format p.signif method  
##   <chr>             <chr>    <chr>     <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 diversity_shannon Nov_2022 Jul_2023 0.442   0.48 0.442    ns       Wilcoxon
## 2 diversity_shannon Nov_2022 Dec_2023 0.0825  0.25 0.082    ns       Wilcoxon
## 3 diversity_shannon Jul_2023 Dec_2023 0.238   0.48 0.238    ns       Wilcoxon

Beta diversity analysis

Bacteraial community composition

Melting data

library(phyloseq)
library(dplyr)
#Melting absolute abundance data
Melted_physeq_whole_long_abs <- physeq_Nem_long_unrare %>%
  phyloseq::psmelt() %>%                                         # Melt to long format
  filter(Abundance > 0)                       # Filter out absence abundance taxa reads

#Melting relative abundance data
Melted_physeq_whole_long_rel <- physeq_Nem_long_unrare_rel %>%
  psmelt() %>%                                         # Melt to long format
  filter(Abundance > 0) %>%                         # Filter out absence taxa reads
  arrange(Class)                                      # Sort data frame alphabetically by family

Checking Relative abundance of each Classes in each Biosample

Total

library(ggplot2)
#Calculate errors
physeq_whole_long_summary <- Melted_physeq_whole_long_rel %>%
  dplyr::group_by(Class, Sample) %>%
  dplyr::summarise(
    Sum = sum(Abundance, na.rm = TRUE))  %>% #Calculate sum abundance in a sample
  dplyr::ungroup() %>%
  dplyr::group_by(Class) %>%
  dplyr::summarise(
    Mean = mean(Sum, na.rm = TRUE))  %>% #Calculate mean abundance of Classes
  dplyr::arrange(desc(Mean))  %>% # Sort abundances 
  dplyr::slice_head(n = 15) %>%  #Extracting top 15 highest abundance Classes
  subset(Class != "NA") #Remove non identified ASVs
## `summarise()` has grouped output by 'Class'. You can override using the
## `.groups` argument.
#Plotting
ggplot(physeq_whole_long_summary, aes(x = reorder(Class, -Mean), y = Mean)) +
  geom_bar(stat = "identity", position = "dodge") +
  theme_minimal() +
  theme(legend.text = element_text(size = 15),
        legend.position = "top",
        plot.title = element_text(size = 20, face = "bold"),
        legend.title = element_text(size = 18),
        axis.title.x = element_blank(),
        axis.title.y = element_text(size = 18),
        axis.text.y = element_text(size = 15),
        strip.text = element_text(size = 15),
        axis.text.x = element_text(angle = 45, colour = "black", vjust = 1, hjust = 1, size = 15)) +
  labs(title = "Top abundance Class", y = "Relative abundance mean") +
  facet_grid( scales = "free")

Animal

animal_whole_long <- subset(Melted_physeq_whole_long_rel, Biosample == "Animals") #Subset animal samples
#Calculate errors
animal_whole_long_summary <- animal_whole_long %>%
  dplyr::group_by(Class, Sample) %>%
  dplyr::summarise(
    Sum = sum(Abundance, na.rm = TRUE))  %>% #Calculate sum abundance in a sample
  dplyr::ungroup() %>%
  dplyr::group_by(Class) %>%
  dplyr::summarise(
    Mean = mean(Sum, na.rm = TRUE))  %>% #Calculate mean abundance of Classes
  dplyr::arrange(desc(Mean))  %>% # Sort abundances 
  dplyr::slice_head(n = 15) %>%  #Extracting top 15 highest abundance Classes
  subset(Class != "NA") #remove non identified ASVs
## `summarise()` has grouped output by 'Class'. You can override using the
## `.groups` argument.
#Plotting
ggplot(animal_whole_long_summary, aes(x = reorder(Class, -Mean), y = Mean)) +
  geom_bar(stat = "identity", position = "dodge") +
  theme_minimal() +
  theme(legend.text = element_text(size = 15),
        legend.position = "top",
        plot.title = element_text(size = 20, face = "bold"),
        legend.title = element_text(size = 18),
        axis.title.x = element_blank(),
        axis.title.y = element_text(size = 18),
        axis.text.y = element_text(size = 15),
        strip.text = element_text(size = 15),
        axis.text.x = element_text(angle = 45, colour = "black", vjust = 1, hjust = 1, size = 15)) +
  labs(title = "Top abundance Class in Animal", y = "Relative abundance mean") +
  facet_grid( scales = "free")

Environment

envi_whole_long <- subset(Melted_physeq_whole_long_rel, Biosample == "Environment") #Subset environment samples
#Calculate errors
envi_whole_long_summary <- envi_whole_long %>%
  dplyr::group_by(Class, Sample) %>%
  dplyr::summarise(
    Sum = sum(Abundance, na.rm = TRUE))  %>% #Calculate sum abundance in a sample
  dplyr::ungroup() %>%
  dplyr::group_by(Class) %>%
  dplyr::summarise(
    Mean = mean(Sum, na.rm = TRUE))  %>% #Calculate mean abundance of Classes
  dplyr::arrange(desc(Mean))  %>% # Sort abundances 
  dplyr::slice_head(n = 15) %>%  #Extracting top 15 highest abundance Classes
  subset(Class != "NA") #remove non identified ASVs
## `summarise()` has grouped output by 'Class'. You can override using the
## `.groups` argument.
#Plotting
ggplot(envi_whole_long_summary, aes(x = reorder(Class, -Mean), y = Mean)) +
  geom_bar(stat = "identity", position = "dodge") +
  theme_minimal() +
  theme(legend.text = element_text(size = 15),
        legend.position = "top",
        plot.title = element_text(size = 20, face = "bold"),
        legend.title = element_text(size = 18),
        axis.title.x = element_blank(),
        axis.title.y = element_text(size = 18),
        axis.text.y = element_text(size = 15),
        strip.text = element_text(size = 15),
        axis.text.x = element_text(angle = 45, colour = "black", vjust = 1, hjust = 1, size = 15)) +
  labs(title = "Top abundance Class in Environment", y = "Relative abundance mean") +
  facet_grid( scales = "free")

Human

human_whole_long <- subset(Melted_physeq_whole_long_rel, Biosample == "Human") #Subset human samples
#Calculate errors
human_whole_long_summary <- human_whole_long %>%
  dplyr::group_by(Class, Sample) %>%
  dplyr::summarise(
    Sum = sum(Abundance, na.rm = TRUE))  %>% #Calculate sum abundance in a sample
  dplyr::ungroup() %>%
  dplyr::group_by(Class) %>%
  dplyr::summarise(
    Mean = mean(Sum, na.rm = TRUE))  %>% #Calculate mean abundance of Classes
  dplyr::arrange(desc(Mean))  %>% # Sort abundances 
  dplyr::slice_head(n = 15) %>%  #Extracting top 15 highest abundance Classes
  subset(Class != "NA") #remove non identified ASVs
## `summarise()` has grouped output by 'Class'. You can override using the
## `.groups` argument.
#Plotting
ggplot(human_whole_long_summary, aes(x = reorder(Class, -Mean), y = Mean)) +
  geom_bar(stat = "identity", position = "dodge") +
  theme_minimal() +
  theme(legend.text = element_text(size = 15),
        legend.position = "top",
        plot.title = element_text(size = 20, face = "bold"),
        legend.title = element_text(size = 18),
        axis.title.x = element_blank(),
        axis.title.y = element_text(size = 18),
        axis.text.y = element_text(size = 15),
        strip.text = element_text(size = 15),
        axis.text.x = element_text(angle = 45, colour = "black", vjust = 1, hjust = 1, size = 15)) +
  labs(title = "Top abundance Family in Human", y = "Relative abundance mean") +
  facet_grid( scales = "free")

Extract most abundance classes

#Extract most abundance classes (6) names in each Biosample types
most_abun_Class_animal <- dplyr::slice_head(animal_whole_long_summary, n = 6)$Class 
most_abun_Class_envi <- dplyr::slice_head(envi_whole_long_summary, n = 6)$Class
most_abun_Class_human <- dplyr::slice_head(human_whole_long_summary, n = 6)$Class
most_abun_Class <- unique(c(most_abun_Class_animal, most_abun_Class_envi, most_abun_Class_human)) #Combine most abundant classes
most_abun_Class
##  [1] "Bacilli"             "Clostridia"          "Gammaproteobacteria"
##  [4] "Bacteroidia"         "Brevinematia"        "Alphaproteobacteria"
##  [7] "Cyanobacteriia"      "Planctomycetes"      "Negativicutes"      
## [10] "Fusobacteriia"
#Modify classes name (By keeping the family names of most abundant family while change the other in to "Other")
physeq_whole_long_topclass <- Melted_physeq_whole_long_rel %>%
                              dplyr::mutate(Class = ifelse(Class %in% most_abun_Class, Class, "Other"))

Bar plot for bacterial composition

physeq_whole_long_topclass$Date = factor(physeq_whole_long_topclass$Date , levels = c("Nov_2022", "Jul_2023", "Dec_2023")) # rearrange date
#Reorder 'Class' factor so that "Other" is last
physeq_whole_long_topclass$Class <- factor(physeq_whole_long_topclass$Class, 
                                              levels = c(setdiff(unique(physeq_whole_long_topclass$Class), "Other"), "Other"))


#Set up custom color
brewer_colors <- setNames(RColorBrewer::brewer.pal(n = length(unique(physeq_whole_long_topclass$Class)) - 1, "Paired"), 
                          unique(physeq_whole_long_topclass$Class[physeq_whole_long_topclass$Class != "Other"]))
custom_colors <- c(brewer_colors, "Other" = "gray")

#Plotting
w3 <- ggplot(physeq_whole_long_topclass, aes(x = Sample, y = Abundance, fill = Class)) + 
  scale_fill_manual(values = custom_colors) +
  geom_bar(stat = "identity") + 
  scale_y_continuous(expand = c(0,0), labels = scales::percent_format(scale = 100)) + 
  ylab("Whole bacterial composition (%)") +
  theme_bw() +
  theme(legend.text = element_text(face = "italic")) +
  facet_grid(~Date + Biosample, scales = "free", space = "free") +
  theme(axis.title.y = element_blank(),
        axis.title.x = element_blank(),
        axis.text.x = element_text(angle=30, colour = "black", vjust=1, hjust = 1, size=10),
        axis.ticks.x = element_blank(),
        panel.background = element_blank(), 
        panel.grid.major = element_blank(),  #remove major-grid labels
        panel.grid.minor = element_blank()) #remove minor-grid labels
w3

ggsave("/Users/qcvp/R/Plots/wholebacteria_barplot_composition.png", plot = w3, width = 13, height = 7) #Saving plot

Other

Calculate total number of ASVs in whole bacterial community

whole_ASVs <- phyloseq::taxa_sums(physeq_Nem_long_unrare) 
whole_ASVs <- subset(whole_ASVs, whole_ASVs > 0) #remove ASV with 0 abundance
length(whole_ASVs)
## [1] 9731

Calculation of % Class reads / total reads in whole community

animal_abs_whole <- subset(Melted_physeq_whole_long_abs, Biosample == "Animals")
envi_abs_whole <- subset(Melted_physeq_whole_long_abs, Biosample == "Environment")
human_abs_whole <- subset(Melted_physeq_whole_long_abs, Biosample == "Human")
#Calculate % reads of Class in all samples 
Melted_physeq_whole_long_abs %>%
  group_by(Class) %>% 
  summarise(perc_read = sum(Abundance)/sum(Melted_physeq_whole_long_abs$Abundance)) %>%
  arrange(desc(perc_read)) # arrange Class % reads
## # A tibble: 99 × 2
##    Class               perc_read
##    <chr>                   <dbl>
##  1 Bacteroidia            0.313 
##  2 Clostridia             0.196 
##  3 Bacilli                0.158 
##  4 Gammaproteobacteria    0.110 
##  5 Alphaproteobacteria    0.0618
##  6 Cyanobacteriia         0.0497
##  7 Fusobacteriia          0.0243
##  8 Negativicutes          0.0200
##  9 Desulfovibrionia       0.0148
## 10 Planctomycetes         0.0128
## # ℹ 89 more rows
# For Animal sample
animal_abs_whole %>%
  group_by(Class) %>%
  summarise(perc_read = sum(Abundance)/sum(animal_abs_whole$Abundance)) %>%
  arrange(desc (perc_read)) # arrange Class % reads
## # A tibble: 86 × 2
##    Class               perc_read
##    <chr>                   <dbl>
##  1 Bacilli                0.257 
##  2 Clostridia             0.212 
##  3 Gammaproteobacteria    0.145 
##  4 Bacteroidia            0.113 
##  5 Alphaproteobacteria    0.0660
##  6 Cyanobacteriia         0.0476
##  7 Fusobacteriia          0.0369
##  8 Desulfovibrionia       0.0263
##  9 Planctomycetes         0.0223
## 10 <NA>                   0.0191
## # ℹ 76 more rows
# For Environment sample
envi_abs_whole %>%
  group_by(Class) %>%
  summarise(perc_read = sum(Abundance)/sum(envi_abs_whole$Abundance)) %>%
  arrange(desc (perc_read)) # arrange Class % reads
## # A tibble: 56 × 2
##    Class               perc_read
##    <chr>                   <dbl>
##  1 Bacteroidia           0.340  
##  2 Alphaproteobacteria   0.242  
##  3 Cyanobacteriia        0.229  
##  4 Gammaproteobacteria   0.143  
##  5 Clostridia            0.0100 
##  6 <NA>                  0.00940
##  7 Planctomycetes        0.00470
##  8 Acidimicrobiia        0.00384
##  9 Actinobacteria        0.00334
## 10 Bacilli               0.00235
## # ℹ 46 more rows
# For Human sample
human_abs_whole %>%
  group_by(Class) %>%
  summarise(perc_read = sum(Abundance)/sum(human_abs_whole$Abundance)) %>%
  arrange(desc (perc_read)) # arrange Class % reads
## # A tibble: 48 × 2
##    Class               perc_read
##    <chr>                   <dbl>
##  1 Bacteroidia           0.619  
##  2 Clostridia            0.224  
##  3 Bacilli               0.0480 
##  4 Gammaproteobacteria   0.0460 
##  5 Negativicutes         0.0423 
##  6 Fusobacteriia         0.0113 
##  7 Alphaproteobacteria   0.00327
##  8 Actinobacteria        0.00225
##  9 Cyanobacteriia        0.00120
## 10 Desulfovibrionia      0.00105
## # ℹ 38 more rows

PCOA

ASV PCoA

Making data for PCoA

otu.bray1 <- vegan::vegdist(physeq_Nem_long_unrare@otu_table@.Data, method = "bray") # Calculate distance matrix
pcoa.sub1 <- ape::pcoa(otu.bray1)

pcoa_coord1 <- pcoa.sub1$vectors[,1:2] # Extract PCOA coordination
samp_data_w <- data.frame(phyloseq::sample_data(physeq_Nem_long_unrare))

hull_whole1 <- cbind(pcoa_coord1, samp_data_w) # Binding metadata with PCOA coordination for plotting

Compare distance between biosamples with Wilcoxon rank sum test

#Extract sample names
animal_samp_data <- subset(samp_data_w, Biosample == "Animals")
envi_samp_data <- subset(samp_data_w, Biosample == "Environment")
human_samp_data <- subset(samp_data_w, Biosample == "Human")

#Melting distance matrix
dm1_long <- as.matrix(otu.bray1) %>%
            as.data.frame() %>%
            tibble::rownames_to_column("Sample.name") %>%
            tidyr::gather(key = "Sample.name2", value = "Distance", -Sample.name)

#Characterize distances  
dm1_long_biosample<- dm1_long %>%
        dplyr::mutate(Biosample_1=dplyr::case_when(
          Sample.name %in% rownames(animal_samp_data) ~ "Animals",
          Sample.name %in% rownames(envi_samp_data) ~ "Environment",
          Sample.name %in% rownames(human_samp_data) ~ "Human")) %>% #Adding Biosample information
        dplyr::mutate(Biosample_2=dplyr::case_when(
          Sample.name2 %in% rownames(animal_samp_data) ~ "Animals",
          Sample.name2 %in% rownames(envi_samp_data) ~ "Environment",
          Sample.name2 %in% rownames(human_samp_data) ~ "Human")) %>% #Adding Biosample information
        dplyr::mutate(Groups = paste(Biosample_1, Biosample_2, sep = "_to_")) %>% #Classify distances with Biosample types
        subset(Groups == c("Animals_to_Environment", "Human_to_Environment", "Animals_to_Human")) #Remove duplicate (ex: Animal_to_Human and Human_to_Animal)
## Warning in Groups == c("Animals_to_Environment", "Human_to_Environment", :
## longer object length is not a multiple of shorter object length
#Wilcoxon rank sum test
ggpubr::compare_means(Distance ~ Groups,
                            dm1_long_biosample,
                            method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1                 group2       p  p.adj p.format p.signif method
##   <chr>    <chr>                  <chr>    <dbl>  <dbl> <chr>    <chr>    <chr> 
## 1 Distance Animals_to_Environment Human… 1.77e-3 3.5e-3 0.0018   **       Wilco…
## 2 Distance Animals_to_Environment Anima… 2.42e-6 7.3e-6 2.4e-06  ****     Wilco…
## 3 Distance Human_to_Environment   Anima… 1.19e-1 1.2e-1 0.1188   ns       Wilco…
#Count number of observation
sum(dm1_long_biosample$Groups == "Animals_to_Environment")
## [1] 135
sum(dm1_long_biosample$Groups == "Animals_to_Human")
## [1] 419
sum(dm1_long_biosample$Groups == "Human_to_Environment")
## [1] 84
#Plotting
w4 <- ggplot(dm1_long_biosample, aes(x = Groups, y = Distance, colour = Groups)) +
  theme_bw() +
  geom_boxplot(aes(colour = Groups), alpha=0.1, outlier.colour = NA) + 
   theme(axis.title.x = element_blank(),
        legend.position = "bottom",
        legend.title = element_blank(),
        legend.text = element_text(size = 13),
        strip.text = element_text(size = 18),
        axis.title.y = element_text(size = 20),
        axis.text.y = element_text(size=20),
        axis.text.x = element_blank()) + 
  labs(y = "Bray-Curtis Distance") +
  scale_y_continuous(limits = c(0.95, 1.005))
w4
## Warning: Removed 71 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

ggsave("/Users/qcvp/R/Plots/whole_Distance_BetweenBiosample_ASV.png", plot = w4, width = 11, height = 6) #Saving plot
## Warning: Removed 71 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

Compare distance between Animal and human from same and different farms with Wilcoxon rank sum test

#Extract sample farm information (only taking farm which have both Animal and Human samples)
farm3_samp_data <- subset(samp_data_w, Station == "Farm_03")
farm4_samp_data <- subset(samp_data_w, Station == "Farm_04")
farm5_samp_data <- subset(samp_data_w, Station == "Farm_05")
farm6_samp_data <- subset(samp_data_w, Station == "Farm_06")
farm10_samp_data <- subset(samp_data_w, Station == "Farm_10")

#Characterize distances
dm1_long_farm<- dm1_long_biosample %>%
        subset(Groups == c("Animals_to_Human")) %>% #Extract only animals to human distances
        dplyr::mutate(farm_1=dplyr::case_when(
          Sample.name %in% rownames(farm3_samp_data) ~ "Farm3",
          Sample.name %in% rownames(farm4_samp_data) ~ "Farm4",
          Sample.name %in% rownames(farm5_samp_data) ~ "Farm5",
          Sample.name %in% rownames(farm6_samp_data) ~ "Farm6",
          Sample.name %in% rownames(farm10_samp_data) ~ "Farm10")) %>% # Adding farm information
        dplyr::mutate(farm_2=dplyr::case_when(
          Sample.name2 %in% rownames(farm3_samp_data) ~ "Farm3",
          Sample.name2 %in% rownames(farm4_samp_data) ~ "Farm4",
          Sample.name2 %in% rownames(farm5_samp_data) ~ "Farm5",
          Sample.name2 %in% rownames(farm6_samp_data) ~ "Farm6",
          Sample.name2 %in% rownames(farm10_samp_data) ~ "Farm10")) %>% # Adding farm information
        dplyr::mutate(Groups = ifelse(farm_1 == farm_2, "Samefarm", "Difffarm")) %>% # Classify distances between human and animal from same or different farms
        subset(Groups != "NA") # Remove unclassified distances (belong to other farms)

#Wilcoxon rank sum test
ggpubr::compare_means(Distance ~ Groups,
                            dm1_long_farm,
                            method = "wilcox.test")
## # A tibble: 1 × 8
##   .y.      group1   group2       p p.adj p.format p.signif method  
##   <chr>    <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 Distance Difffarm Samefarm 0.483  0.48 0.48     ns       Wilcoxon
#Count number of observation
sum(dm1_long_farm$Groups == "Samefarm")
## [1] 50
sum(dm1_long_farm$Groups == "Difffarm")
## [1] 178
#Plotting
w5 <- ggplot(dm1_long_farm, aes(x = Groups, y = Distance, colour = Groups)) +
  theme_bw() +
  geom_boxplot(aes(colour = Groups), alpha=0.1, outlier.colour = NA) + 
   theme(axis.title.x = element_blank(),
        legend.position = "bottom",
        legend.title = element_blank(),
        legend.text = element_text(size = 11),
        strip.text = element_text(size = 18),
        axis.title.y = element_text(size = 20),
        axis.text.y = element_text(size=20),
        axis.text.x = element_blank()) + 
  labs(y = "Bray-Curtis Distance") +
  scale_y_continuous(limits = c(0.98, 1.005))
w5
## Warning: Removed 53 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

ggsave("/Users/qcvp/R/Plots/whole_Distance_Same_DiffFarm_ASV.png", plot = w5, width = 11, height = 6) #Saving plot
## Warning: Removed 53 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

PERMANOVA Calculation

#PERMANOVA
vegan::adonis2(otu.bray1 ~ Biosample, data = hull_whole1, permutations = 1000, method = "bray")
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 1000
## 
## vegan::adonis2(formula = otu.bray1 ~ Biosample, data = hull_whole1, permutations = 1000, method = "bray")
##          Df SumOfSqs      R2      F   Pr(>F)    
## Model     2    8.479 0.23607 12.207 0.000999 ***
## Residual 79   27.437 0.76393                    
## Total    81   35.916 1.00000                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
vegan::adonis2(otu.bray1 ~ Date, data = hull_whole1, permutations = 1000, method = "bray")
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 1000
## 
## vegan::adonis2(formula = otu.bray1 ~ Date, data = hull_whole1, permutations = 1000, method = "bray")
##          Df SumOfSqs      R2     F Pr(>F)
## Model     2    1.089 0.03032 1.235 0.1259
## Residual 79   34.827 0.96968             
## Total    81   35.916 1.00000
#Pairwise PERMANOVA 
pairwise.adonis2(otu.bray1~ Biosample,data=hull_whole1, nperms = 1000)
## $parent_call
## [1] "otu.bray1 ~ Biosample , strata = Null , permutations 999"
## 
## $Environment_vs_Animals
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   2.8171 0.11458 6.7293  0.001 ***
## Residual 52  21.7687 0.88542                  
## Total    53  24.5858 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## $Environment_vs_Human
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   4.1825 0.37735 21.211  0.001 ***
## Residual 35   6.9015 0.62265                  
## Total    36  11.0840 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## $Animals_vs_Human
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   5.3203 0.16877 14.416  0.001 ***
## Residual 71  26.2036 0.83123                  
## Total    72  31.5238 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## attr(,"class")
## [1] "pwadstrata" "list"
pairwise.adonis2(otu.bray1~ Date,data=hull_whole1, nperms = 1000)
## $parent_call
## [1] "otu.bray1 ~ Date , strata = Null , permutations 999"
## 
## $Nov_2022_vs_Jul_2023
##          Df SumOfSqs      R2      F Pr(>F)
## Model     1   0.5672 0.02479 1.2708  0.133
## Residual 50  22.3151 0.97521              
## Total    51  22.8823 1.00000              
## 
## $Nov_2022_vs_Dec_2023
##          Df SumOfSqs      R2      F Pr(>F)
## Model     1    0.570 0.02371 1.3114  0.131
## Residual 54   23.474 0.97629              
## Total    55   24.044 1.00000              
## 
## $Jul_2023_vs_Dec_2023
##          Df SumOfSqs      R2      F Pr(>F)
## Model     1   0.4977 0.02043 1.1262  0.253
## Residual 54  23.8650 0.97957              
## Total    55  24.3627 1.00000              
## 
## attr(,"class")
## [1] "pwadstrata" "list"

Variability comparison with ‘betadisper’

#Biosample
bdc <- vegan::betadisper(otu.bray1,hull_whole1$Biosample)
vegan::permutest(bdc, pairwise=TRUE)
## 
## Permutation test for homogeneity of multivariate dispersions
## Permutation: free
## Number of permutations: 999
## 
## Response: Distances
##           Df  Sum Sq Mean Sq      F N.Perm Pr(>F)    
## Groups     2 1.34698 0.67349 148.91    999  0.001 ***
## Residuals 79 0.35729 0.00452                         
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Pairwise comparisons:
## (Observed p-value below diagonal, permuted p-value above diagonal)
##                Animals Environment Human
## Animals                 1.0000e-03 0.001
## Environment 1.2240e-23             0.044
## Human       1.8742e-25  3.6118e-02
#Date
bdc2 <- vegan::betadisper(otu.bray1,hull_whole1$Date)
vegan::permutest(bdc2, pairwise=TRUE)
## 
## Permutation test for homogeneity of multivariate dispersions
## Permutation: free
## Number of permutations: 999
## 
## Response: Distances
##           Df  Sum Sq   Mean Sq      F N.Perm Pr(>F)
## Groups     2 0.00373 0.0018668 0.3726    999  0.706
## Residuals 79 0.39576 0.0050097                     
## 
## Pairwise comparisons:
## (Observed p-value below diagonal, permuted p-value above diagonal)
##          Dec_2023 Jul_2023 Nov_2022
## Dec_2023           0.43300    0.804
## Jul_2023  0.42532             0.545
## Nov_2022  0.79994  0.53309

PCoA plot

w6 <- ggplot() + 
  geom_hline(yintercept=0, colour="lightgrey", linetype = 2) + 
  geom_vline(xintercept=0, colour="lightgrey", linetype = 2) +
  geom_point(data = hull_whole1, aes(x=Axis.1, y=Axis.2, color = Biosample, shape = Date), alpha = 0.7, size = 5) +
  geom_point(data = hull_whole1, aes(x=Axis.1, y=Axis.2), colour = "white", size = 0.7) +
  xlab(paste("PCo1 (", round(pcoa.sub1$values$Relative_eig[1]*100, 1), "%)")) +
  ylab(paste("PCo2 (", round(pcoa.sub1$values$Relative_eig[2]*100, 1), "%)")) +
  theme_bw() +
  coord_equal() +
  labs(color = "Sample types") +
  theme(axis.title.x = element_text(size=14), 
        axis.title.y = element_text(size=14), 
        panel.background = element_blank(), 
        panel.grid.major = element_blank(),  #remove major-grid labels
        panel.grid.minor = element_blank(),  #remove minor-grid labels
        plot.background = element_blank())
w6

ggsave("/Users/qcvp/R/Plots/whole_PCOA_ASV.png", plot = w6) #Saving plot
## Saving 7 x 5 in image

Taxonomy PCoA

Making data for PCoA

physeq_Nem_long_genus <- phyloseq::tax_glom(physeq_Nem_long_unrare, "Genus") #extract genus taxonomy

otu.bray2 <- vegan::vegdist(physeq_Nem_long_genus@otu_table@.Data, method = "bray", na.rm = TRUE) #Calculate distance matrix
pcoa.sub2 <- ape::pcoa(otu.bray2)

pcoa_coord2 <- pcoa.sub2$vectors[,1:2] # Extract coordination of PCOA plot
samp_data_w <- data.frame(phyloseq::sample_data(physeq_Nem_long_genus))

hull_whole2 <- cbind(pcoa_coord2, samp_data_w) # Binding metadata with PCOA coordination

Compare distance between biosamples with Wilcoxon rank sum test

# Melting distance matrix
dm2_long <- as.matrix(otu.bray2) %>%
       as.data.frame()      %>%
  tibble::rownames_to_column("Sample.name") %>%
  tidyr::gather(key = "Sample.name2", value = "Distance", -Sample.name)

# Characterize distances
dm2_long_biosample<- dm2_long %>%
        dplyr::mutate(Biosample_1=dplyr::case_when(
          Sample.name %in% rownames(animal_samp_data) ~ "Animals",
          Sample.name %in% rownames(envi_samp_data) ~ "Environment",
          Sample.name %in% rownames(human_samp_data) ~ "Human")) %>% # Adding Biosample information
        dplyr::mutate(Biosample_2=dplyr::case_when(
          Sample.name2 %in% rownames(animal_samp_data) ~ "Animals",
          Sample.name2 %in% rownames(envi_samp_data) ~ "Environment",
          Sample.name2 %in% rownames(human_samp_data) ~ "Human")) %>% # Adding Biosample information
        dplyr::mutate(Groups = paste(Biosample_1, Biosample_2, sep = "_to_")) %>% # Classify distances with Biosamples types
        subset(Groups == c("Animals_to_Environment", "Human_to_Environment", "Animals_to_Human")) # Remove duplicate (ex: Animal_to_Human and Human_to_Animal)
## Warning in Groups == c("Animals_to_Environment", "Human_to_Environment", :
## longer object length is not a multiple of shorter object length
#Count number of observation
sum(dm2_long_biosample$Groups == "Animals_to_Environment")
## [1] 135
sum(dm2_long_biosample$Groups == "Animals_to_Human")
## [1] 419
sum(dm2_long_biosample$Groups == "Human_to_Environment")
## [1] 84
#Wilcoxon rank sum test
ggpubr::compare_means(Distance ~ Groups,
                            dm2_long_biosample,
                            method = "wilcox.test")
## # A tibble: 3 × 8
##   .y.      group1                 group2       p  p.adj p.format p.signif method
##   <chr>    <chr>                  <chr>    <dbl>  <dbl> <chr>    <chr>    <chr> 
## 1 Distance Animals_to_Environment Human… 5.13e-8 1.5e-7 5.1e-08  ****     Wilco…
## 2 Distance Animals_to_Environment Anima… 1.09e-1 1.1e-1 0.11     ns       Wilco…
## 3 Distance Human_to_Environment   Anima… 2.43e-6 4.9e-6 2.4e-06  ****     Wilco…
#Plotting
w7 <- ggplot(dm2_long_biosample, aes(x = Groups, y = Distance, colour = Groups)) +
  theme_bw() +
  geom_boxplot(aes(colour = Groups), alpha=0.1, outlier.colour = NA) + 
   theme(axis.title.x = element_blank(),
        legend.position = "bottom",
        legend.title = element_blank(),
        legend.text = element_text(size = 13),
        strip.text = element_text(size = 18),
        axis.title.y = element_text(size = 20),
        axis.text.y = element_text(size=20),
        axis.text.x = element_blank()) + 
  labs(y = "Bray-Curtis Distance") +
  scale_y_continuous(limits = c(0.95, 1.005))
w7
## Warning: Removed 137 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

ggsave("/Users/qcvp/R/Plots/whole_Distance_BetweenBiosample_Taxonomy.png", plot = w7, width = 11, height = 6) #Saving plot
## Warning: Removed 137 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

Compare distance between Animal and human from same and different farms with Wilcoxon rank sum test

# Characterize distances
dm2_long_farm<- dm2_long_biosample %>%
        subset(Groups == c("Animals_to_Human")) %>% # Extract only animals to human distances
        dplyr::mutate(farm_1=dplyr::case_when(
          Sample.name %in% rownames(farm3_samp_data) ~ "Farm3",
          Sample.name %in% rownames(farm4_samp_data) ~ "Farm4",
          Sample.name %in% rownames(farm5_samp_data) ~ "Farm5",
          Sample.name %in% rownames(farm6_samp_data) ~ "Farm6",
          Sample.name %in% rownames(farm10_samp_data) ~ "Farm10")) %>%  # Adding farm information 
        dplyr::mutate(farm_2=dplyr::case_when(
          Sample.name2 %in% rownames(farm3_samp_data) ~ "Farm3",
          Sample.name2 %in% rownames(farm4_samp_data) ~ "Farm4",
          Sample.name2 %in% rownames(farm5_samp_data) ~ "Farm5",
          Sample.name2 %in% rownames(farm6_samp_data) ~ "Farm6",
          Sample.name2 %in% rownames(farm10_samp_data) ~ "Farm10")) %>% # Adding farm information 
        dplyr::mutate(Groups = ifelse(farm_1 == farm_2, "Samefarm", "Difffarm")) %>% # Classify distances between human and animal from same or different farms
        subset(Groups != "NA") # Remove unclassified distances (belong to other farms)

#Wilcoxon rank sum test
ggpubr::compare_means(Distance ~ Groups,
                            dm2_long_farm,
                            method = "wilcox.test")
## # A tibble: 1 × 8
##   .y.      group1   group2       p p.adj p.format p.signif method  
##   <chr>    <chr>    <chr>    <dbl> <dbl> <chr>    <chr>    <chr>   
## 1 Distance Difffarm Samefarm 0.201   0.2 0.2      ns       Wilcoxon
#Count number of observation
sum(dm2_long_farm$Groups == "Samefarm")
## [1] 50
sum(dm2_long_farm$Groups == "Difffarm")
## [1] 178
#Plotting
w8 <- ggplot(dm2_long_farm, aes(x = Groups, y = Distance, colour = Groups)) +
  theme_bw() +
  geom_boxplot(aes(colour = Groups), alpha=0.1, outlier.colour = NA) + 
   theme(axis.title.x = element_blank(),
        legend.position = "bottom",
        legend.title = element_blank(),
        legend.text = element_text(size = 13),
        strip.text = element_text(size = 18),
        axis.title.y = element_text(size = 20),
        axis.text.y = element_text(size=20),
        axis.text.x = element_blank()) + 
  labs(y = "Bray-Curtis Distance") +
  scale_y_continuous(limits = c(0.98, 1.005))
w8
## Warning: Removed 100 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

ggsave("/Users/qcvp/R/Plots/whole_Distance_Same_DiffFarm_taxonomy.png", plot = w8, width = 11, height = 6) #Saving plot
## Warning: Removed 100 rows containing non-finite outside the scale range
## (`stat_boxplot()`).

PERMANOVA Calculation

#PERMANOVA
vegan::adonis2(otu.bray2 ~ Biosample, data = hull_whole2, permutations = 1000, method = "bray")
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 1000
## 
## vegan::adonis2(formula = otu.bray2 ~ Biosample, data = hull_whole2, permutations = 1000, method = "bray")
##          Df SumOfSqs      R2      F   Pr(>F)    
## Model     2   10.873 0.33327 19.744 0.000999 ***
## Residual 79   21.753 0.66673                    
## Total    81   32.626 1.00000                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
vegan::adonis2(otu.bray2 ~ Date, data = hull_whole2, permutations = 1000, method = "bray")
## Permutation test for adonis under reduced model
## Permutation: free
## Number of permutations: 1000
## 
## vegan::adonis2(formula = otu.bray2 ~ Date, data = hull_whole2, permutations = 1000, method = "bray")
##          Df SumOfSqs      R2      F Pr(>F)
## Model     2    0.977 0.02996 1.2198 0.1818
## Residual 79   31.649 0.97004              
## Total    81   32.626 1.00000
#Pairwise PERMANOVA
pairwise.adonis2(otu.bray2~ Biosample,data=hull_whole2, nperms = 1000)
## $parent_call
## [1] "otu.bray2 ~ Biosample , strata = Null , permutations 999"
## 
## $Environment_vs_Animals
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   2.9147 0.12706 7.5689  0.001 ***
## Residual 52  20.0246 0.87294                  
## Total    53  22.9393 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## $Environment_vs_Human
##          Df SumOfSqs      R2     F Pr(>F)    
## Model     1   5.0538 0.65067 65.19  0.001 ***
## Residual 35   2.7133 0.34933                 
## Total    36   7.7671 1.00000                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## $Animals_vs_Human
##          Df SumOfSqs      R2      F Pr(>F)    
## Model     1   7.4962 0.26522 25.628  0.001 ***
## Residual 71  20.7680 0.73478                  
## Total    72  28.2642 1.00000                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## attr(,"class")
## [1] "pwadstrata" "list"
pairwise.adonis2(otu.bray2~ Date,data=hull_whole2, nperms = 1000)
## $parent_call
## [1] "otu.bray2 ~ Date , strata = Null , permutations 999"
## 
## $Nov_2022_vs_Jul_2023
##          Df SumOfSqs      R2      F Pr(>F)
## Model     1   0.4897 0.02328 1.1916  0.264
## Residual 50  20.5492 0.97672              
## Total    51  21.0389 1.00000              
## 
## $Nov_2022_vs_Dec_2023
##          Df SumOfSqs      R2     F Pr(>F)
## Model     1   0.4788 0.02218 1.225  0.257
## Residual 54  21.1055 0.97782             
## Total    55  21.5843 1.00000             
## 
## $Jul_2023_vs_Dec_2023
##          Df SumOfSqs      R2      F Pr(>F)
## Model     1   0.4976 0.02247 1.2415   0.23
## Residual 54  21.6431 0.97753              
## Total    55  22.1407 1.00000              
## 
## attr(,"class")
## [1] "pwadstrata" "list"

Variability comparison with ‘betadisper’

#Biosample
bdc3 <- vegan::betadisper(otu.bray2,hull_whole2$Biosample)
vegan::permutest(bdc3, pairwise=TRUE)
## 
## Permutation test for homogeneity of multivariate dispersions
## Permutation: free
## Number of permutations: 999
## 
## Response: Distances
##           Df Sum Sq Mean Sq     F N.Perm Pr(>F)    
## Groups     2 3.1769 1.58847 307.5    999  0.001 ***
## Residuals 79 0.4081 0.00517                        
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Pairwise comparisons:
## (Observed p-value below diagonal, permuted p-value above diagonal)
##                Animals Environment Human
## Animals                 1.0000e-03 0.001
## Environment 8.8846e-18             0.099
## Human       1.3912e-44  9.9181e-02
#Date
bdc4 <- vegan::betadisper(otu.bray2,hull_whole2$Date)
vegan::permutest(bdc4, pairwise=TRUE)
## 
## Permutation test for homogeneity of multivariate dispersions
## Permutation: free
## Number of permutations: 999
## 
## Response: Distances
##           Df Sum Sq   Mean Sq      F N.Perm Pr(>F)
## Groups     2 0.0169 0.0084521 0.4108    999  0.651
## Residuals 79 1.6253 0.0205737                     
## 
## Pairwise comparisons:
## (Observed p-value below diagonal, permuted p-value above diagonal)
##          Dec_2023 Jul_2023 Nov_2022
## Dec_2023           0.36900    0.671
## Jul_2023  0.39789             0.613
## Nov_2022  0.66367  0.61980

PCoA plot

w9 <- ggplot() + 
  geom_hline(yintercept=0, colour="lightgrey", linetype = 2) + 
  geom_vline(xintercept=0, colour="lightgrey", linetype = 2) +
  geom_point(data = hull_whole2, aes(x=Axis.1, y=Axis.2, color = Biosample, shape = Date), alpha = 0.7, size = 5) +
  geom_point(data = hull_whole2, aes(x=Axis.1, y=Axis.2), colour = "white", size = 0.5) +
  xlab(paste("PCo1 (", round(pcoa.sub2$values$Relative_eig[1]*100, 1), "%)")) +
  ylab(paste("PCo2 (", round(pcoa.sub2$values$Relative_eig[2]*100, 1), "%)")) +
  theme_bw() +
  coord_equal() +
  labs(color = "Sample types") +
  theme(axis.title.x = element_text(size=14), # remove x-axis labels
        axis.title.y = element_text(size=14), # remove y-axis labels
        panel.background = element_blank(), 
        panel.grid.major = element_blank(),  #remove major-grid labels
        panel.grid.minor = element_blank(),  #remove minor-grid labels
        plot.background = element_blank())
w9

ggsave("/Users/qcvp/R/Plots/whole_PCOA_Taxonomy.png", plot = w9) #Saving plot
## Saving 7 x 5 in image

Core ASV

Dispersion vs Occurrence plot

#Abundance vs occurence plot
Nem_otu_table <- physeq_Nem_long_unrare@otu_table@.Data
abuoccplot_otu <- labdsv::abuocc(Nem_otu_table)
## Registered S3 method overwritten by 'labdsv':
##   method       from
##   summary.dist ade4

## Press return for next plot

## Press return for next plot

## Do you want to identify individual species? Y/N : 
## Press return for next plot

## Do you want to identify individual plots? Y/N :
#Sub_objects of abuocc objects
utils::str(abuoccplot_otu)
## List of 3
##  $ spc.plt: Named int [1:82] 765 836 747 313 197 204 305 240 97 189 ...
##   ..- attr(*, "names")= chr [1:82] "F1w1b" "F1w2b" "F1w3b" "Fi.10.3.GM" ...
##  $ plt.spc: Named int [1:111381] 56 41 31 18 42 26 22 17 37 23 ...
##   ..- attr(*, "names")= chr [1:111381] "ASV1" "ASV4" "ASV5" "ASV6" ...
##  $ mean   : Named num [1:111381] 4869 3096 922 7624 2432 ...
##   ..- attr(*, "names")= chr [1:111381] "ASV1" "ASV4" "ASV5" "ASV6" ...
##  - attr(*, "call")= language labdsv::abuocc(comm = Nem_otu_table)
##  - attr(*, "comm")= chr [1:632106] "structure(list(ASV1 = c(26L, 24L, 0L, 9L, 0L, 0L, 245L, 0L, 0L, " "0L, 0L, 0L, 566L, 0L, 23L, 1012L, 0L, 0L, 125L, 9L, 0L, 0L, 0L, " "0L, 0L, 14L, 26L, 1886L, 1843L, 8737L, 4687L, 6L, 12L, 0L, 1691L, " "327L, 54L, 5272L, 9L, 0L, 33L, 22L, 0L, 9916L, 948L, 4081L, 9484L, " ...
##  - attr(*, "timestamp")= chr "Tue Mar 11 16:43:05 2025"
##  - attr(*, "class")= chr "abuocc"
#Transform spc.plt vector into table in order to calculate specific richness
Nem_richness_otu <- data.frame(abuoccplot_otu$spc.plt)
head(Nem_richness_otu,1)
##       abuoccplot_otu.spc.plt
## F1w1b                    765
#Occurrence of each OTU
Nem_otu_occurence <- data.frame(abuoccplot_otu$plt.spc)
head(Nem_otu_occurence,1)
##      abuoccplot_otu.plt.spc
## ASV1                     56
Nem_mean.abun_otu <- colSums(Nem_otu_table)/Nem_otu_occurence
head(Nem_mean.abun_otu,1)
##      abuoccplot_otu.plt.spc
## ASV1               4869.321
Nem_square_otu <- Nem_otu_table^2
Nem_ss_otu <- data.frame(colSums(Nem_square_otu))
head(Nem_ss_otu,1)
##      colSums.Nem_square_otu.
## ASV1              2998292682
#Variance calculation
Nem_variance_otu=Nem_ss_otu/Nem_otu_occurence-Nem_mean.abun_otu^2
head(Nem_variance_otu,1)
##      colSums.Nem_square_otu.
## ASV1                29830650
Nem_disp_otu <- (Nem_variance_otu/Nem_mean.abun_otu)*Nem_otu_occurence
head(Nem_disp_otu,1)
##      colSums.Nem_square_otu.
## ASV1                343069.6

Extract Tax and ID names

whole_bacteria_ASV_TAX <- data.frame(physeq_Nem_long_unrare@tax_table)
ID <- rownames(whole_bacteria_ASV_TAX)
whole_bacteria_ASV_TAX <- cbind(ID=ID, whole_bacteria_ASV_TAX)

IC calculation for Poisson distribution using Chi square distribution (value and formula within Zar p574)

Nem_poisic_otu = epitools::pois.exact(Nem_otu_occurence, conf.level = 0.95)

Nem_dstat_otu <- cbind(Nem_mean.abun_otu, Nem_disp_otu, Nem_otu_occurence, Nem_poisic_otu)
head(Nem_dstat_otu,3)
##      abuoccplot_otu.plt.spc colSums.Nem_square_otu. abuoccplot_otu.plt.spc  x
## ASV1              4869.3214               343069.65                     56 56
## ASV4              3095.9024               199985.02                     41 41
## ASV5               921.6774                82740.68                     31 31
##      pt rate    lower    upper conf.level
## ASV1  1   56 42.30181 72.72068       0.95
## ASV4  1   41 29.42231 55.62113       0.95
## ASV5  1   31 21.06299 44.00201       0.95
names(Nem_dstat_otu) <- c("average","disp", "occurence", "x", "pt", "rate", "lower", "upper", "prob")
head(Nem_dstat_otu,3)
##        average      disp occurence  x pt rate    lower    upper prob
## ASV1 4869.3214 343069.65        56 56  1   56 42.30181 72.72068 0.95
## ASV4 3095.9024 199985.02        41 41  1   41 29.42231 55.62113 0.95
## ASV5  921.6774  82740.68        31 31  1   31 21.06299 44.00201 0.95
# Selection of core OTUs
Nem_core_otu <- Nem_dstat_otu[Nem_dstat_otu$disp > Nem_dstat_otu$upper,]
Nem_core_otu <- na.omit(Nem_core_otu)

Nem_core_otu$Class <- whole_bacteria_ASV_TAX[rownames(whole_bacteria_ASV_TAX) %in% row.names(Nem_core_otu),4]
Nem_core_otu$Genus <- whole_bacteria_ASV_TAX[rownames(whole_bacteria_ASV_TAX) %in% row.names(Nem_core_otu),7]
Nem_core_otu$Family <- whole_bacteria_ASV_TAX[rownames(whole_bacteria_ASV_TAX) %in% row.names(Nem_core_otu),6]
Nem_core_otu$Phylum <- whole_bacteria_ASV_TAX[rownames(whole_bacteria_ASV_TAX) %in% row.names(Nem_core_otu),3]

Nem_core_otu <- Nem_core_otu %>%
                dplyr::arrange(desc(occurence)) # Sort abundances 
Nem_core_otu
##               average         disp occurence  x pt rate      lower     upper
## ASV1      4869.321429 3.430696e+05        56 56  1   56 42.3018052 72.720679
## ASV7      2431.666667 4.976712e+05        42 42  1   42 30.2699049 56.771799
## ASV4      3095.902439 1.999850e+05        41 41  1   41 29.4223076 55.621129
## ASV56      232.692308 1.602331e+04        39 39  1   39 27.7327890 53.314262
## ASV13      768.702703 3.554476e+04        37 37  1   37 26.0514137 50.999627
## ASV30      589.735294 1.830884e+04        34 34  1   34 23.5459879 47.511601
## ASV68      296.382353 4.063724e+03        34 34  1   34 23.5459879 47.511601
## ASV84      198.000000 4.776051e+03        33 33  1   33 22.7156816 46.344285
## ASV76      245.250000 3.095535e+03        32 32  1   32 21.8879760 45.174476
## ASV110     201.093750 4.802042e+03        32 32  1   32 21.8879760 45.174476
## ASV112     220.562500 1.385234e+04        32 32  1   32 21.8879760 45.174476
## ASV5       921.677419 8.274068e+04        31 31  1   31 21.0629936 44.002014
## ASV44      504.419355 9.101708e+03        31 31  1   31 21.0629936 44.002014
## ASV48      468.774194 8.982375e+03        31 31  1   31 21.0629936 44.002014
## ASV74      478.612903 3.871327e+04        31 31  1   31 21.0629936 44.002014
## ASV140     137.366667 2.476299e+03        30 30  1   30 20.2408636 42.826851
## ASV217      99.866667 2.169507e+03        30 30  1   30 20.2408636 42.826851
## ASV40      194.586207 1.998385e+04        29 29  1   29 19.4217851 41.648816
## ASV75      382.896552 1.913772e+04        29 29  1   29 19.4217851 41.648816
## ASV414      66.275862 9.920624e+02        29 29  1   29 19.4217851 41.648816
## ASV29      452.250000 2.071204e+04        28 28  1   28 18.6057966 40.467826
## ASV37      823.500000 7.583540e+03        28 28  1   28 18.6057966 40.467826
## ASV87      108.214286 2.947122e+03        28 28  1   28 18.6057966 40.467826
## ASV115     192.642857 3.982044e+03        28 28  1   28 18.6057966 40.467826
## ASV182      35.857143 1.020590e+03        28 28  1   28 18.6057966 40.467826
## ASV219     125.821429 1.047565e+03        28 28  1   28 18.6057966 40.467826
## ASV253     132.071429 1.270420e+04        28 28  1   28 18.6057966 40.467826
## ASV263     107.071429 8.287538e+02        28 28  1   28 18.6057966 40.467826
## ASV107     408.222222 3.471177e+04        27 27  1   27 17.7931700 39.283603
## ASV211     131.629630 3.258539e+03        27 27  1   27 17.7931700 39.283603
## ASV276     107.740741 8.202764e+02        27 27  1   27 17.7931700 39.283603
## ASV280     123.925926 2.905041e+03        27 27  1   27 17.7931700 39.283603
## ASV9      1104.576923 1.965279e+04        26 26  1   26 16.9840628 38.096036
## ASV17      465.038462 1.781872e+04        26 26  1   26 16.9840628 38.096036
## ASV244     102.923077 6.902810e+02        26 26  1   26 16.9840628 38.096036
## ASV279      77.000000 1.923273e+03        26 26  1   26 16.9840628 38.096036
## ASV1188     28.153846 2.473333e+02        26 26  1   26 16.9840628 38.096036
## ASV105     167.600000 3.575800e+03        25 25  1   25 16.1786837 36.904934
## ASV120     204.280000 5.270066e+03        25 25  1   25 16.1786837 36.904934
## ASV185     129.560000 2.797006e+03        25 25  1   25 16.1786837 36.904934
## ASV205     115.560000 1.433265e+03        25 25  1   25 16.1786837 36.904934
## ASV377      59.000000 1.868441e+03        25 25  1   25 16.1786837 36.904934
## ASV23     2177.875000 9.114253e+05        24 24  1   24 15.3772578 35.710098
## ASV181     122.833333 2.961764e+03        24 24  1   24 15.3772578 35.710098
## ASV469      63.750000 7.704235e+02        24 24  1   24 15.3772578 35.710098
## ASV729      41.083333 5.641176e+02        24 24  1   24 15.3772578 35.710098
## ASV737      51.708333 8.495915e+02        24 24  1   24 15.3772578 35.710098
## ASV14      359.869565 8.870794e+03        23 23  1   23 14.5800380 34.511308
## ASV11      712.318182 5.517790e+04        22 22  1   22 13.7872546 33.308265
## ASV15      818.636364 3.346957e+04        22 22  1   22 13.7872546 33.308265
## ASV18      232.409091 1.954037e+04        22 22  1   22 13.7872546 33.308265
## ASV53      520.500000 1.231836e+04        22 22  1   22 13.7872546 33.308265
## ASV60      112.409091 3.058412e+03        22 22  1   22 13.7872546 33.308265
## ASV108     387.045455 1.546811e+04        22 22  1   22 13.7872546 33.308265
## ASV136     274.681818 7.894643e+03        22 22  1   22 13.7872546 33.308265
## ASV153     134.545455 3.576036e+03        22 22  1   22 13.7872546 33.308265
## ASV281     139.681818 1.850654e+03        22 22  1   22 13.7872546 33.308265
## ASV545      65.409091 5.759340e+02        22 22  1   22 13.7872546 33.308265
## ASV34      395.476190 5.384879e+03        21 21  1   21 12.9993564 32.100730
## ASV71      468.238095 5.171642e+03        21 21  1   21 12.9993564 32.100730
## ASV77      141.142857 4.645765e+03        21 21  1   21 12.9993564 32.100730
## ASV79      188.000000 7.439883e+03        21 21  1   21 12.9993564 32.100730
## ASV144     142.523810 4.642686e+03        21 21  1   21 12.9993564 32.100730
## ASV373     130.666667 3.921740e+03        21 21  1   21 12.9993564 32.100730
## ASV817      25.809524 5.207085e+02        21 21  1   21 12.9993564 32.100730
## ASV1286     25.047619 3.038593e+02        21 21  1   21 12.9993564 32.100730
## ASV16     1813.300000 3.827958e+04        20 20  1   20 12.2165428 30.888378
## ASV106     425.900000 4.010119e+03        20 20  1   20 12.2165428 30.888378
## ASV220     192.400000 1.292717e+03        20 20  1   20 12.2165428 30.888378
## ASV237      70.900000 1.380646e+03        20 20  1   20 12.2165428 30.888378
## ASV261      80.150000 1.421941e+03        20 20  1   20 12.2165428 30.888378
## ASV275      52.550000 6.276870e+02        20 20  1   20 12.2165428 30.888378
## ASV295      80.600000 7.980993e+02        20 20  1   20 12.2165428 30.888378
## ASV716      54.800000 9.202044e+02        20 20  1   20 12.2165428 30.888378
## ASV1604     21.100000 3.223602e+02        20 20  1   20 12.2165428 30.888378
## ASV1644     18.500000 1.364865e+02        20 20  1   20 12.2165428 30.888378
## ASV32     1417.052632 4.536869e+04        19 19  1   19 11.4392691 29.670855
## ASV39     1109.736842 2.872213e+04        19 19  1   19 11.4392691 29.670855
## ASV51      964.315789 1.451528e+04        19 19  1   19 11.4392691 29.670855
## ASV350      51.947368 1.871335e+03        19 19  1   19 11.4392691 29.670855
## ASV1667     17.368421 9.732727e+01        19 19  1   19 11.4392691 29.670855
## ASV4648     10.736842 1.847549e+02        19 19  1   19 11.4392691 29.670855
## ASV6      7624.388889 4.727929e+05        18 18  1   18 10.6679186 28.447775
## ASV24     2845.666667 2.640361e+05        18 18  1   18 10.6679186 28.447775
## ASV33     2629.111111 1.956929e+05        18 18  1   18 10.6679186 28.447775
## ASV35      859.833333 2.116570e+04        18 18  1   18 10.6679186 28.447775
## ASV46     1577.722222 5.253700e+04        18 18  1   18 10.6679186 28.447775
## ASV121     786.944444 1.570531e+05        18 18  1   18 10.6679186 28.447775
## ASV223      76.111111 3.066461e+03        18 18  1   18 10.6679186 28.447775
## ASV431     102.555556 1.309948e+03        18 18  1   18 10.6679186 28.447775
## ASV663      87.777778 1.618532e+03        18 18  1   18 10.6679186 28.447775
## ASV712      26.833333 1.356708e+02        18 18  1   18 10.6679186 28.447775
## ASV1305     44.500000 4.922809e+02        18 18  1   18 10.6679186 28.447775
## ASV4750      7.111111 1.321562e+02        18 18  1   18 10.6679186 28.447775
## ASV12     1238.470588 2.506839e+04        17 17  1   17  9.9031251 27.218647
## ASV59      506.176471 1.908799e+04        17 17  1   17  9.9031251 27.218647
## ASV347      63.882353 6.777422e+02        17 17  1   17  9.9031251 27.218647
## ASV549      66.117647 1.757740e+02        17 17  1   17  9.9031251 27.218647
## ASV674      57.235294 1.703094e+03        17 17  1   17  9.9031251 27.218647
## ASV691      31.647059 5.221933e+02        17 17  1   17  9.9031251 27.218647
## ASV706      62.411765 1.750650e+02        17 17  1   17  9.9031251 27.218647
## ASV834      66.352941 1.453076e+03        17 17  1   17  9.9031251 27.218647
## ASV1013     54.882353 3.137942e+02        17 17  1   17  9.9031251 27.218647
## ASV1244     33.647059 3.270385e+02        17 17  1   17  9.9031251 27.218647
## ASV1890     22.294118 1.295198e+02        17 17  1   17  9.9031251 27.218647
## ASV3049     11.470588 1.497949e+02        17 17  1   17  9.9031251 27.218647
## ASV20      352.437500 3.442346e+03        16 16  1   16  9.1453783 25.982998
## ASV38      368.625000 9.708923e+03        16 16  1   16  9.1453783 25.982998
## ASV72      527.250000 8.778376e+03        16 16  1   16  9.1453783 25.982998
## ASV90      422.687500 5.124734e+04        16 16  1   16  9.1453783 25.982998
## ASV113     157.812500 2.569508e+03        16 16  1   16  9.1453783 25.982998
## ASV167     526.687500 1.092428e+05        16 16  1   16  9.1453783 25.982998
## ASV189     247.187500 4.603042e+03        16 16  1   16  9.1453783 25.982998
## ASV426     158.750000 3.376976e+03        16 16  1   16  9.1453783 25.982998
## ASV871      42.687500 6.319751e+02        16 16  1   16  9.1453783 25.982998
## ASV1794     24.437500 8.257545e+01        16 16  1   16  9.1453783 25.982998
## ASV6276      6.250000 1.896000e+02        16 16  1   16  9.1453783 25.982998
## ASV27      993.933333 2.392680e+04        15 15  1   15  8.3953855 24.740220
## ASV28      644.200000 7.329498e+03        15 15  1   15  8.3953855 24.740220
## ASV36     1461.400000 2.205089e+04        15 15  1   15  8.3953855 24.740220
## ASV64      931.133333 2.543371e+04        15 15  1   15  8.3953855 24.740220
## ASV85      908.066667 1.694416e+04        15 15  1   15  8.3953855 24.740220
## ASV145     196.400000 6.013908e+03        15 15  1   15  8.3953855 24.740220
## ASV147     153.733333 1.111756e+04        15 15  1   15  8.3953855 24.740220
## ASV169     343.600000 6.049341e+03        15 15  1   15  8.3953855 24.740220
## ASV234     319.133333 5.665117e+03        15 15  1   15  8.3953855 24.740220
## ASV260     359.466667 3.482347e+04        15 15  1   15  8.3953855 24.740220
## ASV344     148.933333 3.303081e+03        15 15  1   15  8.3953855 24.740220
## ASV355     100.666667 7.216026e+02        15 15  1   15  8.3953855 24.740220
## ASV391      81.200000 7.439458e+02        15 15  1   15  8.3953855 24.740220
## ASV495      65.000000 7.924615e+02        15 15  1   15  8.3953855 24.740220
## ASV886      68.866667 5.072953e+02        15 15  1   15  8.3953855 24.740220
## ASV950      60.600000 6.704224e+02        15 15  1   15  8.3953855 24.740220
## ASV1126     42.533333 2.327524e+02        15 15  1   15  8.3953855 24.740220
## ASV1714     31.866667 9.200000e+01        15 15  1   15  8.3953855 24.740220
## ASV2074     21.800000 2.089174e+02        15 15  1   15  8.3953855 24.740220
## ASV2195     14.200000 4.298592e+01        15 15  1   15  8.3953855 24.740220
## ASV3481      7.933333 3.112605e+01        15 15  1   15  8.3953855 24.740220
## ASV22     3783.071429 5.426037e+04        14 14  1   14  7.6539338 23.489616
## ASV66      333.071429 3.113449e+03        14 14  1   14  7.6539338 23.489616
## ASV73      612.285714 7.295920e+04        14 14  1   14  7.6539338 23.489616
## ASV99      468.285714 8.829210e+03        14 14  1   14  7.6539338 23.489616
## ASV199      98.285714 1.334709e+03        14 14  1   14  7.6539338 23.489616
## ASV250     305.285714 7.158549e+03        14 14  1   14  7.6539338 23.489616
## ASV315     120.428571 1.686190e+03        14 14  1   14  7.6539338 23.489616
## ASV430      35.785714 6.839701e+02        14 14  1   14  7.6539338 23.489616
## ASV571      68.928571 2.159611e+03        14 14  1   14  7.6539338 23.489616
## ASV590      63.857143 2.688559e+03        14 14  1   14  7.6539338 23.489616
## ASV704     106.642857 2.777563e+03        14 14  1   14  7.6539338 23.489616
## ASV1312     67.500000 2.190393e+03        14 14  1   14  7.6539338 23.489616
## ASV2836     15.928571 1.248655e+02        14 14  1   14  7.6539338 23.489616
## ASV3178      9.500000 7.573684e+01        14 14  1   14  7.6539338 23.489616
## ASV4626      8.071429 8.138938e+01        14 14  1   14  7.6539338 23.489616
## ASV54      100.923077 5.225534e+03        13 13  1   13  6.9219517 22.230380
## ASV57     1087.846154 1.070277e+04        13 13  1   13  6.9219517 22.230380
## ASV63      619.384615 2.556699e+04        13 13  1   13  6.9219517 22.230380
## ASV70     1252.615385 1.513468e+04        13 13  1   13  6.9219517 22.230380
## ASV86      314.769231 1.339630e+03        13 13  1   13  6.9219517 22.230380
## ASV88      715.076923 6.028458e+03        13 13  1   13  6.9219517 22.230380
## ASV129     143.307692 5.034117e+02        13 13  1   13  6.9219517 22.230380
## ASV161     627.538462 1.149468e+04        13 13  1   13  6.9219517 22.230380
## ASV173     136.846154 4.340755e+03        13 13  1   13  6.9219517 22.230380
## ASV186     704.000000 7.275753e+04        13 13  1   13  6.9219517 22.230380
## ASV191     124.461538 3.683847e+03        13 13  1   13  6.9219517 22.230380
## ASV298      58.538462 9.341761e+02        13 13  1   13  6.9219517 22.230380
## ASV610      88.538462 1.758233e+03        13 13  1   13  6.9219517 22.230380
## ASV757      81.153846 1.733790e+03        13 13  1   13  6.9219517 22.230380
## ASV851      90.538462 9.096602e+02        13 13  1   13  6.9219517 22.230380
## ASV1133     65.230769 1.010755e+03        13 13  1   13  6.9219517 22.230380
## ASV1639     36.076923 7.269723e+02        13 13  1   13  6.9219517 22.230380
## ASV2400     12.769231 3.103614e+01        13 13  1   13  6.9219517 22.230380
## ASV2761     20.846154 2.224354e+01        13 13  1   13  6.9219517 22.230380
## ASV2967     26.769231 4.135460e+02        13 13  1   13  6.9219517 22.230380
## ASV6120      6.000000 1.333333e+02        13 13  1   13  6.9219517 22.230380
## ASV21     5664.583333 2.945889e+05        12 12  1   12  6.2006035 20.961560
## ASV96      143.250000 1.738724e+03        12 12  1   12  6.2006035 20.961560
## ASV111    1264.500000 3.240955e+04        12 12  1   12  6.2006035 20.961560
## ASV162     230.083333 1.692825e+03        12 12  1   12  6.2006035 20.961560
## ASV259     239.583333 1.640285e+03        12 12  1   12  6.2006035 20.961560
## ASV360     272.916667 1.317770e+04        12 12  1   12  6.2006035 20.961560
## ASV376     350.833333 8.914865e+03        12 12  1   12  6.2006035 20.961560
## ASV383     105.750000 6.462813e+02        12 12  1   12  6.2006035 20.961560
## ASV398     105.166667 7.507290e+02        12 12  1   12  6.2006035 20.961560
## ASV417     110.166667 1.467955e+03        12 12  1   12  6.2006035 20.961560
## ASV498      61.583333 9.602747e+02        12 12  1   12  6.2006035 20.961560
## ASV664      63.250000 3.161462e+02        12 12  1   12  6.2006035 20.961560
## ASV718      30.583333 5.797575e+02        12 12  1   12  6.2006035 20.961560
## ASV748     101.750000 1.925801e+03        12 12  1   12  6.2006035 20.961560
## ASV801      78.916667 1.785743e+03        12 12  1   12  6.2006035 20.961560
## ASV846      61.916667 6.003378e+02        12 12  1   12  6.2006035 20.961560
## ASV872      54.250000 8.116544e+02        12 12  1   12  6.2006035 20.961560
## ASV946     138.916667 1.129144e+03        12 12  1   12  6.2006035 20.961560
## ASV1047     88.750000 1.150042e+03        12 12  1   12  6.2006035 20.961560
## ASV1192     22.083333 4.930943e+01        12 12  1   12  6.2006035 20.961560
## ASV1259     43.166667 4.550193e+02        12 12  1   12  6.2006035 20.961560
## ASV1576     48.666667 1.449178e+02        12 12  1   12  6.2006035 20.961560
## ASV1859     29.500000 1.580678e+02        12 12  1   12  6.2006035 20.961560
## ASV2026     29.000000 2.382759e+02        12 12  1   12  6.2006035 20.961560
## ASV2811     18.666667 2.864286e+01        12 12  1   12  6.2006035 20.961560
## ASV3459     19.583333 3.040809e+02        12 12  1   12  6.2006035 20.961560
## ASV4861     10.750000 3.927907e+01        12 12  1   12  6.2006035 20.961560
## ASV5270      8.083333 1.141753e+02        12 12  1   12  6.2006035 20.961560
## ASV6962      7.250000 9.548276e+01        12 12  1   12  6.2006035 20.961560
## ASV47      312.909091 1.015841e+04        11 11  1   11  5.4911525 19.682011
## ASV49      223.636364 2.090879e+03        11 11  1   11  5.4911525 19.682011
## ASV95      257.363636 8.202734e+02        11 11  1   11  5.4911525 19.682011
## ASV119     300.090909 1.095911e+03        11 11  1   11  5.4911525 19.682011
## ASV208     122.090909 6.954401e+02        11 11  1   11  5.4911525 19.682011
## ASV267     300.909091 8.766777e+03        11 11  1   11  5.4911525 19.682011
## ASV366     463.090909 6.026991e+03        11 11  1   11  5.4911525 19.682011
## ASV371     135.181818 9.662071e+02        11 11  1   11  5.4911525 19.682011
## ASV428     100.545455 6.896058e+02        11 11  1   11  5.4911525 19.682011
## ASV436     233.727273 1.300140e+03        11 11  1   11  5.4911525 19.682011
## ASV442     115.090909 1.664657e+03        11 11  1   11  5.4911525 19.682011
## ASV598      64.909091 2.968291e+02        11 11  1   11  5.4911525 19.682011
## ASV634     289.909091 6.954873e+03        11 11  1   11  5.4911525 19.682011
## ASV949      32.272727 1.845577e+02        11 11  1   11  5.4911525 19.682011
## ASV966      99.181818 1.172187e+03        11 11  1   11  5.4911525 19.682011
## ASV991      34.090909 1.262187e+02        11 11  1   11  5.4911525 19.682011
## ASV1271     49.545455 3.218202e+02        11 11  1   11  5.4911525 19.682011
## ASV1276     36.818182 8.131753e+02        11 11  1   11  5.4911525 19.682011
## ASV1591     44.545455 8.149143e+02        11 11  1   11  5.4911525 19.682011
## ASV1692     32.727273 4.223333e+01        11 11  1   11  5.4911525 19.682011
## ASV2330     12.272727 5.053333e+01        11 11  1   11  5.4911525 19.682011
## ASV2577     20.090909 6.504977e+01        11 11  1   11  5.4911525 19.682011
## ASV3213      6.545455 1.434167e+02        11 11  1   11  5.4911525 19.682011
## ASV3428     18.000000 8.233333e+01        11 11  1   11  5.4911525 19.682011
## ASV5767      7.181818 8.405063e+01        11 11  1   11  5.4911525 19.682011
## ASV8380      4.818182 6.966038e+01        11 11  1   11  5.4911525 19.682011
## ASV26      358.600000 2.091044e+03        10 10  1   10  4.7953886 18.390358
## ASV42      985.700000 1.209357e+04        10 10  1   10  4.7953886 18.390358
## ASV61     1152.200000 2.181020e+04        10 10  1   10  4.7953886 18.390358
## ASV62     1770.700000 2.946267e+04        10 10  1   10  4.7953886 18.390358
## ASV102     168.900000 2.353445e+03        10 10  1   10  4.7953886 18.390358
## ASV116      48.200000 5.397427e+02        10 10  1   10  4.7953886 18.390358
## ASV117      79.900000 2.608874e+02        10 10  1   10  4.7953886 18.390358
## ASV132    1143.800000 2.864189e+03        10 10  1   10  4.7953886 18.390358
## ASV143      67.400000 3.089080e+02        10 10  1   10  4.7953886 18.390358
## ASV150     225.300000 2.217936e+02        10 10  1   10  4.7953886 18.390358
## ASV151     186.900000 1.066778e+03        10 10  1   10  4.7953886 18.390358
## ASV210     311.000000 1.028250e+04        10 10  1   10  4.7953886 18.390358
## ASV233     843.500000 7.389385e+03        10 10  1   10  4.7953886 18.390358
## ASV251     292.000000 3.876979e+03        10 10  1   10  4.7953886 18.390358
## ASV271     724.200000 1.291477e+04        10 10  1   10  4.7953886 18.390358
## ASV273     100.100000 3.213676e+02        10 10  1   10  4.7953886 18.390358
## ASV302     223.700000 2.556004e+03        10 10  1   10  4.7953886 18.390358
## ASV320     604.300000 3.475023e+03        10 10  1   10  4.7953886 18.390358
## ASV345      67.600000 5.917751e+01        10 10  1   10  4.7953886 18.390358
## ASV405      77.400000 2.547008e+03        10 10  1   10  4.7953886 18.390358
## ASV543     147.900000 2.629811e+02        10 10  1   10  4.7953886 18.390358
## ASV547     112.100000 1.721150e+03        10 10  1   10  4.7953886 18.390358
## ASV760      69.800000 1.725731e+02        10 10  1   10  4.7953886 18.390358
## ASV802      98.400000 1.881467e+03        10 10  1   10  4.7953886 18.390358
## ASV805      71.700000 1.116152e+03        10 10  1   10  4.7953886 18.390358
## ASV809     227.500000 1.534552e+03        10 10  1   10  4.7953886 18.390358
## ASV844      92.700000 3.531618e+02        10 10  1   10  4.7953886 18.390358
## ASV862      33.200000 2.997470e+02        10 10  1   10  4.7953886 18.390358
## ASV951      35.700000 3.665574e+02        10 10  1   10  4.7953886 18.390358
## ASV1050     32.100000 2.645763e+02        10 10  1   10  4.7953886 18.390358
## ASV1275    114.900000 4.244639e+02        10 10  1   10  4.7953886 18.390358
## ASV1278    130.500000 2.363084e+03        10 10  1   10  4.7953886 18.390358
## ASV1587     80.500000 1.531907e+03        10 10  1   10  4.7953886 18.390358
## ASV1607     53.200000 1.107444e+02        10 10  1   10  4.7953886 18.390358
## ASV1653     35.300000 7.983286e+01        10 10  1   10  4.7953886 18.390358
## ASV1658     72.800000 8.669451e+02        10 10  1   10  4.7953886 18.390358
## ASV1661     24.000000 5.358333e+01        10 10  1   10  4.7953886 18.390358
## ASV1882     38.800000 2.498866e+02        10 10  1   10  4.7953886 18.390358
## ASV1901     31.500000 7.284127e+01        10 10  1   10  4.7953886 18.390358
## ASV2078     24.100000 3.655187e+01        10 10  1   10  4.7953886 18.390358
## ASV2168     76.000000 4.571579e+02        10 10  1   10  4.7953886 18.390358
## ASV2703     49.600000 3.400887e+02        10 10  1   10  4.7953886 18.390358
## ASV7354      7.500000 2.380000e+01        10 10  1   10  4.7953886 18.390358
## ASV65      227.888889 1.469474e+03         9  9  1    9  4.1153809 17.084805
## ASV91     2471.000000 1.716842e+05         9  9  1    9  4.1153809 17.084805
## ASV103    2226.222222 2.189318e+04         9  9  1    9  4.1153809 17.084805
## ASV109    2109.111111 4.633021e+04         9  9  1    9  4.1153809 17.084805
## ASV130     109.888889 8.349606e+02         9  9  1    9  4.1153809 17.084805
## ASV138    1593.111111 8.263838e+04         9  9  1    9  4.1153809 17.084805
## ASV149     219.666667 7.091017e+02         9  9  1    9  4.1153809 17.084805
## ASV152    1203.000000 1.426672e+04         9  9  1    9  4.1153809 17.084805
## ASV155     119.333333 2.104022e+02         9  9  1    9  4.1153809 17.084805
## ASV178      91.111111 3.073488e+02         9  9  1    9  4.1153809 17.084805
## ASV180     172.555556 7.852788e+02         9  9  1    9  4.1153809 17.084805
## ASV187     136.111111 2.331102e+02         9  9  1    9  4.1153809 17.084805
## ASV188      58.000000 3.246897e+02         9  9  1    9  4.1153809 17.084805
## ASV194     487.111111 7.212714e+03         9  9  1    9  4.1153809 17.084805
## ASV218     126.333333 2.092876e+02         9  9  1    9  4.1153809 17.084805
## ASV226     471.222222 1.378435e+04         9  9  1    9  4.1153809 17.084805
## ASV229     157.888889 2.862449e+02         9  9  1    9  4.1153809 17.084805
## ASV236     348.888889 1.846923e+03         9  9  1    9  4.1153809 17.084805
## ASV243      85.111111 3.672245e+02         9  9  1    9  4.1153809 17.084805
## ASV269      97.555556 3.930911e+02         9  9  1    9  4.1153809 17.084805
## ASV272     273.777778 1.942756e+03         9  9  1    9  4.1153809 17.084805
## ASV292     518.555556 6.426814e+03         9  9  1    9  4.1153809 17.084805
## ASV297     104.777778 1.368759e+02         9  9  1    9  4.1153809 17.084805
## ASV299      59.444444 1.193421e+02         9  9  1    9  4.1153809 17.084805
## ASV306      46.444444 6.593301e+02         9  9  1    9  4.1153809 17.084805
## ASV319     542.444444 1.103994e+04         9  9  1    9  4.1153809 17.084805
## ASV354     156.777778 4.654203e+02         9  9  1    9  4.1153809 17.084805
## ASV389      72.222222 3.296708e+02         9  9  1    9  4.1153809 17.084805
## ASV392      88.222222 2.878816e+02         9  9  1    9  4.1153809 17.084805
## ASV429      76.888889 2.935000e+02         9  9  1    9  4.1153809 17.084805
## ASV464      51.444444 2.312829e+02         9  9  1    9  4.1153809 17.084805
## ASV480     322.777778 7.711744e+03         9  9  1    9  4.1153809 17.084805
## ASV510      62.888889 2.488339e+02         9  9  1    9  4.1153809 17.084805
## ASV527      48.666667 7.495890e+01         9  9  1    9  4.1153809 17.084805
## ASV565      54.111111 7.222341e+02         9  9  1    9  4.1153809 17.084805
## ASV617      18.111111 1.947362e+02         9  9  1    9  4.1153809 17.084805
## ASV625      44.888889 6.925743e+01         9  9  1    9  4.1153809 17.084805
## ASV689     145.666667 1.740124e+03         9  9  1    9  4.1153809 17.084805
## ASV702     146.111111 1.503383e+03         9  9  1    9  4.1153809 17.084805
## ASV707     159.777778 1.859104e+03         9  9  1    9  4.1153809 17.084805
## ASV776      49.888889 5.415813e+02         9  9  1    9  4.1153809 17.084805
## ASV804      33.222222 9.793311e+01         9  9  1    9  4.1153809 17.084805
## ASV836      22.111111 8.470352e+01         9  9  1    9  4.1153809 17.084805
## ASV856      34.555556 2.606881e+02         9  9  1    9  4.1153809 17.084805
## ASV880     143.444444 1.501921e+03         9  9  1    9  4.1153809 17.084805
## ASV977      49.333333 2.120270e+01         9  9  1    9  4.1153809 17.084805
## ASV995      15.555556 2.907143e+01         9  9  1    9  4.1153809 17.084805
## ASV1039     26.555556 8.533891e+01         9  9  1    9  4.1153809 17.084805
## ASV1058     36.888889 5.239759e+01         9  9  1    9  4.1153809 17.084805
## ASV1084     61.666667 2.215784e+02         9  9  1    9  4.1153809 17.084805
## ASV1108     44.888889 1.461584e+02         9  9  1    9  4.1153809 17.084805
## ASV1116     69.888889 5.805914e+02         9  9  1    9  4.1153809 17.084805
## ASV1185     80.111111 1.400915e+02         9  9  1    9  4.1153809 17.084805
## ASV1196     61.666667 2.242378e+02         9  9  1    9  4.1153809 17.084805
## ASV1248     55.777778 8.237968e+02         9  9  1    9  4.1153809 17.084805
## ASV1331     91.222222 3.121559e+02         9  9  1    9  4.1153809 17.084805
## ASV1463     86.555556 1.793094e+02         9  9  1    9  4.1153809 17.084805
## ASV1464     27.444444 4.179433e+02         9  9  1    9  4.1153809 17.084805
## ASV1568     27.555556 2.472903e+02         9  9  1    9  4.1153809 17.084805
## ASV1621    107.555556 2.339835e+02         9  9  1    9  4.1153809 17.084805
## ASV1670     60.444444 2.749669e+02         9  9  1    9  4.1153809 17.084805
## ASV1706     23.222222 6.538373e+02         9  9  1    9  4.1153809 17.084805
## ASV1919     33.444444 1.752824e+02         9  9  1    9  4.1153809 17.084805
## ASV1930     37.555556 2.090296e+02         9  9  1    9  4.1153809 17.084805
## ASV2040     20.333333 1.340656e+02         9  9  1    9  4.1153809 17.084805
## ASV2043     55.000000 2.804000e+02         9  9  1    9  4.1153809 17.084805
## ASV2156     27.888889 2.156733e+02         9  9  1    9  4.1153809 17.084805
## ASV2198     29.555556 1.363609e+02         9  9  1    9  4.1153809 17.084805
## ASV2205     20.555556 1.621081e+02         9  9  1    9  4.1153809 17.084805
## ASV2321     15.777778 1.113944e+02         9  9  1    9  4.1153809 17.084805
## ASV2591     25.777778 8.369828e+01         9  9  1    9  4.1153809 17.084805
## ASV2606     64.888889 5.456541e+02         9  9  1    9  4.1153809 17.084805
## ASV2642     13.000000 6.600000e+01         9  9  1    9  4.1153809 17.084805
## ASV2871     50.666667 1.692829e+03         9  9  1    9  4.1153809 17.084805
## ASV2920     13.888889 8.027200e+01         9  9  1    9  4.1153809 17.084805
## ASV3106     43.444444 5.432276e+02         9  9  1    9  4.1153809 17.084805
## ASV3338     25.888889 6.902146e+01         9  9  1    9  4.1153809 17.084805
## ASV3344      7.444444 1.802985e+01         9  9  1    9  4.1153809 17.084805
## ASV3619     31.666667 1.047158e+02         9  9  1    9  4.1153809 17.084805
## ASV3884     11.555556 2.459615e+01         9  9  1    9  4.1153809 17.084805
## ASV4695     16.000000 7.450000e+01         9  9  1    9  4.1153809 17.084805
## ASV4779     30.777778 3.169675e+01         9  9  1    9  4.1153809 17.084805
## ASV6199      8.333333 2.616000e+01         9  9  1    9  4.1153809 17.084805
## ASV7263     16.666667 4.056000e+01         9  9  1    9  4.1153809 17.084805
## ASV7440      6.888889 6.167742e+01         9  9  1    9  4.1153809 17.084805
## ASV9558      8.333333 6.120000e+01         9  9  1    9  4.1153809 17.084805
## ASV10088     4.000000 2.050000e+01         9  9  1    9  4.1153809 17.084805
## ASV10526     2.888889 3.700000e+01         9  9  1    9  4.1153809 17.084805
## ASV10996     4.666667 4.200000e+01         9  9  1    9  4.1153809 17.084805
## ASV50      131.125000 1.610119e+03         8  8  1    8  3.4538314 15.763189
## ASV93      112.625000 1.068287e+03         8  8  1    8  3.4538314 15.763189
## ASV134     121.000000 1.558430e+03         8  8  1    8  3.4538314 15.763189
## ASV137      39.000000 2.113333e+02         8  8  1    8  3.4538314 15.763189
## ASV139    1448.875000 1.127376e+04         8  8  1    8  3.4538314 15.763189
## ASV163     130.125000 4.840029e+02         8  8  1    8  3.4538314 15.763189
## ASV165     301.750000 6.444988e+02         8  8  1    8  3.4538314 15.763189
## ASV168     151.125000 4.517988e+03         8  8  1    8  3.4538314 15.763189
## ASV174    1376.375000 6.777653e+04         8  8  1    8  3.4538314 15.763189
## ASV179     214.000000 2.950561e+02         8  8  1    8  3.4538314 15.763189
## ASV215    1272.375000 2.159737e+04         8  8  1    8  3.4538314 15.763189
## ASV232     100.125000 1.422491e+03         8  8  1    8  3.4538314 15.763189
## ASV247      74.375000 5.534101e+02         8  8  1    8  3.4538314 15.763189
## ASV256     287.500000 3.393016e+03         8  8  1    8  3.4538314 15.763189
## ASV257     139.375000 2.137570e+03         8  8  1    8  3.4538314 15.763189
## ASV282      62.875000 3.246262e+02         8  8  1    8  3.4538314 15.763189
## ASV283     158.250000 9.663160e+02         8  8  1    8  3.4538314 15.763189
## ASV289     115.625000 4.394541e+02         8  8  1    8  3.4538314 15.763189
## ASV309     284.750000 4.487064e+03         8  8  1    8  3.4538314 15.763189
## ASV333      66.250000 3.737585e+02         8  8  1    8  3.4538314 15.763189
## ASV342     104.375000 6.095317e+02         8  8  1    8  3.4538314 15.763189
## ASV348      48.500000 3.300206e+02         8  8  1    8  3.4538314 15.763189
## ASV372     140.875000 1.593433e+03         8  8  1    8  3.4538314 15.763189
## ASV407     460.375000 3.730124e+03         8  8  1    8  3.4538314 15.763189
## ASV423     581.125000 9.920070e+03         8  8  1    8  3.4538314 15.763189
## ASV468     336.750000 4.959387e+03         8  8  1    8  3.4538314 15.763189
## ASV546      27.250000 2.021101e+02         8  8  1    8  3.4538314 15.763189
## ASV574      64.250000 2.879300e+02         8  8  1    8  3.4538314 15.763189
## ASV585      39.000000 8.517949e+01         8  8  1    8  3.4538314 15.763189
## ASV773     169.375000 1.817788e+03         8  8  1    8  3.4538314 15.763189
## ASV774      30.125000 1.278299e+02         8  8  1    8  3.4538314 15.763189
## ASV775     207.375000 8.198403e+03         8  8  1    8  3.4538314 15.763189
## ASV989      80.125000 2.639485e+02         8  8  1    8  3.4538314 15.763189
## ASV1018     19.500000 3.292308e+01         8  8  1    8  3.4538314 15.763189
## ASV1137     40.250000 5.275776e+01         8  8  1    8  3.4538314 15.763189
## ASV1169    158.750000 4.430019e+03         8  8  1    8  3.4538314 15.763189
## ASV1262     33.750000 1.045185e+02         8  8  1    8  3.4538314 15.763189
## ASV1415    101.000000 1.053168e+03         8  8  1    8  3.4538314 15.763189
## ASV1519     23.625000 2.742328e+01         8  8  1    8  3.4538314 15.763189
## ASV1539    105.250000 2.421924e+03         8  8  1    8  3.4538314 15.763189
## ASV1640     52.125000 3.576187e+02         8  8  1    8  3.4538314 15.763189
## ASV1862     57.500000 8.390957e+02         8  8  1    8  3.4538314 15.763189
## ASV1934     12.875000 4.309709e+01         8  8  1    8  3.4538314 15.763189
## ASV2283     68.500000 1.799416e+02         8  8  1    8  3.4538314 15.763189
## ASV2307     64.125000 1.451023e+03         8  8  1    8  3.4538314 15.763189
## ASV2473     20.500000 4.878049e+01         8  8  1    8  3.4538314 15.763189
## ASV2684     53.250000 1.018498e+02         8  8  1    8  3.4538314 15.763189
## ASV2705     26.875000 1.662837e+02         8  8  1    8  3.4538314 15.763189
## ASV2752     55.375000 1.564582e+02         8  8  1    8  3.4538314 15.763189
## ASV3408     26.000000 1.596154e+02         8  8  1    8  3.4538314 15.763189
## ASV3797     25.375000 1.168030e+02         8  8  1    8  3.4538314 15.763189
## ASV3809      9.125000 2.573973e+01         8  8  1    8  3.4538314 15.763189
## ASV3813     26.000000 4.910769e+02         8  8  1    8  3.4538314 15.763189
## ASV4457     27.000000 1.701481e+02         8  8  1    8  3.4538314 15.763189
## ASV4475     13.750000 5.174545e+01         8  8  1    8  3.4538314 15.763189
## ASV4771     12.375000 3.942424e+01         8  8  1    8  3.4538314 15.763189
## ASV5000      7.625000 2.096721e+01         8  8  1    8  3.4538314 15.763189
## ASV5730     22.250000 9.966292e+01         8  8  1    8  3.4538314 15.763189
## ASV6103      8.125000 9.044615e+01         8  8  1    8  3.4538314 15.763189
## ASV7118      6.625000 2.805660e+01         8  8  1    8  3.4538314 15.763189
## ASV7144      5.500000 4.036364e+01         8  8  1    8  3.4538314 15.763189
## ASV7145     15.250000 1.460656e+02         8  8  1    8  3.4538314 15.763189
## ASV9395      4.500000 3.333333e+01         8  8  1    8  3.4538314 15.763189
## ASV10140     9.750000 3.379487e+01         8  8  1    8  3.4538314 15.763189
## ASV12311     4.500000 3.866667e+01         8  8  1    8  3.4538314 15.763189
## ASV13572     3.000000 3.333333e+01         8  8  1    8  3.4538314 15.763189
## ASV195     421.428571 2.353950e+03         7  7  1    7  2.8143575 14.422675
## ASV203     710.857143 6.801404e+03         7  7  1    7  2.8143575 14.422675
## ASV227      15.857143 3.763964e+01         7  7  1    7  2.8143575 14.422675
## ASV230     179.571429 9.689276e+02         7  7  1    7  2.8143575 14.422675
## ASV311     117.714286 9.522330e+02         7  7  1    7  2.8143575 14.422675
## ASV312     895.714286 6.485856e+03         7  7  1    7  2.8143575 14.422675
## ASV313     231.714286 1.732605e+03         7  7  1    7  2.8143575 14.422675
## ASV331     772.714286 2.735715e+04         7  7  1    7  2.8143575 14.422675
## ASV332      75.000000 4.072533e+02         7  7  1    7  2.8143575 14.422675
## ASV337     307.714286 1.048900e+03         7  7  1    7  2.8143575 14.422675
## ASV369      67.285714 9.338429e+01         7  7  1    7  2.8143575 14.422675
## ASV387     230.571429 2.168247e+03         7  7  1    7  2.8143575 14.422675
## ASV400      19.571429 4.096350e+01         7  7  1    7  2.8143575 14.422675
## ASV413     265.714286 9.933054e+02         7  7  1    7  2.8143575 14.422675
## ASV445      60.428571 3.013428e+02         7  7  1    7  2.8143575 14.422675
## ASV459      80.714286 1.694796e+02         7  7  1    7  2.8143575 14.422675
## ASV463     451.571429 1.332077e+04         7  7  1    7  2.8143575 14.422675
## ASV476     453.571429 5.334930e+03         7  7  1    7  2.8143575 14.422675
## ASV481     159.571429 4.534127e+02         7  7  1    7  2.8143575 14.422675
## ASV496     172.142857 1.458073e+03         7  7  1    7  2.8143575 14.422675
## ASV503      94.142857 9.080728e+01         7  7  1    7  2.8143575 14.422675
## ASV505     574.714286 7.856416e+02         7  7  1    7  2.8143575 14.422675
## ASV623     163.428571 2.401671e+03         7  7  1    7  2.8143575 14.422675
## ASV652      45.714286 6.438750e+01         7  7  1    7  2.8143575 14.422675
## ASV679     104.428571 2.824487e+02         7  7  1    7  2.8143575 14.422675
## ASV703     325.285714 2.944155e+03         7  7  1    7  2.8143575 14.422675
## ASV725      69.142857 2.375207e+02         7  7  1    7  2.8143575 14.422675
## ASV733      73.571429 9.609320e+01         7  7  1    7  2.8143575 14.422675
## ASV741      30.714286 9.290233e+01         7  7  1    7  2.8143575 14.422675
## ASV758     195.857143 2.940566e+03         7  7  1    7  2.8143575 14.422675
## ASV798      50.000000 3.435200e+02         7  7  1    7  2.8143575 14.422675
## ASV811      36.000000 2.509444e+02         7  7  1    7  2.8143575 14.422675
## ASV898      32.571429 5.175439e+01         7  7  1    7  2.8143575 14.422675
## ASV939     303.285714 1.873426e+03         7  7  1    7  2.8143575 14.422675
## ASV954      42.857143 1.322267e+02         7  7  1    7  2.8143575 14.422675
## ASV958      98.428571 6.552540e+02         7  7  1    7  2.8143575 14.422675
## ASV1120     63.285714 2.378962e+02         7  7  1    7  2.8143575 14.422675
## ASV1254     15.428571 3.524074e+01         7  7  1    7  2.8143575 14.422675
## ASV1261    128.000000 9.295156e+02         7  7  1    7  2.8143575 14.422675
## ASV1298     21.428571 4.152000e+01         7  7  1    7  2.8143575 14.422675
## ASV1366     23.857143 3.667066e+01         7  7  1    7  2.8143575 14.422675
## ASV1396     39.714286 1.000000e+02         7  7  1    7  2.8143575 14.422675
## ASV1449     70.571429 1.079150e+02         7  7  1    7  2.8143575 14.422675
## ASV1490     19.428571 9.592647e+01         7  7  1    7  2.8143575 14.422675
## ASV1522     26.428571 2.140541e+01         7  7  1    7  2.8143575 14.422675
## ASV1540     38.285714 3.340000e+02         7  7  1    7  2.8143575 14.422675
## ASV1547     33.285714 9.714163e+01         7  7  1    7  2.8143575 14.422675
## ASV1570     61.142857 4.154673e+02         7  7  1    7  2.8143575 14.422675
## ASV1631    135.571429 2.410074e+02         7  7  1    7  2.8143575 14.422675
## ASV1697    156.142857 7.785105e+02         7  7  1    7  2.8143575 14.422675
## ASV1743     29.857143 1.905359e+02         7  7  1    7  2.8143575 14.422675
## ASV1789     57.000000 1.461404e+02         7  7  1    7  2.8143575 14.422675
## ASV1822     31.714286 2.083423e+02         7  7  1    7  2.8143575 14.422675
## ASV1839     35.142857 5.445447e+02         7  7  1    7  2.8143575 14.422675
## ASV1903     26.000000 1.206923e+02         7  7  1    7  2.8143575 14.422675
## ASV2000     49.285714 2.954899e+02         7  7  1    7  2.8143575 14.422675
## ASV2018     32.714286 1.078865e+02         7  7  1    7  2.8143575 14.422675
## ASV2130     13.857143 9.589691e+01         7  7  1    7  2.8143575 14.422675
## ASV2138     20.857143 1.749315e+01         7  7  1    7  2.8143575 14.422675
## ASV2240     32.857143 8.640000e+01         7  7  1    7  2.8143575 14.422675
## ASV2261     25.857143 1.720442e+01         7  7  1    7  2.8143575 14.422675
## ASV2390     16.857143 6.838983e+01         7  7  1    7  2.8143575 14.422675
## ASV2427     48.285714 1.031243e+02         7  7  1    7  2.8143575 14.422675
## ASV2534      9.571429 2.964179e+01         7  7  1    7  2.8143575 14.422675
## ASV2717     84.428571 9.593638e+02         7  7  1    7  2.8143575 14.422675
## ASV2900     71.857143 1.880795e+02         7  7  1    7  2.8143575 14.422675
## ASV3037     24.285714 4.057647e+01         7  7  1    7  2.8143575 14.422675
## ASV3050     24.142857 2.464852e+02         7  7  1    7  2.8143575 14.422675
## ASV3317     21.714286 3.340789e+01         7  7  1    7  2.8143575 14.422675
## ASV3390     21.142857 2.558108e+01         7  7  1    7  2.8143575 14.422675
## ASV3475     52.428571 2.860490e+01         7  7  1    7  2.8143575 14.422675
## ASV3642     10.285714 5.458333e+01         7  7  1    7  2.8143575 14.422675
## ASV3659     20.714286 2.083310e+02         7  7  1    7  2.8143575 14.422675
## ASV3693     24.000000 1.458333e+02         7  7  1    7  2.8143575 14.422675
## ASV3713     25.142857 6.303409e+01         7  7  1    7  2.8143575 14.422675
## ASV3743     44.285714 1.278839e+02         7  7  1    7  2.8143575 14.422675
## ASV3968     29.714286 3.415673e+02         7  7  1    7  2.8143575 14.422675
## ASV5844      9.857143 3.559420e+01         7  7  1    7  2.8143575 14.422675
## ASV6405     17.428571 2.431148e+01         7  7  1    7  2.8143575 14.422675
## ASV7014      5.714286 1.740000e+01         7  7  1    7  2.8143575 14.422675
## ASV7230      5.285714 2.183784e+01         7  7  1    7  2.8143575 14.422675
## ASV7394     13.285714 1.878280e+02         7  7  1    7  2.8143575 14.422675
## ASV7481     10.428571 3.775342e+01         7  7  1    7  2.8143575 14.422675
## ASV8266     10.285714 5.672222e+01         7  7  1    7  2.8143575 14.422675
## ASV8373      6.428571 2.235556e+01         7  7  1    7  2.8143575 14.422675
## ASV9084     10.714286 3.709333e+01         7  7  1    7  2.8143575 14.422675
## ASV25    10663.666667 1.730178e+05         6  6  1    6  2.2018911 13.059479
## ASV31     9498.333333 8.068765e+04         6  6  1    6  2.2018911 13.059479
## ASV69     3952.333333 1.140146e+05         6  6  1    6  2.2018911 13.059479
## ASV89       32.833333 1.601066e+02         6  6  1    6  2.2018911 13.059479
## ASV94      912.666667 1.936053e+03         6  6  1    6  2.2018911 13.059479
## ASV142     143.833333 1.192539e+03         6  6  1    6  2.2018911 13.059479
## ASV146     122.166667 5.663438e+01         6  6  1    6  2.2018911 13.059479
## ASV148     442.166667 6.104776e+02         6  6  1    6  2.2018911 13.059479
## ASV176     367.333333 1.243740e+03         6  6  1    6  2.2018911 13.059479
## ASV197     297.833333 1.123316e+03         6  6  1    6  2.2018911 13.059479
## ASV204    1152.500000 1.711159e+04         6  6  1    6  2.2018911 13.059479
## ASV206     644.166667 1.084904e+04         6  6  1    6  2.2018911 13.059479
## ASV238     586.333333 1.005827e+04         6  6  1    6  2.2018911 13.059479
## ASV245      73.833333 1.490226e+02         6  6  1    6  2.2018911 13.059479
## ASV246     163.000000 2.808344e+03         6  6  1    6  2.2018911 13.059479
## ASV262    1303.000000 2.415294e+04         6  6  1    6  2.2018911 13.059479
## ASV264    1193.333333 3.073677e+03         6  6  1    6  2.2018911 13.059479
## ASV266    1087.666667 2.129194e+04         6  6  1    6  2.2018911 13.059479
## ASV284      48.166667 1.426471e+02         6  6  1    6  2.2018911 13.059479
## ASV293     184.000000 4.172370e+03         6  6  1    6  2.2018911 13.059479
## ASV294     106.000000 1.614717e+02         6  6  1    6  2.2018911 13.059479
## ASV325      72.500000 2.291724e+01         6  6  1    6  2.2018911 13.059479
## ASV341      32.500000 3.691538e+02         6  6  1    6  2.2018911 13.059479
## ASV343    1073.333333 1.316106e+04         6  6  1    6  2.2018911 13.059479
## ASV358      63.500000 7.158268e+01         6  6  1    6  2.2018911 13.059479
## ASV359      64.833333 2.993573e+01         6  6  1    6  2.2018911 13.059479
## ASV361     919.500000 2.248622e+03         6  6  1    6  2.2018911 13.059479
## ASV379     221.833333 1.630361e+02         6  6  1    6  2.2018911 13.059479
## ASV382     247.000000 2.314567e+03         6  6  1    6  2.2018911 13.059479
## ASV384      19.500000 9.423077e+01         6  6  1    6  2.2018911 13.059479
## ASV388      58.333333 4.116571e+01         6  6  1    6  2.2018911 13.059479
## ASV394     706.500000 1.424271e+04         6  6  1    6  2.2018911 13.059479
## ASV401      91.000000 3.076044e+02         6  6  1    6  2.2018911 13.059479
## ASV437      36.333333 8.183486e+01         6  6  1    6  2.2018911 13.059479
## ASV439     142.833333 6.166266e+02         6  6  1    6  2.2018911 13.059479
## ASV440      48.666667 5.090411e+01         6  6  1    6  2.2018911 13.059479
## ASV472      78.166667 1.903987e+02         6  6  1    6  2.2018911 13.059479
## ASV482      57.166667 3.709913e+01         6  6  1    6  2.2018911 13.059479
## ASV488      44.666667 5.031343e+01         6  6  1    6  2.2018911 13.059479
## ASV504     108.833333 1.162772e+02         6  6  1    6  2.2018911 13.059479
## ASV508      67.666667 9.293103e+02         6  6  1    6  2.2018911 13.059479
## ASV511      61.166667 3.851580e+02         6  6  1    6  2.2018911 13.059479
## ASV514      74.833333 2.155234e+01         6  6  1    6  2.2018911 13.059479
## ASV515     144.166667 1.170249e+03         6  6  1    6  2.2018911 13.059479
## ASV516      73.833333 9.779910e+01         6  6  1    6  2.2018911 13.059479
## ASV524      31.833333 6.894764e+01         6  6  1    6  2.2018911 13.059479
## ASV531     106.500000 2.004836e+02         6  6  1    6  2.2018911 13.059479
## ASV558      61.666667 1.607892e+02         6  6  1    6  2.2018911 13.059479
## ASV635      47.500000 5.034737e+01         6  6  1    6  2.2018911 13.059479
## ASV636      32.166667 3.702073e+01         6  6  1    6  2.2018911 13.059479
## ASV654      36.500000 1.074932e+02         6  6  1    6  2.2018911 13.059479
## ASV659      28.666667 3.395349e+01         6  6  1    6  2.2018911 13.059479
## ASV671     101.166667 5.347496e+02         6  6  1    6  2.2018911 13.059479
## ASV683     489.333333 8.364853e+03         6  6  1    6  2.2018911 13.059479
## ASV695     154.666667 2.187241e+02         6  6  1    6  2.2018911 13.059479
## ASV697     315.833333 6.272385e+02         6  6  1    6  2.2018911 13.059479
## ASV715      99.500000 9.735427e+02         6  6  1    6  2.2018911 13.059479
## ASV755      58.333333 4.620571e+01         6  6  1    6  2.2018911 13.059479
## ASV818      66.833333 2.236658e+01         6  6  1    6  2.2018911 13.059479
## ASV830      46.166667 4.732491e+01         6  6  1    6  2.2018911 13.059479
## ASV843     391.666667 3.188715e+02         6  6  1    6  2.2018911 13.059479
## ASV845      89.500000 2.796816e+02         6  6  1    6  2.2018911 13.059479
## ASV853     365.833333 2.288842e+03         6  6  1    6  2.2018911 13.059479
## ASV854     363.500000 3.293985e+03         6  6  1    6  2.2018911 13.059479
## ASV859     271.666667 7.620491e+02         6  6  1    6  2.2018911 13.059479
## ASV891     104.500000 5.229234e+02         6  6  1    6  2.2018911 13.059479
## ASV926      79.333333 4.168908e+01         6  6  1    6  2.2018911 13.059479
## ASV1130     42.166667 2.560040e+02         6  6  1    6  2.2018911 13.059479
## ASV1165     34.500000 4.618841e+01         6  6  1    6  2.2018911 13.059479
## ASV1171    215.000000 3.201581e+02         6  6  1    6  2.2018911 13.059479
## ASV1173    236.166667 5.400088e+03         6  6  1    6  2.2018911 13.059479
## ASV1227    139.166667 5.634743e+02         6  6  1    6  2.2018911 13.059479
## ASV1230     40.500000 2.038272e+01         6  6  1    6  2.2018911 13.059479
## ASV1240     37.500000 1.796000e+01         6  6  1    6  2.2018911 13.059479
## ASV1292     51.833333 5.071704e+01         6  6  1    6  2.2018911 13.059479
## ASV1386    125.333333 1.300798e+03         6  6  1    6  2.2018911 13.059479
## ASV1391     36.166667 6.140553e+01         6  6  1    6  2.2018911 13.059479
## ASV1399    176.166667 4.966367e+02         6  6  1    6  2.2018911 13.059479
## ASV1419     69.166667 5.151157e+02         6  6  1    6  2.2018911 13.059479
## ASV1420    121.833333 1.554097e+03         6  6  1    6  2.2018911 13.059479
## ASV1434     16.500000 3.596970e+01         6  6  1    6  2.2018911 13.059479
## ASV1509     31.666667 1.949474e+01         6  6  1    6  2.2018911 13.059479
## ASV1532     74.833333 1.616617e+03         6  6  1    6  2.2018911 13.059479
## ASV1536     41.666667 1.356800e+02         6  6  1    6  2.2018911 13.059479
## ASV1563     18.833333 3.169027e+01         6  6  1    6  2.2018911 13.059479
## ASV1592     45.166667 3.898524e+01         6  6  1    6  2.2018911 13.059479
## ASV1655    196.000000 4.235163e+03         6  6  1    6  2.2018911 13.059479
## ASV1685     42.000000 2.965238e+02         6  6  1    6  2.2018911 13.059479
## ASV1702    102.000000 3.083137e+02         6  6  1    6  2.2018911 13.059479
## ASV1749    101.166667 4.493064e+02         6  6  1    6  2.2018911 13.059479
## ASV1768      8.166667 3.316327e+01         6  6  1    6  2.2018911 13.059479
## ASV1811     31.666667 3.181053e+01         6  6  1    6  2.2018911 13.059479
## ASV1876    107.666667 3.971269e+02         6  6  1    6  2.2018911 13.059479
## ASV1885     16.666667 1.472000e+01         6  6  1    6  2.2018911 13.059479
## ASV1940     36.000000 3.055556e+01         6  6  1    6  2.2018911 13.059479
## ASV1960     58.166667 4.230401e+02         6  6  1    6  2.2018911 13.059479
## ASV1962     65.166667 7.281074e+01         6  6  1    6  2.2018911 13.059479
## ASV1967    168.000000 9.397619e+01         6  6  1    6  2.2018911 13.059479
## ASV2183     35.666667 7.697196e+01         6  6  1    6  2.2018911 13.059479
## ASV2222    140.000000 2.959743e+03         6  6  1    6  2.2018911 13.059479
## ASV2227     29.500000 3.828814e+01         6  6  1    6  2.2018911 13.059479
## ASV2246     23.500000 6.057447e+01         6  6  1    6  2.2018911 13.059479
## ASV2258     23.500000 4.108511e+01         6  6  1    6  2.2018911 13.059479
## ASV2297     76.333333 5.421921e+02         6  6  1    6  2.2018911 13.059479
## ASV2317     32.500000 5.013846e+01         6  6  1    6  2.2018911 13.059479
## ASV2373     40.666667 3.645574e+02         6  6  1    6  2.2018911 13.059479
## ASV2581    121.000000 5.847273e+02         6  6  1    6  2.2018911 13.059479
## ASV2599     32.333333 5.131959e+01         6  6  1    6  2.2018911 13.059479
## ASV2669     78.000000 1.090769e+02         6  6  1    6  2.2018911 13.059479
## ASV2730     22.833333 1.396350e+01         6  6  1    6  2.2018911 13.059479
## ASV2809     88.333333 2.849132e+02         6  6  1    6  2.2018911 13.059479
## ASV2937     60.333333 2.536133e+02         6  6  1    6  2.2018911 13.059479
## ASV3023     30.500000 6.103279e+01         6  6  1    6  2.2018911 13.059479
## ASV3053     96.333333 7.482491e+02         6  6  1    6  2.2018911 13.059479
## ASV3063     14.666667 1.359091e+01         6  6  1    6  2.2018911 13.059479
## ASV3220     25.000000 7.736000e+01         6  6  1    6  2.2018911 13.059479
## ASV3240     40.666667 1.738852e+02         6  6  1    6  2.2018911 13.059479
## ASV3260     81.500000 1.240411e+03         6  6  1    6  2.2018911 13.059479
## ASV3442     17.833333 1.496262e+01         6  6  1    6  2.2018911 13.059479
## ASV3620     76.333333 3.846463e+02         6  6  1    6  2.2018911 13.059479
## ASV3735     32.000000 1.336875e+02         6  6  1    6  2.2018911 13.059479
## ASV4109     12.000000 1.683333e+01         6  6  1    6  2.2018911 13.059479
## ASV4351     15.833333 2.872632e+01         6  6  1    6  2.2018911 13.059479
## ASV5412     36.833333 9.466516e+01         6  6  1    6  2.2018911 13.059479
## ASV5570     30.833333 5.075135e+01         6  6  1    6  2.2018911 13.059479
## ASV5597     40.166667 1.087178e+02         6  6  1    6  2.2018911 13.059479
## ASV5700     41.166667 1.599069e+02         6  6  1    6  2.2018911 13.059479
## ASV5714     16.333333 7.428571e+01         6  6  1    6  2.2018911 13.059479
## ASV6765     21.666667 1.224615e+02         6  6  1    6  2.2018911 13.059479
## ASV6988     30.333333 4.804396e+01         6  6  1    6  2.2018911 13.059479
## ASV7647     10.500000 3.157143e+01         6  6  1    6  2.2018911 13.059479
## ASV8406     18.500000 2.364865e+01         6  6  1    6  2.2018911 13.059479
## ASV8713     20.166667 3.643802e+01         6  6  1    6  2.2018911 13.059479
## ASV9867      4.333333 1.646154e+01         6  6  1    6  2.2018911 13.059479
## ASV14030     8.666667 2.738462e+01         6  6  1    6  2.2018911 13.059479
## ASV15222     7.833333 1.363830e+01         6  6  1    6  2.2018911 13.059479
## ASV15386     7.000000 2.885714e+01         6  6  1    6  2.2018911 13.059479
## ASV118      28.600000 1.486713e+01         5  5  1    5  1.6234857 11.668322
## ASV125     146.200000 5.803611e+02         5  5  1    5  1.6234857 11.668322
## ASV131      21.200000 6.918868e+01         5  5  1    5  1.6234857 11.668322
## ASV141      69.000000 9.701449e+01         5  5  1    5  1.6234857 11.668322
## ASV198     249.000000 3.372932e+02         5  5  1    5  1.6234857 11.668322
## ASV240    1155.000000 1.140246e+04         5  5  1    5  1.6234857 11.668322
## ASV288     392.400000 1.191930e+03         5  5  1    5  1.6234857 11.668322
## ASV314     771.200000 1.398400e+04         5  5  1    5  1.6234857 11.668322
## ASV316      36.600000 9.631694e+01         5  5  1    5  1.6234857 11.668322
## ASV328      75.200000 6.059574e+01         5  5  1    5  1.6234857 11.668322
## ASV334     807.200000 6.039597e+03         5  5  1    5  1.6234857 11.668322
## ASV381      57.000000 3.973684e+02         5  5  1    5  1.6234857 11.668322
## ASV406     583.600000 9.357579e+03         5  5  1    5  1.6234857 11.668322
## ASV425     899.400000 6.457431e+03         5  5  1    5  1.6234857 11.668322
## ASV473     173.000000 3.512832e+02         5  5  1    5  1.6234857 11.668322
## ASV475     327.600000 4.235507e+02         5  5  1    5  1.6234857 11.668322
## ASV494     233.600000 1.130459e+03         5  5  1    5  1.6234857 11.668322
## ASV500     158.600000 1.985826e+02         5  5  1    5  1.6234857 11.668322
## ASV502      53.400000 1.152285e+02         5  5  1    5  1.6234857 11.668322
## ASV517     102.400000 3.970430e+02         5  5  1    5  1.6234857 11.668322
## ASV540     297.800000 1.203730e+03         5  5  1    5  1.6234857 11.668322
## ASV559     657.000000 4.125367e+03         5  5  1    5  1.6234857 11.668322
## ASV561     252.200000 1.674682e+03         5  5  1    5  1.6234857 11.668322
## ASV569      99.800000 1.656112e+01         5  5  1    5  1.6234857 11.668322
## ASV578      27.400000 4.062774e+01         5  5  1    5  1.6234857 11.668322
## ASV587      90.600000 1.308079e+02         5  5  1    5  1.6234857 11.668322
## ASV589      71.800000 8.260167e+01         5  5  1    5  1.6234857 11.668322
## ASV640      50.400000 1.797063e+02         5  5  1    5  1.6234857 11.668322
## ASV641      20.800000 2.138462e+01         5  5  1    5  1.6234857 11.668322
## ASV645     531.000000 1.634211e+03         5  5  1    5  1.6234857 11.668322
## ASV672     112.600000 1.940071e+02         5  5  1    5  1.6234857 11.668322
## ASV682     538.000000 3.012732e+03         5  5  1    5  1.6234857 11.668322
## ASV754     557.600000 2.736369e+03         5  5  1    5  1.6234857 11.668322
## ASV756     100.600000 5.931928e+02         5  5  1    5  1.6234857 11.668322
## ASV763     202.600000 7.322468e+02         5  5  1    5  1.6234857 11.668322
## ASV826      20.000000 6.130000e+01         5  5  1    5  1.6234857 11.668322
## ASV835      56.400000 1.764539e+01         5  5  1    5  1.6234857 11.668322
## ASV881     447.400000 5.536529e+03         5  5  1    5  1.6234857 11.668322
## ASV940      98.000000 3.552653e+02         5  5  1    5  1.6234857 11.668322
## ASV965      83.000000 8.290843e+02         5  5  1    5  1.6234857 11.668322
## ASV968     388.200000 2.468930e+03         5  5  1    5  1.6234857 11.668322
## ASV969      51.600000 2.975194e+01         5  5  1    5  1.6234857 11.668322
## ASV975      27.600000 2.460870e+01         5  5  1    5  1.6234857 11.668322
## ASV1015     22.400000 6.237500e+01         5  5  1    5  1.6234857 11.668322
## ASV1021    322.200000 1.097284e+03         5  5  1    5  1.6234857 11.668322
## ASV1025     43.200000 1.085370e+02         5  5  1    5  1.6234857 11.668322
## ASV1052     54.600000 2.122930e+02         5  5  1    5  1.6234857 11.668322
## ASV1065     21.600000 2.644444e+01         5  5  1    5  1.6234857 11.668322
## ASV1072     90.000000 2.278222e+02         5  5  1    5  1.6234857 11.668322
## ASV1079     33.400000 2.386826e+01         5  5  1    5  1.6234857 11.668322
## ASV1117     74.000000 1.187297e+02         5  5  1    5  1.6234857 11.668322
## ASV1128     61.600000 3.307143e+01         5  5  1    5  1.6234857 11.668322
## ASV1129     23.600000 1.861017e+01         5  5  1    5  1.6234857 11.668322
## ASV1135     69.000000 2.669855e+02         5  5  1    5  1.6234857 11.668322
## ASV1151    160.200000 7.309164e+02         5  5  1    5  1.6234857 11.668322
## ASV1174     19.000000 2.863158e+01         5  5  1    5  1.6234857 11.668322
## ASV1189     24.800000 3.462903e+01         5  5  1    5  1.6234857 11.668322
## ASV1191     40.200000 2.134527e+02         5  5  1    5  1.6234857 11.668322
## ASV1205    161.200000 5.301663e+02         5  5  1    5  1.6234857 11.668322
## ASV1206     40.400000 4.616832e+01         5  5  1    5  1.6234857 11.668322
## ASV1212     20.400000 2.996078e+01         5  5  1    5  1.6234857 11.668322
## ASV1317    297.000000 1.002370e+03         5  5  1    5  1.6234857 11.668322
## ASV1333     20.600000 2.763107e+01         5  5  1    5  1.6234857 11.668322
## ASV1378    299.000000 1.638395e+02         5  5  1    5  1.6234857 11.668322
## ASV1407     24.200000 1.730579e+01         5  5  1    5  1.6234857 11.668322
## ASV1409    130.400000 1.558528e+02         5  5  1    5  1.6234857 11.668322
## ASV1442     24.600000 5.021138e+01         5  5  1    5  1.6234857 11.668322
## ASV1474     77.600000 5.756701e+01         5  5  1    5  1.6234857 11.668322
## ASV1482     88.400000 2.196063e+02         5  5  1    5  1.6234857 11.668322
## ASV1526     77.600000 8.378247e+02         5  5  1    5  1.6234857 11.668322
## ASV1537    156.000000 3.124103e+02         5  5  1    5  1.6234857 11.668322
## ASV1581    131.400000 1.150624e+02         5  5  1    5  1.6234857 11.668322
## ASV1637     29.400000 1.697959e+01         5  5  1    5  1.6234857 11.668322
## ASV1662     27.800000 1.463309e+01         5  5  1    5  1.6234857 11.668322
## ASV1680     69.200000 3.530173e+02         5  5  1    5  1.6234857 11.668322
## ASV1723     85.600000 3.747804e+02         5  5  1    5  1.6234857 11.668322
## ASV1732     43.400000 1.293364e+02         5  5  1    5  1.6234857 11.668322
## ASV1744     58.600000 6.793379e+02         5  5  1    5  1.6234857 11.668322
## ASV1774     20.200000 2.568317e+01         5  5  1    5  1.6234857 11.668322
## ASV1799     43.400000 3.492903e+02         5  5  1    5  1.6234857 11.668322
## ASV1807    210.400000 3.368593e+02         5  5  1    5  1.6234857 11.668322
## ASV1842     43.800000 8.590868e+01         5  5  1    5  1.6234857 11.668322
## ASV1939    151.000000 3.434834e+02         5  5  1    5  1.6234857 11.668322
## ASV1965    159.400000 2.291920e+02         5  5  1    5  1.6234857 11.668322
## ASV1969     16.000000 3.187500e+01         5  5  1    5  1.6234857 11.668322
## ASV2035     15.600000 2.212821e+01         5  5  1    5  1.6234857 11.668322
## ASV2099     62.200000 3.949839e+01         5  5  1    5  1.6234857 11.668322
## ASV2110     88.800000 5.579144e+02         5  5  1    5  1.6234857 11.668322
## ASV2173    150.800000 6.013793e+01         5  5  1    5  1.6234857 11.668322
## ASV2178     66.600000 5.350150e+01         5  5  1    5  1.6234857 11.668322
## ASV2202     43.600000 4.933945e+01         5  5  1    5  1.6234857 11.668322
## ASV2414     30.200000 3.479470e+01         5  5  1    5  1.6234857 11.668322
## ASV2499     21.600000 3.014815e+01         5  5  1    5  1.6234857 11.668322
## ASV2511     38.000000 3.794737e+01         5  5  1    5  1.6234857 11.668322
## ASV2601    138.000000 2.363826e+03         5  5  1    5  1.6234857 11.668322
## ASV2632    140.800000 7.787500e+01         5  5  1    5  1.6234857 11.668322
## ASV2769     15.200000 1.623684e+01         5  5  1    5  1.6234857 11.668322
## ASV2815     30.800000 2.424675e+01         5  5  1    5  1.6234857 11.668322
## ASV2828      9.600000 3.387500e+01         5  5  1    5  1.6234857 11.668322
## ASV2893     21.600000 4.727778e+01         5  5  1    5  1.6234857 11.668322
## ASV2995     53.800000 1.529368e+01         5  5  1    5  1.6234857 11.668322
## ASV3000     97.400000 2.786160e+02         5  5  1    5  1.6234857 11.668322
## ASV3089    114.000000 1.036316e+02         5  5  1    5  1.6234857 11.668322
## ASV3215     11.400000 1.221053e+01         5  5  1    5  1.6234857 11.668322
## ASV3280     22.400000 7.228571e+01         5  5  1    5  1.6234857 11.668322
## ASV3307     49.200000 1.662764e+02         5  5  1    5  1.6234857 11.668322
## ASV3352     14.800000 1.180270e+02         5  5  1    5  1.6234857 11.668322
## ASV3380     25.200000 4.868254e+01         5  5  1    5  1.6234857 11.668322
## ASV3493     91.200000 6.356140e+01         5  5  1    5  1.6234857 11.668322
## ASV3608     62.000000 1.415806e+02         5  5  1    5  1.6234857 11.668322
## ASV3626     35.600000 2.149438e+01         5  5  1    5  1.6234857 11.668322
## ASV3702     17.600000 1.245455e+01         5  5  1    5  1.6234857 11.668322
## ASV3746     38.200000 6.394764e+01         5  5  1    5  1.6234857 11.668322
## ASV3894     38.200000 1.923560e+01         5  5  1    5  1.6234857 11.668322
## ASV3976     23.000000 2.869565e+01         5  5  1    5  1.6234857 11.668322
## ASV4104     26.200000 4.384733e+01         5  5  1    5  1.6234857 11.668322
## ASV4142     61.000000 1.278689e+02         5  5  1    5  1.6234857 11.668322
## ASV4235     56.000000 4.710714e+01         5  5  1    5  1.6234857 11.668322
## ASV4253      4.400000 1.709091e+01         5  5  1    5  1.6234857 11.668322
## ASV4263     26.400000 4.095455e+01         5  5  1    5  1.6234857 11.668322
## ASV4274     40.000000 9.105000e+01         5  5  1    5  1.6234857 11.668322
## ASV4480     15.800000 3.473418e+01         5  5  1    5  1.6234857 11.668322
## ASV4488     47.600000 4.347059e+01         5  5  1    5  1.6234857 11.668322
## ASV4557     42.600000 1.627230e+01         5  5  1    5  1.6234857 11.668322
## ASV4657      8.200000 6.863415e+01         5  5  1    5  1.6234857 11.668322
## ASV4689     32.600000 2.298160e+01         5  5  1    5  1.6234857 11.668322
## ASV4707     24.200000 6.309091e+01         5  5  1    5  1.6234857 11.668322
## ASV4722     58.800000 2.561020e+02         5  5  1    5  1.6234857 11.668322
## ASV4911     21.000000 1.685714e+01         5  5  1    5  1.6234857 11.668322
## ASV4946     35.600000 2.576742e+02         5  5  1    5  1.6234857 11.668322
## ASV5568     21.400000 1.837383e+01         5  5  1    5  1.6234857 11.668322
## ASV5577     14.800000 2.275676e+01         5  5  1    5  1.6234857 11.668322
## ASV5688     10.800000 1.211111e+01         5  5  1    5  1.6234857 11.668322
## ASV5824     34.600000 8.257803e+01         5  5  1    5  1.6234857 11.668322
## ASV6000     13.200000 1.809091e+01         5  5  1    5  1.6234857 11.668322
## ASV6115     11.600000 1.579310e+01         5  5  1    5  1.6234857 11.668322
## ASV6172     13.600000 2.067647e+01         5  5  1    5  1.6234857 11.668322
## ASV6216      7.200000 2.483333e+01         5  5  1    5  1.6234857 11.668322
## ASV6438     21.200000 5.050943e+01         5  5  1    5  1.6234857 11.668322
## ASV6957     35.600000 1.718315e+02         5  5  1    5  1.6234857 11.668322
## ASV6989      8.800000 1.531818e+01         5  5  1    5  1.6234857 11.668322
## ASV7237     34.400000 1.206163e+02         5  5  1    5  1.6234857 11.668322
## ASV7466     33.000000 1.812121e+01         5  5  1    5  1.6234857 11.668322
## ASV7824     26.800000 5.129851e+01         5  5  1    5  1.6234857 11.668322
## ASV7836     12.000000 3.133333e+01         5  5  1    5  1.6234857 11.668322
## ASV9089     24.400000 1.849180e+01         5  5  1    5  1.6234857 11.668322
## ASV11108    10.000000 6.340000e+01         5  5  1    5  1.6234857 11.668322
## ASV12943     5.200000 2.630769e+01         5  5  1    5  1.6234857 11.668322
## ASV14041     8.600000 4.572093e+01         5  5  1    5  1.6234857 11.668322
## ASV14622     4.800000 1.266667e+01         5  5  1    5  1.6234857 11.668322
## ASV20915     4.800000 2.308333e+01         5  5  1    5  1.6234857 11.668322
## ASV45      543.000000 1.675274e+03         4  4  1    4  1.0898892 10.241589
## ASV67       23.250000 8.072043e+01         4  4  1    4  1.0898892 10.241589
## ASV98      252.000000 4.898651e+02         4  4  1    4  1.0898892 10.241589
## ASV122     682.500000 7.168922e+03         4  4  1    4  1.0898892 10.241589
## ASV158    1912.500000 2.038548e+04         4  4  1    4  1.0898892 10.241589
## ASV166      74.500000 4.097987e+01         4  4  1    4  1.0898892 10.241589
## ASV171     473.500000 1.691360e+03         4  4  1    4  1.0898892 10.241589
## ASV172      29.000000 1.517241e+01         4  4  1    4  1.0898892 10.241589
## ASV183      93.000000 2.891613e+02         4  4  1    4  1.0898892 10.241589
## ASV192      69.000000 3.788116e+02         4  4  1    4  1.0898892 10.241589
## ASV207     286.750000 7.149948e+02         4  4  1    4  1.0898892 10.241589
## ASV209      74.250000 9.431313e+01         4  4  1    4  1.0898892 10.241589
## ASV228    1283.000000 1.149542e+04         4  4  1    4  1.0898892 10.241589
## ASV235     677.000000 2.682065e+03         4  4  1    4  1.0898892 10.241589
## ASV242     115.000000 1.024330e+03         4  4  1    4  1.0898892 10.241589
## ASV274    1195.250000 8.312210e+03         4  4  1    4  1.0898892 10.241589
## ASV307      45.750000 7.354645e+01         4  4  1    4  1.0898892 10.241589
## ASV322      28.750000 5.094783e+01         4  4  1    4  1.0898892 10.241589
## ASV353     372.250000 2.056265e+03         4  4  1    4  1.0898892 10.241589
## ASV390     101.000000 1.684158e+02         4  4  1    4  1.0898892 10.241589
## ASV411     193.000000 9.853782e+02         4  4  1    4  1.0898892 10.241589
## ASV432     504.500000 1.343927e+03         4  4  1    4  1.0898892 10.241589
## ASV443     570.500000 1.830095e+03         4  4  1    4  1.0898892 10.241589
## ASV444      93.750000 1.179813e+02         4  4  1    4  1.0898892 10.241589
## ASV486     762.750000 6.011425e+03         4  4  1    4  1.0898892 10.241589
## ASV487     229.000000 1.495004e+03         4  4  1    4  1.0898892 10.241589
## ASV489     277.500000 2.114404e+03         4  4  1    4  1.0898892 10.241589
## ASV501    1024.500000 9.964304e+03         4  4  1    4  1.0898892 10.241589
## ASV529      28.500000 5.764912e+01         4  4  1    4  1.0898892 10.241589
## ASV552     304.500000 1.426053e+03         4  4  1    4  1.0898892 10.241589
## ASV560      35.500000 1.143944e+02         4  4  1    4  1.0898892 10.241589
## ASV570      29.250000 1.787179e+01         4  4  1    4  1.0898892 10.241589
## ASV577     112.500000 1.773600e+02         4  4  1    4  1.0898892 10.241589
## ASV599      72.500000 1.183034e+02         4  4  1    4  1.0898892 10.241589
## ASV601      91.500000 1.966448e+02         4  4  1    4  1.0898892 10.241589
## ASV647      44.750000 8.296648e+01         4  4  1    4  1.0898892 10.241589
## ASV662      82.500000 1.642303e+02         4  4  1    4  1.0898892 10.241589
## ASV673      41.250000 8.961818e+01         4  4  1    4  1.0898892 10.241589
## ASV676      63.500000 1.520787e+02         4  4  1    4  1.0898892 10.241589
## ASV701     603.750000 6.220848e+03         4  4  1    4  1.0898892 10.241589
## ASV730     147.500000 5.383797e+02         4  4  1    4  1.0898892 10.241589
## ASV744     539.000000 4.361317e+03         4  4  1    4  1.0898892 10.241589
## ASV771      52.250000 1.018325e+02         4  4  1    4  1.0898892 10.241589
## ASV777     383.000000 3.486428e+03         4  4  1    4  1.0898892 10.241589
## ASV783      43.000000 3.158140e+01         4  4  1    4  1.0898892 10.241589
## ASV820      24.500000 3.057143e+01         4  4  1    4  1.0898892 10.241589
## ASV842      98.000000 5.928776e+02         4  4  1    4  1.0898892 10.241589
## ASV874     557.250000 2.680403e+03         4  4  1    4  1.0898892 10.241589
## ASV882      16.000000 2.137500e+01         4  4  1    4  1.0898892 10.241589
## ASV890     259.000000 8.226332e+02         4  4  1    4  1.0898892 10.241589
## ASV910      25.500000 7.384314e+01         4  4  1    4  1.0898892 10.241589
## ASV911      34.500000 3.423188e+01         4  4  1    4  1.0898892 10.241589
## ASV929     267.250000 1.411141e+02         4  4  1    4  1.0898892 10.241589
## ASV933     524.000000 3.409328e+03         4  4  1    4  1.0898892 10.241589
## ASV947     294.500000 3.267487e+03         4  4  1    4  1.0898892 10.241589
## ASV994      70.750000 1.134629e+01         4  4  1    4  1.0898892 10.241589
## ASV997     321.000000 7.779938e+02         4  4  1    4  1.0898892 10.241589
## ASV1017     17.000000 2.341176e+01         4  4  1    4  1.0898892 10.241589
## ASV1024    150.500000 4.235814e+02         4  4  1    4  1.0898892 10.241589
## ASV1026     67.000000 4.176119e+01         4  4  1    4  1.0898892 10.241589
## ASV1061     65.750000 2.443612e+02         4  4  1    4  1.0898892 10.241589
## ASV1087     27.500000 2.061455e+02         4  4  1    4  1.0898892 10.241589
## ASV1088    242.750000 2.482689e+03         4  4  1    4  1.0898892 10.241589
## ASV1147     43.000000 2.293023e+01         4  4  1    4  1.0898892 10.241589
## ASV1156    184.500000 8.553984e+02         4  4  1    4  1.0898892 10.241589
## ASV1183     59.500000 1.428067e+02         4  4  1    4  1.0898892 10.241589
## ASV1213     52.250000 2.114354e+01         4  4  1    4  1.0898892 10.241589
## ASV1221    337.000000 3.402374e+01         4  4  1    4  1.0898892 10.241589
## ASV1234     18.000000 3.577778e+01         4  4  1    4  1.0898892 10.241589
## ASV1237    225.500000 6.365455e+02         4  4  1    4  1.0898892 10.241589
## ASV1241     26.500000 1.067925e+01         4  4  1    4  1.0898892 10.241589
## ASV1245     22.250000 7.967416e+01         4  4  1    4  1.0898892 10.241589
## ASV1252    382.750000 4.885558e+02         4  4  1    4  1.0898892 10.241589
## ASV1302     37.250000 3.588591e+01         4  4  1    4  1.0898892 10.241589
## ASV1314     70.000000 1.022286e+02         4  4  1    4  1.0898892 10.241589
## ASV1324     67.000000 5.531343e+01         4  4  1    4  1.0898892 10.241589
## ASV1354    334.250000 1.820616e+03         4  4  1    4  1.0898892 10.241589
## ASV1362     69.250000 2.688917e+02         4  4  1    4  1.0898892 10.241589
## ASV1382    363.500000 2.835331e+03         4  4  1    4  1.0898892 10.241589
## ASV1390    241.500000 2.158381e+03         4  4  1    4  1.0898892 10.241589
## ASV1445     78.500000 5.314013e+02         4  4  1    4  1.0898892 10.241589
## ASV1491    141.750000 1.382481e+03         4  4  1    4  1.0898892 10.241589
## ASV1492    197.000000 1.214751e+03         4  4  1    4  1.0898892 10.241589
## ASV1516    334.750000 8.547356e+02         4  4  1    4  1.0898892 10.241589
## ASV1529    251.500000 4.766322e+02         4  4  1    4  1.0898892 10.241589
## ASV1557     38.000000 3.405263e+01         4  4  1    4  1.0898892 10.241589
## ASV1560     28.750000 2.722609e+01         4  4  1    4  1.0898892 10.241589
## ASV1582     29.750000 4.446218e+01         4  4  1    4  1.0898892 10.241589
## ASV1585    207.000000 3.269855e+02         4  4  1    4  1.0898892 10.241589
## ASV1612     96.250000 5.704675e+01         4  4  1    4  1.0898892 10.241589
## ASV1616     56.500000 7.081416e+01         4  4  1    4  1.0898892 10.241589
## ASV1626     96.500000 2.937306e+02         4  4  1    4  1.0898892 10.241589
## ASV1663     94.750000 3.212111e+02         4  4  1    4  1.0898892 10.241589
## ASV1674    155.750000 6.736356e+02         4  4  1    4  1.0898892 10.241589
## ASV1691    107.500000 3.644372e+02         4  4  1    4  1.0898892 10.241589
## ASV1695    106.000000 2.824528e+01         4  4  1    4  1.0898892 10.241589
## ASV1730     44.750000 1.492458e+02         4  4  1    4  1.0898892 10.241589
## ASV1761     72.500000 3.667586e+01         4  4  1    4  1.0898892 10.241589
## ASV1763    288.750000 8.639957e+02         4  4  1    4  1.0898892 10.241589
## ASV1770    289.750000 1.500068e+03         4  4  1    4  1.0898892 10.241589
## ASV1796     27.000000 5.548148e+01         4  4  1    4  1.0898892 10.241589
## ASV1831     15.750000 2.519048e+01         4  4  1    4  1.0898892 10.241589
## ASV1846    227.750000 1.611314e+03         4  4  1    4  1.0898892 10.241589
## ASV1877    235.250000 2.612859e+01         4  4  1    4  1.0898892 10.241589
## ASV1904    106.750000 1.960164e+02         4  4  1    4  1.0898892 10.241589
## ASV1974     41.250000 1.960606e+01         4  4  1    4  1.0898892 10.241589
## ASV1979     15.500000 1.167742e+01         4  4  1    4  1.0898892 10.241589
## ASV1980    133.500000 3.574307e+02         4  4  1    4  1.0898892 10.241589
## ASV1990    127.250000 1.994401e+02         4  4  1    4  1.0898892 10.241589
## ASV1997    127.000000 8.302362e+01         4  4  1    4  1.0898892 10.241589
## ASV2004     53.750000 1.894837e+02         4  4  1    4  1.0898892 10.241589
## ASV2020     55.750000 4.483004e+02         4  4  1    4  1.0898892 10.241589
## ASV2064     67.500000 9.945185e+01         4  4  1    4  1.0898892 10.241589
## ASV2167     65.250000 2.526820e+01         4  4  1    4  1.0898892 10.241589
## ASV2177     39.000000 6.220513e+01         4  4  1    4  1.0898892 10.241589
## ASV2189     64.000000 7.381250e+01         4  4  1    4  1.0898892 10.241589
## ASV2199    169.750000 6.577482e+02         4  4  1    4  1.0898892 10.241589
## ASV2255     60.750000 1.773621e+02         4  4  1    4  1.0898892 10.241589
## ASV2361     85.750000 4.563819e+02         4  4  1    4  1.0898892 10.241589
## ASV2403     47.750000 1.274869e+01         4  4  1    4  1.0898892 10.241589
## ASV2406    113.750000 2.587495e+02         4  4  1    4  1.0898892 10.241589
## ASV2433    185.000000 3.025189e+02         4  4  1    4  1.0898892 10.241589
## ASV2442    184.250000 3.446662e+02         4  4  1    4  1.0898892 10.241589
## ASV2487     34.000000 1.047059e+01         4  4  1    4  1.0898892 10.241589
## ASV2494     72.750000 3.526426e+02         4  4  1    4  1.0898892 10.241589
## ASV2519     21.500000 2.088372e+01         4  4  1    4  1.0898892 10.241589
## ASV2541     82.250000 3.872188e+02         4  4  1    4  1.0898892 10.241589
## ASV2549    116.000000 6.702586e+02         4  4  1    4  1.0898892 10.241589
## ASV2552     44.500000 3.094382e+01         4  4  1    4  1.0898892 10.241589
## ASV2603     40.000000 2.195000e+01         4  4  1    4  1.0898892 10.241589
## ASV2691     86.000000 6.216279e+01         4  4  1    4  1.0898892 10.241589
## ASV2711    104.500000 1.120096e+02         4  4  1    4  1.0898892 10.241589
## ASV2944     18.500000 1.540541e+01         4  4  1    4  1.0898892 10.241589
## ASV2977    118.000000 9.989661e+02         4  4  1    4  1.0898892 10.241589
## ASV2983     24.500000 4.036735e+01         4  4  1    4  1.0898892 10.241589
## ASV3027      7.500000 1.613333e+01         4  4  1    4  1.0898892 10.241589
## ASV3091      4.500000 1.355556e+01         4  4  1    4  1.0898892 10.241589
## ASV3151     40.500000 2.846914e+01         4  4  1    4  1.0898892 10.241589
## ASV3158     24.000000 1.400000e+01         4  4  1    4  1.0898892 10.241589
## ASV3232    134.750000 2.053488e+02         4  4  1    4  1.0898892 10.241589
## ASV3358    112.750000 1.038293e+02         4  4  1    4  1.0898892 10.241589
## ASV3361     44.250000 2.304802e+02         4  4  1    4  1.0898892 10.241589
## ASV3528     36.750000 1.544150e+02         4  4  1    4  1.0898892 10.241589
## ASV3561    106.750000 3.138806e+02         4  4  1    4  1.0898892 10.241589
## ASV3589     53.500000 1.017757e+02         4  4  1    4  1.0898892 10.241589
## ASV3852     15.250000 2.260656e+01         4  4  1    4  1.0898892 10.241589
## ASV3880     49.250000 1.325635e+02         4  4  1    4  1.0898892 10.241589
## ASV4096     23.500000 2.251064e+01         4  4  1    4  1.0898892 10.241589
## ASV4132     53.750000 3.546186e+02         4  4  1    4  1.0898892 10.241589
## ASV4399     83.500000 2.954371e+02         4  4  1    4  1.0898892 10.241589
## ASV4640     47.250000 1.593122e+01         4  4  1    4  1.0898892 10.241589
## ASV4732     46.250000 1.256811e+02         4  4  1    4  1.0898892 10.241589
## ASV4893     70.250000 1.328505e+02         4  4  1    4  1.0898892 10.241589
## ASV4963     57.750000 3.352511e+02         4  4  1    4  1.0898892 10.241589
## ASV5009     73.750000 1.002678e+02         4  4  1    4  1.0898892 10.241589
## ASV5102     25.500000 1.988235e+01         4  4  1    4  1.0898892 10.241589
## ASV5146     24.500000 1.873469e+01         4  4  1    4  1.0898892 10.241589
## ASV5256     69.000000 5.765217e+01         4  4  1    4  1.0898892 10.241589
## ASV5295     32.000000 2.177500e+02         4  4  1    4  1.0898892 10.241589
## ASV5367     49.750000 1.352261e+01         4  4  1    4  1.0898892 10.241589
## ASV5505     40.000000 1.165500e+02         4  4  1    4  1.0898892 10.241589
## ASV5519     33.750000 4.162222e+01         4  4  1    4  1.0898892 10.241589
## ASV5571     15.500000 1.414839e+02         4  4  1    4  1.0898892 10.241589
## ASV5750     59.250000 5.722785e+01         4  4  1    4  1.0898892 10.241589
## ASV5803     45.000000 9.937778e+01         4  4  1    4  1.0898892 10.241589
## ASV5805     60.000000 1.447000e+02         4  4  1    4  1.0898892 10.241589
## ASV6068     54.000000 5.210741e+02         4  4  1    4  1.0898892 10.241589
## ASV6157     41.750000 1.817365e+01         4  4  1    4  1.0898892 10.241589
## ASV6191     13.000000 2.353846e+01         4  4  1    4  1.0898892 10.241589
## ASV6292     20.500000 1.575610e+01         4  4  1    4  1.0898892 10.241589
## ASV6337     23.750000 8.744211e+01         4  4  1    4  1.0898892 10.241589
## ASV6499     10.250000 1.256098e+01         4  4  1    4  1.0898892 10.241589
## ASV6960     19.500000 5.482051e+01         4  4  1    4  1.0898892 10.241589
## ASV7140      7.250000 2.603448e+01         4  4  1    4  1.0898892 10.241589
## ASV7456     34.750000 1.784388e+02         4  4  1    4  1.0898892 10.241589
## ASV7553     36.750000 1.150136e+02         4  4  1    4  1.0898892 10.241589
## ASV7580     21.500000 3.334884e+01         4  4  1    4  1.0898892 10.241589
## ASV8970     20.500000 3.068293e+01         4  4  1    4  1.0898892 10.241589
## ASV9031     30.750000 8.828455e+01         4  4  1    4  1.0898892 10.241589
## ASV9200      6.750000 4.603704e+01         4  4  1    4  1.0898892 10.241589
## ASV9449      8.000000 1.075000e+01         4  4  1    4  1.0898892 10.241589
## ASV9920     21.250000 1.954235e+02         4  4  1    4  1.0898892 10.241589
## ASV9969      9.500000 2.073684e+01         4  4  1    4  1.0898892 10.241589
## ASV10718    23.750000 3.801053e+01         4  4  1    4  1.0898892 10.241589
## ASV10840     5.500000 2.272727e+01         4  4  1    4  1.0898892 10.241589
## ASV11187     5.500000 1.218182e+01         4  4  1    4  1.0898892 10.241589
## ASV11256    14.000000 1.814286e+01         4  4  1    4  1.0898892 10.241589
## ASV12601    16.750000 1.556716e+01         4  4  1    4  1.0898892 10.241589
## ASV12810    12.500000 1.192000e+01         4  4  1    4  1.0898892 10.241589
## ASV12900    17.750000 1.435211e+01         4  4  1    4  1.0898892 10.241589
## ASV16663     8.750000 4.260000e+01         4  4  1    4  1.0898892 10.241589
## ASV17099    11.500000 1.295652e+01         4  4  1    4  1.0898892 10.241589
## ASV18600    10.000000 2.880000e+01         4  4  1    4  1.0898892 10.241589
## ASV18638     7.750000 1.145161e+01         4  4  1    4  1.0898892 10.241589
## ASV19240     6.750000 1.729630e+01         4  4  1    4  1.0898892 10.241589
## ASV20830     5.250000 1.233333e+01         4  4  1    4  1.0898892 10.241589
## ASV24030     4.750000 1.152632e+01         4  4  1    4  1.0898892 10.241589
## ASV25895     4.500000 1.800000e+01         4  4  1    4  1.0898892 10.241589
## ASV26662     4.250000 1.052941e+01         4  4  1    4  1.0898892 10.241589
## ASV33154     2.500000 1.080000e+01         4  4  1    4  1.0898892 10.241589
## ASV80     8364.666667 1.153508e+04         3  3  1    3  0.6186712  8.767277
## ASV104     790.333333 2.022373e+03         3  3  1    3  0.6186712  8.767277
## ASV114     133.666667 5.416958e+01         3  3  1    3  0.6186712  8.767277
## ASV154    4695.333333 1.699005e+04         3  3  1    3  0.6186712  8.767277
## ASV157    4550.666667 6.073685e+03         3  3  1    3  0.6186712  8.767277
## ASV159     351.333333 1.400478e+03         3  3  1    3  0.6186712  8.767277
## ASV160    4528.333333 2.292213e+04         3  3  1    3  0.6186712  8.767277
## ASV170    4246.000000 9.494004e+03         3  3  1    3  0.6186712  8.767277
## ASV196     147.000000 3.046259e+01         3  3  1    3  0.6186712  8.767277
## ASV202      55.000000 6.687273e+01         3  3  1    3  0.6186712  8.767277
## ASV212    2012.333333 5.471383e+02         3  3  1    3  0.6186712  8.767277
## ASV222      16.666667 5.788000e+01         3  3  1    3  0.6186712  8.767277
## ASV239    2301.000000 1.015886e+04         3  3  1    3  0.6186712  8.767277
## ASV255      98.333333 4.821220e+02         3  3  1    3  0.6186712  8.767277
## ASV268    2691.666667 1.290100e+04         3  3  1    3  0.6186712  8.767277
## ASV278     133.000000 6.442256e+02         3  3  1    3  0.6186712  8.767277
## ASV296     106.333333 3.050846e+02         3  3  1    3  0.6186712  8.767277
## ASV308     137.666667 1.264407e+01         3  3  1    3  0.6186712  8.767277
## ASV349     245.666667 6.551506e+02         3  3  1    3  0.6186712  8.767277
## ASV364    1831.666667 9.238570e+03         3  3  1    3  0.6186712  8.767277
## ASV402      41.000000 8.229268e+01         3  3  1    3  0.6186712  8.767277
## ASV404      65.666667 1.042944e+02         3  3  1    3  0.6186712  8.767277
## ASV427     463.666667 1.097057e+03         3  3  1    3  0.6186712  8.767277
## ASV465      70.333333 4.746919e+01         3  3  1    3  0.6186712  8.767277
## ASV477     247.000000 6.772551e+02         3  3  1    3  0.6186712  8.767277
## ASV512      94.000000 4.450426e+02         3  3  1    3  0.6186712  8.767277
## ASV520    1292.000000 2.205029e+03         3  3  1    3  0.6186712  8.767277
## ASV526      98.666667 2.745878e+02         3  3  1    3  0.6186712  8.767277
## ASV542     449.333333 2.577407e+03         3  3  1    3  0.6186712  8.767277
## ASV555     419.333333 6.581129e+02         3  3  1    3  0.6186712  8.767277
## ASV568     698.000000 3.177335e+02         3  3  1    3  0.6186712  8.767277
## ASV583      92.333333 8.340072e+01         3  3  1    3  0.6186712  8.767277
## ASV630      80.666667 3.447107e+01         3  3  1    3  0.6186712  8.767277
## ASV648      50.666667 7.082895e+01         3  3  1    3  0.6186712  8.767277
## ASV651      63.333333 2.799579e+02         3  3  1    3  0.6186712  8.767277
## ASV657     780.000000 2.898941e+03         3  3  1    3  0.6186712  8.767277
## ASV675       9.000000 1.400000e+01         3  3  1    3  0.6186712  8.767277
## ASV753      22.666667 2.614706e+01         3  3  1    3  0.6186712  8.767277
## ASV759     183.000000 6.479126e+02         3  3  1    3  0.6186712  8.767277
## ASV762     167.666667 2.153121e+02         3  3  1    3  0.6186712  8.767277
## ASV764     110.333333 1.073716e+01         3  3  1    3  0.6186712  8.767277
## ASV765     919.000000 1.113123e+02         3  3  1    3  0.6186712  8.767277
## ASV799     572.333333 2.585914e+03         3  3  1    3  0.6186712  8.767277
## ASV823     138.000000 3.483043e+02         3  3  1    3  0.6186712  8.767277
## ASV852     102.666667 2.421883e+02         3  3  1    3  0.6186712  8.767277
## ASV863      21.000000 1.628571e+01         3  3  1    3  0.6186712  8.767277
## ASV885     818.666667 5.520521e+01         3  3  1    3  0.6186712  8.767277
## ASV893      85.666667 1.214786e+01         3  3  1    3  0.6186712  8.767277
## ASV909      73.666667 6.435294e+01         3  3  1    3  0.6186712  8.767277
## ASV937     755.666667 4.073395e+03         3  3  1    3  0.6186712  8.767277
## ASV945     691.666667 1.614027e+03         3  3  1    3  0.6186712  8.767277
## ASV960      75.666667 2.103260e+02         3  3  1    3  0.6186712  8.767277
## ASV962      93.333333 1.056929e+02         3  3  1    3  0.6186712  8.767277
## ASV996     201.666667 1.833355e+02         3  3  1    3  0.6186712  8.767277
## ASV999      43.333333 5.540000e+01         3  3  1    3  0.6186712  8.767277
## ASV1000    600.000000 2.914433e+02         3  3  1    3  0.6186712  8.767277
## ASV1006     59.666667 2.954190e+01         3  3  1    3  0.6186712  8.767277
## ASV1016     53.666667 1.808696e+01         3  3  1    3  0.6186712  8.767277
## ASV1037    150.333333 1.942794e+01         3  3  1    3  0.6186712  8.767277
## ASV1057    389.000000 1.346530e+01         3  3  1    3  0.6186712  8.767277
## ASV1062     73.000000 7.843836e+01         3  3  1    3  0.6186712  8.767277
## ASV1077    104.333333 1.143131e+01         3  3  1    3  0.6186712  8.767277
## ASV1098     38.000000 7.073684e+01         3  3  1    3  0.6186712  8.767277
## ASV1105     61.333333 7.830435e+01         3  3  1    3  0.6186712  8.767277
## ASV1177     21.333333 1.259375e+01         3  3  1    3  0.6186712  8.767277
## ASV1181    550.333333 4.083828e+01         3  3  1    3  0.6186712  8.767277
## ASV1190     21.666667 1.313846e+01         3  3  1    3  0.6186712  8.767277
## ASV1198     45.666667 1.009197e+02         3  3  1    3  0.6186712  8.767277
## ASV1216     29.333333 4.270455e+01         3  3  1    3  0.6186712  8.767277
## ASV1224     19.333333 2.920690e+01         3  3  1    3  0.6186712  8.767277
## ASV1246    535.666667 4.125862e+02         3  3  1    3  0.6186712  8.767277
## ASV1251     37.000000 2.210811e+01         3  3  1    3  0.6186712  8.767277
## ASV1280    136.000000 7.629265e+02         3  3  1    3  0.6186712  8.767277
## ASV1284    385.000000 1.814561e+03         3  3  1    3  0.6186712  8.767277
## ASV1323     76.666667 3.676522e+01         3  3  1    3  0.6186712  8.767277
## ASV1326    511.000000 2.779096e+03         3  3  1    3  0.6186712  8.767277
## ASV1339     58.000000 1.582069e+02         3  3  1    3  0.6186712  8.767277
## ASV1355    169.000000 7.506509e+01         3  3  1    3  0.6186712  8.767277
## ASV1358    154.000000 9.944156e+01         3  3  1    3  0.6186712  8.767277
## ASV1364    286.000000 6.119580e+01         3  3  1    3  0.6186712  8.767277
## ASV1383    506.000000 1.068937e+03         3  3  1    3  0.6186712  8.767277
## ASV1406     26.000000 4.438462e+01         3  3  1    3  0.6186712  8.767277
## ASV1437    226.333333 3.841443e+02         3  3  1    3  0.6186712  8.767277
## ASV1456     80.000000 2.110000e+01         3  3  1    3  0.6186712  8.767277
## ASV1461     54.333333 2.475583e+02         3  3  1    3  0.6186712  8.767277
## ASV1475    470.666667 2.305548e+03         3  3  1    3  0.6186712  8.767277
## ASV1476    233.666667 3.554322e+02         3  3  1    3  0.6186712  8.767277
## ASV1477     95.666667 2.346551e+02         3  3  1    3  0.6186712  8.767277
## ASV1483    338.333333 1.700296e+01         3  3  1    3  0.6186712  8.767277
## ASV1486    159.666667 2.948685e+02         3  3  1    3  0.6186712  8.767277
## ASV1501    230.666667 7.023931e+02         3  3  1    3  0.6186712  8.767277
## ASV1505     56.333333 1.123077e+01         3  3  1    3  0.6186712  8.767277
## ASV1508     63.333333 2.202105e+01         3  3  1    3  0.6186712  8.767277
## ASV1553     49.333333 8.004054e+01         3  3  1    3  0.6186712  8.767277
## ASV1578    438.333333 1.218955e+03         3  3  1    3  0.6186712  8.767277
## ASV1593     54.000000 2.870370e+01         3  3  1    3  0.6186712  8.767277
## ASV1641     69.333333 2.557308e+02         3  3  1    3  0.6186712  8.767277
## ASV1708    249.333333 1.332717e+03         3  3  1    3  0.6186712  8.767277
## ASV1709     76.333333 4.874236e+01         3  3  1    3  0.6186712  8.767277
## ASV1712    203.666667 1.548936e+01         3  3  1    3  0.6186712  8.767277
## ASV1737    204.333333 1.003188e+03         3  3  1    3  0.6186712  8.767277
## ASV1760    389.666667 1.011358e+03         3  3  1    3  0.6186712  8.767277
## ASV1764    389.000000 1.297054e+03         3  3  1    3  0.6186712  8.767277
## ASV1767     28.666667 3.323256e+01         3  3  1    3  0.6186712  8.767277
## ASV1785    323.666667 9.437508e+02         3  3  1    3  0.6186712  8.767277
## ASV1814    153.333333 3.918696e+01         3  3  1    3  0.6186712  8.767277
## ASV1827     20.000000 1.470000e+01         3  3  1    3  0.6186712  8.767277
## ASV1864     93.000000 1.456129e+02         3  3  1    3  0.6186712  8.767277
## ASV1924    351.333333 2.328121e+02         3  3  1    3  0.6186712  8.767277
## ASV1988     92.333333 2.382960e+02         3  3  1    3  0.6186712  8.767277
## ASV2008    324.333333 1.243741e+02         3  3  1    3  0.6186712  8.767277
## ASV2016     35.666667 1.908411e+01         3  3  1    3  0.6186712  8.767277
## ASV2024    159.666667 7.629186e+02         3  3  1    3  0.6186712  8.767277
## ASV2060      5.666667 1.141176e+01         3  3  1    3  0.6186712  8.767277
## ASV2062    124.666667 5.579733e+02         3  3  1    3  0.6186712  8.767277
## ASV2069    179.333333 1.449182e+02         3  3  1    3  0.6186712  8.767277
## ASV2092     16.000000 1.012500e+01         3  3  1    3  0.6186712  8.767277
## ASV2093    280.000000 3.681500e+02         3  3  1    3  0.6186712  8.767277
## ASV2131    142.333333 5.475082e+02         3  3  1    3  0.6186712  8.767277
## ASV2157    265.000000 3.288453e+02         3  3  1    3  0.6186712  8.767277
## ASV2161     45.333333 1.343529e+02         3  3  1    3  0.6186712  8.767277
## ASV2169    187.000000 2.685561e+01         3  3  1    3  0.6186712  8.767277
## ASV2218     29.666667 1.869663e+01         3  3  1    3  0.6186712  8.767277
## ASV2228     43.000000 6.897674e+01         3  3  1    3  0.6186712  8.767277
## ASV2242    220.666667 1.636344e+02         3  3  1    3  0.6186712  8.767277
## ASV2245     54.333333 3.277301e+01         3  3  1    3  0.6186712  8.767277
## ASV2250     46.333333 4.594245e+01         3  3  1    3  0.6186712  8.767277
## ASV2270    177.000000 1.831525e+02         3  3  1    3  0.6186712  8.767277
## ASV2303    100.333333 4.912292e+01         3  3  1    3  0.6186712  8.767277
## ASV2336    277.666667 2.935774e+02         3  3  1    3  0.6186712  8.767277
## ASV2370     92.000000 3.721957e+02         3  3  1    3  0.6186712  8.767277
## ASV2392     57.666667 2.668208e+01         3  3  1    3  0.6186712  8.767277
## ASV2430     58.333333 1.625600e+02         3  3  1    3  0.6186712  8.767277
## ASV2432    151.000000 1.489801e+02         3  3  1    3  0.6186712  8.767277
## ASV2444    159.666667 1.443173e+02         3  3  1    3  0.6186712  8.767277
## ASV2447     63.333333 3.683158e+01         3  3  1    3  0.6186712  8.767277
## ASV2498     29.666667 1.026966e+01         3  3  1    3  0.6186712  8.767277
## ASV2513    156.333333 6.133475e+01         3  3  1    3  0.6186712  8.767277
## ASV2573    243.333333 9.302164e+02         3  3  1    3  0.6186712  8.767277
## ASV2595     67.000000 2.262985e+02         3  3  1    3  0.6186712  8.767277
## ASV2598    119.666667 8.808357e+01         3  3  1    3  0.6186712  8.767277
## ASV2604    133.666667 1.103242e+01         3  3  1    3  0.6186712  8.767277
## ASV2624     32.000000 1.618750e+01         3  3  1    3  0.6186712  8.767277
## ASV2674     94.333333 1.689611e+02         3  3  1    3  0.6186712  8.767277
## ASV2680     29.666667 5.422472e+01         3  3  1    3  0.6186712  8.767277
## ASV2702     93.000000 2.605806e+02         3  3  1    3  0.6186712  8.767277
## ASV2704     50.666667 2.669737e+01         3  3  1    3  0.6186712  8.767277
## ASV2718    155.666667 5.668951e+01         3  3  1    3  0.6186712  8.767277
## ASV2734     30.666667 1.156522e+01         3  3  1    3  0.6186712  8.767277
## ASV2754    192.333333 1.248492e+02         3  3  1    3  0.6186712  8.767277
## ASV2757     88.333333 1.954943e+02         3  3  1    3  0.6186712  8.767277
## ASV2775     20.333333 2.088525e+01         3  3  1    3  0.6186712  8.767277
## ASV2797     26.666667 1.690000e+01         3  3  1    3  0.6186712  8.767277
## ASV2810    156.000000 3.828590e+02         3  3  1    3  0.6186712  8.767277
## ASV2913     16.000000 4.062500e+01         3  3  1    3  0.6186712  8.767277
## ASV2926    117.666667 9.253824e+01         3  3  1    3  0.6186712  8.767277
## ASV2934     28.666667 5.876744e+01         3  3  1    3  0.6186712  8.767277
## ASV2943    122.333333 2.623052e+02         3  3  1    3  0.6186712  8.767277
## ASV2953    200.666667 1.433256e+02         3  3  1    3  0.6186712  8.767277
## ASV2973     18.333333 2.556364e+01         3  3  1    3  0.6186712  8.767277
## ASV2996     47.333333 7.615493e+01         3  3  1    3  0.6186712  8.767277
## ASV2998      6.333333 1.463158e+01         3  3  1    3  0.6186712  8.767277
## ASV3021     73.000000 4.326027e+01         3  3  1    3  0.6186712  8.767277
## ASV3046    155.333333 1.196438e+02         3  3  1    3  0.6186712  8.767277
## ASV3077    154.000000 3.645325e+02         3  3  1    3  0.6186712  8.767277
## ASV3115    169.333333 1.647205e+02         3  3  1    3  0.6186712  8.767277
## ASV3125     19.666667 8.515254e+01         3  3  1    3  0.6186712  8.767277
## ASV3129      5.333333 1.287500e+01         3  3  1    3  0.6186712  8.767277
## ASV3145    172.666667 2.198494e+02         3  3  1    3  0.6186712  8.767277
## ASV3159     71.000000 2.699437e+02         3  3  1    3  0.6186712  8.767277
## ASV3199     97.666667 2.056041e+02         3  3  1    3  0.6186712  8.767277
## ASV3210     39.666667 1.942857e+01         3  3  1    3  0.6186712  8.767277
## ASV3211     47.000000 8.668085e+01         3  3  1    3  0.6186712  8.767277
## ASV3295    175.333333 2.748289e+01         3  3  1    3  0.6186712  8.767277
## ASV3321     12.333333 9.783784e+00         3  3  1    3  0.6186712  8.767277
## ASV3322    136.333333 1.799022e+01         3  3  1    3  0.6186712  8.767277
## ASV3343    160.333333 1.707609e+02         3  3  1    3  0.6186712  8.767277
## ASV3519    146.000000 1.871644e+02         3  3  1    3  0.6186712  8.767277
## ASV3520     51.333333 1.660649e+02         3  3  1    3  0.6186712  8.767277
## ASV3604    129.000000 3.664651e+02         3  3  1    3  0.6186712  8.767277
## ASV3611    113.000000 2.542301e+02         3  3  1    3  0.6186712  8.767277
## ASV3633    110.333333 1.055589e+01         3  3  1    3  0.6186712  8.767277
## ASV3661    152.000000 2.080395e+02         3  3  1    3  0.6186712  8.767277
## ASV3668     34.333333 4.627184e+01         3  3  1    3  0.6186712  8.767277
## ASV3698    137.000000 2.894599e+02         3  3  1    3  0.6186712  8.767277
## ASV3707     21.666667 1.775385e+01         3  3  1    3  0.6186712  8.767277
## ASV3759     73.000000 6.468493e+01         3  3  1    3  0.6186712  8.767277
## ASV3764     37.000000 1.328108e+02         3  3  1    3  0.6186712  8.767277
## ASV3783     91.333333 3.145255e+01         3  3  1    3  0.6186712  8.767277
## ASV3808     14.666667 3.713636e+01         3  3  1    3  0.6186712  8.767277
## ASV3820     41.000000 3.175610e+01         3  3  1    3  0.6186712  8.767277
## ASV3866    127.666667 4.415457e+02         3  3  1    3  0.6186712  8.767277
## ASV3905     99.333333 4.361544e+02         3  3  1    3  0.6186712  8.767277
## ASV3954     90.333333 4.612546e+02         3  3  1    3  0.6186712  8.767277
## ASV3957     56.666667 5.972941e+01         3  3  1    3  0.6186712  8.767277
## ASV3960    136.000000 1.106618e+02         3  3  1    3  0.6186712  8.767277
## ASV3988     69.666667 2.900478e+01         3  3  1    3  0.6186712  8.767277
## ASV4018    119.333333 1.453128e+02         3  3  1    3  0.6186712  8.767277
## ASV4038     20.000000 9.700000e+00         3  3  1    3  0.6186712  8.767277
## ASV4069     29.333333 1.734091e+01         3  3  1    3  0.6186712  8.767277
## ASV4092     85.000000 1.764941e+02         3  3  1    3  0.6186712  8.767277
## ASV4099     81.333333 9.500000e+00         3  3  1    3  0.6186712  8.767277
## ASV4185    125.333333 2.285638e+01         3  3  1    3  0.6186712  8.767277
## ASV4201     67.000000 9.110448e+01         3  3  1    3  0.6186712  8.767277
## ASV4272    103.666667 3.337878e+02         3  3  1    3  0.6186712  8.767277
## ASV4334     81.000000 1.796296e+02         3  3  1    3  0.6186712  8.767277
## ASV4337     35.000000 1.296571e+02         3  3  1    3  0.6186712  8.767277
## ASV4354     50.333333 3.645033e+01         3  3  1    3  0.6186712  8.767277
## ASV4411    102.000000 1.339608e+02         3  3  1    3  0.6186712  8.767277
## ASV4456     98.333333 1.042441e+02         3  3  1    3  0.6186712  8.767277
## ASV4500     57.333333 1.268488e+02         3  3  1    3  0.6186712  8.767277
## ASV4509    100.000000 1.110200e+02         3  3  1    3  0.6186712  8.767277
## ASV4615     62.000000 3.816129e+01         3  3  1    3  0.6186712  8.767277
## ASV4809     96.333333 1.397716e+02         3  3  1    3  0.6186712  8.767277
## ASV4810     88.333333 3.283774e+01         3  3  1    3  0.6186712  8.767277
## ASV4882     56.666667 7.815294e+01         3  3  1    3  0.6186712  8.767277
## ASV4884     85.666667 3.292607e+01         3  3  1    3  0.6186712  8.767277
## ASV5021     10.333333 9.548387e+00         3  3  1    3  0.6186712  8.767277
## ASV5029     87.000000 2.622989e+01         3  3  1    3  0.6186712  8.767277
## ASV5064     94.666667 2.422042e+02         3  3  1    3  0.6186712  8.767277
## ASV5183     19.333333 8.931034e+00         3  3  1    3  0.6186712  8.767277
## ASV5216     19.666667 4.244068e+01         3  3  1    3  0.6186712  8.767277
## ASV5235     92.666667 5.746043e+01         3  3  1    3  0.6186712  8.767277
## ASV5268     89.666667 3.404461e+01         3  3  1    3  0.6186712  8.767277
## ASV5282     47.666667 1.696084e+02         3  3  1    3  0.6186712  8.767277
## ASV5293     35.666667 2.054206e+01         3  3  1    3  0.6186712  8.767277
## ASV5358     57.000000 1.024561e+01         3  3  1    3  0.6186712  8.767277
## ASV5382     15.333333 5.508696e+01         3  3  1    3  0.6186712  8.767277
## ASV5470     87.333333 3.884733e+01         3  3  1    3  0.6186712  8.767277
## ASV5514     35.000000 4.988571e+01         3  3  1    3  0.6186712  8.767277
## ASV5527     62.000000 2.311935e+02         3  3  1    3  0.6186712  8.767277
## ASV5534     80.000000 2.889250e+02         3  3  1    3  0.6186712  8.767277
## ASV5574     59.666667 3.286369e+02         3  3  1    3  0.6186712  8.767277
## ASV5639     53.666667 1.021242e+02         3  3  1    3  0.6186712  8.767277
## ASV5657     44.666667 2.070149e+01         3  3  1    3  0.6186712  8.767277
## ASV5665     20.000000 1.210000e+01         3  3  1    3  0.6186712  8.767277
## ASV5702     35.666667 7.011215e+01         3  3  1    3  0.6186712  8.767277
## ASV5771     69.333333 4.195192e+01         3  3  1    3  0.6186712  8.767277
## ASV5783     29.666667 1.485393e+01         3  3  1    3  0.6186712  8.767277
## ASV5791     32.666667 5.597959e+01         3  3  1    3  0.6186712  8.767277
## ASV5849     54.333333 1.792761e+02         3  3  1    3  0.6186712  8.767277
## ASV5871     78.666667 4.948305e+01         3  3  1    3  0.6186712  8.767277
## ASV5993     41.666667 1.307200e+01         3  3  1    3  0.6186712  8.767277
## ASV6002      7.666667 8.956522e+00         3  3  1    3  0.6186712  8.767277
## ASV6024     75.333333 3.072566e+01         3  3  1    3  0.6186712  8.767277
## ASV6075     63.000000 4.593651e+01         3  3  1    3  0.6186712  8.767277
## ASV6083     21.666667 3.233846e+01         3  3  1    3  0.6186712  8.767277
## ASV6152     55.666667 9.500599e+01         3  3  1    3  0.6186712  8.767277
## ASV6154     30.666667 1.841304e+01         3  3  1    3  0.6186712  8.767277
## ASV6175     53.333333 1.143500e+02         3  3  1    3  0.6186712  8.767277
## ASV6180     72.666667 2.709174e+01         3  3  1    3  0.6186712  8.767277
## ASV6262     13.000000 1.953846e+01         3  3  1    3  0.6186712  8.767277
## ASV6346     66.333333 1.158794e+01         3  3  1    3  0.6186712  8.767277
## ASV6422     66.000000 4.293939e+01         3  3  1    3  0.6186712  8.767277
## ASV6458     37.333333 2.712500e+01         3  3  1    3  0.6186712  8.767277
## ASV6503      6.666667 9.700000e+00         3  3  1    3  0.6186712  8.767277
## ASV6527     30.666667 1.101739e+02         3  3  1    3  0.6186712  8.767277
## ASV6554      8.000000 9.250000e+00         3  3  1    3  0.6186712  8.767277
## ASV6614     48.333333 1.736828e+02         3  3  1    3  0.6186712  8.767277
## ASV6647     12.666667 9.210526e+00         3  3  1    3  0.6186712  8.767277
## ASV6702     19.666667 1.345763e+01         3  3  1    3  0.6186712  8.767277
## ASV6761     55.000000 1.293091e+02         3  3  1    3  0.6186712  8.767277
## ASV6773     55.333333 5.271084e+01         3  3  1    3  0.6186712  8.767277
## ASV6889     48.666667 5.976712e+01         3  3  1    3  0.6186712  8.767277
## ASV7005      9.000000 1.400000e+01         3  3  1    3  0.6186712  8.767277
## ASV7040     42.666667 6.718750e+01         3  3  1    3  0.6186712  8.767277
## ASV7096     36.000000 9.005556e+01         3  3  1    3  0.6186712  8.767277
## ASV7097     43.333333 1.136923e+01         3  3  1    3  0.6186712  8.767277
## ASV7213     29.000000 4.227586e+01         3  3  1    3  0.6186712  8.767277
## ASV7214     25.000000 1.976000e+01         3  3  1    3  0.6186712  8.767277
## ASV7298     49.666667 1.161879e+02         3  3  1    3  0.6186712  8.767277
## ASV7360     29.666667 1.121348e+01         3  3  1    3  0.6186712  8.767277
## ASV7590     53.666667 1.894410e+01         3  3  1    3  0.6186712  8.767277
## ASV7760     46.000000 1.214348e+02         3  3  1    3  0.6186712  8.767277
## ASV7762     51.666667 2.014194e+01         3  3  1    3  0.6186712  8.767277
## ASV7797     51.333333 2.218182e+01         3  3  1    3  0.6186712  8.767277
## ASV7868     45.666667 1.045109e+02         3  3  1    3  0.6186712  8.767277
## ASV8243     26.000000 2.430769e+01         3  3  1    3  0.6186712  8.767277
## ASV8275     34.000000 7.111765e+01         3  3  1    3  0.6186712  8.767277
## ASV8454     42.333333 1.223780e+02         3  3  1    3  0.6186712  8.767277
## ASV8676      8.666667 1.530769e+01         3  3  1    3  0.6186712  8.767277
## ASV8839     23.000000 3.234783e+01         3  3  1    3  0.6186712  8.767277
## ASV8974     41.333333 1.501613e+01         3  3  1    3  0.6186712  8.767277
## ASV9017      7.333333 1.263636e+01         3  3  1    3  0.6186712  8.767277
## ASV9304     28.666667 5.925581e+01         3  3  1    3  0.6186712  8.767277
## ASV9460     30.666667 3.863043e+01         3  3  1    3  0.6186712  8.767277
## ASV9750     36.666667 1.856364e+01         3  3  1    3  0.6186712  8.767277
## ASV9786      7.666667 1.104348e+01         3  3  1    3  0.6186712  8.767277
## ASV9787     16.666667 1.396000e+01         3  3  1    3  0.6186712  8.767277
## ASV9850     10.000000 1.040000e+01         3  3  1    3  0.6186712  8.767277
## ASV10293     4.666667 9.571429e+00         3  3  1    3  0.6186712  8.767277
## ASV10340    33.333333 3.374000e+01         3  3  1    3  0.6186712  8.767277
## ASV10935    10.000000 3.380000e+01         3  3  1    3  0.6186712  8.767277
## ASV11171    24.666667 2.118919e+01         3  3  1    3  0.6186712  8.767277
## ASV11172    29.666667 2.833708e+01         3  3  1    3  0.6186712  8.767277
## ASV12169    21.000000 8.771429e+01         3  3  1    3  0.6186712  8.767277
## ASV12295    22.000000 5.190909e+01         3  3  1    3  0.6186712  8.767277
## ASV12931    14.333333 1.190698e+01         3  3  1    3  0.6186712  8.767277
## ASV13590     9.333333 1.164286e+01         3  3  1    3  0.6186712  8.767277
## ASV13842    21.333333 3.621875e+01         3  3  1    3  0.6186712  8.767277
## ASV14895    17.666667 1.645283e+01         3  3  1    3  0.6186712  8.767277
## ASV14909    19.000000 4.936842e+01         3  3  1    3  0.6186712  8.767277
## ASV16991     7.000000 1.114286e+01         3  3  1    3  0.6186712  8.767277
## ASV17100     5.666667 1.141176e+01         3  3  1    3  0.6186712  8.767277
## ASV17545    14.666667 1.831818e+01         3  3  1    3  0.6186712  8.767277
## ASV17849     6.666667 9.100000e+00         3  3  1    3  0.6186712  8.767277
## ASV18897    11.000000 1.109091e+01         3  3  1    3  0.6186712  8.767277
## ASV18941     8.000000 3.675000e+01         3  3  1    3  0.6186712  8.767277
## ASV19214     6.333333 1.778947e+01         3  3  1    3  0.6186712  8.767277
## ASV20213     9.333333 2.664286e+01         3  3  1    3  0.6186712  8.767277
## ASV21255     8.666667 1.853846e+01         3  3  1    3  0.6186712  8.767277
## ASV21635     6.000000 1.233333e+01         3  3  1    3  0.6186712  8.767277
## ASV21651     7.666667 2.982609e+01         3  3  1    3  0.6186712  8.767277
## ASV23441     8.666667 1.853846e+01         3  3  1    3  0.6186712  8.767277
## ASV24194     7.000000 2.600000e+01         3  3  1    3  0.6186712  8.767277
## ASV24195     3.333333 9.800000e+00         3  3  1    3  0.6186712  8.767277
## ASV41       27.000000 1.896296e+01         2  2  1    2  0.2422036  7.224693
## ASV82       67.500000 6.969630e+01         2  2  1    2  0.2422036  7.224693
## ASV135      80.000000 2.560000e+01         2  2  1    2  0.2422036  7.224693
## ASV156    1922.500000 3.364996e+03         2  2  1    2  0.2422036  7.224693
## ASV190     128.500000 7.956809e+01         2  2  1    2  0.2422036  7.224693
## ASV193     826.500000 1.566171e+03         2  2  1    2  0.2422036  7.224693
## ASV214    3831.000000 6.315053e+03         2  2  1    2  0.2422036  7.224693
## ASV277     582.000000 9.872715e+02         2  2  1    2  0.2422036  7.224693
## ASV290     328.000000 6.088780e+02         2  2  1    2  0.2422036  7.224693
## ASV303    3557.500000 6.865231e+03         2  2  1    2  0.2422036  7.224693
## ASV317     536.000000 1.060034e+03         2  2  1    2  0.2422036  7.224693
## ASV346     122.000000 1.269508e+02         2  2  1    2  0.2422036  7.224693
## ASV351    3132.000000 5.754792e+03         2  2  1    2  0.2422036  7.224693
## ASV357      67.500000 3.325185e+01         2  2  1    2  0.2422036  7.224693
## ASV380    1437.000000 5.488991e+02         2  2  1    2  0.2422036  7.224693
## ASV412     262.500000 3.376019e+02         2  2  1    2  0.2422036  7.224693
## ASV422    2634.000000 4.825696e+03         2  2  1    2  0.2422036  7.224693
## ASV441     288.000000 5.251736e+02         2  2  1    2  0.2422036  7.224693
## ASV454     110.000000 1.891636e+02         2  2  1    2  0.2422036  7.224693
## ASV457     165.000000 2.800485e+02         2  2  1    2  0.2422036  7.224693
## ASV461      61.500000 6.732520e+01         2  2  1    2  0.2422036  7.224693
## ASV467    2370.500000 4.037255e+03         2  2  1    2  0.2422036  7.224693
## ASV470     380.000000 3.808474e+02         2  2  1    2  0.2422036  7.224693
## ASV493      21.500000 1.453488e+01         2  2  1    2  0.2422036  7.224693
## ASV513    2169.000000 2.571600e+03         2  2  1    2  0.2422036  7.224693
## ASV522      11.000000 1.163636e+01         2  2  1    2  0.2422036  7.224693
## ASV530     282.000000 3.089362e+01         2  2  1    2  0.2422036  7.224693
## ASV535    2003.000000 3.026541e+03         2  2  1    2  0.2422036  7.224693
## ASV538     104.000000 1.627692e+02         2  2  1    2  0.2422036  7.224693
## ASV550     303.500000 2.544465e+02         2  2  1    2  0.2422036  7.224693
## ASV563    1913.500000 8.699477e+01         2  2  1    2  0.2422036  7.224693
## ASV613     581.000000 9.236627e+02         2  2  1    2  0.2422036  7.224693
## ASV615     192.000000 9.600000e+01         2  2  1    2  0.2422036  7.224693
## ASV626      40.000000 3.645000e+01         2  2  1    2  0.2422036  7.224693
## ASV628      25.500000 2.982353e+01         2  2  1    2  0.2422036  7.224693
## ASV631     142.500000 9.856140e+00         2  2  1    2  0.2422036  7.224693
## ASV646      27.000000 1.251852e+01         2  2  1    2  0.2422036  7.224693
## ASV726      93.000000 1.453763e+01         2  2  1    2  0.2422036  7.224693
## ASV732      27.500000 1.325455e+01         2  2  1    2  0.2422036  7.224693
## ASV738     346.500000 6.574675e+02         2  2  1    2  0.2422036  7.224693
## ASV761     882.500000 7.234561e+00         2  2  1    2  0.2422036  7.224693
## ASV766      18.500000 2.597297e+01         2  2  1    2  0.2422036  7.224693
## ASV803      40.000000 7.605000e+01         2  2  1    2  0.2422036  7.224693
## ASV814    1335.500000 2.603433e+03         2  2  1    2  0.2422036  7.224693
## ASV815     500.000000 3.340840e+02         2  2  1    2  0.2422036  7.224693
## ASV869      37.000000 1.951351e+01         2  2  1    2  0.2422036  7.224693
## ASV876     115.500000 2.001082e+02         2  2  1    2  0.2422036  7.224693
## ASV883      92.500000 6.188649e+01         2  2  1    2  0.2422036  7.224693
## ASV899      67.000000 1.194030e+01         2  2  1    2  0.2422036  7.224693
## ASV901    1200.000000 2.308882e+03         2  2  1    2  0.2422036  7.224693
## ASV918      66.500000 1.522556e+01         2  2  1    2  0.2422036  7.224693
## ASV930     484.500000 4.108989e+02         2  2  1    2  0.2422036  7.224693
## ASV961    1080.000000 1.782150e+03         2  2  1    2  0.2422036  7.224693
## ASV985     342.000000 6.641462e+02         2  2  1    2  0.2422036  7.224693
## ASV1012    987.000000 7.053698e+02         2  2  1    2  0.2422036  7.224693
## ASV1034    313.500000 5.577193e+01         2  2  1    2  0.2422036  7.224693
## ASV1051     24.500000 2.500000e+01         2  2  1    2  0.2422036  7.224693
## ASV1059   1015.000000 1.966504e+03         2  2  1    2  0.2422036  7.224693
## ASV1094    978.000000 1.033785e+03         2  2  1    2  0.2422036  7.224693
## ASV1095     55.000000 6.414545e+01         2  2  1    2  0.2422036  7.224693
## ASV1096    976.500000 4.100819e+01         2  2  1    2  0.2422036  7.224693
## ASV1100    427.000000 8.341171e+02         2  2  1    2  0.2422036  7.224693
## ASV1110    161.500000 1.152012e+01         2  2  1    2  0.2422036  7.224693
## ASV1115     31.000000 1.651613e+01         2  2  1    2  0.2422036  7.224693
## ASV1121     40.500000 3.734568e+01         2  2  1    2  0.2422036  7.224693
## ASV1141    239.500000 1.866409e+02         2  2  1    2  0.2422036  7.224693
## ASV1199    713.500000 1.146350e+03         2  2  1    2  0.2422036  7.224693
## ASV1214    213.000000 1.490704e+02         2  2  1    2  0.2422036  7.224693
## ASV1229    538.500000 8.082535e+02         2  2  1    2  0.2422036  7.224693
## ASV1260     64.500000 3.690698e+01         2  2  1    2  0.2422036  7.224693
## ASV1281    223.500000 8.879195e+00         2  2  1    2  0.2422036  7.224693
## ASV1321     45.500000 4.089011e+01         2  2  1    2  0.2422036  7.224693
## ASV1343    765.500000 1.231306e+03         2  2  1    2  0.2422036  7.224693
## ASV1350    133.000000 1.011128e+02         2  2  1    2  0.2422036  7.224693
## ASV1352    776.500000 1.210329e+03         2  2  1    2  0.2422036  7.224693
## ASV1356    142.500000 1.713719e+02         2  2  1    2  0.2422036  7.224693
## ASV1357    775.000000 4.465961e+02         2  2  1    2  0.2422036  7.224693
## ASV1423    728.500000 1.290076e+03         2  2  1    2  0.2422036  7.224693
## ASV1426    112.500000 8.341778e+01         2  2  1    2  0.2422036  7.224693
## ASV1430    220.500000 4.011111e+01         2  2  1    2  0.2422036  7.224693
## ASV1488     49.000000 1.473469e+01         2  2  1    2  0.2422036  7.224693
## ASV1504     10.500000 1.719048e+01         2  2  1    2  0.2422036  7.224693
## ASV1515    159.500000 2.006552e+02         2  2  1    2  0.2422036  7.224693
## ASV1518    290.000000 7.175172e+01         2  2  1    2  0.2422036  7.224693
## ASV1535    199.500000 8.952632e+01         2  2  1    2  0.2422036  7.224693
## ASV1571    430.000000 8.165628e+02         2  2  1    2  0.2422036  7.224693
## ASV1600     37.500000 4.961333e+01         2  2  1    2  0.2422036  7.224693
## ASV1609    561.500000 3.026616e+02         2  2  1    2  0.2422036  7.224693
## ASV1614    135.000000 3.413333e+01         2  2  1    2  0.2422036  7.224693
## ASV1620    636.500000 7.498264e+02         2  2  1    2  0.2422036  7.224693
## ASV1647    624.000000 5.008013e+01         2  2  1    2  0.2422036  7.224693
## ASV1666     18.500000 3.310811e+01         2  2  1    2  0.2422036  7.224693
## ASV1679     72.500000 1.523448e+01         2  2  1    2  0.2422036  7.224693
## ASV1699     66.500000 9.600752e+01         2  2  1    2  0.2422036  7.224693
## ASV1726    173.500000 3.177233e+01         2  2  1    2  0.2422036  7.224693
## ASV1748    587.000000 9.498603e+02         2  2  1    2  0.2422036  7.224693
## ASV1754     48.000000 4.816667e+01         2  2  1    2  0.2422036  7.224693
## ASV1755    140.000000 1.081286e+02         2  2  1    2  0.2422036  7.224693
## ASV1759     28.500000 3.552632e+01         2  2  1    2  0.2422036  7.224693
## ASV1771     26.000000 7.692308e+00         2  2  1    2  0.2422036  7.224693
## ASV1776     45.500000 3.324176e+01         2  2  1    2  0.2422036  7.224693
## ASV1803     23.000000 1.252174e+01         2  2  1    2  0.2422036  7.224693
## ASV1815     12.500000 9.000000e+00         2  2  1    2  0.2422036  7.224693
## ASV1824    335.500000 5.933845e+02         2  2  1    2  0.2422036  7.224693
## ASV1830     87.500000 1.041429e+02         2  2  1    2  0.2422036  7.224693
## ASV1843    553.500000 2.400090e+01         2  2  1    2  0.2422036  7.224693
## ASV1873    187.000000 7.367914e+01         2  2  1    2  0.2422036  7.224693
## ASV1874     49.000000 6.861224e+01         2  2  1    2  0.2422036  7.224693
## ASV1918     19.500000 1.356410e+01         2  2  1    2  0.2422036  7.224693
## ASV1941    405.000000 2.797235e+02         2  2  1    2  0.2422036  7.224693
## ASV1972    494.000000 9.800162e+02         2  2  1    2  0.2422036  7.224693
## ASV1975    488.500000 7.447380e+02         2  2  1    2  0.2422036  7.224693
## ASV1991     22.500000 8.022222e+00         2  2  1    2  0.2422036  7.224693
## ASV1993     12.500000 2.116000e+01         2  2  1    2  0.2422036  7.224693
## ASV2005    375.000000 5.461333e+02         2  2  1    2  0.2422036  7.224693
## ASV2017     36.500000 1.152055e+01         2  2  1    2  0.2422036  7.224693
## ASV2063    486.000000 9.880658e+00         2  2  1    2  0.2422036  7.224693
## ASV2070     74.000000 1.141892e+02         2  2  1    2  0.2422036  7.224693
## ASV2080    397.000000 7.351335e+02         2  2  1    2  0.2422036  7.224693
## ASV2081     71.500000 7.418881e+01         2  2  1    2  0.2422036  7.224693
## ASV2095    127.500000 1.812745e+02         2  2  1    2  0.2422036  7.224693
## ASV2115    251.000000 4.589641e+02         2  2  1    2  0.2422036  7.224693
## ASV2134    121.500000 1.832140e+02         2  2  1    2  0.2422036  7.224693
## ASV2152    325.500000 4.903610e+02         2  2  1    2  0.2422036  7.224693
## ASV2158     19.000000 1.515789e+01         2  2  1    2  0.2422036  7.224693
## ASV2174    233.000000 1.779914e+02         2  2  1    2  0.2422036  7.224693
## ASV2206    117.500000 1.456383e+02         2  2  1    2  0.2422036  7.224693
## ASV2209     53.000000 4.622642e+01         2  2  1    2  0.2422036  7.224693
## ASV2210     53.500000 1.421495e+01         2  2  1    2  0.2422036  7.224693
## ASV2217     39.500000 3.829114e+01         2  2  1    2  0.2422036  7.224693
## ASV2241    440.000000 1.891636e+02         2  2  1    2  0.2422036  7.224693
## ASV2248    438.500000 8.413694e+02         2  2  1    2  0.2422036  7.224693
## ASV2251      8.000000 1.225000e+01         2  2  1    2  0.2422036  7.224693
## ASV2295    345.000000 5.392754e+02         2  2  1    2  0.2422036  7.224693
## ASV2309     20.000000 1.000000e+01         2  2  1    2  0.2422036  7.224693
## ASV2320    292.500000 2.831607e+02         2  2  1    2  0.2422036  7.224693
## ASV2339      9.500000 1.521053e+01         2  2  1    2  0.2422036  7.224693
## ASV2389    149.500000 2.910535e+02         2  2  1    2  0.2422036  7.224693
## ASV2418     96.000000 1.400833e+02         2  2  1    2  0.2422036  7.224693
## ASV2452     68.000000 7.650000e+01         2  2  1    2  0.2422036  7.224693
## ASV2462     21.000000 1.609524e+01         2  2  1    2  0.2422036  7.224693
## ASV2470     11.000000 1.472727e+01         2  2  1    2  0.2422036  7.224693
## ASV2502    304.000000 3.664211e+02         2  2  1    2  0.2422036  7.224693
## ASV2503     40.000000 1.620000e+01         2  2  1    2  0.2422036  7.224693
## ASV2508     25.500000 4.331373e+01         2  2  1    2  0.2422036  7.224693
## ASV2514     76.500000 1.374183e+02         2  2  1    2  0.2422036  7.224693
## ASV2567     54.000000 7.500000e+01         2  2  1    2  0.2422036  7.224693
## ASV2582      9.500000 1.521053e+01         2  2  1    2  0.2422036  7.224693
## ASV2590     44.500000 2.482022e+01         2  2  1    2  0.2422036  7.224693
## ASV2592    229.000000 3.778515e+02         2  2  1    2  0.2422036  7.224693
## ASV2600     56.000000 3.214286e+01         2  2  1    2  0.2422036  7.224693
## ASV2620    233.500000 4.630086e+02         2  2  1    2  0.2422036  7.224693
## ASV2636    256.500000 1.474172e+02         2  2  1    2  0.2422036  7.224693
## ASV2656    348.500000 8.954089e+00         2  2  1    2  0.2422036  7.224693
## ASV2658    128.500000 7.956809e+01         2  2  1    2  0.2422036  7.224693
## ASV2663    255.500000 7.289432e+01         2  2  1    2  0.2422036  7.224693
## ASV2666    242.000000 6.112397e+01         2  2  1    2  0.2422036  7.224693
## ASV2682    340.500000 2.368429e+01         2  2  1    2  0.2422036  7.224693
## ASV2687    245.000000 1.440000e+01         2  2  1    2  0.2422036  7.224693
## ASV2700    149.000000 2.481879e+01         2  2  1    2  0.2422036  7.224693
## ASV2714     90.500000 6.564088e+01         2  2  1    2  0.2422036  7.224693
## ASV2721    323.000000 3.566563e+02         2  2  1    2  0.2422036  7.224693
## ASV2742    127.500000 8.706275e+01         2  2  1    2  0.2422036  7.224693
## ASV2753    328.500000 2.546134e+02         2  2  1    2  0.2422036  7.224693
## ASV2756    167.500000 2.562657e+02         2  2  1    2  0.2422036  7.224693
## ASV2766    175.500000 5.825926e+01         2  2  1    2  0.2422036  7.224693
## ASV2813    115.500000 1.356234e+02         2  2  1    2  0.2422036  7.224693
## ASV2840     38.000000 4.426316e+01         2  2  1    2  0.2422036  7.224693
## ASV2859    313.500000 5.722504e+02         2  2  1    2  0.2422036  7.224693
## ASV2902     76.500000 7.765359e+01         2  2  1    2  0.2422036  7.224693
## ASV2947    111.000000 4.686486e+01         2  2  1    2  0.2422036  7.224693
## ASV2974     17.000000 7.529412e+00         2  2  1    2  0.2422036  7.224693
## ASV2981    170.500000 1.355572e+02         2  2  1    2  0.2422036  7.224693
## ASV2994    143.000000 1.034406e+02         2  2  1    2  0.2422036  7.224693
## ASV3009     16.500000 1.603030e+01         2  2  1    2  0.2422036  7.224693
## ASV3059     25.000000 9.680000e+00         2  2  1    2  0.2422036  7.224693
## ASV3079     80.000000 4.840000e+01         2  2  1    2  0.2422036  7.224693
## ASV3082     38.500000 6.920779e+01         2  2  1    2  0.2422036  7.224693
## ASV3109     25.000000 2.048000e+01         2  2  1    2  0.2422036  7.224693
## ASV3123     97.500000 3.881538e+01         2  2  1    2  0.2422036  7.224693
## ASV3131    133.500000 1.573970e+02         2  2  1    2  0.2422036  7.224693
## ASV3180     71.500000 2.602098e+01         2  2  1    2  0.2422036  7.224693
## ASV3212     87.500000 8.092000e+01         2  2  1    2  0.2422036  7.224693
## ASV3224    211.000000 3.791469e+02         2  2  1    2  0.2422036  7.224693
## ASV3226    255.000000 4.411765e+01         2  2  1    2  0.2422036  7.224693
## ASV3244     97.000000 1.783299e+02         2  2  1    2  0.2422036  7.224693
## ASV3246    110.500000 4.257466e+01         2  2  1    2  0.2422036  7.224693
## ASV3261    249.500000 1.791603e+02         2  2  1    2  0.2422036  7.224693
## ASV3288    227.500000 1.451626e+02         2  2  1    2  0.2422036  7.224693
## ASV3289     34.500000 2.204348e+01         2  2  1    2  0.2422036  7.224693
## ASV3310    237.000000 2.838819e+01         2  2  1    2  0.2422036  7.224693
## ASV3312    129.000000 6.350388e+01         2  2  1    2  0.2422036  7.224693
## ASV3403    150.500000 2.288704e+01         2  2  1    2  0.2422036  7.224693
## ASV3419    243.000000 2.434897e+02         2  2  1    2  0.2422036  7.224693
## ASV3426    251.000000 8.453386e+01         2  2  1    2  0.2422036  7.224693
## ASV3446    138.500000 2.384440e+02         2  2  1    2  0.2422036  7.224693
## ASV3456     97.000000 1.560619e+02         2  2  1    2  0.2422036  7.224693
## ASV3461    152.000000 2.223684e+02         2  2  1    2  0.2422036  7.224693
## ASV3479     21.000000 1.866667e+01         2  2  1    2  0.2422036  7.224693
## ASV3491     20.500000 2.051220e+01         2  2  1    2  0.2422036  7.224693
## ASV3535    211.500000 7.574704e+01         2  2  1    2  0.2422036  7.224693
## ASV3577     34.000000 1.700000e+01         2  2  1    2  0.2422036  7.224693
## ASV3588    143.500000 1.271115e+02         2  2  1    2  0.2422036  7.224693
## ASV3610    230.000000 6.733913e+01         2  2  1    2  0.2422036  7.224693
## ASV3641     43.000000 6.716279e+01         2  2  1    2  0.2422036  7.224693
## ASV3653    137.500000 1.618945e+02         2  2  1    2  0.2422036  7.224693
## ASV3666    107.000000 1.287664e+02         2  2  1    2  0.2422036  7.224693
## ASV3669    118.000000 1.525424e+01         2  2  1    2  0.2422036  7.224693
## ASV3721    223.000000 2.412197e+02         2  2  1    2  0.2422036  7.224693
## ASV3722    223.000000 2.715336e+02         2  2  1    2  0.2422036  7.224693
## ASV3727    222.500000 2.145640e+02         2  2  1    2  0.2422036  7.224693
## ASV3771    218.500000 4.211465e+02         2  2  1    2  0.2422036  7.224693
## ASV3775    183.000000 2.297814e+02         2  2  1    2  0.2422036  7.224693
## ASV3825    214.000000 3.965981e+02         2  2  1    2  0.2422036  7.224693
## ASV3826     55.500000 9.810811e+00         2  2  1    2  0.2422036  7.224693
## ASV3853    202.500000 1.605556e+02         2  2  1    2  0.2422036  7.224693
## ASV3857     51.000000 3.529412e+01         2  2  1    2  0.2422036  7.224693
## ASV3915     69.000000 9.417391e+01         2  2  1    2  0.2422036  7.224693
## ASV4003    189.000000 3.466772e+02         2  2  1    2  0.2422036  7.224693
## ASV4016     50.500000 9.514851e+00         2  2  1    2  0.2422036  7.224693
## ASV4020    111.500000 1.894619e+01         2  2  1    2  0.2422036  7.224693
## ASV4027     88.500000 1.357345e+02         2  2  1    2  0.2422036  7.224693
## ASV4028     88.000000 1.418409e+02         2  2  1    2  0.2422036  7.224693
## ASV4042     49.500000 7.645455e+01         2  2  1    2  0.2422036  7.224693
## ASV4058    174.000000 3.091494e+02         2  2  1    2  0.2422036  7.224693
## ASV4059     87.000000 1.660920e+02         2  2  1    2  0.2422036  7.224693
## ASV4094     37.500000 1.825333e+01         2  2  1    2  0.2422036  7.224693
## ASV4134     34.000000 1.905882e+01         2  2  1    2  0.2422036  7.224693
## ASV4140     27.500000 1.747273e+01         2  2  1    2  0.2422036  7.224693
## ASV4144     12.000000 1.066667e+01         2  2  1    2  0.2422036  7.224693
## ASV4168    155.500000 2.836302e+02         2  2  1    2  0.2422036  7.224693
## ASV4175     13.500000 1.070370e+01         2  2  1    2  0.2422036  7.224693
## ASV4200    143.500000 4.293031e+01         2  2  1    2  0.2422036  7.224693
## ASV4218    101.500000 8.280788e+00         2  2  1    2  0.2422036  7.224693
## ASV4265    145.500000 2.199622e+02         2  2  1    2  0.2422036  7.224693
## ASV4275    167.000000 3.142994e+02         2  2  1    2  0.2422036  7.224693
## ASV4314     14.000000 1.157143e+01         2  2  1    2  0.2422036  7.224693
## ASV4335    124.000000 1.395000e+02         2  2  1    2  0.2422036  7.224693
## ASV4371     35.000000 3.291429e+01         2  2  1    2  0.2422036  7.224693
## ASV4383    155.500000 2.798232e+02         2  2  1    2  0.2422036  7.224693
## ASV4384     71.500000 1.544755e+01         2  2  1    2  0.2422036  7.224693
## ASV4465    165.000000 2.176485e+02         2  2  1    2  0.2422036  7.224693
## ASV4562     78.500000 1.160828e+02         2  2  1    2  0.2422036  7.224693
## ASV4566     24.500000 2.793878e+01         2  2  1    2  0.2422036  7.224693
## ASV4573     27.000000 1.896296e+01         2  2  1    2  0.2422036  7.224693
## ASV4586    166.500000 1.440270e+02         2  2  1    2  0.2422036  7.224693
## ASV4596    162.500000 1.728277e+02         2  2  1    2  0.2422036  7.224693
## ASV4614    108.000000 6.016667e+01         2  2  1    2  0.2422036  7.224693
## ASV4616    165.000000 1.687758e+02         2  2  1    2  0.2422036  7.224693
## ASV4658    139.000000 1.969784e+01         2  2  1    2  0.2422036  7.224693
## ASV4664    121.500000 4.889300e+01         2  2  1    2  0.2422036  7.224693
## ASV4667     78.500000 5.508917e+01         2  2  1    2  0.2422036  7.224693
## ASV4680    119.500000 2.353556e+01         2  2  1    2  0.2422036  7.224693
## ASV4738     48.000000 2.400000e+01         2  2  1    2  0.2422036  7.224693
## ASV4767    158.000000 7.911392e+00         2  2  1    2  0.2422036  7.224693
## ASV4768    158.000000 2.924557e+02         2  2  1    2  0.2422036  7.224693
## ASV4781    121.000000 3.347107e+01         2  2  1    2  0.2422036  7.224693
## ASV4851    154.500000 8.417476e+00         2  2  1    2  0.2422036  7.224693
## ASV4870     98.000000 1.175510e+01         2  2  1    2  0.2422036  7.224693
## ASV4885     35.000000 4.805714e+01         2  2  1    2  0.2422036  7.224693
## ASV4904    101.000000 4.190099e+01         2  2  1    2  0.2422036  7.224693
## ASV4905     30.500000 5.706557e+01         2  2  1    2  0.2422036  7.224693
## ASV4910    131.000000 2.501374e+02         2  2  1    2  0.2422036  7.224693
## ASV4980      5.500000 7.363636e+00         2  2  1    2  0.2422036  7.224693
## ASV4996     90.000000 1.458000e+02         2  2  1    2  0.2422036  7.224693
## ASV4997     54.500000 3.413761e+01         2  2  1    2  0.2422036  7.224693
## ASV5044     33.500000 1.828358e+01         2  2  1    2  0.2422036  7.224693
## ASV5100     14.500000 1.520690e+01         2  2  1    2  0.2422036  7.224693
## ASV5103     37.000000 5.886486e+01         2  2  1    2  0.2422036  7.224693
## ASV5141      8.000000 1.225000e+01         2  2  1    2  0.2422036  7.224693
## ASV5147    142.500000 1.937719e+02         2  2  1    2  0.2422036  7.224693
## ASV5170    118.000000 1.084746e+02         2  2  1    2  0.2422036  7.224693
## ASV5214     36.500000 2.302740e+01         2  2  1    2  0.2422036  7.224693
## ASV5215    119.000000 6.050420e+01         2  2  1    2  0.2422036  7.224693
## ASV5223     89.500000 2.507821e+01         2  2  1    2  0.2422036  7.224693
## ASV5292    135.000000 1.423704e+01         2  2  1    2  0.2422036  7.224693
## ASV5312     42.500000 1.789412e+01         2  2  1    2  0.2422036  7.224693
## ASV5359    106.500000 3.718779e+01         2  2  1    2  0.2422036  7.224693
## ASV5395    133.000000 1.414887e+02         2  2  1    2  0.2422036  7.224693
## ASV5436     41.500000 1.013253e+01         2  2  1    2  0.2422036  7.224693
## ASV5469    131.000000 2.322137e+01         2  2  1    2  0.2422036  7.224693
## ASV5480    109.500000 1.736301e+02         2  2  1    2  0.2422036  7.224693
## ASV5504    102.000000 1.623725e+02         2  2  1    2  0.2422036  7.224693
## ASV5512     12.500000 1.156000e+01         2  2  1    2  0.2422036  7.224693
## ASV5548     89.000000 1.511011e+02         2  2  1    2  0.2422036  7.224693
## ASV5682     57.500000 7.847826e+01         2  2  1    2  0.2422036  7.224693
## ASV5734     62.000000 8.064516e+01         2  2  1    2  0.2422036  7.224693
## ASV5760    102.000000 3.970588e+01         2  2  1    2  0.2422036  7.224693
## ASV5774    113.000000 1.339646e+02         2  2  1    2  0.2422036  7.224693
## ASV5850     29.000000 1.165517e+01         2  2  1    2  0.2422036  7.224693
## ASV5863    118.000000 8.544068e+01         2  2  1    2  0.2422036  7.224693
## ASV5901    117.000000 2.600000e+01         2  2  1    2  0.2422036  7.224693
## ASV5919    102.000000 3.137255e+01         2  2  1    2  0.2422036  7.224693
## ASV5988     28.500000 3.552632e+01         2  2  1    2  0.2422036  7.224693
## ASV6006     78.000000 1.476923e+01         2  2  1    2  0.2422036  7.224693
## ASV6139    110.000000 1.747273e+01         2  2  1    2  0.2422036  7.224693
## ASV6155    101.500000 7.697044e+01         2  2  1    2  0.2422036  7.224693
## ASV6192     32.500000 1.675385e+01         2  2  1    2  0.2422036  7.224693
## ASV6263     38.000000 4.126316e+01         2  2  1    2  0.2422036  7.224693
## ASV6296     18.500000 9.756757e+00         2  2  1    2  0.2422036  7.224693
## ASV6311     98.500000 4.390355e+01         2  2  1    2  0.2422036  7.224693
## ASV6312     43.500000 6.465517e+01         2  2  1    2  0.2422036  7.224693
## ASV6322     87.500000 1.856571e+01         2  2  1    2  0.2422036  7.224693
## ASV6340    105.000000 1.601905e+01         2  2  1    2  0.2422036  7.224693
## ASV6368     96.500000 1.683420e+01         2  2  1    2  0.2422036  7.224693
## ASV6384     48.500000 2.087629e+01         2  2  1    2  0.2422036  7.224693
## ASV6407     70.500000 5.617730e+01         2  2  1    2  0.2422036  7.224693
## ASV6408     69.500000 2.020863e+01         2  2  1    2  0.2422036  7.224693
## ASV6508     24.000000 1.408333e+01         2  2  1    2  0.2422036  7.224693
## ASV6509    101.000000 8.110891e+01         2  2  1    2  0.2422036  7.224693
## ASV6539     88.500000 1.155311e+02         2  2  1    2  0.2422036  7.224693
## ASV6564     32.000000 7.562500e+00         2  2  1    2  0.2422036  7.224693
## ASV6590     99.000000 3.232323e+01         2  2  1    2  0.2422036  7.224693
## ASV6632     49.500000 3.758586e+01         2  2  1    2  0.2422036  7.224693
## ASV6659     67.000000 2.510448e+01         2  2  1    2  0.2422036  7.224693
## ASV6700     96.500000 1.927979e+01         2  2  1    2  0.2422036  7.224693
## ASV6764     95.500000 2.492670e+01         2  2  1    2  0.2422036  7.224693
## ASV6858     21.500000 2.848837e+01         2  2  1    2  0.2422036  7.224693
## ASV6888     37.500000 3.468000e+01         2  2  1    2  0.2422036  7.224693
## ASV6917     86.500000 9.716763e+00         2  2  1    2  0.2422036  7.224693
## ASV6935     31.500000 4.801587e+01         2  2  1    2  0.2422036  7.224693
## ASV7009     27.500000 1.529091e+01         2  2  1    2  0.2422036  7.224693
## ASV7063      9.000000 1.422222e+01         2  2  1    2  0.2422036  7.224693
## ASV7142     88.000000 4.602273e+01         2  2  1    2  0.2422036  7.224693
## ASV7162     23.000000 2.513043e+01         2  2  1    2  0.2422036  7.224693
## ASV7173     44.500000 1.376404e+01         2  2  1    2  0.2422036  7.224693
## ASV7184     87.000000 1.362989e+02         2  2  1    2  0.2422036  7.224693
## ASV7210     62.500000 8.712000e+00         2  2  1    2  0.2422036  7.224693
## ASV7239     83.000000 1.506024e+01         2  2  1    2  0.2422036  7.224693
## ASV7307     63.000000 4.346032e+01         2  2  1    2  0.2422036  7.224693
## ASV7324     84.500000 1.078402e+02         2  2  1    2  0.2422036  7.224693
## ASV7392      9.500000 8.894737e+00         2  2  1    2  0.2422036  7.224693
## ASV7425     19.500000 1.356410e+01         2  2  1    2  0.2422036  7.224693
## ASV7427     40.000000 6.845000e+01         2  2  1    2  0.2422036  7.224693
## ASV7453     82.500000 2.720606e+01         2  2  1    2  0.2422036  7.224693
## ASV7455     82.500000 1.170970e+02         2  2  1    2  0.2422036  7.224693
## ASV7491     82.000000 2.051220e+01         2  2  1    2  0.2422036  7.224693
## ASV7496     60.500000 4.900000e+01         2  2  1    2  0.2422036  7.224693
## ASV7610     41.500000 2.227711e+01         2  2  1    2  0.2422036  7.224693
## ASV7613     66.000000 2.912121e+01         2  2  1    2  0.2422036  7.224693
## ASV7646     79.500000 6.415723e+01         2  2  1    2  0.2422036  7.224693
## ASV7670     67.500000 1.014074e+01         2  2  1    2  0.2422036  7.224693
## ASV7731     28.500000 1.910526e+01         2  2  1    2  0.2422036  7.224693
## ASV7757     57.500000 5.426957e+01         2  2  1    2  0.2422036  7.224693
## ASV7820     69.500000 2.855396e+01         2  2  1    2  0.2422036  7.224693
## ASV7826     37.500000 1.825333e+01         2  2  1    2  0.2422036  7.224693
## ASV7881     11.500000 1.917391e+01         2  2  1    2  0.2422036  7.224693
## ASV7888     30.500000 7.229508e+00         2  2  1    2  0.2422036  7.224693
## ASV8058     22.500000 9.800000e+00         2  2  1    2  0.2422036  7.224693
## ASV8231     36.000000 2.222222e+01         2  2  1    2  0.2422036  7.224693
## ASV8407     26.000000 1.507692e+01         2  2  1    2  0.2422036  7.224693
## ASV8409     45.000000 3.240000e+01         2  2  1    2  0.2422036  7.224693
## ASV8415      7.500000 1.126667e+01         2  2  1    2  0.2422036  7.224693
## ASV8453     48.000000 5.704167e+01         2  2  1    2  0.2422036  7.224693
## ASV8577     17.500000 1.260000e+01         2  2  1    2  0.2422036  7.224693
## ASV8623     66.000000 3.712121e+01         2  2  1    2  0.2422036  7.224693
## ASV8664     41.500000 1.013253e+01         2  2  1    2  0.2422036  7.224693
## ASV8747     64.500000 4.360465e+01         2  2  1    2  0.2422036  7.224693
## ASV8748     49.000000 3.922449e+01         2  2  1    2  0.2422036  7.224693
## ASV8794     20.000000 1.960000e+01         2  2  1    2  0.2422036  7.224693
## ASV8845     63.500000 1.152835e+02         2  2  1    2  0.2422036  7.224693
## ASV8921     54.000000 7.837037e+01         2  2  1    2  0.2422036  7.224693
## ASV9099     51.500000 7.014563e+01         2  2  1    2  0.2422036  7.224693
## ASV9132     15.500000 7.258065e+00         2  2  1    2  0.2422036  7.224693
## ASV9147     60.500000 9.819008e+01         2  2  1    2  0.2422036  7.224693
## ASV9305     42.000000 2.976190e+01         2  2  1    2  0.2422036  7.224693
## ASV9446     13.500000 1.337037e+01         2  2  1    2  0.2422036  7.224693
## ASV9508     24.500000 1.275510e+01         2  2  1    2  0.2422036  7.224693
## ASV9514     51.500000 5.173786e+01         2  2  1    2  0.2422036  7.224693
## ASV9515     30.500000 1.378689e+01         2  2  1    2  0.2422036  7.224693
## ASV9565     11.500000 9.782609e+00         2  2  1    2  0.2422036  7.224693
## ASV9572     45.000000 7.840000e+01         2  2  1    2  0.2422036  7.224693
## ASV9639     56.000000 6.003571e+01         2  2  1    2  0.2422036  7.224693
## ASV9659     56.000000 1.157143e+01         2  2  1    2  0.2422036  7.224693
## ASV9802     39.500000 4.406329e+01         2  2  1    2  0.2422036  7.224693
## ASV9862     42.500000 6.617647e+01         2  2  1    2  0.2422036  7.224693
## ASV9960      5.500000 7.363636e+00         2  2  1    2  0.2422036  7.224693
## ASV10212    51.000000 5.082353e+01         2  2  1    2  0.2422036  7.224693
## ASV10349    31.500000 9.920635e+00         2  2  1    2  0.2422036  7.224693
## ASV10650    45.000000 1.440000e+01         2  2  1    2  0.2422036  7.224693
## ASV10651    48.000000 2.016667e+01         2  2  1    2  0.2422036  7.224693
## ASV10674    48.000000 2.604167e+01         2  2  1    2  0.2422036  7.224693
## ASV10743    47.500000 2.527368e+01         2  2  1    2  0.2422036  7.224693
## ASV10791    43.500000 2.327586e+01         2  2  1    2  0.2422036  7.224693
## ASV10848    25.500000 3.625490e+01         2  2  1    2  0.2422036  7.224693
## ASV11278    17.000000 1.176471e+01         2  2  1    2  0.2422036  7.224693
## ASV11369    43.500000 2.125287e+01         2  2  1    2  0.2422036  7.224693
## ASV11524    38.500000 1.975325e+01         2  2  1    2  0.2422036  7.224693
## ASV11562    31.000000 1.090323e+01         2  2  1    2  0.2422036  7.224693
## ASV11619    25.500000 2.982353e+01         2  2  1    2  0.2422036  7.224693
## ASV11705    26.500000 4.167925e+01         2  2  1    2  0.2422036  7.224693
## ASV11712    41.500000 4.781928e+01         2  2  1    2  0.2422036  7.224693
## ASV11715    41.500000 4.781928e+01         2  2  1    2  0.2422036  7.224693
## ASV11795    41.000000 4.995122e+01         2  2  1    2  0.2422036  7.224693
## ASV12071    10.000000 1.620000e+01         2  2  1    2  0.2422036  7.224693
## ASV12297    38.500000 1.248052e+01         2  2  1    2  0.2422036  7.224693
## ASV12301    20.500000 1.524390e+01         2  2  1    2  0.2422036  7.224693
## ASV12422    38.000000 7.578947e+00         2  2  1    2  0.2422036  7.224693
## ASV12488    23.000000 1.252174e+01         2  2  1    2  0.2422036  7.224693
## ASV12607    37.000000 3.940541e+01         2  2  1    2  0.2422036  7.224693
## ASV12915    22.500000 3.735556e+01         2  2  1    2  0.2422036  7.224693
## ASV13178    34.500000 1.392754e+01         2  2  1    2  0.2422036  7.224693
## ASV13388    13.000000 1.538462e+01         2  2  1    2  0.2422036  7.224693
## ASV13430    33.500000 4.514925e+01         2  2  1    2  0.2422036  7.224693
## ASV13569    33.000000 1.024242e+01         2  2  1    2  0.2422036  7.224693
## ASV13610    28.500000 1.910526e+01         2  2  1    2  0.2422036  7.224693
## ASV13688     9.500000 1.521053e+01         2  2  1    2  0.2422036  7.224693
## ASV13810     6.500000 9.307692e+00         2  2  1    2  0.2422036  7.224693
## ASV14035    31.500000 4.128571e+01         2  2  1    2  0.2422036  7.224693
## ASV14149    24.000000 2.133333e+01         2  2  1    2  0.2422036  7.224693
## ASV14165    31.000000 4.361290e+01         2  2  1    2  0.2422036  7.224693
## ASV14187    31.000000 2.329032e+01         2  2  1    2  0.2422036  7.224693
## ASV14287    30.500000 1.575410e+01         2  2  1    2  0.2422036  7.224693
## ASV14586    10.500000 1.071429e+01         2  2  1    2  0.2422036  7.224693
## ASV14599     7.500000 8.066667e+00         2  2  1    2  0.2422036  7.224693
## ASV14620    29.500000 8.966102e+00         2  2  1    2  0.2422036  7.224693
## ASV14789    11.000000 8.909091e+00         2  2  1    2  0.2422036  7.224693
## ASV14908    28.500000 4.212281e+01         2  2  1    2  0.2422036  7.224693
## ASV15080    28.000000 2.314286e+01         2  2  1    2  0.2422036  7.224693
## ASV15286     9.500000 1.521053e+01         2  2  1    2  0.2422036  7.224693
## ASV15658     6.500000 9.307692e+00         2  2  1    2  0.2422036  7.224693
## ASV15980    24.000000 2.408333e+01         2  2  1    2  0.2422036  7.224693
## ASV16412    24.500000 2.793878e+01         2  2  1    2  0.2422036  7.224693
## ASV16429    24.500000 1.961224e+01         2  2  1    2  0.2422036  7.224693
## ASV17293    22.500000 9.800000e+00         2  2  1    2  0.2422036  7.224693
## ASV17535    22.000000 1.781818e+01         2  2  1    2  0.2422036  7.224693
## ASV17801    13.500000 8.333333e+00         2  2  1    2  0.2422036  7.224693
## ASV18898    19.500000 2.792308e+01         2  2  1    2  0.2422036  7.224693
## ASV19836     9.000000 1.422222e+01         2  2  1    2  0.2422036  7.224693
## ASV20128     7.000000 1.028571e+01         2  2  1    2  0.2422036  7.224693
## ASV20186    17.500000 1.785714e+01         2  2  1    2  0.2422036  7.224693
## ASV20217    12.000000 8.166667e+00         2  2  1    2  0.2422036  7.224693
## ASV21636    15.500000 1.422581e+01         2  2  1    2  0.2422036  7.224693
## ASV21729    10.500000 1.071429e+01         2  2  1    2  0.2422036  7.224693
## ASV22177    15.000000 1.333333e+01         2  2  1    2  0.2422036  7.224693
## ASV22459    10.000000 9.800000e+00         2  2  1    2  0.2422036  7.224693
## ASV24077    12.000000 2.016667e+01         2  2  1    2  0.2422036  7.224693
## ASV24694     7.000000 1.028571e+01         2  2  1    2  0.2422036  7.224693
## ASV25296     7.500000 8.066667e+00         2  2  1    2  0.2422036  7.224693
## ASV26608    11.000000 1.472727e+01         2  2  1    2  0.2422036  7.224693
## ASV30867     7.500000 1.126667e+01         2  2  1    2  0.2422036  7.224693
##          prob               Class                           Genus
## ASV1     0.95         Bacteroidia                    Prevotella_9
## ASV7     0.95 Gammaproteobacteria                  Photobacterium
## ASV4     0.95         Bacteroidia                    Prevotella_9
## ASV56    0.95          Clostridia                      Romboutsia
## ASV13    0.95          Clostridia                Faecalibacterium
## ASV30    0.95          Clostridia                Faecalibacterium
## ASV68    0.95          Clostridia                Faecalibacterium
## ASV84    0.95          Clostridia                Fusicatenibacter
## ASV76    0.95          Clostridia                         Blautia
## ASV110   0.95          Clostridia                         Blautia
## ASV112   0.95         Bacteroidia                 Parabacteroides
## ASV5     0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV44    0.95          Clostridia                Faecalibacterium
## ASV48    0.95          Clostridia                    Agathobacter
## ASV74    0.95 Gammaproteobacteria            Escherichia-Shigella
## ASV140   0.95          Clostridia                         Blautia
## ASV217   0.95          Clostridia                         Blautia
## ASV40    0.95 Gammaproteobacteria                          Vibrio
## ASV75    0.95             Bacilli     Erysipelotrichaceae UCG-003
## ASV414   0.95          Clostridia                         Blautia
## ASV29    0.95       Negativicutes                       Megamonas
## ASV37    0.95       Negativicutes           Phascolarctobacterium
## ASV87    0.95             Bacilli                   Streptococcus
## ASV115   0.95          Clostridia                           Dorea
## ASV182   0.95 Gammaproteobacteria                            <NA>
## ASV219   0.95          Clostridia                         Blautia
## ASV253   0.95          Clostridia                         Blautia
## ASV263   0.95          Clostridia                           Dorea
## ASV107   0.95         Bacteroidia                     Bacteroides
## ASV211   0.95          Clostridia                         Blautia
## ASV276   0.95          Clostridia                     Coprococcus
## ASV280   0.95          Clostridia               Lachnoclostridium
## ASV9     0.95         Bacteroidia                    Prevotella_9
## ASV17    0.95       Negativicutes                       Megamonas
## ASV244   0.95          Clostridia               Lachnoclostridium
## ASV279   0.95          Clostridia                    Anaerostipes
## ASV1188  0.95          Clostridia               Lachnoclostridium
## ASV105   0.95         Bacteroidia                     Bacteroides
## ASV120   0.95          Clostridia    [Ruminococcus] torques group
## ASV185   0.95          Clostridia                       Roseburia
## ASV205   0.95         Bacteroidia                            <NA>
## ASV377   0.95          Clostridia               Lachnoclostridium
## ASV23    0.95 Gammaproteobacteria                  Photobacterium
## ASV181   0.95          Clostridia                 Subdoligranulum
## ASV469   0.95          Clostridia         Lachnospiraceae UCG-004
## ASV729   0.95          Clostridia                         Blautia
## ASV737   0.95         Bacteroidia                     Bacteroides
## ASV14    0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV11    0.95 Alphaproteobacteria                        Ruegeria
## ASV15    0.95      Cyanobacteriia            Synechococcus CC9902
## ASV18    0.95 Gammaproteobacteria                          Vibrio
## ASV53    0.95             Bacilli                    Holdemanella
## ASV60    0.95      Cyanobacteriia            Synechococcus CC9902
## ASV108   0.95         Bacteroidia                     Bacteroides
## ASV136   0.95         Bacteroidia                     Bacteroides
## ASV153   0.95          Clostridia                         UCG-002
## ASV281   0.95          Clostridia                       Roseburia
## ASV545   0.95          Clostridia                         Blautia
## ASV34    0.95         Bacteroidia                      Prevotella
## ASV71    0.95             Bacilli                 Catenibacterium
## ASV77    0.95      Cyanobacteriia            Synechococcus CC9902
## ASV79    0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV144   0.95 Alphaproteobacteria                        Nautella
## ASV373   0.95          Clostridia     Clostridium sensu stricto 1
## ASV817   0.95         Bacteroidia                     Odoribacter
## ASV1286  0.95       Negativicutes                     Allisonella
## ASV16    0.95         Bacteroidia                    Prevotella_9
## ASV106   0.95 Gammaproteobacteria                      Sutterella
## ASV220   0.95          Clostridia    [Ruminococcus] torques group
## ASV237   0.95         Bacteroidia                    Prevotella_9
## ASV261   0.95          Clostridia                       Roseburia
## ASV275   0.95         Bacteroidia                    Prevotella_9
## ASV295   0.95          Clostridia                            <NA>
## ASV716   0.95          Clostridia   Lachnospiraceae NK4A136 group
## ASV1604  0.95          Clostridia                            <NA>
## ASV1644  0.95          Clostridia                  Marvinbryantia
## ASV32    0.95         Bacteroidia                      Prevotella
## ASV39    0.95         Bacteroidia                     Bacteroides
## ASV51    0.95         Bacteroidia                      Prevotella
## ASV350   0.95          Clostridia                 Subdoligranulum
## ASV1667  0.95          Clostridia                            <NA>
## ASV4648  0.95          Clostridia                  Flavonifractor
## ASV6     0.95             Bacilli        Candidatus Bacilloplasma
## ASV24    0.95          Clostridia                 Paraclostridium
## ASV33    0.95       Fusobacteriia                   Cetobacterium
## ASV35    0.95         Bacteroidia                    Prevotella_9
## ASV46    0.95         Bacteroidia                    Prevotella_9
## ASV121   0.95             Bacilli                     Lactococcus
## ASV223   0.95      Actinobacteria                 Bifidobacterium
## ASV431   0.95          Clostridia     [Ruminococcus] gnavus group
## ASV663   0.95         Bacteroidia                     Bacteroides
## ASV712   0.95             Bacilli                   Streptococcus
## ASV1305  0.95          Clostridia               Lachnoclostridium
## ASV4750  0.95          Clostridia                 Subdoligranulum
## ASV12    0.95 Alphaproteobacteria                          HIMB11
## ASV59    0.95      Cyanobacteriia            Synechococcus CC9902
## ASV347   0.95          Clostridia [Ruminococcus] gauvreauii group
## ASV549   0.95          Clostridia                  Butyricicoccus
## ASV674   0.95          Clostridia     Clostridium sensu stricto 1
## ASV691   0.95          Clostridia                   Oscillibacter
## ASV706   0.95          Clostridia                          CAG-56
## ASV834   0.95          Clostridia         Lachnospiraceae UCG-010
## ASV1013  0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV1244  0.95          Clostridia               Lachnoclostridium
## ASV1890  0.95          Clostridia                Colidextribacter
## ASV3049  0.95         Bacteroidia                            <NA>
## ASV20    0.95      Cyanobacteriia            Synechococcus CC9902
## ASV38    0.95       Fusobacteriia                   Fusobacterium
## ASV72    0.95             Bacilli                     Macrococcus
## ASV90    0.95             Bacilli                      Vagococcus
## ASV113   0.95      Cyanobacteriia            Synechococcus CC9902
## ASV167   0.95             Bacilli                       Weissella
## ASV189   0.95         Bacteroidia                            <NA>
## ASV426   0.95         Bacteroidia                     Bacteroides
## ASV871   0.95          Clostridia                 Subdoligranulum
## ASV1794  0.95          Clostridia                     Coprococcus
## ASV6276  0.95          Clostridia                     Lachnospira
## ASV27    0.95      Cyanobacteriia                            <NA>
## ASV28    0.95 Alphaproteobacteria                        Clade Ia
## ASV36    0.95         Bacteroidia                      Prevotella
## ASV64    0.95             Bacilli                    Holdemanella
## ASV85    0.95         Bacteroidia                      Prevotella
## ASV145   0.95         Bacteroidia                     Bacteroides
## ASV147   0.95         Bacteroidia                 Cloacibacterium
## ASV169   0.95          Clostridia                Peptoclostridium
## ASV234   0.95 Gammaproteobacteria                      Sutterella
## ASV260   0.95             Bacilli                     Lactococcus
## ASV344   0.95         Bacteroidia                    Prevotella_9
## ASV355   0.95          Clostridia                     Lachnospira
## ASV391   0.95         Bacteroidia                     Bacteroides
## ASV495   0.95          Clostridia                         Blautia
## ASV886   0.95         Bacteroidia                    Prevotella_7
## ASV950   0.95          Clostridia                  Flavonifractor
## ASV1126  0.95          Clostridia    [Ruminococcus] torques group
## ASV1714  0.95          Clostridia                            <NA>
## ASV2074  0.95          Clostridia         Lachnospiraceae UCG-010
## ASV2195  0.95          Clostridia                     Coprococcus
## ASV3481  0.95          Clostridia                 Intestinibacter
## ASV22    0.95         Bacteroidia                            <NA>
## ASV66    0.95         Bacteroidia                    Prevotella_9
## ASV73    0.95      Actinobacteria                   Cutibacterium
## ASV99    0.95 Alphaproteobacteria                        Ruegeria
## ASV199   0.95      Cyanobacteriia            Synechococcus CC9902
## ASV250   0.95          Clostridia                Faecalibacterium
## ASV315   0.95          Clostridia     Clostridium sensu stricto 1
## ASV430   0.95          Clostridia                            <NA>
## ASV571   0.95 Alphaproteobacteria                          Shimia
## ASV590   0.95 Alphaproteobacteria                        Ruegeria
## ASV704   0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV1312  0.95         Bacteroidia                NS5 marine group
## ASV2836  0.95          Clostridia                  Incertae Sedis
## ASV3178  0.95          Clostridia                  Intestinimonas
## ASV4626  0.95 Gammaproteobacteria                      Sutterella
## ASV54    0.95         Bacteroidia                    Roseimarinus
## ASV57    0.95         Bacteroidia                    Prevotella_9
## ASV63    0.95    Desulfovibrionia                   Desulfovibrio
## ASV70    0.95         Bacteroidia                  Alloprevotella
## ASV86    0.95 Alphaproteobacteria                        Clade Ia
## ASV88    0.95             Bacilli                  Carnobacterium
## ASV129   0.95      Cyanobacteriia            Synechococcus CC9902
## ASV161   0.95         Bacteroidia                  Alloprevotella
## ASV173   0.95 Gammaproteobacteria                   Acinetobacter
## ASV186   0.95             Bacilli                      Vagococcus
## ASV191   0.95          Clostridia                      Finegoldia
## ASV298   0.95 Gammaproteobacteria                      Sutterella
## ASV610   0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV757   0.95         Bacteroidia                      Prevotella
## ASV851   0.95         Bacteroidia                 Parabacteroides
## ASV1133  0.95         Bacteroidia                  Paraprevotella
## ASV1639  0.95 Alphaproteobacteria                 Aliiroseovarius
## ASV2400  0.95          Clostridia                  Incertae Sedis
## ASV2761  0.95          Clostridia                            <NA>
## ASV2967  0.95          Clostridia                Colidextribacter
## ASV6120  0.95          Clostridia                          CAG-56
## ASV21    0.95          Clostridia     Clostridium sensu stricto 4
## ASV96    0.95      Cyanobacteriia                            <NA>
## ASV111   0.95          Clostridia                      Romboutsia
## ASV162   0.95          Clostridia              Peptostreptococcus
## ASV259   0.95         Bacteroidia                            <NA>
## ASV360   0.95             Bacilli                   Streptococcus
## ASV376   0.95          Clostridia                            <NA>
## ASV383   0.95         Bacteroidia                 Parabacteroides
## ASV398   0.95          Clostridia                       Roseburia
## ASV417   0.95          Clostridia                    Ruminococcus
## ASV498   0.95          Clostridia                         UCG-002
## ASV664   0.95          Clostridia                         UCG-003
## ASV718   0.95          Clostridia     Clostridium sensu stricto 1
## ASV748   0.95          Clostridia                            <NA>
## ASV801   0.95          Clostridia     [Eubacterium] eligens group
## ASV846   0.95          Clostridia                     Lachnospira
## ASV872   0.95          Clostridia      [Eubacterium] hallii group
## ASV946   0.95         Bacteroidia          Prevotellaceae UCG-003
## ASV1047  0.95          Clostridia      [Eubacterium] hallii group
## ASV1192  0.95         Bacteroidia                            <NA>
## ASV1259  0.95         Bacteroidia                            <NA>
## ASV1576  0.95          Clostridia   Lachnospiraceae NK4A136 group
## ASV1859  0.95             Bacilli                    Holdemanella
## ASV2026  0.95          Clostridia                Negativibacillus
## ASV2811  0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV3459  0.95 Alphaproteobacteria                          HIMB11
## ASV4861  0.95          Clostridia                            <NA>
## ASV5270  0.95         Bacteroidia                     Bacteroides
## ASV6962  0.95          Clostridia                            <NA>
## ASV47    0.95             Bacilli                 Exiguobacterium
## ASV49    0.95 Gammaproteobacteria                   Succinivibrio
## ASV95    0.95 Alphaproteobacteria                            <NA>
## ASV119   0.95 Alphaproteobacteria                          HIMB11
## ASV208   0.95 Gammaproteobacteria                      OM43 clade
## ASV267   0.95             Bacilli                   Streptococcus
## ASV366   0.95         Bacteroidia                       Spirosoma
## ASV371   0.95 Gammaproteobacteria                      Sutterella
## ASV428   0.95         Bacteroidia                            <NA>
## ASV436   0.95          Clostridia                         Blautia
## ASV442   0.95 Gammaproteobacteria                      Acidovorax
## ASV598   0.95 Alphaproteobacteria                        Clade Ia
## ASV634   0.95         Bacteroidia                NS5 marine group
## ASV949   0.95          Clostridia                            <NA>
## ASV966   0.95 Gammaproteobacteria                      Sutterella
## ASV991   0.95         Bacteroidia                     Bacteroides
## ASV1271  0.95    Desulfovibrionia                       Bilophila
## ASV1276  0.95      Coriobacteriia                     Collinsella
## ASV1591  0.95          Clostridia      [Eubacterium] hallii group
## ASV1692  0.95          Clostridia      [Eubacterium] hallii group
## ASV2330  0.95         Bacteroidia                       Alistipes
## ASV2577  0.95          Clostridia                Negativibacillus
## ASV3213  0.95             Bacilli                   Streptococcus
## ASV3428  0.95          Clostridia                      Tuzzerella
## ASV5767  0.95 Alphaproteobacteria                            <NA>
## ASV8380  0.95          Clostridia               Lachnoclostridium
## ASV26    0.95         Bacteroidia                      Fluviicola
## ASV42    0.95 Gammaproteobacteria                   Succinivibrio
## ASV61    0.95         Bacteroidia                      Prevotella
## ASV62    0.95      Cyanobacteriia                            <NA>
## ASV102   0.95 Gammaproteobacteria                   Enhydrobacter
## ASV116   0.95          Clostridia                      Romboutsia
## ASV117   0.95         Bacteroidia                NS5 marine group
## ASV132   0.95         Bacteroidia                            <NA>
## ASV143   0.95         Bacteroidia                   Marinoscillum
## ASV150   0.95 Alphaproteobacteria                            <NA>
## ASV151   0.95 Gammaproteobacteria                            <NA>
## ASV210   0.95    Desulfovibrionia                   Desulfovibrio
## ASV233   0.95 Gammaproteobacteria                            <NA>
## ASV251   0.95 Alphaproteobacteria                    Epibacterium
## ASV271   0.95 Gammaproteobacteria                            <NA>
## ASV273   0.95 Alphaproteobacteria                            <NA>
## ASV302   0.95 Alphaproteobacteria                        Ruegeria
## ASV320   0.95 Gammaproteobacteria                 Marinobacterium
## ASV345   0.95         Bacteroidia                            <NA>
## ASV405   0.95 Alphaproteobacteria                            <NA>
## ASV543   0.95          Clostridia                    Agathobacter
## ASV547   0.95             Bacilli                      Vagococcus
## ASV760   0.95 Alphaproteobacteria                        Clade Ia
## ASV802   0.95 Alphaproteobacteria                            <NA>
## ASV805   0.95          Clostridia                            <NA>
## ASV809   0.95         Bacteroidia                    Prevotella_9
## ASV844   0.95         Bacteroidia                     Bacteroides
## ASV862   0.95         Bacteroidia                       Alistipes
## ASV951   0.95      Cyanobacteriia                            <NA>
## ASV1050  0.95             Bacilli               Ligilactobacillus
## ASV1275  0.95          Clostridia                            <NA>
## ASV1278  0.95 Gammaproteobacteria                      Sutterella
## ASV1587  0.95          Clostridia                         Blautia
## ASV1607  0.95          Clostridia      [Eubacterium] hallii group
## ASV1653  0.95          Clostridia                            <NA>
## ASV1658  0.95         Bacteroidia                    Salinirepens
## ASV1661  0.95          Clostridia                            <NA>
## ASV1882  0.95          Clostridia   Christensenellaceae R-7 group
## ASV1901  0.95          Clostridia                  Butyricicoccus
## ASV2078  0.95    Desulfovibrionia                       Bilophila
## ASV2168  0.95         Bacteroidia     Prevotellaceae NK3B31 group
## ASV2703  0.95          Clostridia         Lachnospiraceae UCG-004
## ASV7354  0.95          Clostridia                   Oscillibacter
## ASV65    0.95         Bacteroidia                NS5 marine group
## ASV91    0.95          Clostridia                            <NA>
## ASV103   0.95          Clostridia                            <NA>
## ASV109   0.95          Clostridia      [Eubacterium] brachy group
## ASV130   0.95             Bacilli                      Vagococcus
## ASV138   0.95    Verrucomicrobiae                     Akkermansia
## ASV149   0.95 Alphaproteobacteria                        Clade Ia
## ASV152   0.95         Bacteroidia                    Labilibacter
## ASV155   0.95         Bacteroidia               NS2b marine group
## ASV178   0.95         Bacteroidia                            <NA>
## ASV180   0.95 Gammaproteobacteria                            <NA>
## ASV187   0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV188   0.95      Planctomycetes                  Rubripirellula
## ASV194   0.95       Fusobacteriia                   Fusobacterium
## ASV218   0.95         Bacteroidia                            <NA>
## ASV226   0.95    Desulfovibrionia                   Desulfovibrio
## ASV229   0.95 Alphaproteobacteria                        Clade Ib
## ASV236   0.95 Alphaproteobacteria                          HIMB11
## ASV243   0.95         Bacteroidia                   Tenacibaculum
## ASV269   0.95 Alphaproteobacteria                            <NA>
## ASV272   0.95 Alphaproteobacteria                        Ruegeria
## ASV292   0.95          Clostridia     Clostridium sensu stricto 1
## ASV297   0.95 Gammaproteobacteria                OM60(NOR5) clade
## ASV299   0.95 Alphaproteobacteria                            <NA>
## ASV306   0.95          Clostridia                    Anaerococcus
## ASV319   0.95    Desulfovibrionia                            <NA>
## ASV354   0.95 Alphaproteobacteria                          HIMB11
## ASV389   0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV392   0.95      Cyanobacteriia                            <NA>
## ASV429   0.95         Bacteroidia                NS5 marine group
## ASV464   0.95         Bacteroidia                            <NA>
## ASV480   0.95    Verrucomicrobiae                     Akkermansia
## ASV510   0.95 Gammaproteobacteria                            <NA>
## ASV527   0.95 Alphaproteobacteria                            <NA>
## ASV565   0.95      Planctomycetes                            <NA>
## ASV617   0.95 Alphaproteobacteria                            <NA>
## ASV625   0.95          Clostridia   Lachnospiraceae NK4A136 group
## ASV689   0.95          Clostridia                       Roseburia
## ASV702   0.95         Bacteroidia                            <NA>
## ASV707   0.95             Bacilli                      Vagococcus
## ASV776   0.95 Alphaproteobacteria                            <NA>
## ASV804   0.95         Bacteroidia                      Fluviicola
## ASV836   0.95 Alphaproteobacteria                            <NA>
## ASV856   0.95 Alphaproteobacteria                            <NA>
## ASV880   0.95 Gammaproteobacteria                      Shewanella
## ASV977   0.95 Alphaproteobacteria                        Clade Ib
## ASV995   0.95 Alphaproteobacteria                            <NA>
## ASV1039  0.95 Alphaproteobacteria                            <NA>
## ASV1058  0.95 Gammaproteobacteria                            <NA>
## ASV1084  0.95          Clostridia                    Anaerostipes
## ASV1108  0.95          Clostridia [Eubacterium] ruminantium group
## ASV1116  0.95          Clostridia   Lachnospiraceae NK4A136 group
## ASV1185  0.95         Bacteroidia                 Parabacteroides
## ASV1196  0.95      Actinobacteria             Candidatus Aquiluna
## ASV1248  0.95 Alphaproteobacteria                            <NA>
## ASV1331  0.95         Bacteroidia                            <NA>
## ASV1463  0.95 Alphaproteobacteria                 Aestuariicoccus
## ASV1464  0.95      Cyanobacteriia            Synechococcus CC9902
## ASV1568  0.95          Clostridia                         UCG-002
## ASV1621  0.95 Alphaproteobacteria                 Litorimicrobium
## ASV1670  0.95 Alphaproteobacteria                            <NA>
## ASV1706  0.95             Bacilli                    Turicibacter
## ASV1919  0.95      Actinobacteria                    Blastococcus
## ASV1930  0.95          Clostridia                 Subdoligranulum
## ASV2040  0.95             Bacilli                      Vagococcus
## ASV2043  0.95          Clostridia                         Blautia
## ASV2156  0.95         Bacteroidia                       Alistipes
## ASV2198  0.95      Cyanobacteriia                            <NA>
## ASV2205  0.95          Clostridia                Faecalibacterium
## ASV2321  0.95          Clostridia    [Ruminococcus] torques group
## ASV2591  0.95         Bacteroidia                 Parabacteroides
## ASV2606  0.95 Alphaproteobacteria                            <NA>
## ASV2642  0.95         Bacteroidia                NS4 marine group
## ASV2871  0.95          Clostridia                      Romboutsia
## ASV2920  0.95 Alphaproteobacteria                          HIMB11
## ASV3106  0.95 Alphaproteobacteria                          HIMB11
## ASV3338  0.95 Alphaproteobacteria                            <NA>
## ASV3344  0.95          Clostridia                 Intestinibacter
## ASV3619  0.95 Alphaproteobacteria                            <NA>
## ASV3884  0.95          Clostridia   Christensenellaceae R-7 group
## ASV4695  0.95          Clostridia                         Blautia
## ASV4779  0.95 Alphaproteobacteria                 Litorimicrobium
## ASV6199  0.95          Clostridia                   GCA-900066575
## ASV7263  0.95 Alphaproteobacteria                            <NA>
## ASV7440  0.95          Clostridia     Clostridium sensu stricto 1
## ASV9558  0.95 Alphaproteobacteria                            <NA>
## ASV10088 0.95         Bacteroidia                     Bacteroides
## ASV10526 0.95          Clostridia                Faecalibacterium
## ASV10996 0.95 Gammaproteobacteria                 Marinobacterium
## ASV50    0.95 Gammaproteobacteria                   Psychrobacter
## ASV93    0.95 Gammaproteobacteria                   Psychrobacter
## ASV134   0.95      Cyanobacteriia                            <NA>
## ASV137   0.95 Gammaproteobacteria               Pseudoalteromonas
## ASV139   0.95             Bacilli   [Anaerorhabdus] furcosa group
## ASV163   0.95         Bacteroidia                NS4 marine group
## ASV165   0.95 Alphaproteobacteria                          HIMB11
## ASV168   0.95             Bacilli                   Streptococcus
## ASV174   0.95          Clostridia                 Paraclostridium
## ASV179   0.95       Fusobacteriia                   Fusobacterium
## ASV215   0.95 Gammaproteobacteria                            <NA>
## ASV232   0.95 Gammaproteobacteria                   Psychrobacter
## ASV247   0.95                <NA>                            <NA>
## ASV256   0.95      Planctomycetes                 Blastopirellula
## ASV257   0.95 Alphaproteobacteria                            <NA>
## ASV282   0.95                <NA>                            <NA>
## ASV283   0.95 Alphaproteobacteria                          HIMB11
## ASV289   0.95         Bacteroidia                     Bacteroides
## ASV309   0.95         Bacteroidia                     Bacteroides
## ASV333   0.95         Bacteroidia                     Bacteroides
## ASV342   0.95             Bacilli                  Staphylococcus
## ASV348   0.95 Gammaproteobacteria                     Alteromonas
## ASV372   0.95         Bacteroidia                      Prevotella
## ASV407   0.95         Bacteroidia                     Bacteroides
## ASV423   0.95          Clostridia                            <NA>
## ASV468   0.95 Gammaproteobacteria                   Chelonobacter
## ASV546   0.95         Bacteroidia                  Flavobacterium
## ASV574   0.95 Gammaproteobacteria                            <NA>
## ASV585   0.95 Gammaproteobacteria                OM60(NOR5) clade
## ASV773   0.95          Clostridia     Clostridium sensu stricto 1
## ASV774   0.95 Gammaproteobacteria                            <NA>
## ASV775   0.95       Fusobacteriia                   Cetobacterium
## ASV989   0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV1018  0.95 Alphaproteobacteria                Pseudooceanicola
## ASV1137  0.95 Alphaproteobacteria                        Clade Ib
## ASV1169  0.95             Bacilli                            <NA>
## ASV1262  0.95          Clostridia                     Lachnospira
## ASV1415  0.95    Verrucomicrobiae                      Rubritalea
## ASV1519  0.95         Bacteroidia                            <NA>
## ASV1539  0.95 Gammaproteobacteria                  Parasutterella
## ASV1640  0.95         Bacteroidia                 Parabacteroides
## ASV1862  0.95 Alphaproteobacteria                    Thalassobius
## ASV1934  0.95 Alphaproteobacteria                            <NA>
## ASV2283  0.95         Bacteroidia                 Parabacteroides
## ASV2307  0.95             Bacilli                      Vagococcus
## ASV2473  0.95          Clostridia      [Eubacterium] hallii group
## ASV2684  0.95          Clostridia                         Blautia
## ASV2705  0.95          Clostridia               Lachnoclostridium
## ASV2752  0.95 Alphaproteobacteria                            <NA>
## ASV3408  0.95          Clostridia  [Eubacterium] ventriosum group
## ASV3797  0.95          Clostridia                         Blautia
## ASV3809  0.95          Clostridia                     Coprococcus
## ASV3813  0.95 Alphaproteobacteria                            <NA>
## ASV4457  0.95          Clostridia    [Ruminococcus] torques group
## ASV4475  0.95          Clostridia                         UCG-003
## ASV4771  0.95          Clostridia                            <NA>
## ASV5000  0.95          Clostridia        Family XIII AD3011 group
## ASV5730  0.95 Alphaproteobacteria                            <NA>
## ASV6103  0.95       Negativicutes           Phascolarctobacterium
## ASV7118  0.95 Alphaproteobacteria                          HIMB11
## ASV7144  0.95          Clostridia                     Coprococcus
## ASV7145  0.95         Bacteroidia                            <NA>
## ASV9395  0.95 Alphaproteobacteria                            <NA>
## ASV10140 0.95             Bacilli                  Carnobacterium
## ASV12311 0.95          Clostridia         Lachnospiraceae UCG-004
## ASV13572 0.95          Clostridia                  Marvinbryantia
## ASV195   0.95         Bacteroidia                    Prevotella_9
## ASV203   0.95    Desulfovibrionia                   Desulfovibrio
## ASV227   0.95 Gammaproteobacteria               Pseudoalteromonas
## ASV230   0.95 Alphaproteobacteria                        Clade Ib
## ASV311   0.95          Clostridia                       Gallicola
## ASV312   0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV313   0.95             Bacilli                        Bacillus
## ASV331   0.95       Fusobacteriia                   Cetobacterium
## ASV332   0.95                <NA>                            <NA>
## ASV337   0.95         Bacteroidia                     Bacteroides
## ASV369   0.95 Gammaproteobacteria                OM60(NOR5) clade
## ASV387   0.95 Alphaproteobacteria                        Ruegeria
## ASV400   0.95      Cyanobacteriia                            <NA>
## ASV413   0.95    Desulfovibrionia                   Desulfovibrio
## ASV445   0.95 Alphaproteobacteria                      Paracoccus
## ASV459   0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV463   0.95          Clostridia      [Eubacterium] brachy group
## ASV476   0.95         Bacteroidia                     Odoribacter
## ASV481   0.95      Cyanobacteriia         Prochlorococcus MIT9313
## ASV496   0.95             Bacilli                         Kurthia
## ASV503   0.95      Cyanobacteriia                            <NA>
## ASV505   0.95 Alphaproteobacteria                      Marivivens
## ASV623   0.95 Alphaproteobacteria                            <NA>
## ASV652   0.95 Alphaproteobacteria     Candidatus Puniceispirillum
## ASV679   0.95             Bacilli                    Enterococcus
## ASV703   0.95          Clostridia      [Eubacterium] brachy group
## ASV725   0.95          Clostridia                            <NA>
## ASV733   0.95 Gammaproteobacteria                          Vibrio
## ASV741   0.95                <NA>                            <NA>
## ASV758   0.95 Alphaproteobacteria                     Roseovarius
## ASV798   0.95      Actinobacteria                     Micrococcus
## ASV811   0.95      Actinobacteria                 Bifidobacterium
## ASV898   0.95      Cyanobacteriia                            <NA>
## ASV939   0.95 Gammaproteobacteria                  Photobacterium
## ASV954   0.95 Alphaproteobacteria                            <NA>
## ASV958   0.95      Cyanobacteriia                            <NA>
## ASV1120  0.95      Cyanobacteriia                            <NA>
## ASV1254  0.95      Cyanobacteriia                            <NA>
## ASV1261  0.95 Alphaproteobacteria                       Marinovum
## ASV1298  0.95          Myxococcia                         P3OB-42
## ASV1366  0.95               OM190                            <NA>
## ASV1396  0.95          Clostridia                            <NA>
## ASV1449  0.95 Alphaproteobacteria                            <NA>
## ASV1490  0.95          Clostridia      [Eubacterium] hallii group
## ASV1522  0.95      Cyanobacteriia                            <NA>
## ASV1540  0.95          Clostridia                     Coprococcus
## ASV1547  0.95      Cyanobacteriia                            <NA>
## ASV1570  0.95 Alphaproteobacteria                            <NA>
## ASV1631  0.95          Clostridia                 Paraclostridium
## ASV1697  0.95 Alphaproteobacteria                            <NA>
## ASV1743  0.95      Cyanobacteriia         Prochlorococcus MIT9313
## ASV1789  0.95      Cyanobacteriia                            <NA>
## ASV1822  0.95                <NA>                            <NA>
## ASV1839  0.95          Clostridia     [Eubacterium] siraeum group
## ASV1903  0.95 Alphaproteobacteria                            <NA>
## ASV2000  0.95 Gammaproteobacteria                      Litoricola
## ASV2018  0.95          Clostridia                       Roseburia
## ASV2130  0.95          Clostridia                      Monoglobus
## ASV2138  0.95 Alphaproteobacteria                        Clade Ib
## ASV2240  0.95         Bacteroidia                 Parabacteroides
## ASV2261  0.95 Alphaproteobacteria                            <NA>
## ASV2390  0.95          Clostridia                         UCG-003
## ASV2427  0.95      Actinobacteria                          Rothia
## ASV2534  0.95          Clostridia                      Howardella
## ASV2717  0.95 Alphaproteobacteria                  Pseudoruegeria
## ASV2900  0.95 Gammaproteobacteria                   Thalassotalea
## ASV3037  0.95          Clostridia                Colidextribacter
## ASV3050  0.95          Clostridia                         UCG-005
## ASV3317  0.95          Clostridia    Lachnospiraceae FCS020 group
## ASV3390  0.95      Actinobacteria                       ML602J-51
## ASV3475  0.95          Clostridia                         Blautia
## ASV3642  0.95          Clostridia                         UCG-002
## ASV3659  0.95 Alphaproteobacteria                            <NA>
## ASV3693  0.95 Alphaproteobacteria                            <NA>
## ASV3713  0.95          Clostridia                         UCG-002
## ASV3743  0.95 Gammaproteobacteria                 Pseudohongiella
## ASV3968  0.95          Clostridia                   Mogibacterium
## ASV5844  0.95          Clostridia [Ruminococcus] gauvreauii group
## ASV6405  0.95             Bacilli                     Brochothrix
## ASV7014  0.95          Clostridia                            <NA>
## ASV7230  0.95         Bacteroidia                NS5 marine group
## ASV7394  0.95          Clostridia    Lachnospiraceae FCS020 group
## ASV7481  0.95       Fusobacteriia                   Cetobacterium
## ASV8266  0.95 Alphaproteobacteria                            <NA>
## ASV8373  0.95         Bacteroidia                         Formosa
## ASV9084  0.95 Alphaproteobacteria                 Litorimicrobium
## ASV25    0.95             Bacilli                   Streptococcus
## ASV31    0.95             Bacilli        Candidatus Bacilloplasma
## ASV69    0.95          Clostridia     Clostridium sensu stricto 1
## ASV89    0.95         Bacteroidia                   Tenacibaculum
## ASV94    0.95         Bacteroidia                    Prevotella_9
## ASV142   0.95             Bacilli                        Bacillus
## ASV146   0.95         Bacteroidia                      Fluviicola
## ASV148   0.95      Cyanobacteriia                            <NA>
## ASV176   0.95         Bacteroidia                    Prevotella_9
## ASV197   0.95 Alphaproteobacteria                          HIMB11
## ASV204   0.95 Alphaproteobacteria                            <NA>
## ASV206   0.95             Bacilli                            <NA>
## ASV238   0.95             Bacilli                         ZOR0006
## ASV245   0.95 Gammaproteobacteria                            <NA>
## ASV246   0.95             Bacilli          Erysipelatoclostridium
## ASV262   0.95       Fusobacteriia                   Fusobacterium
## ASV264   0.95         Bacteroidia                      Prevotella
## ASV266   0.95             Bacilli                     Brochothrix
## ASV284   0.95 Gammaproteobacteria                            <NA>
## ASV293   0.95 Gammaproteobacteria                   Acinetobacter
## ASV294   0.95 Alphaproteobacteria                          HIMB11
## ASV325   0.95         Bacteroidia                            <NA>
## ASV341   0.95         Bacteroidia                            <NA>
## ASV343   0.95          Clostridia     Clostridium sensu stricto 1
## ASV358   0.95 Gammaproteobacteria                OM60(NOR5) clade
## ASV359   0.95 Gammaproteobacteria                OM60(NOR5) clade
## ASV361   0.95         Bacteroidia                            <NA>
## ASV379   0.95    Desulfovibrionia                   Desulfovibrio
## ASV382   0.95         Bacteroidia                  Alloprevotella
## ASV384   0.95        Rhodothermia                        Balneola
## ASV388   0.95         Bacteroidia                            <NA>
## ASV394   0.95             Bacilli        Candidatus Bacilloplasma
## ASV401   0.95             Bacilli                   Streptococcus
## ASV437   0.95         Bacteroidia                            <NA>
## ASV439   0.95          Clostridia                  Incertae Sedis
## ASV440   0.95         Bacteroidia                    Salinirepens
## ASV472   0.95      Cyanobacteriia                            <NA>
## ASV482   0.95 Alphaproteobacteria                            <NA>
## ASV488   0.95 Alphaproteobacteria                            <NA>
## ASV504   0.95 Alphaproteobacteria              Ascidiaceihabitans
## ASV508   0.95      Planctomycetes                 Blastopirellula
## ASV511   0.95      Actinobacteria                         Kocuria
## ASV514   0.95 Alphaproteobacteria                            <NA>
## ASV515   0.95      Planctomycetes                 Blastopirellula
## ASV516   0.95      Cyanobacteriia                            <NA>
## ASV524   0.95      Planctomycetes                            <NA>
## ASV531   0.95      Cyanobacteriia                            <NA>
## ASV558   0.95 Gammaproteobacteria               Pseudoalteromonas
## ASV635   0.95      Acidimicrobiia            Sva0996 marine group
## ASV636   0.95      Cyanobacteriia                            <NA>
## ASV654   0.95                <NA>                            <NA>
## ASV659   0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV671   0.95         Bacteroidia                  Alloprevotella
## ASV683   0.95         Bacteroidia                       Rikenella
## ASV695   0.95         Bacteroidia                            <NA>
## ASV697   0.95         Bacteroidia                       Rikenella
## ASV715   0.95 Alphaproteobacteria                        Ruegeria
## ASV755   0.95 Gammaproteobacteria                            <NA>
## ASV818   0.95 Alphaproteobacteria                        Clade Ia
## ASV830   0.95 Alphaproteobacteria                            <NA>
## ASV843   0.95         Bacteroidia                            <NA>
## ASV845   0.95 Alphaproteobacteria                            <NA>
## ASV853   0.95 Gammaproteobacteria                            <NA>
## ASV854   0.95    Desulfovibrionia                   Desulfovibrio
## ASV859   0.95         Bacteroidia                  Alloprevotella
## ASV891   0.95          Clostridia                     Coprococcus
## ASV926   0.95      Cyanobacteriia                            <NA>
## ASV1130  0.95 Gammaproteobacteria                   Aquabacterium
## ASV1165  0.95 Gammaproteobacteria                            <NA>
## ASV1171  0.95         Bacteroidia                     Bacteroides
## ASV1173  0.95 Gammaproteobacteria                    Catenococcus
## ASV1227  0.95        Spirochaetia                       Treponema
## ASV1230  0.95 Alphaproteobacteria                        Clade Ib
## ASV1240  0.95 Alphaproteobacteria                        Clade Ib
## ASV1292  0.95          Clostridia                         Blautia
## ASV1386  0.95         Bacteroidia                     Barnesiella
## ASV1391  0.95         Bacteroidia                     Bacteroides
## ASV1399  0.95             Bacilli                    Holdemanella
## ASV1419  0.95 Alphaproteobacteria                            <NA>
## ASV1420  0.95             Bacilli          Erysipelatoclostridium
## ASV1434  0.95         Bacteroidia                            <NA>
## ASV1509  0.95 Gammaproteobacteria                             C39
## ASV1532  0.95          Clostridia                Terrisporobacter
## ASV1536  0.95          Clostridia                           W5053
## ASV1563  0.95         Bacteroidia                NS5 marine group
## ASV1592  0.95         Bacteroidia                NS5 marine group
## ASV1655  0.95             Bacilli                       Weissella
## ASV1685  0.95          Clostridia                         UCG-005
## ASV1702  0.95    Desulfovibrionia                            <NA>
## ASV1749  0.95         Bacteroidia                 Parabacteroides
## ASV1768  0.95 Alphaproteobacteria                        Ruegeria
## ASV1811  0.95      Actinobacteria                 Glutamicibacter
## ASV1876  0.95          Clostridia                            <NA>
## ASV1885  0.95 Alphaproteobacteria                            <NA>
## ASV1940  0.95      Cyanobacteriia                            <NA>
## ASV1960  0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV1962  0.95      Cyanobacteriia                            <NA>
## ASV1967  0.95         Bacteroidia                            <NA>
## ASV2183  0.95         Bacteroidia                     Bacteroides
## ASV2222  0.95          Clostridia      [Eubacterium] brachy group
## ASV2227  0.95      Cyanobacteriia                            <NA>
## ASV2246  0.95      Cyanobacteriia                            <NA>
## ASV2258  0.95 Gammaproteobacteria                            <NA>
## ASV2297  0.95      Actinobacteria                            <NA>
## ASV2317  0.95          Clostridia    [Ruminococcus] torques group
## ASV2373  0.95      Cyanobacteriia                            <NA>
## ASV2581  0.95 Gammaproteobacteria                 Marinobacterium
## ASV2599  0.95 Alphaproteobacteria                            <NA>
## ASV2669  0.95         Bacteroidia                            <NA>
## ASV2730  0.95      Acidimicrobiia         Candidatus Actinomarina
## ASV2809  0.95          Clostridia                            <NA>
## ASV2937  0.95 Gammaproteobacteria                            <NA>
## ASV3023  0.95      Cyanobacteriia                            <NA>
## ASV3053  0.95         Bacteroidia                NS5 marine group
## ASV3063  0.95      Cyanobacteriia                            <NA>
## ASV3220  0.95             Bacilli                     Leuconostoc
## ASV3240  0.95         Bacteroidia                   Butyricimonas
## ASV3260  0.95          Clostridia      [Eubacterium] brachy group
## ASV3442  0.95          Clostridia                     Coprococcus
## ASV3620  0.95             Bacilli                            <NA>
## ASV3735  0.95         Bacteroidia                            <NA>
## ASV4109  0.95      Acidimicrobiia         Candidatus Actinomarina
## ASV4351  0.95 Alphaproteobacteria                            <NA>
## ASV5412  0.95 Gammaproteobacteria               RS62 marine group
## ASV5570  0.95 Alphaproteobacteria                            <NA>
## ASV5597  0.95 Alphaproteobacteria                            <NA>
## ASV5700  0.95 Gammaproteobacteria                     BD1-7 clade
## ASV5714  0.95 Alphaproteobacteria                            <NA>
## ASV6765  0.95             Bacilli                   Lactobacillus
## ASV6988  0.95 Alphaproteobacteria                            <NA>
## ASV7647  0.95 Alphaproteobacteria               Pseudophaeobacter
## ASV8406  0.95 Alphaproteobacteria                            <NA>
## ASV8713  0.95 Alphaproteobacteria                            <NA>
## ASV9867  0.95         Bacteroidia                 Parabacteroides
## ASV14030 0.95         Bacteroidia                     Bacteroides
## ASV15222 0.95 Alphaproteobacteria                            <NA>
## ASV15386 0.95         Bacteroidia                NS5 marine group
## ASV118   0.95 Gammaproteobacteria                          Vibrio
## ASV125   0.95 Gammaproteobacteria                   Psychrobacter
## ASV131   0.95 Gammaproteobacteria               Pseudoalteromonas
## ASV141   0.95 Gammaproteobacteria                   Psychrobacter
## ASV198   0.95         Bacteroidia                  Alloprevotella
## ASV240   0.95             Bacilli                            <NA>
## ASV288   0.95       Negativicutes                       Dialister
## ASV314   0.95             Bacilli                   Streptococcus
## ASV316   0.95      Actinobacteria                 Bifidobacterium
## ASV328   0.95      Planctomycetes                  Rubripirellula
## ASV334   0.95         Bacteroidia                  Alloprevotella
## ASV381   0.95      Actinobacteria                 Corynebacterium
## ASV406   0.95 Gammaproteobacteria                        Massilia
## ASV425   0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV473   0.95      Planctomycetes                  Rubripirellula
## ASV475   0.95         Bacteroidia                      Prevotella
## ASV494   0.95          Clostridia                            <NA>
## ASV500   0.95 Alphaproteobacteria                        Ruegeria
## ASV502   0.95                <NA>                            <NA>
## ASV517   0.95 Alphaproteobacteria                         Hoeflea
## ASV540   0.95       Fusobacteriia                   Fusobacterium
## ASV559   0.95             Bacilli                            <NA>
## ASV561   0.95             Bacilli                            <NA>
## ASV569   0.95 Alphaproteobacteria                            <NA>
## ASV578   0.95          Clostridia                            <NA>
## ASV587   0.95         Bacteroidia                 Mesoflavibacter
## ASV589   0.95         Bacteroidia                NS4 marine group
## ASV640   0.95             Bacilli                            <NA>
## ASV641   0.95             Bacilli                    Acholeplasma
## ASV645   0.95          Clostridia                            <NA>
## ASV672   0.95    Desulfovibrionia                            <NA>
## ASV682   0.95          Clostridia                            <NA>
## ASV754   0.95    Desulfovibrionia                            <NA>
## ASV756   0.95             Bacilli                    Jeotgalibaca
## ASV763   0.95 Gammaproteobacteria                      Sutterella
## ASV826   0.95       Negativicutes                 Acidaminococcus
## ASV835   0.95 Gammaproteobacteria                OM60(NOR5) clade
## ASV881   0.95          Clostridia                            <NA>
## ASV940   0.95      Actinobacteria                    Serinicoccus
## ASV965   0.95 Alphaproteobacteria                   Filomicrobium
## ASV968   0.95    Desulfovibrionia                   Desulfovibrio
## ASV969   0.95 Gammaproteobacteria                      Litoricola
## ASV975   0.95 Gammaproteobacteria                 Pseudohongiella
## ASV1015  0.95      Planctomycetes                            <NA>
## ASV1021  0.95          Clostridia                            <NA>
## ASV1025  0.95    Desulfovibrionia                   Desulfovibrio
## ASV1052  0.95 Alphaproteobacteria                      Leisingera
## ASV1065  0.95 Alphaproteobacteria                            <NA>
## ASV1072  0.95      Actinobacteria                    Serinicoccus
## ASV1079  0.95      Cyanobacteriia                            <NA>
## ASV1117  0.95      Planctomycetes                 Blastopirellula
## ASV1128  0.95 Gammaproteobacteria                      Litoricola
## ASV1129  0.95         Bacteroidia                       Alistipes
## ASV1135  0.95          Clostridia                    Ruminococcus
## ASV1151  0.95          Clostridia     Clostridium sensu stricto 1
## ASV1174  0.95 Gammaproteobacteria                            <NA>
## ASV1189  0.95      Actinobacteria                 Glutamicibacter
## ASV1191  0.95      Actinobacteria                            <NA>
## ASV1205  0.95      Cyanobacteriia                            <NA>
## ASV1206  0.95 Alphaproteobacteria                            <NA>
## ASV1212  0.95                <NA>                            <NA>
## ASV1317  0.95 Gammaproteobacteria                            <NA>
## ASV1333  0.95          Clostridia                            <NA>
## ASV1378  0.95         Bacteroidia                    Prevotella_9
## ASV1407  0.95         Bacteroidia                NS5 marine group
## ASV1409  0.95         Bacteroidia                     Bacteroides
## ASV1442  0.95          Clostridia                    Ruminococcus
## ASV1474  0.95      Cyanobacteriia                            <NA>
## ASV1482  0.95          Clostridia                         UCG-005
## ASV1526  0.95         Bacteroidia                NS5 marine group
## ASV1537  0.95      Cyanobacteriia                            <NA>
## ASV1581  0.95         Bacteroidia                     Bacteroides
## ASV1637  0.95 Alphaproteobacteria              Ascidiaceihabitans
## ASV1662  0.95 Alphaproteobacteria                            <NA>
## ASV1680  0.95          Clostridia                            <NA>
## ASV1723  0.95 Alphaproteobacteria                     Phaeobacter
## ASV1732  0.95          Clostridia                         UCG-002
## ASV1744  0.95         Bacteroidia                NS5 marine group
## ASV1774  0.95    Desulfovibrionia                   Desulfovibrio
## ASV1799  0.95 Gammaproteobacteria                   Aquaspirillum
## ASV1807  0.95             Bacilli                    Holdemanella
## ASV1842  0.95       Negativicutes                     Megasphaera
## ASV1939  0.95         Bacteroidia                     Bacteroides
## ASV1965  0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV1969  0.95       Dadabacteriia                            <NA>
## ASV2035  0.95         Bacteroidia                  Pseudarcicella
## ASV2099  0.95          Clostridia      [Eubacterium] hallii group
## ASV2110  0.95      Planctomycetes                Planctomicrobium
## ASV2173  0.95         Bacteroidia                            <NA>
## ASV2178  0.95 Alphaproteobacteria                            <NA>
## ASV2202  0.95          Clostridia                  Butyricicoccus
## ASV2414  0.95          Clostridia                            <NA>
## ASV2499  0.95 Alphaproteobacteria                            <NA>
## ASV2511  0.95      Cyanobacteriia                            <NA>
## ASV2601  0.95             Bacilli                     Lactococcus
## ASV2632  0.95          Clostridia                         Blautia
## ASV2769  0.95 Gammaproteobacteria                            <NA>
## ASV2815  0.95         Bacteroidia                     Bacteroides
## ASV2828  0.95 Alphaproteobacteria                      OM75 clade
## ASV2893  0.95    Desulfovibrionia                   Desulfovibrio
## ASV2995  0.95          Clostridia               Lachnoclostridium
## ASV3000  0.95         Bacteroidia                       Rikenella
## ASV3089  0.95       Negativicutes           Phascolarctobacterium
## ASV3215  0.95          Clostridia                            <NA>
## ASV3280  0.95      Cyanobacteriia                            <NA>
## ASV3307  0.95 Gammaproteobacteria                  Photobacterium
## ASV3352  0.95          Clostridia                     Lachnospira
## ASV3380  0.95         Bacteroidia                      Fluviicola
## ASV3493  0.95         Bacteroidia                     Bacteroides
## ASV3608  0.95          Clostridia                         UCG-002
## ASV3626  0.95      Cyanobacteriia                            <NA>
## ASV3702  0.95      Cyanobacteriia                            <NA>
## ASV3746  0.95         Bacteroidia                     Bacteroides
## ASV3894  0.95         Bacteroidia                            <NA>
## ASV3976  0.95 Alphaproteobacteria                            <NA>
## ASV4104  0.95          Clostridia                         Blautia
## ASV4142  0.95 Alphaproteobacteria                            <NA>
## ASV4235  0.95          Clostridia    [Ruminococcus] torques group
## ASV4253  0.95             Bacilli        Candidatus Bacilloplasma
## ASV4263  0.95      Cyanobacteriia                            <NA>
## ASV4274  0.95          Clostridia                            <NA>
## ASV4480  0.95      Cyanobacteriia                            <NA>
## ASV4488  0.95          Clostridia               Lachnoclostridium
## ASV4557  0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV4657  0.95             Bacilli                   Streptococcus
## ASV4689  0.95    Desulfovibrionia                   Desulfovibrio
## ASV4707  0.95         Bacteroidia                 Parabacteroides
## ASV4722  0.95          Clostridia                            <NA>
## ASV4911  0.95      Cyanobacteriia                            <NA>
## ASV4946  0.95          Clostridia                         Blautia
## ASV5568  0.95      Cyanobacteriia                            <NA>
## ASV5577  0.95          Clostridia                    Oscillospira
## ASV5688  0.95         Bacteroidia                    Prevotella_9
## ASV5824  0.95          Clostridia                         Blautia
## ASV6000  0.95    Verrucomicrobiae            MB11C04 marine group
## ASV6115  0.95     Bdellovibrionia                      OM27 clade
## ASV6172  0.95         Bacteroidia                    Labilibacter
## ASV6216  0.95         Bacteroidia                  Paraprevotella
## ASV6438  0.95      Actinobacteria                  Brevibacterium
## ASV6957  0.95             Bacilli                            <NA>
## ASV6989  0.95          Clostridia                            <NA>
## ASV7237  0.95    Desulfovibrionia                            <NA>
## ASV7466  0.95         Bacteroidia                     Bacteroides
## ASV7824  0.95         Bacteroidia                            <NA>
## ASV7836  0.95          Clostridia                            <NA>
## ASV9089  0.95 Gammaproteobacteria                     Halioglobus
## ASV11108 0.95         Bacteroidia                      Prevotella
## ASV12943 0.95          Clostridia                            <NA>
## ASV14041 0.95          Clostridia                            <NA>
## ASV14622 0.95          Clostridia    [Ruminococcus] torques group
## ASV20915 0.95          Clostridia    [Ruminococcus] torques group
## ASV45    0.95             Bacilli        Candidatus Bacilloplasma
## ASV67    0.95   Syntrophobacteria                            <NA>
## ASV98    0.95          Clostridia     Clostridium sensu stricto 1
## ASV122   0.95          Clostridia                            <NA>
## ASV158   0.95             Bacilli                    Halobacillus
## ASV166   0.95         Bacteroidia                      Prevotella
## ASV171   0.95             Bacilli                   Streptococcus
## ASV172   0.95 Gammaproteobacteria                          Vibrio
## ASV183   0.95 Gammaproteobacteria                     Azotobacter
## ASV192   0.95    Vampirivibrionia                            <NA>
## ASV207   0.95    Desulfovibrionia                   Desulfovibrio
## ASV209   0.95         Bacteroidia               NS10 marine group
## ASV228   0.95        Brevinematia                       Brevinema
## ASV235   0.95         Bacteroidia                  Alloprevotella
## ASV242   0.95         Bacteroidia                    Prevotella_9
## ASV274   0.95          Clostridia     Clostridium sensu stricto 1
## ASV307   0.95 Gammaproteobacteria                   Achromobacter
## ASV322   0.95         Bacteroidia                            <NA>
## ASV353   0.95 Gammaproteobacteria                        Massilia
## ASV390   0.95 Gammaproteobacteria                   Psychrobacter
## ASV411   0.95             Bacilli                  Staphylococcus
## ASV432   0.95         Bacteroidia                     Bacteroides
## ASV443   0.95       Negativicutes           Phascolarctobacterium
## ASV444   0.95 Alphaproteobacteria                            <NA>
## ASV486   0.95             Bacilli                   Streptococcus
## ASV487   0.95         Bacteroidia                  Alloprevotella
## ASV489   0.95          Clostridia     Clostridium sensu stricto 1
## ASV501   0.95             Bacilli                            <NA>
## ASV529   0.95         Bacteroidia                            <NA>
## ASV552   0.95      Planctomycetes                  Rubripirellula
## ASV560   0.95          Clostridia              Peptostreptococcus
## ASV570   0.95         Bacteroidia                      Prevotella
## ASV577   0.95          Clostridia                    Ruminococcus
## ASV599   0.95 Alphaproteobacteria                            <NA>
## ASV601   0.95      Planctomycetes                 Blastopirellula
## ASV647   0.95      Cyanobacteriia                            <NA>
## ASV662   0.95             Bacilli         Candidatus Hepatoplasma
## ASV673   0.95          Clostridia                    Ruminococcus
## ASV676   0.95 Alphaproteobacteria                      Paracoccus
## ASV701   0.95    Verrucomicrobiae                     Akkermansia
## ASV730   0.95 Gammaproteobacteria                   Acinetobacter
## ASV744   0.95          Clostridia                    Tepidibacter
## ASV771   0.95          Clostridia                            <NA>
## ASV777   0.95         Bacteroidia                       Rikenella
## ASV783   0.95         Bacteroidia                      Prevotella
## ASV820   0.95          Clostridia                      Finegoldia
## ASV842   0.95          Clostridia                            <NA>
## ASV874   0.95          Clostridia                            <NA>
## ASV882   0.95 Alphaproteobacteria                        Ruegeria
## ASV890   0.95                <NA>                            <NA>
## ASV910   0.95         Bacteroidia                     Bacteroides
## ASV911   0.95 Gammaproteobacteria               Pseudoalteromonas
## ASV929   0.95         Bacteroidia                  Alloprevotella
## ASV933   0.95             Bacilli                            <NA>
## ASV947   0.95             Bacilli         Candidatus Hepatoplasma
## ASV994   0.95 Alphaproteobacteria                        Clade Ia
## ASV997   0.95    Desulfovibrionia                            <NA>
## ASV1017  0.95 Gammaproteobacteria                     Haemophilus
## ASV1024  0.95          Clostridia                  Intestinimonas
## ASV1026  0.95 Alphaproteobacteria                        Clade Ib
## ASV1061  0.95          Clostridia                            <NA>
## ASV1087  0.95      Planctomycetes                  Rubripirellula
## ASV1088  0.95 Gammaproteobacteria                      Shewanella
## ASV1147  0.95 Alphaproteobacteria                     Roseovarius
## ASV1156  0.95         Bacteroidia                     Bacteroides
## ASV1183  0.95             Bacilli        Candidatus Bacilloplasma
## ASV1213  0.95         Bacteroidia                            <NA>
## ASV1221  0.95             Bacilli        Candidatus Bacilloplasma
## ASV1234  0.95 Alphaproteobacteria                            <NA>
## ASV1237  0.95             Bacilli                    Enterococcus
## ASV1241  0.95         Bacteroidia                      Aureispira
## ASV1245  0.95 Alphaproteobacteria                      Leisingera
## ASV1252  0.95             Bacilli                      Vagococcus
## ASV1302  0.95      Actinobacteria                 Brachybacterium
## ASV1314  0.95          Clostridia     [Eubacterium] eligens group
## ASV1324  0.95 Alphaproteobacteria                            <NA>
## ASV1354  0.95          Clostridia                            <NA>
## ASV1362  0.95 Alphaproteobacteria                      Paracoccus
## ASV1382  0.95          Clostridia                            <NA>
## ASV1390  0.95             Bacilli                      Vagococcus
## ASV1445  0.95             Bacilli                  Lysinibacillus
## ASV1491  0.95      Planctomycetes                       Pirellula
## ASV1492  0.95         Bacteroidia                       Alistipes
## ASV1516  0.95         Bacteroidia                       Rikenella
## ASV1529  0.95         Bacteroidia                    Prevotella_9
## ASV1557  0.95 Alphaproteobacteria                            <NA>
## ASV1560  0.95 Gammaproteobacteria                            <NA>
## ASV1582  0.95             Bacilli               Ligilactobacillus
## ASV1585  0.95             Bacilli        Candidatus Bacilloplasma
## ASV1612  0.95 Gammaproteobacteria                   Microbulbifer
## ASV1616  0.95      Cyanobacteriia                            <NA>
## ASV1626  0.95          Clostridia     [Eubacterium] eligens group
## ASV1663  0.95      Planctomycetes                 Blastopirellula
## ASV1674  0.95          Clostridia                   Peptoniphilus
## ASV1691  0.95             Bacilli                    Salinicoccus
## ASV1695  0.95      Cyanobacteriia                            <NA>
## ASV1730  0.95 Gammaproteobacteria                      Sutterella
## ASV1761  0.95          Clostridia         Lachnospiraceae UCG-004
## ASV1763  0.95    Verrucomicrobiae                     Akkermansia
## ASV1770  0.95         Bacteroidia                    Labilibacter
## ASV1796  0.95 Gammaproteobacteria                          mle1-7
## ASV1831  0.95          Clostridia                     Peptococcus
## ASV1846  0.95      Cyanobacteriia                            <NA>
## ASV1877  0.95         Bacteroidia                  Alloprevotella
## ASV1904  0.95             Bacilli                     Planococcus
## ASV1974  0.95         Bacteroidia                         Formosa
## ASV1979  0.95    Verrucomicrobiae                            <NA>
## ASV1980  0.95      Planctomycetes                  Rubripirellula
## ASV1990  0.95 Alphaproteobacteria                  Niveispirillum
## ASV1997  0.95        Spirochaetia                       Treponema
## ASV2004  0.95         Bacteroidia                            <NA>
## ASV2020  0.95          Clostridia                            <NA>
## ASV2064  0.95             Bacilli                   Coprobacillus
## ASV2167  0.95         Bacteroidia                     Bacteroides
## ASV2177  0.95          Clostridia                            <NA>
## ASV2189  0.95         Bacteroidia                       Rikenella
## ASV2199  0.95    Desulfovibrionia                            <NA>
## ASV2255  0.95          Clostridia                            <NA>
## ASV2361  0.95 Alphaproteobacteria                   Pseudahrensia
## ASV2403  0.95 Alphaproteobacteria                            <NA>
## ASV2406  0.95 Alphaproteobacteria                            <NA>
## ASV2433  0.95             Bacilli                  Carnobacterium
## ASV2442  0.95         Bacteroidia                            <NA>
## ASV2487  0.95      Cyanobacteriia                            <NA>
## ASV2494  0.95      Actinobacteria                         Dietzia
## ASV2519  0.95 Alphaproteobacteria                        Clade Ib
## ASV2541  0.95      Cyanobacteriia                            <NA>
## ASV2549  0.95             Bacilli                            <NA>
## ASV2552  0.95         Bacteroidia                            <NA>
## ASV2603  0.95      Cyanobacteriia                            <NA>
## ASV2691  0.95         Bacteroidia                            <NA>
## ASV2711  0.95          Clostridia     Clostridium sensu stricto 1
## ASV2944  0.95         Bacteroidia                       Rikenella
## ASV2977  0.95          Clostridia                            <NA>
## ASV2983  0.95          Clostridia                   Peptoniphilus
## ASV3027  0.95 Alphaproteobacteria                            <NA>
## ASV3091  0.95 Alphaproteobacteria                            <NA>
## ASV3151  0.95 Gammaproteobacteria                Polynucleobacter
## ASV3158  0.95 Alphaproteobacteria                            <NA>
## ASV3232  0.95 Gammaproteobacteria                            <NA>
## ASV3358  0.95         Bacteroidia                       Rikenella
## ASV3361  0.95        Spirochaetia                       Treponema
## ASV3528  0.95         Bacteroidia                   Butyricimonas
## ASV3561  0.95       Negativicutes                 Acidaminococcus
## ASV3589  0.95         Bacteroidia                  Paraprevotella
## ASV3852  0.95    Desulfuromonadia                            <NA>
## ASV3880  0.95         Bacteroidia                       Rikenella
## ASV4096  0.95     Bdellovibrionia                    Peredibacter
## ASV4132  0.95          Clostridia                       Gallicola
## ASV4399  0.95 Alphaproteobacteria                            <NA>
## ASV4640  0.95         Bacteroidia                   Butyricimonas
## ASV4732  0.95          Clostridia                       Roseburia
## ASV4893  0.95    Desulfovibrionia                            <NA>
## ASV4963  0.95          Clostridia                    Fournierella
## ASV5009  0.95             Bacilli                 Catenibacterium
## ASV5102  0.95 Gammaproteobacteria                            <NA>
## ASV5146  0.95          Clostridia                            <NA>
## ASV5256  0.95          Clostridia                      Sellimonas
## ASV5295  0.95         Bacteroidia                       Alistipes
## ASV5367  0.95 Gammaproteobacteria                            <NA>
## ASV5505  0.95      Planctomycetes                            <NA>
## ASV5519  0.95          Clostridia                 Subdoligranulum
## ASV5571  0.95    Desulfovibrionia                            <NA>
## ASV5750  0.95 Alphaproteobacteria                            <NA>
## ASV5803  0.95 Gammaproteobacteria                   Microbulbifer
## ASV5805  0.95             Bacilli                 Catenibacterium
## ASV6068  0.95             Bacilli   [Anaerorhabdus] furcosa group
## ASV6157  0.95          Clostridia                            <NA>
## ASV6191  0.95          Clostridia                         UBA1819
## ASV6292  0.95    Desulfuromonadia                            <NA>
## ASV6337  0.95      Actinobacteria                     Actinomyces
## ASV6499  0.95         Bacteroidia                      Fabibacter
## ASV6960  0.95          Clostridia   Lachnospiraceae NK4A136 group
## ASV7140  0.95 Gammaproteobacteria                Polynucleobacter
## ASV7456  0.95             Bacilli                  Carnobacterium
## ASV7553  0.95             Bacilli                            <NA>
## ASV7580  0.95          Clostridia                            <NA>
## ASV8970  0.95    Verrucomicrobiae                     Akkermansia
## ASV9031  0.95          Clostridia                   NK4A214 group
## ASV9200  0.95          Clostridia                         Blautia
## ASV9449  0.95 Gammaproteobacteria                            <NA>
## ASV9920  0.95             Bacilli                     Lactococcus
## ASV9969  0.95          Clostridia     Clostridium sensu stricto 1
## ASV10718 0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV10840 0.95      Planctomycetes                 Blastopirellula
## ASV11187 0.95      Coriobacteriia                Senegalimassilia
## ASV11256 0.95 Gammaproteobacteria                 Marinobacterium
## ASV12601 0.95             Bacilli   [Anaerorhabdus] furcosa group
## ASV12810 0.95         Bacteroidia                     Odoribacter
## ASV12900 0.95         Bacteroidia               NS3a marine group
## ASV16663 0.95          Clostridia               Lachnoclostridium
## ASV17099 0.95          Clostridia                         Blautia
## ASV18600 0.95 Gammaproteobacteria                            <NA>
## ASV18638 0.95          Clostridia                  Butyricicoccus
## ASV19240 0.95         Bacteroidia                 Parabacteroides
## ASV20830 0.95      Acidimicrobiia                            <NA>
## ASV24030 0.95          Clostridia                            <NA>
## ASV25895 0.95          Clostridia                Colidextribacter
## ASV26662 0.95          Clostridia                            <NA>
## ASV33154 0.95          Clostridia                     Lachnospira
## ASV80    0.95          Clostridia     Clostridium sensu stricto 4
## ASV104   0.95                <NA>                            <NA>
## ASV114   0.95             Bacilli        Candidatus Bacilloplasma
## ASV154   0.95         Bacteroidia                     Marinifilum
## ASV157   0.95 Gammaproteobacteria                            <NA>
## ASV159   0.95         Bacteroidia                     Bacteroides
## ASV160   0.95                <NA>                            <NA>
## ASV170   0.95             Bacilli                   Streptococcus
## ASV196   0.95                <NA>                            <NA>
## ASV202   0.95 Alphaproteobacteria                   Filomicrobium
## ASV212   0.95         Bacteroidia                  Alloprevotella
## ASV222   0.95       Fusobacteriia                  Propionigenium
## ASV239   0.95             Bacilli                            <NA>
## ASV255   0.95      Coriobacteriia                            <NA>
## ASV268   0.95         Bacteroidia                       Rikenella
## ASV278   0.95 Gammaproteobacteria                     Alteromonas
## ASV296   0.95      Actinobacteria                   Cutibacterium
## ASV308   0.95 Alphaproteobacteria              Methyloceanibacter
## ASV349   0.95    Desulfovibrionia                   Desulfovibrio
## ASV364   0.95 Gammaproteobacteria                  Photobacterium
## ASV402   0.95             Bacilli                Chryseomicrobium
## ASV404   0.95      Actinobacteria                   Cutibacterium
## ASV427   0.95             Bacilli                        Bacillus
## ASV465   0.95    Desulfovibrionia                   Desulfovibrio
## ASV477   0.95      Actinobacteria                  Brevibacterium
## ASV512   0.95       Negativicutes                            <NA>
## ASV520   0.95          Clostridia     Clostridium sensu stricto 1
## ASV526   0.95 Gammaproteobacteria                      Macromonas
## ASV542   0.95      Actinobacteria                         Kocuria
## ASV555   0.95      Planctomycetes                  Rhodopirellula
## ASV568   0.95         Bacteroidia                    Prevotella_9
## ASV583   0.95      Planctomycetes                  Rubripirellula
## ASV630   0.95      Cyanobacteriia                            <NA>
## ASV648   0.95          Clostridia                       Ezakiella
## ASV651   0.95             Bacilli                      Mycoplasma
## ASV657   0.95 Gammaproteobacteria                Stenotrophomonas
## ASV675   0.95         Bacteroidia                 Salegentibacter
## ASV753   0.95 Gammaproteobacteria                   Acinetobacter
## ASV759   0.95             Bacilli                        Bacillus
## ASV762   0.95          Clostridia     Clostridium sensu stricto 1
## ASV764   0.95         Bacteroidia                  Alloprevotella
## ASV765   0.95         Bacteroidia                      Prevotella
## ASV799   0.95 Gammaproteobacteria                   Acinetobacter
## ASV823   0.95             Bacilli                            <NA>
## ASV852   0.95          Clostridia                    Epulopiscium
## ASV863   0.95 Gammaproteobacteria               Pseudoalteromonas
## ASV885   0.95         Bacteroidia                    Labilibacter
## ASV893   0.95         Bacteroidia                  Alloprevotella
## ASV909   0.95             Bacilli                  Granulicatella
## ASV937   0.95        Brevinematia                       Brevinema
## ASV945   0.95 Gammaproteobacteria                Stenotrophomonas
## ASV960   0.95      Actinobacteria                    Marihabitans
## ASV962   0.95    Desulfovibrionia                   Desulfovibrio
## ASV996   0.95          Clostridia                         Blautia
## ASV999   0.95 Alphaproteobacteria                        Clade Ib
## ASV1000  0.95         Bacteroidia                    Prevotella_9
## ASV1006  0.95      Actinobacteria                         Kocuria
## ASV1016  0.95      Cyanobacteriia                            <NA>
## ASV1037  0.95         Bacteroidia                            <NA>
## ASV1057  0.95         Bacteroidia                    Prevotella_9
## ASV1062  0.95    Desulfovibrionia                            <NA>
## ASV1077  0.95      Cyanobacteriia                            <NA>
## ASV1098  0.95      Cyanobacteriia                            <NA>
## ASV1105  0.95      Actinobacteria                 Corynebacterium
## ASV1177  0.95      Actinobacteria                      Kytococcus
## ASV1181  0.95         Bacteroidia                      Prevotella
## ASV1190  0.95       Negativicutes                     Veillonella
## ASV1198  0.95       Negativicutes                     Megasphaera
## ASV1216  0.95 Gammaproteobacteria                Stenotrophomonas
## ASV1224  0.95          Clostridia                   Peptoniphilus
## ASV1246  0.95         Bacteroidia                    Prevotella_9
## ASV1251  0.95          Clostridia                            <NA>
## ASV1280  0.95          Clostridia     Clostridium sensu stricto 1
## ASV1284  0.95      Actinobacteria                      Lawsonella
## ASV1323  0.95 Alphaproteobacteria                   Pseudahrensia
## ASV1326  0.95          Clostridia              Peptostreptococcus
## ASV1339  0.95          Clostridia     [Eubacterium] eligens group
## ASV1355  0.95      Planctomycetes                 Blastopirellula
## ASV1358  0.95 Gammaproteobacteria                     Pseudomonas
## ASV1364  0.95         Bacteroidia                    Prevotella_9
## ASV1383  0.95          Clostridia                            <NA>
## ASV1406  0.95          Clostridia                    Epulopiscium
## ASV1437  0.95             Bacilli                            <NA>
## ASV1456  0.95       Dadabacteriia                            <NA>
## ASV1461  0.95      Cyanobacteriia                            <NA>
## ASV1475  0.95         Bacteroidia                       Rikenella
## ASV1476  0.95             Bacilli                    Holdemanella
## ASV1477  0.95          Clostridia                            <NA>
## ASV1483  0.95         Bacteroidia                    Prevotella_9
## ASV1486  0.95    Desulfovibrionia                   Desulfovibrio
## ASV1501  0.95      Planctomycetes                 Blastopirellula
## ASV1505  0.95      Cyanobacteriia                            <NA>
## ASV1508  0.95      Acidimicrobiia                            <NA>
## ASV1553  0.95      Planctomycetes                Planctomicrobium
## ASV1578  0.95 Gammaproteobacteria                  Endozoicomonas
## ASV1593  0.95      Planctomycetes                 Blastopirellula
## ASV1641  0.95          Clostridia                         UCG-002
## ASV1708  0.95         Bacteroidia                     Bacteroides
## ASV1709  0.95      Cyanobacteriia                            <NA>
## ASV1712  0.95          Clostridia                    Agathobacter
## ASV1737  0.95      Cyanobacteriia                            <NA>
## ASV1760  0.95                <NA>                            <NA>
## ASV1764  0.95          Clostridia      [Eubacterium] brachy group
## ASV1767  0.95          Clostridia                   Peptoniphilus
## ASV1785  0.95      Actinobacteria               Pseudarthrobacter
## ASV1814  0.95      Planctomycetes                            <NA>
## ASV1827  0.95      Cyanobacteriia                            <NA>
## ASV1864  0.95      Planctomycetes                            <NA>
## ASV1924  0.95 Gammaproteobacteria                            <NA>
## ASV1988  0.95             Bacilli                         Kurthia
## ASV2008  0.95 Gammaproteobacteria                            <NA>
## ASV2016  0.95          Clostridia                Faecalibacterium
## ASV2024  0.95 Alphaproteobacteria                    Planktotalea
## ASV2060  0.95 Gammaproteobacteria                            <NA>
## ASV2062  0.95             Bacilli                    Enterococcus
## ASV2069  0.95      Planctomycetes                  Bythopirellula
## ASV2092  0.95             Bacilli             Limosilactobacillus
## ASV2093  0.95    Desulfovibrionia                            <NA>
## ASV2131  0.95         Bacteroidia                       Rikenella
## ASV2157  0.95 Gammaproteobacteria                  Photobacterium
## ASV2161  0.95      Planctomycetes                            <NA>
## ASV2169  0.95         Bacteroidia                    Prevotella_7
## ASV2218  0.95         Bacteroidia                  Paraprevotella
## ASV2228  0.95 Alphaproteobacteria                            <NA>
## ASV2242  0.95          Clostridia                Faecalibacterium
## ASV2245  0.95          Clostridia     Clostridium sensu stricto 1
## ASV2250  0.95 Alphaproteobacteria                      Paracoccus
## ASV2270  0.95    Desulfovibrionia                            <NA>
## ASV2303  0.95          Clostridia                            <NA>
## ASV2336  0.95         Bacteroidia                    Labilibacter
## ASV2370  0.95 Alphaproteobacteria              Methyloceanibacter
## ASV2392  0.95 Gammaproteobacteria                  Parasutterella
## ASV2430  0.95          Clostridia                            <NA>
## ASV2432  0.95      Cyanobacteriia            Synechococcus CC9902
## ASV2444  0.95    Verrucomicrobiae                      Rubritalea
## ASV2447  0.95 Alphaproteobacteria                      Leisingera
## ASV2498  0.95         Bacteroidia                            <NA>
## ASV2513  0.95         Bacteroidia                       Rikenella
## ASV2573  0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV2595  0.95         Bacteroidia                Sphingobacterium
## ASV2598  0.95 Gammaproteobacteria                  Parasutterella
## ASV2604  0.95      Cyanobacteriia                            <NA>
## ASV2624  0.95          Clostridia                    Tepidibacter
## ASV2674  0.95 Gammaproteobacteria                     Pseudomonas
## ASV2680  0.95          Clostridia                            <NA>
## ASV2702  0.95          Clostridia                         Blautia
## ASV2704  0.95 Alphaproteobacteria                          HIMB11
## ASV2718  0.95          Clostridia                    Agathobacter
## ASV2734  0.95 Gammaproteobacteria                             C39
## ASV2754  0.95    Desulfovibrionia                   Desulfovibrio
## ASV2757  0.95             Bacilli                            <NA>
## ASV2775  0.95       Dadabacteriia                            <NA>
## ASV2797  0.95         Bacteroidia                            <NA>
## ASV2810  0.95          Clostridia                            <NA>
## ASV2913  0.95      Actinobacteria                 Bifidobacterium
## ASV2926  0.95          Clostridia                Faecalibacterium
## ASV2934  0.95         Bacteroidia                     Bacteroides
## ASV2943  0.95          Clostridia                         UCG-009
## ASV2953  0.95       Fusobacteriia                   Cetobacterium
## ASV2973  0.95         Bacteroidia                 Parabacteroides
## ASV2996  0.95 Gammaproteobacteria                     Haemophilus
## ASV2998  0.95 Alphaproteobacteria                          Yangia
## ASV3021  0.95          Clostridia                  Intestinimonas
## ASV3046  0.95          Clostridia    [Ruminococcus] torques group
## ASV3077  0.95         Bacteroidia                     Bacteroides
## ASV3115  0.95          Clostridia                Faecalibacterium
## ASV3125  0.95         Bacteroidia                     Bacteroides
## ASV3129  0.95      Planctomycetes                  Rubripirellula
## ASV3145  0.95       Fusobacteriia                   Cetobacterium
## ASV3159  0.95             Bacilli                        Bacillus
## ASV3199  0.95         Bacteroidia                            <NA>
## ASV3210  0.95      Acidimicrobiia                            <NA>
## ASV3211  0.95         Bacteroidia                       Rikenella
## ASV3295  0.95         Bacteroidia                    Prevotella_9
## ASV3321  0.95          Clostridia                Faecalibacterium
## ASV3322  0.95          Clostridia                 Subdoligranulum
## ASV3343  0.95             Bacilli   [Anaerorhabdus] furcosa group
## ASV3519  0.95          Clostridia                            <NA>
## ASV3520  0.95       Fusobacteriia                   Fusobacterium
## ASV3604  0.95        Spirochaetia                            <NA>
## ASV3611  0.95             Bacilli                  Carnobacterium
## ASV3633  0.95          Clostridia                         Blautia
## ASV3661  0.95         Bacteroidia                       Algitalea
## ASV3668  0.95          Clostridia                 Sedimentibacter
## ASV3698  0.95         Bacteroidia                dgA-11 gut group
## ASV3707  0.95     Bdellovibrionia                            <NA>
## ASV3759  0.95          Clostridia                            <NA>
## ASV3764  0.95           Polyangia                            <NA>
## ASV3783  0.95          Clostridia                            <NA>
## ASV3808  0.95             Bacilli                    Enterococcus
## ASV3820  0.95          Clostridia                            <NA>
## ASV3866  0.95         Bacteroidia                       Alistipes
## ASV3905  0.95          Clostridia                            <NA>
## ASV3954  0.95                <NA>                            <NA>
## ASV3957  0.95          Clostridia                            <NA>
## ASV3960  0.95          Clostridia                            <NA>
## ASV3988  0.95          Clostridia                   Angelakisella
## ASV4018  0.95          Clostridia                      Tuzzerella
## ASV4038  0.95 Alphaproteobacteria                            <NA>
## ASV4069  0.95         Bacteroidia                            <NA>
## ASV4092  0.95             Bacilli                  Lysinibacillus
## ASV4099  0.95 Gammaproteobacteria                      Sutterella
## ASV4185  0.95 Gammaproteobacteria                            <NA>
## ASV4201  0.95         Bacteroidia                    Labilibacter
## ASV4272  0.95         Bacteroidia                 Elizabethkingia
## ASV4334  0.95         Bacteroidia                     Bacteroides
## ASV4337  0.95             Bacilli         Candidatus Hepatoplasma
## ASV4354  0.95          Clostridia                            <NA>
## ASV4411  0.95    Desulfovibrionia                       Bilophila
## ASV4456  0.95         Bacteroidia                            <NA>
## ASV4500  0.95         Bacteroidia                     Bacteroides
## ASV4509  0.95          Clostridia                       Roseburia
## ASV4615  0.95          Clostridia                            <NA>
## ASV4809  0.95             Bacilli                            <NA>
## ASV4810  0.95          Clostridia                            <NA>
## ASV4882  0.95          Clostridia                            <NA>
## ASV4884  0.95          Clostridia                    Agathobacter
## ASV5021  0.95 Gammaproteobacteria               Litoribrevibacter
## ASV5029  0.95    Desulfovibrionia                   Desulfovibrio
## ASV5064  0.95          Clostridia                     Peptococcus
## ASV5183  0.95         Bacteroidia                       Alistipes
## ASV5216  0.95          Clostridia                         UCG-005
## ASV5235  0.95          Clostridia                Faecalibacterium
## ASV5268  0.95         Bacteroidia                       Rikenella
## ASV5282  0.95         Bacteroidia                       Alistipes
## ASV5293  0.95      Actinobacteria                         Dietzia
## ASV5358  0.95          Clostridia                           Dorea
## ASV5382  0.95          Clostridia                            <NA>
## ASV5470  0.95          Clostridia                           Dorea
## ASV5514  0.95 Alphaproteobacteria                      Microvirga
## ASV5527  0.95 Alphaproteobacteria                            <NA>
## ASV5534  0.95 Alphaproteobacteria  Methylobacterium-Methylorubrum
## ASV5574  0.95          Clostridia     Clostridium sensu stricto 1
## ASV5639  0.95         Bacteroidia                       Rikenella
## ASV5657  0.95      Cyanobacteriia                            <NA>
## ASV5665  0.95 Gammaproteobacteria                     Haemophilus
## ASV5702  0.95         Bacteroidia                       Alistipes
## ASV5771  0.95         Bacteroidia                            <NA>
## ASV5783  0.95 Alphaproteobacteria                            <NA>
## ASV5791  0.95      Planctomycetes                  Rubripirellula
## ASV5849  0.95    Verrucomicrobiae                     Akkermansia
## ASV5871  0.95             Bacilli                 Catenibacterium
## ASV5993  0.95         Bacteroidia                   Butyricimonas
## ASV6002  0.95      Planctomycetes                  Rubripirellula
## ASV6024  0.95        Spirochaetia                       Treponema
## ASV6075  0.95         Bacteroidia     Prevotellaceae NK3B31 group
## ASV6083  0.95      Cyanobacteriia                            <NA>
## ASV6152  0.95         Bacteroidia                       Rikenella
## ASV6154  0.95          Clostridia                    Epulopiscium
## ASV6175  0.95       Negativicutes                            <NA>
## ASV6180  0.95             Bacilli                    Holdemanella
## ASV6262  0.95          Clostridia                      Romboutsia
## ASV6346  0.95         Bacteroidia                 Parabacteroides
## ASV6422  0.95         Bacteroidia     Prevotellaceae NK3B31 group
## ASV6458  0.95 Gammaproteobacteria                Polynucleobacter
## ASV6503  0.95 Gammaproteobacteria                            <NA>
## ASV6527  0.95                <NA>                            <NA>
## ASV6554  0.95      Cyanobacteriia                            <NA>
## ASV6614  0.95 Gammaproteobacteria                   Dechloromonas
## ASV6647  0.95         Bacteroidia                            <NA>
## ASV6702  0.95          Clostridia                   Peptoniphilus
## ASV6761  0.95    Verrucomicrobiae                   Roseibacillus
## ASV6773  0.95 Gammaproteobacteria                   Succinivibrio
## ASV6889  0.95      Cyanobacteriia                            <NA>
## ASV7005  0.95         Bacteroidia                NS5 marine group
## ASV7040  0.95          Clostridia                      Romboutsia
## ASV7096  0.95 Alphaproteobacteria                 Aliiroseovarius
## ASV7097  0.95          Clostridia                            <NA>
## ASV7213  0.95 Alphaproteobacteria                            <NA>
## ASV7214  0.95          Clostridia                            <NA>
## ASV7298  0.95          Clostridia     Clostridium sensu stricto 1
## ASV7360  0.95          Clostridia                       Roseburia
## ASV7590  0.95             Bacilli                    Holdemanella
## ASV7760  0.95      Actinobacteria                     Actinomyces
## ASV7762  0.95          Clostridia                      Sellimonas
## ASV7797  0.95          Clostridia    [Ruminococcus] torques group
## ASV7868  0.95          Clostridia                            <NA>
## ASV8243  0.95             Bacilli                  Carnobacterium
## ASV8275  0.95 Alphaproteobacteria                 Aliiroseovarius
## ASV8454  0.95          Clostridia                            <NA>
## ASV8676  0.95          Clostridia                            <NA>
## ASV8839  0.95      Actinobacteria                            <NA>
## ASV8974  0.95      Actinobacteria                    Nocardioides
## ASV9017  0.95                <NA>                            <NA>
## ASV9304  0.95       Fusobacteriia                   Cetobacterium
## ASV9460  0.95       Fusobacteriia                   Fusobacterium
## ASV9750  0.95          Clostridia                            <NA>
## ASV9786  0.95 Alphaproteobacteria                            <NA>
## ASV9787  0.95             Bacilli                   Lactobacillus
## ASV9850  0.95 Gammaproteobacteria                            <NA>
## ASV10293 0.95          Clostridia                  Intestinimonas
## ASV10340 0.95          Clostridia                            <NA>
## ASV10935 0.95    Desulfuromonadia                            <NA>
## ASV11171 0.95     Deferribacteres                   Mucispirillum
## ASV11172 0.95 Gammaproteobacteria                     Haemophilus
## ASV12169 0.95      Actinobacteria                            <NA>
## ASV12295 0.95          Clostridia     Clostridium sensu stricto 1
## ASV12931 0.95 Alphaproteobacteria                   Pseudahrensia
## ASV13590 0.95         Bacteroidia                 Parabacteroides
## ASV13842 0.95          Clostridia                    Anaerofustis
## ASV14895 0.95 Gammaproteobacteria                            <NA>
## ASV14909 0.95         Bacteroidia                            <NA>
## ASV16991 0.95         Bacteroidia                NS4 marine group
## ASV17100 0.95          Clostridia                Fusicatenibacter
## ASV17545 0.95 Alphaproteobacteria                    Sphingomonas
## ASV17849 0.95       Negativicutes                       Dialister
## ASV18897 0.95          Clostridia                  Incertae Sedis
## ASV18941 0.95          Clostridia                Colidextribacter
## ASV19214 0.95          Clostridia                 Paraclostridium
## ASV20213 0.95          Clostridia                            <NA>
## ASV21255 0.95          Clostridia                         Blautia
## ASV21635 0.95          Clostridia                            <NA>
## ASV21651 0.95          Clostridia                 Paraclostridium
## ASV23441 0.95 Gammaproteobacteria                 Oceanospirillum
## ASV24194 0.95          Clostridia                         UCG-002
## ASV24195 0.95          Clostridia                            <NA>
## ASV41    0.95             Bacilli                    Turicibacter
## ASV82    0.95             Bacilli                 Exiguobacterium
## ASV135   0.95             Bacilli                            <NA>
## ASV156   0.95        Brevinematia                       Brevinema
## ASV190   0.95 Gammaproteobacteria                       Tolumonas
## ASV193   0.95         Bacteroidia                    Flavirhabdus
## ASV214   0.95 Alphaproteobacteria                            <NA>
## ASV277   0.95         Bacteroidia                     Bacteroides
## ASV290   0.95         Bacteroidia                     Bacteroides
## ASV303   0.95 Gammaproteobacteria                      Suttonella
## ASV317   0.95         Bacteroidia                            <NA>
## ASV346   0.95 Gammaproteobacteria                   Acinetobacter
## ASV351   0.95      Cyanobacteriia                            <NA>
## ASV357   0.95         Bacteroidia                            <NA>
## ASV380   0.95       Fusobacteriia                   Fusobacterium
## ASV412   0.95          Clostridia      [Eubacterium] brachy group
## ASV422   0.95             Bacilli        Candidatus Bacilloplasma
## ASV441   0.95 Gammaproteobacteria                        Massilia
## ASV454   0.95 Gammaproteobacteria                   Psychrobacter
## ASV457   0.95 Alphaproteobacteria                   Defluviimonas
## ASV461   0.95 Alphaproteobacteria                     Roseovarius
## ASV467   0.95 Alphaproteobacteria                     Skermanella
## ASV470   0.95         Bacteroidia                    Prevotella_9
## ASV493   0.95 Gammaproteobacteria                   Psychrobacter
## ASV513   0.95             Bacilli        Candidatus Bacilloplasma
## ASV522   0.95             Bacilli                         Gemella
## ASV530   0.95                <NA>                            <NA>
## ASV535   0.95      Cyanobacteriia                            <NA>
## ASV538   0.95 Alphaproteobacteria                            <NA>
## ASV550   0.95         Bacteroidia                    Prevotella_9
## ASV563   0.95          Clostridia     Clostridium sensu stricto 4
## ASV613   0.95             Bacilli                            <NA>
## ASV615   0.95 Gammaproteobacteria                            <NA>
## ASV626   0.95 Alphaproteobacteria              Ascidiaceihabitans
## ASV628   0.95          Clostridia                   Anaerostignum
## ASV631   0.95         Bacteroidia                    Prevotella_9
## ASV646   0.95         Bacteroidia                 Parabacteroides
## ASV726   0.95             Bacilli                   Streptococcus
## ASV732   0.95      Cyanobacteriia                            <NA>
## ASV738   0.95             Bacilli                   Lactobacillus
## ASV761   0.95       Fusobacteriia                   Fusobacterium
## ASV766   0.95             Bacilli                            <NA>
## ASV803   0.95             Bacilli                        Bacillus
## ASV814   0.95          Clostridia                            <NA>
## ASV815   0.95             Bacilli                    Holdemanella
## ASV869   0.95         Bacteroidia                            <NA>
## ASV876   0.95 Alphaproteobacteria                      Paracoccus
## ASV883   0.95      Planctomycetes                 Blastopirellula
## ASV899   0.95 Alphaproteobacteria                   Filomicrobium
## ASV901   0.95             Bacilli                            <NA>
## ASV918   0.95 Gammaproteobacteria                       Tolumonas
## ASV930   0.95      Planctomycetes                       Pirellula
## ASV961   0.95        Brevinematia                       Brevinema
## ASV985   0.95       Fusobacteriia                   Cetobacterium
## ASV1012  0.95             Bacilli                            <NA>
## ASV1034  0.95       Negativicutes                       Megamonas
## ASV1051  0.95         Bacteroidia                            <NA>
## ASV1059  0.95         Bacteroidia                  Flavobacterium
## ASV1094  0.95             Bacilli                            <NA>
## ASV1095  0.95 Gammaproteobacteria                     Pseudomonas
## ASV1096  0.95          Clostridia     Clostridium sensu stricto 4
## ASV1100  0.95      Planctomycetes                 Blastopirellula
## ASV1110  0.95    Desulfovibrionia                   Desulfovibrio
## ASV1115  0.95 Gammaproteobacteria                   Psychrobacter
## ASV1121  0.95         Bacteroidia                            <NA>
## ASV1141  0.95 Alphaproteobacteria                            <NA>
## ASV1199  0.95 Gammaproteobacteria                  Photobacterium
## ASV1214  0.95         Bacteroidia                       Rikenella
## ASV1229  0.95    Verrucomicrobiae                     Akkermansia
## ASV1260  0.95          Clostridia                      Romboutsia
## ASV1281  0.95      Actinobacteria                 Corynebacterium
## ASV1321  0.95      Actinobacteria                  Micromonospora
## ASV1343  0.95 Gammaproteobacteria                            <NA>
## ASV1350  0.95         Bacteroidia                       Nonlabens
## ASV1352  0.95         Bacteroidia                            <NA>
## ASV1356  0.95      Planctomycetes                            <NA>
## ASV1357  0.95          Clostridia                            <NA>
## ASV1423  0.95 Gammaproteobacteria                            <NA>
## ASV1426  0.95 Alphaproteobacteria                      Paracoccus
## ASV1430  0.95      Cyanobacteriia         Prochlorococcus MIT9313
## ASV1488  0.95    Desulfovibrionia                   Desulfovibrio
## ASV1504  0.95 Gammaproteobacteria                       Tolumonas
## ASV1515  0.95             Bacilli                      Mycoplasma
## ASV1518  0.95         Bacteroidia                    Prevotella_9
## ASV1535  0.95             Bacilli                  Lysinibacillus
## ASV1571  0.95         Bacteroidia                            <NA>
## ASV1600  0.95         Bacteroidia                     Lishizhenia
## ASV1609  0.95             Bacilli                  Carnobacterium
## ASV1614  0.95         Bacteroidia                dgA-11 gut group
## ASV1620  0.95 Alphaproteobacteria                            <NA>
## ASV1647  0.95          Clostridia     Clostridium sensu stricto 4
## ASV1666  0.95         Bacteroidia                 Parabacteroides
## ASV1679  0.95      Planctomycetes                            <NA>
## ASV1699  0.95      Actinobacteria                 Corynebacterium
## ASV1726  0.95             Bacilli                        Bacillus
## ASV1748  0.95 Gammaproteobacteria                            <NA>
## ASV1754  0.95 Alphaproteobacteria              Ascidiaceihabitans
## ASV1755  0.95          Clostridia                     Coprococcus
## ASV1759  0.95 Alphaproteobacteria                            <NA>
## ASV1771  0.95      Planctomycetes                 Blastopirellula
## ASV1776  0.95 Alphaproteobacteria                            <NA>
## ASV1803  0.95      Cyanobacteriia              Cyanobium PCC-6307
## ASV1815  0.95 Gammaproteobacteria                       Vogesella
## ASV1824  0.95       Fusobacteriia                   Cetobacterium
## ASV1830  0.95       Fusobacteriia                   Fusobacterium
## ASV1843  0.95 Gammaproteobacteria                            <NA>
## ASV1873  0.95             Bacilli                    Solibacillus
## ASV1874  0.95 Alphaproteobacteria                  Pseudoruegeria
## ASV1918  0.95          Clostridia                 Intestinibacter
## ASV1941  0.95      Planctomycetes                  Rhodopirellula
## ASV1972  0.95          Clostridia                            <NA>
## ASV1975  0.95      Planctomycetes                 Blastopirellula
## ASV1991  0.95         Bacteroidia                      Prevotella
## ASV1993  0.95      Planctomycetes                  Rubripirellula
## ASV2005  0.95 Gammaproteobacteria                  Photobacterium
## ASV2017  0.95    Desulfovibrionia                   Desulfovibrio
## ASV2063  0.95          Clostridia     Clostridium sensu stricto 4
## ASV2070  0.95          Clostridia                       Roseburia
## ASV2080  0.95      Cyanobacteriia                            <NA>
## ASV2081  0.95      Planctomycetes                 Blastopirellula
## ASV2095  0.95 Gammaproteobacteria                          Vibrio
## ASV2115  0.95         Bacteroidia                            <NA>
## ASV2134  0.95      Planctomycetes                 Blastopirellula
## ASV2152  0.95 Alphaproteobacteria                            <NA>
## ASV2158  0.95 Alphaproteobacteria              Ascidiaceihabitans
## ASV2174  0.95             Bacilli                    Holdemanella
## ASV2206  0.95 Alphaproteobacteria                            <NA>
## ASV2209  0.95 Alphaproteobacteria                            <NA>
## ASV2210  0.95         Bacteroidia               NS2b marine group
## ASV2217  0.95 Gammaproteobacteria                      Oleibacter
## ASV2241  0.95 Gammaproteobacteria                   Succinivibrio
## ASV2248  0.95      Planctomycetes             p-1088-a5 gut group
## ASV2251  0.95      Planctomycetes                  Rubripirellula
## ASV2295  0.95          Clostridia                      Romboutsia
## ASV2309  0.95      Planctomycetes                            <NA>
## ASV2320  0.95      Planctomycetes                  Rubripirellula
## ASV2339  0.95 Alphaproteobacteria                    Planktotalea
## ASV2389  0.95 Alphaproteobacteria                        Ruegeria
## ASV2418  0.95    Verrucomicrobiae                            <NA>
## ASV2452  0.95 Alphaproteobacteria                            <NA>
## ASV2462  0.95             Bacilli                            <NA>
## ASV2470  0.95 Gammaproteobacteria                  Photobacterium
## ASV2502  0.95      Cyanobacteriia                            <NA>
## ASV2503  0.95         Bacteroidia                       Alistipes
## ASV2508  0.95 Alphaproteobacteria                            <NA>
## ASV2514  0.95          Clostridia                            <NA>
## ASV2567  0.95      Actinobacteria                         Dietzia
## ASV2582  0.95 Gammaproteobacteria                          Vibrio
## ASV2590  0.95             Bacilli                 Psychrobacillus
## ASV2592  0.95          Clostridia                      Romboutsia
## ASV2600  0.95          Clostridia                            <NA>
## ASV2620  0.95      Planctomycetes                  Rubripirellula
## ASV2636  0.95      Planctomycetes                  Bythopirellula
## ASV2656  0.95 Gammaproteobacteria                            <NA>
## ASV2658  0.95 Alphaproteobacteria                            <NA>
## ASV2663  0.95      Cyanobacteriia                            <NA>
## ASV2666  0.95         Bacteroidia                 Parabacteroides
## ASV2682  0.95 Gammaproteobacteria                            <NA>
## ASV2687  0.95          Clostridia                 Sedimentibacter
## ASV2700  0.95      Cyanobacteriia                            <NA>
## ASV2714  0.95          Clostridia                       Roseburia
## ASV2721  0.95          Clostridia     Clostridium sensu stricto 1
## ASV2742  0.95    Desulfovibrionia                            <NA>
## ASV2753  0.95    Verrucomicrobiae                     Akkermansia
## ASV2756  0.95          Clostridia                            <NA>
## ASV2766  0.95          Clostridia    [Ruminococcus] torques group
## ASV2813  0.95      Planctomycetes                    Pir4 lineage
## ASV2840  0.95          Clostridia                    Ruminococcus
## ASV2859  0.95             Bacilli                            <NA>
## ASV2902  0.95      Planctomycetes                    Pir4 lineage
## ASV2947  0.95          Clostridia                       Roseburia
## ASV2974  0.95      Actinobacteria                 Corynebacterium
## ASV2981  0.95      Planctomycetes                  Bythopirellula
## ASV2994  0.95             Bacilli                            <NA>
## ASV3009  0.95          Clostridia                            <NA>
## ASV3059  0.95 Alphaproteobacteria                      Loktanella
## ASV3079  0.95             Bacilli                   Streptococcus
## ASV3082  0.95     Gracilibacteria                            <NA>
## ASV3109  0.95         Bacteroidia                       Alistipes
## ASV3123  0.95         Bacteroidia                       Rikenella
## ASV3131  0.95      Planctomycetes                 Blastopirellula
## ASV3180  0.95    Desulfovibrionia                   Desulfovibrio
## ASV3212  0.95          Clostridia                            <NA>
## ASV3224  0.95         Bacteroidia               NS2b marine group
## ASV3226  0.95             Bacilli                            <NA>
## ASV3244  0.95    Desulfovibrionia                   Desulfovibrio
## ASV3246  0.95          Clostridia                      Paludicola
## ASV3261  0.95             Bacilli                        Bacillus
## ASV3288  0.95      Planctomycetes                  Bythopirellula
## ASV3289  0.95 Gammaproteobacteria                     Marinomonas
## ASV3310  0.95    Verrucomicrobiae                     Akkermansia
## ASV3312  0.95          Clostridia                    Fournierella
## ASV3403  0.95          Clostridia    [Ruminococcus] torques group
## ASV3419  0.95 Gammaproteobacteria                   Enhydrobacter
## ASV3426  0.95    Desulfovibrionia                   Desulfovibrio
## ASV3446  0.95    Desulfovibrionia                   Desulfovibrio
## ASV3456  0.95          Clostridia                      Parvimonas
## ASV3461  0.95 Alphaproteobacteria                   Filomicrobium
## ASV3479  0.95 Alphaproteobacteria                            <NA>
## ASV3491  0.95      Actinobacteria                  Microbacterium
## ASV3535  0.95    Desulfovibrionia                            <NA>
## ASV3577  0.95    Desulfuromonadia                            <NA>
## ASV3588  0.95      Cyanobacteriia                            <NA>
## ASV3610  0.95          Clostridia                            <NA>
## ASV3641  0.95 Alphaproteobacteria                       Halovulum
## ASV3653  0.95      Cyanobacteriia         Prochlorococcus MIT9313
## ASV3666  0.95 Alphaproteobacteria                      Microvirga
## ASV3669  0.95      Actinobacteria                         Kocuria
## ASV3721  0.95         Bacteroidia                   Tenacibaculum
## ASV3722  0.95          Clostridia                     Eubacterium
## ASV3727  0.95         Bacteroidia                            <NA>
## ASV3771  0.95         Bacteroidia                            <NA>
## ASV3775  0.95    Desulfovibrionia                   Desulfovibrio
## ASV3825  0.95          Clostridia    Clostridium sensu stricto 18
## ASV3826  0.95          Clostridia    Lachnospiraceae ND3007 group
## ASV3853  0.95             Bacilli                       Weissella
## ASV3857  0.95      Planctomycetes                 Blastopirellula
## ASV3915  0.95         Bacteroidia                            <NA>
## ASV4003  0.95          Clostridia                            <NA>
## ASV4016  0.95          Clostridia                            <NA>
## ASV4020  0.95          Clostridia    [Ruminococcus] torques group
## ASV4027  0.95             Bacilli                         Savagea
## ASV4028  0.95          Clostridia              Peptostreptococcus
## ASV4042  0.95 Alphaproteobacteria                            <NA>
## ASV4058  0.95      Planctomycetes                 Blastopirellula
## ASV4059  0.95 Alphaproteobacteria                            <NA>
## ASV4094  0.95 Gammaproteobacteria                          Vibrio
## ASV4134  0.95         Bacteroidia                   Porphyromonas
## ASV4140  0.95             Bacilli                   Streptococcus
## ASV4144  0.95          Clostridia                         Blautia
## ASV4168  0.95      Planctomycetes                 Blastopirellula
## ASV4175  0.95          Clostridia                            <NA>
## ASV4200  0.95         Bacteroidia                       Rikenella
## ASV4218  0.95      Planctomycetes                  Rhodopirellula
## ASV4265  0.95          Clostridia                            <NA>
## ASV4275  0.95         Bacteroidia                       Rikenella
## ASV4314  0.95 Gammaproteobacteria                            <NA>
## ASV4335  0.95 Alphaproteobacteria                            <NA>
## ASV4371  0.95          Clostridia                            <NA>
## ASV4383  0.95 Alphaproteobacteria                            <NA>
## ASV4384  0.95      Planctomycetes                 Blastopirellula
## ASV4465  0.95 Alphaproteobacteria                      Paracoccus
## ASV4562  0.95 Alphaproteobacteria                            <NA>
## ASV4566  0.95          Clostridia                    Ruminococcus
## ASV4573  0.95 Gammaproteobacteria                       Aeromonas
## ASV4586  0.95          Clostridia      [Eubacterium] brachy group
## ASV4596  0.95    Desulfovibrionia                   Desulfovibrio
## ASV4614  0.95          Clostridia                            <NA>
## ASV4616  0.95          Clostridia                            <NA>
## ASV4658  0.95          Clostridia                    Tepidibacter
## ASV4664  0.95             Bacilli                     Lactococcus
## ASV4667  0.95          Clostridia   Christensenellaceae R-7 group
## ASV4680  0.95          Clostridia                         Blautia
## ASV4738  0.95 Alphaproteobacteria                            <NA>
## ASV4767  0.95          Clostridia     Clostridium sensu stricto 1
## ASV4768  0.95      Cyanobacteriia                            <NA>
## ASV4781  0.95      Planctomycetes                            <NA>
## ASV4851  0.95       Negativicutes           Phascolarctobacterium
## ASV4870  0.95 Alphaproteobacteria                   Pseudahrensia
## ASV4885  0.95         Bacteroidia                   Porphyromonas
## ASV4904  0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV4905  0.95             Bacilli                   Streptococcus
## ASV4910  0.95         Bacteroidia                   Marinoscillum
## ASV4980  0.95             Bacilli                        Bacillus
## ASV4996  0.95 Alphaproteobacteria                   Pseudahrensia
## ASV4997  0.95          Clostridia                Fusicatenibacter
## ASV5044  0.95          Clostridia                            <NA>
## ASV5100  0.95 Alphaproteobacteria                            <NA>
## ASV5103  0.95         Bacteroidia                    Prevotella_7
## ASV5141  0.95      Planctomycetes                 Blastopirellula
## ASV5147  0.95          Clostridia     Clostridium sensu stricto 1
## ASV5170  0.95        Spirochaetia                       Treponema
## ASV5214  0.95      Planctomycetes                  Bythopirellula
## ASV5215  0.95 Gammaproteobacteria                 Thaumasiovibrio
## ASV5223  0.95          Clostridia     Clostridium sensu stricto 1
## ASV5292  0.95 Gammaproteobacteria                            <NA>
## ASV5312  0.95          Clostridia                            <NA>
## ASV5359  0.95 Gammaproteobacteria                      Sutterella
## ASV5395  0.95       Fusobacteriia                   Cetobacterium
## ASV5436  0.95          Clostridia                      Sellimonas
## ASV5469  0.95             Bacilli                 Catenibacterium
## ASV5480  0.95 Alphaproteobacteria                            <NA>
## ASV5504  0.95          Clostridia                            <NA>
## ASV5512  0.95 Alphaproteobacteria                            <NA>
## ASV5548  0.95      Actinobacteria                            <NA>
## ASV5682  0.95      Planctomycetes                    Pir4 lineage
## ASV5734  0.95      Planctomycetes                 Blastopirellula
## ASV5760  0.95          Clostridia                Peptoclostridium
## ASV5774  0.95         Bacteroidia                 Parabacteroides
## ASV5850  0.95          Clostridia                   Proteocatella
## ASV5863  0.95             Bacilli                         ZOR0006
## ASV5901  0.95             Bacilli                      Mycoplasma
## ASV5919  0.95 Alphaproteobacteria                            <NA>
## ASV5988  0.95        Rhodothermia                  Aliifodinibius
## ASV6006  0.95          Clostridia                      Romboutsia
## ASV6139  0.95       Fusobacteriia                   Fusobacterium
## ASV6155  0.95                <NA>                            <NA>
## ASV6192  0.95 Alphaproteobacteria                            <NA>
## ASV6263  0.95      Actinobacteria              Ornithinimicrobium
## ASV6296  0.95      Actinobacteria                 Corynebacterium
## ASV6311  0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV6312  0.95             Bacilli                            <NA>
## ASV6322  0.95          Clostridia                       Roseburia
## ASV6340  0.95             Bacilli                  Carnobacterium
## ASV6368  0.95          Clostridia               Lachnoclostridium
## ASV6384  0.95                <NA>                            <NA>
## ASV6407  0.95      Actinobacteria                 Corynebacterium
## ASV6408  0.95 Alphaproteobacteria                    Thalassobius
## ASV6508  0.95 Alphaproteobacteria                       Albimonas
## ASV6509  0.95          Clostridia                         Blautia
## ASV6539  0.95         Bacteroidia                 Parabacteroides
## ASV6564  0.95             Bacilli          Erysipelatoclostridium
## ASV6590  0.95    Verrucomicrobiae                     Akkermansia
## ASV6632  0.95         Bacteroidia                            <NA>
## ASV6659  0.95 Gammaproteobacteria                  Parasutterella
## ASV6700  0.95         Bacteroidia                            <NA>
## ASV6764  0.95 Alphaproteobacteria                            <NA>
## ASV6858  0.95      Actinobacteria                        Gordonia
## ASV6888  0.95 Alphaproteobacteria                            <NA>
## ASV6917  0.95         Bacteroidia                     Croceitalea
## ASV6935  0.95 Alphaproteobacteria                       Roseibium
## ASV7009  0.95          Clostridia                 Sedimentibacter
## ASV7063  0.95             Bacilli                            <NA>
## ASV7142  0.95 Gammaproteobacteria                       Kangiella
## ASV7162  0.95         Bacteroidia                NS4 marine group
## ASV7173  0.95          Clostridia                           Dorea
## ASV7184  0.95     Desulfobacteria                  Desulfobotulus
## ASV7210  0.95    Desulfovibrionia                   Desulfovibrio
## ASV7239  0.95 Gammaproteobacteria                            <NA>
## ASV7307  0.95 Alphaproteobacteria                         Ensifer
## ASV7324  0.95 Alphaproteobacteria                            <NA>
## ASV7392  0.95          Clostridia                            <NA>
## ASV7425  0.95          Clostridia                     Lachnospira
## ASV7427  0.95      Actinobacteria                     Varibaculum
## ASV7453  0.95     Kiritimatiellae                            <NA>
## ASV7455  0.95          Clostridia                   Peptoniphilus
## ASV7491  0.95             Bacilli                        Bacillus
## ASV7496  0.95 Alphaproteobacteria                            <NA>
## ASV7610  0.95      Actinobacteria                          Rothia
## ASV7613  0.95 Gammaproteobacteria                            <NA>
## ASV7646  0.95 Gammaproteobacteria                            <NA>
## ASV7670  0.95      Cyanobacteriia                            <NA>
## ASV7731  0.95    Desulfovibrionia                            <NA>
## ASV7757  0.95             Bacilli                        Bacillus
## ASV7820  0.95      Planctomycetes                   Roseimaritima
## ASV7826  0.95      Planctomycetes                       Pirellula
## ASV7881  0.95 Alphaproteobacteria                        Marivita
## ASV7888  0.95          Clostridia                            <NA>
## ASV8058  0.95          Clostridia                            <NA>
## ASV8231  0.95         Bacteroidia                    Spongiimonas
## ASV8407  0.95 Gammaproteobacteria                       Aeromonas
## ASV8409  0.95    Desulfovibrionia                            <NA>
## ASV8415  0.95 Alphaproteobacteria                            <NA>
## ASV8453  0.95          Clostridia                            <NA>
## ASV8577  0.95         Bacteroidia                  Pseudarcicella
## ASV8623  0.95       Desulfobulbia                 Desulforhopalus
## ASV8664  0.95               OM190                            <NA>
## ASV8747  0.95 Gammaproteobacteria                            <NA>
## ASV8748  0.95          Clostridia                            <NA>
## ASV8794  0.95 Alphaproteobacteria                            <NA>
## ASV8845  0.95         Bacteroidia                     Bacteroides
## ASV8921  0.95          Clostridia                   Peptoniphilus
## ASV9099  0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV9132  0.95      Cyanobacteriia                            <NA>
## ASV9147  0.95          Clostridia     Clostridium sensu stricto 1
## ASV9305  0.95       Negativicutes                       Centipeda
## ASV9446  0.95          Clostridia     Clostridium sensu stricto 1
## ASV9508  0.95      Planctomycetes                  Bythopirellula
## ASV9514  0.95         Bacteroidia                       Rikenella
## ASV9515  0.95          Clostridia                            <NA>
## ASV9565  0.95 Gammaproteobacteria                            <NA>
## ASV9572  0.95             Bacilli                     Lactococcus
## ASV9639  0.95      Cyanobacteriia                            <NA>
## ASV9659  0.95         Bacteroidia     Prevotellaceae NK3B31 group
## ASV9802  0.95 Gammaproteobacteria                            <NA>
## ASV9862  0.95      Planctomycetes                  Rhodopirellula
## ASV9960  0.95 Alphaproteobacteria                   Erythrobacter
## ASV10212 0.95         Bacteroidia                 Parabacteroides
## ASV10349 0.95          Clostridia                            <NA>
## ASV10650 0.95          Clostridia                            <NA>
## ASV10651 0.95         Bacteroidia                       Rikenella
## ASV10674 0.95             Bacilli                   Catenisphaera
## ASV10743 0.95         Bacteroidia     Prevotellaceae NK3B31 group
## ASV10791 0.95         Bacteroidia                    Roseimarinus
## ASV10848 0.95 Gammaproteobacteria                            <NA>
## ASV11278 0.95 Gammaproteobacteria                      Oleibacter
## ASV11369 0.95 Gammaproteobacteria                            <NA>
## ASV11524 0.95          Clostridia               Ruminiclostridium
## ASV11562 0.95 Gammaproteobacteria                     Ramlibacter
## ASV11619 0.95             Bacilli                  Erysipelothrix
## ASV11705 0.95    Desulfovibrionia                            <NA>
## ASV11712 0.95         Bacteroidia                            <NA>
## ASV11715 0.95      Actinobacteria              Cellulosimicrobium
## ASV11795 0.95 Alphaproteobacteria                       MN 122.2a
## ASV12071 0.95             Bacilli                        Bacillus
## ASV12297 0.95 Gammaproteobacteria                            <NA>
## ASV12301 0.95 Alphaproteobacteria                      Paracoccus
## ASV12422 0.95         Bacteroidia                     Bacteroides
## ASV12488 0.95          Clostridia                  Incertae Sedis
## ASV12607 0.95          Clostridia                    Anaerofustis
## ASV12915 0.95         Bacteroidia     Rikenellaceae RC9 gut group
## ASV13178 0.95    Desulfovibrionia                   Desulfovibrio
## ASV13388 0.95          Clostridia     Clostridium sensu stricto 1
## ASV13430 0.95 Alphaproteobacteria                            <NA>
## ASV13569 0.95 Alphaproteobacteria                 Nitratireductor
## ASV13610 0.95 Alphaproteobacteria                           Bosea
## ASV13688 0.95             Bacilli                            <NA>
## ASV13810 0.95      Cyanobacteriia                            <NA>
## ASV14035 0.95          Clostridia                    Agathobacter
## ASV14149 0.95          Clostridia                            <NA>
## ASV14165 0.95 Gammaproteobacteria                       Aeromonas
## ASV14187 0.95          Clostridia                            <NA>
## ASV14287 0.95    Desulfovibrionia                            <NA>
## ASV14586 0.95          Clostridia                            <NA>
## ASV14599 0.95          Clostridia     Clostridium sensu stricto 1
## ASV14620 0.95 Gammaproteobacteria                  Neptuniibacter
## ASV14789 0.95          Clostridia                            <NA>
## ASV14908 0.95         Bacteroidia                            <NA>
## ASV15080 0.95         Leptospirae                     Turneriella
## ASV15286 0.95          Clostridia     [Eubacterium] eligens group
## ASV15658 0.95         Bacteroidia                     Bacteroides
## ASV15980 0.95         Bacteroidia                            <NA>
## ASV16412 0.95         Bacteroidia                     Arenibacter
## ASV16429 0.95          Clostridia                Terrisporobacter
## ASV17293 0.95             Bacilli                            <NA>
## ASV17535 0.95     Bdellovibrionia                    Peredibacter
## ASV17801 0.95 Alphaproteobacteria                            <NA>
## ASV18898 0.95      Planctomycetes             p-1088-a5 gut group
## ASV19836 0.95 Alphaproteobacteria                            <NA>
## ASV20128 0.95             Bacilli                   Fictibacillus
## ASV20186 0.95            Babeliae                            <NA>
## ASV20217 0.95          Clostridia                  Butyricicoccus
## ASV21636 0.95          Clostridia                     Anaerovorax
## ASV21729 0.95         Bacteroidia                 Parabacteroides
## ASV22177 0.95         Bacteroidia                      Prevotella
## ASV22459 0.95      Actinobacteria                            <NA>
## ASV24077 0.95 Alphaproteobacteria                            <NA>
## ASV24694 0.95          Clostridia                         Blautia
## ASV25296 0.95 Gammaproteobacteria                  Neptuniibacter
## ASV26608 0.95      Cyanobacteriia                            <NA>
## ASV30867 0.95      Actinobacteria                            <NA>
##                                         Family                        Phylum
## ASV1                            Prevotellaceae                  Bacteroidota
## ASV7                              Vibrionaceae                Proteobacteria
## ASV4                            Prevotellaceae                  Bacteroidota
## ASV56                    Peptostreptococcaceae                    Firmicutes
## ASV13                          Ruminococcaceae                    Firmicutes
## ASV30                          Ruminococcaceae                    Firmicutes
## ASV68                          Ruminococcaceae                    Firmicutes
## ASV84                          Lachnospiraceae                    Firmicutes
## ASV76                          Lachnospiraceae                    Firmicutes
## ASV110                         Lachnospiraceae                    Firmicutes
## ASV112                          Tannerellaceae                  Bacteroidota
## ASV5                              Cyanobiaceae                 Cyanobacteria
## ASV44                          Ruminococcaceae                    Firmicutes
## ASV48                          Lachnospiraceae                    Firmicutes
## ASV74                       Enterobacteriaceae                Proteobacteria
## ASV140                         Lachnospiraceae                    Firmicutes
## ASV217                         Lachnospiraceae                    Firmicutes
## ASV40                             Vibrionaceae                Proteobacteria
## ASV75                Erysipelatoclostridiaceae                    Firmicutes
## ASV414                         Lachnospiraceae                    Firmicutes
## ASV29                         Selenomonadaceae                    Firmicutes
## ASV37                       Acidaminococcaceae                    Firmicutes
## ASV87                         Streptococcaceae                    Firmicutes
## ASV115                         Lachnospiraceae                    Firmicutes
## ASV182                      Enterobacteriaceae                Proteobacteria
## ASV219                         Lachnospiraceae                    Firmicutes
## ASV253                         Lachnospiraceae                    Firmicutes
## ASV263                         Lachnospiraceae                    Firmicutes
## ASV107                          Bacteroidaceae                  Bacteroidota
## ASV211                         Lachnospiraceae                    Firmicutes
## ASV276                         Lachnospiraceae                    Firmicutes
## ASV280                         Lachnospiraceae                    Firmicutes
## ASV9                            Prevotellaceae                  Bacteroidota
## ASV17                         Selenomonadaceae                    Firmicutes
## ASV244                         Lachnospiraceae                    Firmicutes
## ASV279                         Lachnospiraceae                    Firmicutes
## ASV1188                        Lachnospiraceae                    Firmicutes
## ASV105                          Bacteroidaceae                  Bacteroidota
## ASV120                         Lachnospiraceae                    Firmicutes
## ASV185                         Lachnospiraceae                    Firmicutes
## ASV205                          Muribaculaceae                  Bacteroidota
## ASV377                         Lachnospiraceae                    Firmicutes
## ASV23                             Vibrionaceae                Proteobacteria
## ASV181                         Ruminococcaceae                    Firmicutes
## ASV469                         Lachnospiraceae                    Firmicutes
## ASV729                         Lachnospiraceae                    Firmicutes
## ASV737                          Bacteroidaceae                  Bacteroidota
## ASV14                             Cyanobiaceae                 Cyanobacteria
## ASV11                         Rhodobacteraceae                Proteobacteria
## ASV15                             Cyanobiaceae                 Cyanobacteria
## ASV18                             Vibrionaceae                Proteobacteria
## ASV53                      Erysipelotrichaceae                    Firmicutes
## ASV60                             Cyanobiaceae                 Cyanobacteria
## ASV108                          Bacteroidaceae                  Bacteroidota
## ASV136                          Bacteroidaceae                  Bacteroidota
## ASV153                        Oscillospiraceae                    Firmicutes
## ASV281                         Lachnospiraceae                    Firmicutes
## ASV545                         Lachnospiraceae                    Firmicutes
## ASV34                           Prevotellaceae                  Bacteroidota
## ASV71                Erysipelatoclostridiaceae                    Firmicutes
## ASV77                             Cyanobiaceae                 Cyanobacteria
## ASV79                             Cyanobiaceae                 Cyanobacteria
## ASV144                        Rhodobacteraceae                Proteobacteria
## ASV373                          Clostridiaceae                    Firmicutes
## ASV817                          Marinifilaceae                  Bacteroidota
## ASV1286                        Veillonellaceae                    Firmicutes
## ASV16                           Prevotellaceae                  Bacteroidota
## ASV106                          Sutterellaceae                Proteobacteria
## ASV220                         Lachnospiraceae                    Firmicutes
## ASV237                          Prevotellaceae                  Bacteroidota
## ASV261                         Lachnospiraceae                    Firmicutes
## ASV275                          Prevotellaceae                  Bacteroidota
## ASV295   [Eubacterium] coprostanoligenes group                    Firmicutes
## ASV716                         Lachnospiraceae                    Firmicutes
## ASV1604                        Lachnospiraceae                    Firmicutes
## ASV1644                        Lachnospiraceae                    Firmicutes
## ASV32                           Prevotellaceae                  Bacteroidota
## ASV39                           Bacteroidaceae                  Bacteroidota
## ASV51                           Prevotellaceae                  Bacteroidota
## ASV350                         Ruminococcaceae                    Firmicutes
## ASV1667                        Lachnospiraceae                    Firmicutes
## ASV4648                       Oscillospiraceae                    Firmicutes
## ASV6                          Mycoplasmataceae                    Firmicutes
## ASV24                    Peptostreptococcaceae                    Firmicutes
## ASV33                         Fusobacteriaceae                Fusobacteriota
## ASV35                           Prevotellaceae                  Bacteroidota
## ASV46                           Prevotellaceae                  Bacteroidota
## ASV121                        Streptococcaceae                    Firmicutes
## ASV223                      Bifidobacteriaceae              Actinobacteriota
## ASV431                         Lachnospiraceae                    Firmicutes
## ASV663                          Bacteroidaceae                  Bacteroidota
## ASV712                        Streptococcaceae                    Firmicutes
## ASV1305                        Lachnospiraceae                    Firmicutes
## ASV4750                        Ruminococcaceae                    Firmicutes
## ASV12                         Rhodobacteraceae                Proteobacteria
## ASV59                             Cyanobiaceae                 Cyanobacteria
## ASV347                         Lachnospiraceae                    Firmicutes
## ASV549                       Butyricicoccaceae                    Firmicutes
## ASV674                          Clostridiaceae                    Firmicutes
## ASV691                        Oscillospiraceae                    Firmicutes
## ASV706                         Lachnospiraceae                    Firmicutes
## ASV834                         Lachnospiraceae                    Firmicutes
## ASV1013                        Lachnospiraceae                    Firmicutes
## ASV1244                        Lachnospiraceae                    Firmicutes
## ASV1890                       Oscillospiraceae                    Firmicutes
## ASV3049                         Prevotellaceae                  Bacteroidota
## ASV20                             Cyanobiaceae                 Cyanobacteria
## ASV38                         Fusobacteriaceae                Fusobacteriota
## ASV72                        Staphylococcaceae                    Firmicutes
## ASV90                            Vagococcaceae                    Firmicutes
## ASV113                            Cyanobiaceae                 Cyanobacteria
## ASV167                        Lactobacillaceae                    Firmicutes
## ASV189                          Prevotellaceae                  Bacteroidota
## ASV426                          Bacteroidaceae                  Bacteroidota
## ASV871                         Ruminococcaceae                    Firmicutes
## ASV1794                        Lachnospiraceae                    Firmicutes
## ASV6276                        Lachnospiraceae                    Firmicutes
## ASV27                                     <NA>                 Cyanobacteria
## ASV28                                  Clade I                Proteobacteria
## ASV36                           Prevotellaceae                  Bacteroidota
## ASV64                      Erysipelotrichaceae                    Firmicutes
## ASV85                           Prevotellaceae                  Bacteroidota
## ASV145                          Bacteroidaceae                  Bacteroidota
## ASV147                           Weeksellaceae                  Bacteroidota
## ASV169                   Peptostreptococcaceae                    Firmicutes
## ASV234                          Sutterellaceae                Proteobacteria
## ASV260                        Streptococcaceae                    Firmicutes
## ASV344                          Prevotellaceae                  Bacteroidota
## ASV355                         Lachnospiraceae                    Firmicutes
## ASV391                          Bacteroidaceae                  Bacteroidota
## ASV495                         Lachnospiraceae                    Firmicutes
## ASV886                          Prevotellaceae                  Bacteroidota
## ASV950                        Oscillospiraceae                    Firmicutes
## ASV1126                        Lachnospiraceae                    Firmicutes
## ASV1714                        Lachnospiraceae                    Firmicutes
## ASV2074                        Lachnospiraceae                    Firmicutes
## ASV2195                        Lachnospiraceae                    Firmicutes
## ASV3481                  Peptostreptococcaceae                    Firmicutes
## ASV22                           Cryomorphaceae                  Bacteroidota
## ASV66                           Prevotellaceae                  Bacteroidota
## ASV73                     Propionibacteriaceae              Actinobacteriota
## ASV99                         Rhodobacteraceae                Proteobacteria
## ASV199                            Cyanobiaceae                 Cyanobacteria
## ASV250                         Ruminococcaceae                    Firmicutes
## ASV315                          Clostridiaceae                    Firmicutes
## ASV430   [Eubacterium] coprostanoligenes group                    Firmicutes
## ASV571                        Rhodobacteraceae                Proteobacteria
## ASV590                        Rhodobacteraceae                Proteobacteria
## ASV704                         Lachnospiraceae                    Firmicutes
## ASV1312                      Flavobacteriaceae                  Bacteroidota
## ASV2836                        Ruminococcaceae                    Firmicutes
## ASV3178                       Oscillospiraceae                    Firmicutes
## ASV4626                         Sutterellaceae                Proteobacteria
## ASV54                       Prolixibacteraceae                  Bacteroidota
## ASV57                           Prevotellaceae                  Bacteroidota
## ASV63                      Desulfovibrionaceae              Desulfobacterota
## ASV70                           Prevotellaceae                  Bacteroidota
## ASV86                                  Clade I                Proteobacteria
## ASV88                        Carnobacteriaceae                    Firmicutes
## ASV129                            Cyanobiaceae                 Cyanobacteria
## ASV161                          Prevotellaceae                  Bacteroidota
## ASV173                           Moraxellaceae                Proteobacteria
## ASV186                           Vagococcaceae                    Firmicutes
## ASV191                               Family XI                    Firmicutes
## ASV298                          Sutterellaceae                Proteobacteria
## ASV610                         Lachnospiraceae                    Firmicutes
## ASV757                          Prevotellaceae                  Bacteroidota
## ASV851                          Tannerellaceae                  Bacteroidota
## ASV1133                         Prevotellaceae                  Bacteroidota
## ASV1639                       Rhodobacteraceae                Proteobacteria
## ASV2400                        Ruminococcaceae                    Firmicutes
## ASV2761                        Lachnospiraceae                    Firmicutes
## ASV2967                       Oscillospiraceae                    Firmicutes
## ASV6120                        Lachnospiraceae                    Firmicutes
## ASV21                           Clostridiaceae                    Firmicutes
## ASV96                                     <NA>                 Cyanobacteria
## ASV111                   Peptostreptococcaceae                    Firmicutes
## ASV162                   Peptostreptococcaceae                    Firmicutes
## ASV259                       Flavobacteriaceae                  Bacteroidota
## ASV360                        Streptococcaceae                    Firmicutes
## ASV376                   Peptostreptococcaceae                    Firmicutes
## ASV383                          Tannerellaceae                  Bacteroidota
## ASV398                         Lachnospiraceae                    Firmicutes
## ASV417                         Ruminococcaceae                    Firmicutes
## ASV498                        Oscillospiraceae                    Firmicutes
## ASV664                        Oscillospiraceae                    Firmicutes
## ASV718                          Clostridiaceae                    Firmicutes
## ASV748                         Lachnospiraceae                    Firmicutes
## ASV801                         Lachnospiraceae                    Firmicutes
## ASV846                         Lachnospiraceae                    Firmicutes
## ASV872                         Lachnospiraceae                    Firmicutes
## ASV946                          Prevotellaceae                  Bacteroidota
## ASV1047                        Lachnospiraceae                    Firmicutes
## ASV1192                         Tannerellaceae                  Bacteroidota
## ASV1259                         Prevotellaceae                  Bacteroidota
## ASV1576                        Lachnospiraceae                    Firmicutes
## ASV1859                    Erysipelotrichaceae                    Firmicutes
## ASV2026                        Ruminococcaceae                    Firmicutes
## ASV2811                        Lachnospiraceae                    Firmicutes
## ASV3459                       Rhodobacteraceae                Proteobacteria
## ASV4861                        Ruminococcaceae                    Firmicutes
## ASV5270                         Bacteroidaceae                  Bacteroidota
## ASV6962                        Lachnospiraceae                    Firmicutes
## ASV47                        Exiguobacteraceae                    Firmicutes
## ASV49                      Succinivibrionaceae                Proteobacteria
## ASV95                         Rhodobacteraceae                Proteobacteria
## ASV119                        Rhodobacteraceae                Proteobacteria
## ASV208                        Methylophilaceae                Proteobacteria
## ASV267                        Streptococcaceae                    Firmicutes
## ASV366                           Spirosomaceae                  Bacteroidota
## ASV371                          Sutterellaceae                Proteobacteria
## ASV428                        NS9 marine group                  Bacteroidota
## ASV436                         Lachnospiraceae                    Firmicutes
## ASV442                          Comamonadaceae                Proteobacteria
## ASV598                                 Clade I                Proteobacteria
## ASV634                       Flavobacteriaceae                  Bacteroidota
## ASV949                         Lachnospiraceae                    Firmicutes
## ASV966                          Sutterellaceae                Proteobacteria
## ASV991                          Bacteroidaceae                  Bacteroidota
## ASV1271                    Desulfovibrionaceae              Desulfobacterota
## ASV1276                      Coriobacteriaceae              Actinobacteriota
## ASV1591                        Lachnospiraceae                    Firmicutes
## ASV1692                        Lachnospiraceae                    Firmicutes
## ASV2330                          Rikenellaceae                  Bacteroidota
## ASV2577                        Ruminococcaceae                    Firmicutes
## ASV3213                       Streptococcaceae                    Firmicutes
## ASV3428                        Lachnospiraceae                    Firmicutes
## ASV5767                       Rhodobacteraceae                Proteobacteria
## ASV8380                        Lachnospiraceae                    Firmicutes
## ASV26                        Crocinitomicaceae                  Bacteroidota
## ASV42                      Succinivibrionaceae                Proteobacteria
## ASV61                           Prevotellaceae                  Bacteroidota
## ASV62                                     <NA>                 Cyanobacteria
## ASV102                           Moraxellaceae                Proteobacteria
## ASV116                   Peptostreptococcaceae                    Firmicutes
## ASV117                       Flavobacteriaceae                  Bacteroidota
## ASV132                          Cryomorphaceae                  Bacteroidota
## ASV143                       Cyclobacteriaceae                  Bacteroidota
## ASV150                                Clade II                Proteobacteria
## ASV151                             SAR86 clade                Proteobacteria
## ASV210                     Desulfovibrionaceae              Desulfobacterota
## ASV233                        Alteromonadaceae                Proteobacteria
## ASV251                        Rhodobacteraceae                Proteobacteria
## ASV271                        Alteromonadaceae                Proteobacteria
## ASV273                        Rhodobacteraceae                Proteobacteria
## ASV302                        Rhodobacteraceae                Proteobacteria
## ASV320                          Nitrincolaceae                Proteobacteria
## ASV345                        NS9 marine group                  Bacteroidota
## ASV405                            Mitochondria                Proteobacteria
## ASV543                         Lachnospiraceae                    Firmicutes
## ASV547                           Vagococcaceae                    Firmicutes
## ASV760                                 Clade I                Proteobacteria
## ASV802                                Clade II                Proteobacteria
## ASV805   [Eubacterium] coprostanoligenes group                    Firmicutes
## ASV809                          Prevotellaceae                  Bacteroidota
## ASV844                          Bacteroidaceae                  Bacteroidota
## ASV862                           Rikenellaceae                  Bacteroidota
## ASV951                                    <NA>                 Cyanobacteria
## ASV1050                       Lactobacillaceae                    Firmicutes
## ASV1275                        Ruminococcaceae                    Firmicutes
## ASV1278                         Sutterellaceae                Proteobacteria
## ASV1587                        Lachnospiraceae                    Firmicutes
## ASV1607                        Lachnospiraceae                    Firmicutes
## ASV1653                        Lachnospiraceae                    Firmicutes
## ASV1658                      Crocinitomicaceae                  Bacteroidota
## ASV1661                       Oscillospiraceae                    Firmicutes
## ASV1882                    Christensenellaceae                    Firmicutes
## ASV1901                      Butyricicoccaceae                    Firmicutes
## ASV2078                    Desulfovibrionaceae              Desulfobacterota
## ASV2168                         Prevotellaceae                  Bacteroidota
## ASV2703                        Lachnospiraceae                    Firmicutes
## ASV7354                       Oscillospiraceae                    Firmicutes
## ASV65                        Flavobacteriaceae                  Bacteroidota
## ASV91                                     <NA>                    Firmicutes
## ASV103                         Lachnospiraceae                    Firmicutes
## ASV109                        Anaerovoracaceae                    Firmicutes
## ASV130                           Vagococcaceae                    Firmicutes
## ASV138                         Akkermansiaceae             Verrucomicrobiota
## ASV149                                 Clade I                Proteobacteria
## ASV152                       Marinilabiliaceae                  Bacteroidota
## ASV155                       Flavobacteriaceae                  Bacteroidota
## ASV178                        NS9 marine group                  Bacteroidota
## ASV180                             SAR86 clade                Proteobacteria
## ASV187                            Cyanobiaceae                 Cyanobacteria
## ASV188                           Pirellulaceae               Planctomycetota
## ASV194                        Fusobacteriaceae                Fusobacteriota
## ASV218                          Cryomorphaceae                  Bacteroidota
## ASV226                     Desulfovibrionaceae              Desulfobacterota
## ASV229                                 Clade I                Proteobacteria
## ASV236                        Rhodobacteraceae                Proteobacteria
## ASV243                       Flavobacteriaceae                  Bacteroidota
## ASV269                 AEGEAN-169 marine group                Proteobacteria
## ASV272                        Rhodobacteraceae                Proteobacteria
## ASV292                          Clostridiaceae                    Firmicutes
## ASV297                              Halieaceae                Proteobacteria
## ASV299                            SAR116 clade                Proteobacteria
## ASV306                               Family XI                    Firmicutes
## ASV319                     Desulfovibrionaceae              Desulfobacterota
## ASV354                        Rhodobacteraceae                Proteobacteria
## ASV389                            Cyanobiaceae                 Cyanobacteria
## ASV392                                    <NA>                 Cyanobacteria
## ASV429                       Flavobacteriaceae                  Bacteroidota
## ASV464                       Flavobacteriaceae                  Bacteroidota
## ASV480                         Akkermansiaceae             Verrucomicrobiota
## ASV510                             SAR86 clade                Proteobacteria
## ASV527                            SAR116 clade                Proteobacteria
## ASV565                           Pirellulaceae               Planctomycetota
## ASV617                        Rhodobacteraceae                Proteobacteria
## ASV625                         Lachnospiraceae                    Firmicutes
## ASV689                         Lachnospiraceae                    Firmicutes
## ASV702                          Cryomorphaceae                  Bacteroidota
## ASV707                           Vagococcaceae                    Firmicutes
## ASV776                            Mitochondria                Proteobacteria
## ASV804                       Crocinitomicaceae                  Bacteroidota
## ASV836                        Rhodobacteraceae                Proteobacteria
## ASV856                        Rhodobacteraceae                Proteobacteria
## ASV880                          Shewanellaceae                Proteobacteria
## ASV977                                 Clade I                Proteobacteria
## ASV995                        Rhodobacteraceae                Proteobacteria
## ASV1039                       Rhodobacteraceae                Proteobacteria
## ASV1058                                   <NA>                Proteobacteria
## ASV1084                        Lachnospiraceae                    Firmicutes
## ASV1108                        Lachnospiraceae                    Firmicutes
## ASV1116                        Lachnospiraceae                    Firmicutes
## ASV1185                         Tannerellaceae                  Bacteroidota
## ASV1196                      Microbacteriaceae              Actinobacteriota
## ASV1248                       Rhodobacteraceae                Proteobacteria
## ASV1331                         Cryomorphaceae                  Bacteroidota
## ASV1463                       Rhodobacteraceae                Proteobacteria
## ASV1464                           Cyanobiaceae                 Cyanobacteria
## ASV1568                       Oscillospiraceae                    Firmicutes
## ASV1621                       Rhodobacteraceae                Proteobacteria
## ASV1670                       Rhodobacteraceae                Proteobacteria
## ASV1706                    Erysipelotrichaceae                    Firmicutes
## ASV1919                    Geodermatophilaceae              Actinobacteriota
## ASV1930                        Ruminococcaceae                    Firmicutes
## ASV2040                          Vagococcaceae                    Firmicutes
## ASV2043                        Lachnospiraceae                    Firmicutes
## ASV2156                          Rikenellaceae                  Bacteroidota
## ASV2198                                   <NA>                 Cyanobacteria
## ASV2205                        Ruminococcaceae                    Firmicutes
## ASV2321                        Lachnospiraceae                    Firmicutes
## ASV2591                         Tannerellaceae                  Bacteroidota
## ASV2606                       Rhodobacteraceae                Proteobacteria
## ASV2642                      Flavobacteriaceae                  Bacteroidota
## ASV2871                  Peptostreptococcaceae                    Firmicutes
## ASV2920                       Rhodobacteraceae                Proteobacteria
## ASV3106                       Rhodobacteraceae                Proteobacteria
## ASV3338                       Rhodobacteraceae                Proteobacteria
## ASV3344                  Peptostreptococcaceae                    Firmicutes
## ASV3619                       Rhodobacteraceae                Proteobacteria
## ASV3884                    Christensenellaceae                    Firmicutes
## ASV4695                        Lachnospiraceae                    Firmicutes
## ASV4779                       Rhodobacteraceae                Proteobacteria
## ASV6199                        Lachnospiraceae                    Firmicutes
## ASV7263                       Rhodobacteraceae                Proteobacteria
## ASV7440                         Clostridiaceae                    Firmicutes
## ASV9558                       Rhodobacteraceae                Proteobacteria
## ASV10088                        Bacteroidaceae                  Bacteroidota
## ASV10526                       Ruminococcaceae                    Firmicutes
## ASV10996                        Nitrincolaceae                Proteobacteria
## ASV50                            Moraxellaceae                Proteobacteria
## ASV93                            Moraxellaceae                Proteobacteria
## ASV134                                    <NA>                 Cyanobacteria
## ASV137                  Pseudoalteromonadaceae                Proteobacteria
## ASV139                     Erysipelotrichaceae                    Firmicutes
## ASV163                       Flavobacteriaceae                  Bacteroidota
## ASV165                        Rhodobacteraceae                Proteobacteria
## ASV168                        Streptococcaceae                    Firmicutes
## ASV174                   Peptostreptococcaceae                    Firmicutes
## ASV179                        Fusobacteriaceae                Fusobacteriota
## ASV215                         Pasteurellaceae                Proteobacteria
## ASV232                           Moraxellaceae                Proteobacteria
## ASV247                                    <NA> Marinimicrobia (SAR406 clade)
## ASV256                           Pirellulaceae               Planctomycetota
## ASV257                        Rhodobacteraceae                Proteobacteria
## ASV282                                    <NA> Marinimicrobia (SAR406 clade)
## ASV283                        Rhodobacteraceae                Proteobacteria
## ASV289                          Bacteroidaceae                  Bacteroidota
## ASV309                          Bacteroidaceae                  Bacteroidota
## ASV333                          Bacteroidaceae                  Bacteroidota
## ASV342                       Staphylococcaceae                    Firmicutes
## ASV348                        Alteromonadaceae                Proteobacteria
## ASV372                          Prevotellaceae                  Bacteroidota
## ASV407                          Bacteroidaceae                  Bacteroidota
## ASV423                         Lachnospiraceae                    Firmicutes
## ASV468                         Pasteurellaceae                Proteobacteria
## ASV546                       Flavobacteriaceae                  Bacteroidota
## ASV574                             SAR86 clade                Proteobacteria
## ASV585                              Halieaceae                Proteobacteria
## ASV773                          Clostridiaceae                    Firmicutes
## ASV774                             SAR86 clade                Proteobacteria
## ASV775                        Fusobacteriaceae                Fusobacteriota
## ASV989                            Cyanobiaceae                 Cyanobacteria
## ASV1018                       Rhodobacteraceae                Proteobacteria
## ASV1137                                Clade I                Proteobacteria
## ASV1169                       Mycoplasmataceae                    Firmicutes
## ASV1262                        Lachnospiraceae                    Firmicutes
## ASV1415                         Rubritaleaceae             Verrucomicrobiota
## ASV1519                       NS9 marine group                  Bacteroidota
## ASV1539                         Sutterellaceae                Proteobacteria
## ASV1640                         Tannerellaceae                  Bacteroidota
## ASV1862                       Rhodobacteraceae                Proteobacteria
## ASV1934                               Clade IV                Proteobacteria
## ASV2283                         Tannerellaceae                  Bacteroidota
## ASV2307                          Vagococcaceae                    Firmicutes
## ASV2473                        Lachnospiraceae                    Firmicutes
## ASV2684                        Lachnospiraceae                    Firmicutes
## ASV2705                        Lachnospiraceae                    Firmicutes
## ASV2752                       Rhodobacteraceae                Proteobacteria
## ASV3408                        Lachnospiraceae                    Firmicutes
## ASV3797                        Lachnospiraceae                    Firmicutes
## ASV3809                        Lachnospiraceae                    Firmicutes
## ASV3813                       Rhodobacteraceae                Proteobacteria
## ASV4457                        Lachnospiraceae                    Firmicutes
## ASV4475                       Oscillospiraceae                    Firmicutes
## ASV4771                        Lachnospiraceae                    Firmicutes
## ASV5000                       Anaerovoracaceae                    Firmicutes
## ASV5730                       Rhodobacteraceae                Proteobacteria
## ASV6103                     Acidaminococcaceae                    Firmicutes
## ASV7118                       Rhodobacteraceae                Proteobacteria
## ASV7144                        Lachnospiraceae                    Firmicutes
## ASV7145                         Prevotellaceae                  Bacteroidota
## ASV9395                       Rhodobacteraceae                Proteobacteria
## ASV10140                     Carnobacteriaceae                    Firmicutes
## ASV12311                       Lachnospiraceae                    Firmicutes
## ASV13572                       Lachnospiraceae                    Firmicutes
## ASV195                          Prevotellaceae                  Bacteroidota
## ASV203                     Desulfovibrionaceae              Desulfobacterota
## ASV227                  Pseudoalteromonadaceae                Proteobacteria
## ASV230                                 Clade I                Proteobacteria
## ASV311                               Family XI                    Firmicutes
## ASV312                           Rikenellaceae                  Bacteroidota
## ASV313                             Bacillaceae                    Firmicutes
## ASV331                        Fusobacteriaceae                Fusobacteriota
## ASV332                                    <NA>  SAR324 clade(Marine group B)
## ASV337                          Bacteroidaceae                  Bacteroidota
## ASV369                              Halieaceae                Proteobacteria
## ASV387                        Rhodobacteraceae                Proteobacteria
## ASV400                                    <NA>                 Cyanobacteria
## ASV413                     Desulfovibrionaceae              Desulfobacterota
## ASV445                        Rhodobacteraceae                Proteobacteria
## ASV459                            Cyanobiaceae                 Cyanobacteria
## ASV463                        Anaerovoracaceae                    Firmicutes
## ASV476                          Marinifilaceae                  Bacteroidota
## ASV481                            Cyanobiaceae                 Cyanobacteria
## ASV496                          Planococcaceae                    Firmicutes
## ASV503                                    <NA>                 Cyanobacteria
## ASV505                        Rhodobacteraceae                Proteobacteria
## ASV623                        Rhodobacteraceae                Proteobacteria
## ASV652                            SAR116 clade                Proteobacteria
## ASV679                         Enterococcaceae                    Firmicutes
## ASV703                        Anaerovoracaceae                    Firmicutes
## ASV725                         Ruminococcaceae                    Firmicutes
## ASV733                            Vibrionaceae                Proteobacteria
## ASV741                                    <NA> Marinimicrobia (SAR406 clade)
## ASV758                        Rhodobacteraceae                Proteobacteria
## ASV798                          Micrococcaceae              Actinobacteriota
## ASV811                      Bifidobacteriaceae              Actinobacteriota
## ASV898                                    <NA>                 Cyanobacteria
## ASV939                            Vibrionaceae                Proteobacteria
## ASV954                 AEGEAN-169 marine group                Proteobacteria
## ASV958                                    <NA>                 Cyanobacteria
## ASV1120                                   <NA>                 Cyanobacteria
## ASV1254                                   <NA>                 Cyanobacteria
## ASV1261                       Rhodobacteraceae                Proteobacteria
## ASV1298                          Myxococcaceae                   Myxococcota
## ASV1366                                   <NA>               Planctomycetota
## ASV1396                       Oscillospiraceae                    Firmicutes
## ASV1449                       Rhodobacteraceae                Proteobacteria
## ASV1490                        Lachnospiraceae                    Firmicutes
## ASV1522                                   <NA>                 Cyanobacteria
## ASV1540                        Lachnospiraceae                    Firmicutes
## ASV1547                                   <NA>                 Cyanobacteria
## ASV1570                           Mitochondria                Proteobacteria
## ASV1631                  Peptostreptococcaceae                    Firmicutes
## ASV1697                       Rhodobacteraceae                Proteobacteria
## ASV1743                           Cyanobiaceae                 Cyanobacteria
## ASV1789                                   <NA>                 Cyanobacteria
## ASV1822                                   <NA>          Rs-K70 termite group
## ASV1839                        Ruminococcaceae                    Firmicutes
## ASV1903                       Rhodobacteraceae                Proteobacteria
## ASV2000                         Litoricolaceae                Proteobacteria
## ASV2018                        Lachnospiraceae                    Firmicutes
## ASV2130                          Monoglobaceae                    Firmicutes
## ASV2138                                Clade I                Proteobacteria
## ASV2240                         Tannerellaceae                  Bacteroidota
## ASV2261                       Rhodobacteraceae                Proteobacteria
## ASV2390                       Oscillospiraceae                    Firmicutes
## ASV2427                         Micrococcaceae              Actinobacteriota
## ASV2534                        Lachnospiraceae                    Firmicutes
## ASV2717                       Rhodobacteraceae                Proteobacteria
## ASV2900                          Colwelliaceae                Proteobacteria
## ASV3037                       Oscillospiraceae                    Firmicutes
## ASV3050                       Oscillospiraceae                    Firmicutes
## ASV3317                        Lachnospiraceae                    Firmicutes
## ASV3390                      Microbacteriaceae              Actinobacteriota
## ASV3475                        Lachnospiraceae                    Firmicutes
## ASV3642                       Oscillospiraceae                    Firmicutes
## ASV3659                           SAR116 clade                Proteobacteria
## ASV3693                       Rhodobacteraceae                Proteobacteria
## ASV3713                       Oscillospiraceae                    Firmicutes
## ASV3743                    Pseudohongiellaceae                Proteobacteria
## ASV3968                       Anaerovoracaceae                    Firmicutes
## ASV5844                        Lachnospiraceae                    Firmicutes
## ASV6405                           Listeriaceae                    Firmicutes
## ASV7014                        Lachnospiraceae                    Firmicutes
## ASV7230                      Flavobacteriaceae                  Bacteroidota
## ASV7394                        Lachnospiraceae                    Firmicutes
## ASV7481                       Fusobacteriaceae                Fusobacteriota
## ASV8266                       Rhodobacteraceae                Proteobacteria
## ASV8373                      Flavobacteriaceae                  Bacteroidota
## ASV9084                       Rhodobacteraceae                Proteobacteria
## ASV25                         Streptococcaceae                    Firmicutes
## ASV31                         Mycoplasmataceae                    Firmicutes
## ASV69                           Clostridiaceae                    Firmicutes
## ASV89                        Flavobacteriaceae                  Bacteroidota
## ASV94                           Prevotellaceae                  Bacteroidota
## ASV142                             Bacillaceae                    Firmicutes
## ASV146                       Crocinitomicaceae                  Bacteroidota
## ASV148                                    <NA>                 Cyanobacteria
## ASV176                          Prevotellaceae                  Bacteroidota
## ASV197                        Rhodobacteraceae                Proteobacteria
## ASV204                           Holosporaceae                Proteobacteria
## ASV206                     Erysipelotrichaceae                    Firmicutes
## ASV238                     Erysipelotrichaceae                    Firmicutes
## ASV245                          Comamonadaceae                Proteobacteria
## ASV246               Erysipelatoclostridiaceae                    Firmicutes
## ASV262                        Fusobacteriaceae                Fusobacteriota
## ASV264                          Prevotellaceae                  Bacteroidota
## ASV266                            Listeriaceae                    Firmicutes
## ASV284                                    <NA>                Proteobacteria
## ASV293                           Moraxellaceae                Proteobacteria
## ASV294                        Rhodobacteraceae                Proteobacteria
## ASV325                        NS7 marine group                  Bacteroidota
## ASV341                          Marinifilaceae                  Bacteroidota
## ASV343                          Clostridiaceae                    Firmicutes
## ASV358                              Halieaceae                Proteobacteria
## ASV359                              Halieaceae                Proteobacteria
## ASV361                          Cryomorphaceae                  Bacteroidota
## ASV379                     Desulfovibrionaceae              Desulfobacterota
## ASV382                          Prevotellaceae                  Bacteroidota
## ASV384                            Balneolaceae                  Bacteroidota
## ASV388                          Cryomorphaceae                  Bacteroidota
## ASV394                        Mycoplasmataceae                    Firmicutes
## ASV401                        Streptococcaceae                    Firmicutes
## ASV437                        NS7 marine group                  Bacteroidota
## ASV439                         Ruminococcaceae                    Firmicutes
## ASV440                       Crocinitomicaceae                  Bacteroidota
## ASV472                                    <NA>                 Cyanobacteria
## ASV482                                 S25-593                Proteobacteria
## ASV488                            SAR116 clade                Proteobacteria
## ASV504                        Rhodobacteraceae                Proteobacteria
## ASV508                           Pirellulaceae               Planctomycetota
## ASV511                          Micrococcaceae              Actinobacteriota
## ASV514                             Stappiaceae                Proteobacteria
## ASV515                           Pirellulaceae               Planctomycetota
## ASV516                                    <NA>                 Cyanobacteria
## ASV524                       Rubinisphaeraceae               Planctomycetota
## ASV531                                    <NA>                 Cyanobacteria
## ASV558                  Pseudoalteromonadaceae                Proteobacteria
## ASV635                         Microtrichaceae              Actinobacteriota
## ASV636                                    <NA>                 Cyanobacteria
## ASV654                                    <NA> Marinimicrobia (SAR406 clade)
## ASV659                            Cyanobiaceae                 Cyanobacteria
## ASV671                          Prevotellaceae                  Bacteroidota
## ASV683                           Rikenellaceae                  Bacteroidota
## ASV695                          Prevotellaceae                  Bacteroidota
## ASV697                           Rikenellaceae                  Bacteroidota
## ASV715                        Rhodobacteraceae                Proteobacteria
## ASV755                             OM182 clade                Proteobacteria
## ASV818                                 Clade I                Proteobacteria
## ASV830                            SAR116 clade                Proteobacteria
## ASV843                          Cryomorphaceae                  Bacteroidota
## ASV845                            Rhizobiaceae                Proteobacteria
## ASV853                        Alteromonadaceae                Proteobacteria
## ASV854                     Desulfovibrionaceae              Desulfobacterota
## ASV859                          Prevotellaceae                  Bacteroidota
## ASV891                         Lachnospiraceae                    Firmicutes
## ASV926                                    <NA>                 Cyanobacteria
## ASV1130                         Comamonadaceae                Proteobacteria
## ASV1165                MWH-UniP1 aquatic group                Proteobacteria
## ASV1171                         Bacteroidaceae                  Bacteroidota
## ASV1173                           Vibrionaceae                Proteobacteria
## ASV1227                        Spirochaetaceae                 Spirochaetota
## ASV1230                                Clade I                Proteobacteria
## ASV1240                                Clade I                Proteobacteria
## ASV1292                        Lachnospiraceae                    Firmicutes
## ASV1386                        Barnesiellaceae                  Bacteroidota
## ASV1391                         Bacteroidaceae                  Bacteroidota
## ASV1399                    Erysipelotrichaceae                    Firmicutes
## ASV1419                       Rhodobacteraceae                Proteobacteria
## ASV1420              Erysipelatoclostridiaceae                    Firmicutes
## ASV1434                       NS9 marine group                  Bacteroidota
## ASV1509                         Rhodocyclaceae                Proteobacteria
## ASV1532                  Peptostreptococcaceae                    Firmicutes
## ASV1536                              Family XI                    Firmicutes
## ASV1563                      Flavobacteriaceae                  Bacteroidota
## ASV1592                      Flavobacteriaceae                  Bacteroidota
## ASV1655                       Lactobacillaceae                    Firmicutes
## ASV1685                       Oscillospiraceae                    Firmicutes
## ASV1702                    Desulfovibrionaceae              Desulfobacterota
## ASV1749                         Tannerellaceae                  Bacteroidota
## ASV1768                       Rhodobacteraceae                Proteobacteria
## ASV1811                         Micrococcaceae              Actinobacteriota
## ASV1876                        Ruminococcaceae                    Firmicutes
## ASV1885                                   <NA>                Proteobacteria
## ASV1940                                   <NA>                 Cyanobacteria
## ASV1960                        Lachnospiraceae                    Firmicutes
## ASV1962                                   <NA>                 Cyanobacteria
## ASV1967                         Cryomorphaceae                  Bacteroidota
## ASV2183                         Bacteroidaceae                  Bacteroidota
## ASV2222                       Anaerovoracaceae                    Firmicutes
## ASV2227                                   <NA>                 Cyanobacteria
## ASV2246                                   <NA>                 Cyanobacteria
## ASV2258                            SAR86 clade                Proteobacteria
## ASV2297                                   <NA>              Actinobacteriota
## ASV2317                        Lachnospiraceae                    Firmicutes
## ASV2373                                   <NA>                 Cyanobacteria
## ASV2581                         Nitrincolaceae                Proteobacteria
## ASV2599                       Rhodobacteraceae                Proteobacteria
## ASV2669                         Cryomorphaceae                  Bacteroidota
## ASV2730                       Actinomarinaceae              Actinobacteriota
## ASV2809                        Ruminococcaceae                    Firmicutes
## ASV2937                                   <NA>                Proteobacteria
## ASV3023                                   <NA>                 Cyanobacteria
## ASV3053                      Flavobacteriaceae                  Bacteroidota
## ASV3063                                   <NA>                 Cyanobacteria
## ASV3220                       Lactobacillaceae                    Firmicutes
## ASV3240                         Marinifilaceae                  Bacteroidota
## ASV3260                       Anaerovoracaceae                    Firmicutes
## ASV3442                        Lachnospiraceae                    Firmicutes
## ASV3620                                   <NA>                    Firmicutes
## ASV3735                   NS11-12 marine group                  Bacteroidota
## ASV4109                       Actinomarinaceae              Actinobacteriota
## ASV4351                       Rhodobacteraceae                Proteobacteria
## ASV5412                         Comamonadaceae                Proteobacteria
## ASV5570                       Rhodobacteraceae                Proteobacteria
## ASV5597                       Rhodobacteraceae                Proteobacteria
## ASV5700                     Spongiibacteraceae                Proteobacteria
## ASV5714                       Rhodobacteraceae                Proteobacteria
## ASV6765                       Lactobacillaceae                    Firmicutes
## ASV6988                       Rhodobacteraceae                Proteobacteria
## ASV7647                       Rhodobacteraceae                Proteobacteria
## ASV8406                       Rhodobacteraceae                Proteobacteria
## ASV8713                       Rhodobacteraceae                Proteobacteria
## ASV9867                         Tannerellaceae                  Bacteroidota
## ASV14030                        Bacteroidaceae                  Bacteroidota
## ASV15222                      Rhodobacteraceae                Proteobacteria
## ASV15386                     Flavobacteriaceae                  Bacteroidota
## ASV118                            Vibrionaceae                Proteobacteria
## ASV125                           Moraxellaceae                Proteobacteria
## ASV131                  Pseudoalteromonadaceae                Proteobacteria
## ASV141                           Moraxellaceae                Proteobacteria
## ASV198                          Prevotellaceae                  Bacteroidota
## ASV240                        Mycoplasmataceae                    Firmicutes
## ASV288                         Veillonellaceae                    Firmicutes
## ASV314                        Streptococcaceae                    Firmicutes
## ASV316                      Bifidobacteriaceae              Actinobacteriota
## ASV328                           Pirellulaceae               Planctomycetota
## ASV334                          Prevotellaceae                  Bacteroidota
## ASV381                      Corynebacteriaceae              Actinobacteriota
## ASV406                        Oxalobacteraceae                Proteobacteria
## ASV425                           Rikenellaceae                  Bacteroidota
## ASV473                           Pirellulaceae               Planctomycetota
## ASV475                          Prevotellaceae                  Bacteroidota
## ASV494                         Lachnospiraceae                    Firmicutes
## ASV500                        Rhodobacteraceae                Proteobacteria
## ASV502                                    <NA> Marinimicrobia (SAR406 clade)
## ASV517                            Rhizobiaceae                Proteobacteria
## ASV540                        Fusobacteriaceae                Fusobacteriota
## ASV559                        Mycoplasmataceae                    Firmicutes
## ASV561                                    <NA>                    Firmicutes
## ASV569                                Clade II                Proteobacteria
## ASV578                         Ruminococcaceae                    Firmicutes
## ASV587                       Flavobacteriaceae                  Bacteroidota
## ASV589                       Flavobacteriaceae                  Bacteroidota
## ASV640                       Staphylococcaceae                    Firmicutes
## ASV641                      Acholeplasmataceae                    Firmicutes
## ASV645                         Ruminococcaceae                    Firmicutes
## ASV672                     Desulfovibrionaceae              Desulfobacterota
## ASV682                   Peptostreptococcaceae                    Firmicutes
## ASV754                     Desulfovibrionaceae              Desulfobacterota
## ASV756                       Carnobacteriaceae                    Firmicutes
## ASV763                          Sutterellaceae                Proteobacteria
## ASV826                      Acidaminococcaceae                    Firmicutes
## ASV835                              Halieaceae                Proteobacteria
## ASV881                         Ruminococcaceae                    Firmicutes
## ASV940                      Intrasporangiaceae              Actinobacteriota
## ASV965                       Hyphomicrobiaceae                Proteobacteria
## ASV968                     Desulfovibrionaceae              Desulfobacterota
## ASV969                          Litoricolaceae                Proteobacteria
## ASV975                     Pseudohongiellaceae                Proteobacteria
## ASV1015                            Gimesiaceae               Planctomycetota
## ASV1021                        Ruminococcaceae                    Firmicutes
## ASV1025                    Desulfovibrionaceae              Desulfobacterota
## ASV1052                       Rhodobacteraceae                Proteobacteria
## ASV1065                              PS1 clade                Proteobacteria
## ASV1072                     Intrasporangiaceae              Actinobacteriota
## ASV1079                                   <NA>                 Cyanobacteria
## ASV1117                          Pirellulaceae               Planctomycetota
## ASV1128                         Litoricolaceae                Proteobacteria
## ASV1129                          Rikenellaceae                  Bacteroidota
## ASV1135                        Ruminococcaceae                    Firmicutes
## ASV1151                         Clostridiaceae                    Firmicutes
## ASV1174                         Thiotrichaceae                Proteobacteria
## ASV1189                         Micrococcaceae              Actinobacteriota
## ASV1191                                   <NA>              Actinobacteriota
## ASV1205                                   <NA>                 Cyanobacteria
## ASV1206                              Clade III                Proteobacteria
## ASV1212                                   <NA>  SAR324 clade(Marine group B)
## ASV1317                         Nitrincolaceae                Proteobacteria
## ASV1333  [Eubacterium] coprostanoligenes group                    Firmicutes
## ASV1378                         Prevotellaceae                  Bacteroidota
## ASV1407                      Flavobacteriaceae                  Bacteroidota
## ASV1409                         Bacteroidaceae                  Bacteroidota
## ASV1442                        Ruminococcaceae                    Firmicutes
## ASV1474                                   <NA>                 Cyanobacteria
## ASV1482                       Oscillospiraceae                    Firmicutes
## ASV1526                      Flavobacteriaceae                  Bacteroidota
## ASV1537                                   <NA>                 Cyanobacteria
## ASV1581                         Bacteroidaceae                  Bacteroidota
## ASV1637                       Rhodobacteraceae                Proteobacteria
## ASV1662                               Clade II                Proteobacteria
## ASV1680                        Ruminococcaceae                    Firmicutes
## ASV1723                       Rhodobacteraceae                Proteobacteria
## ASV1732                       Oscillospiraceae                    Firmicutes
## ASV1744                      Flavobacteriaceae                  Bacteroidota
## ASV1774                    Desulfovibrionaceae              Desulfobacterota
## ASV1799                       Aquaspirillaceae                Proteobacteria
## ASV1807                    Erysipelotrichaceae                    Firmicutes
## ASV1842                        Veillonellaceae                    Firmicutes
## ASV1939                         Bacteroidaceae                  Bacteroidota
## ASV1965                          Rikenellaceae                  Bacteroidota
## ASV1969                                   <NA>                  Dadabacteria
## ASV2035                          Spirosomaceae                  Bacteroidota
## ASV2099                        Lachnospiraceae                    Firmicutes
## ASV2110                      Rubinisphaeraceae               Planctomycetota
## ASV2173                         Cryomorphaceae                  Bacteroidota
## ASV2178                       Rhodobacteraceae                Proteobacteria
## ASV2202                      Butyricicoccaceae                    Firmicutes
## ASV2414                        Lachnospiraceae                    Firmicutes
## ASV2499                       Rhodobacteraceae                Proteobacteria
## ASV2511                                   <NA>                 Cyanobacteria
## ASV2601                       Streptococcaceae                    Firmicutes
## ASV2632                        Lachnospiraceae                    Firmicutes
## ASV2769                            SAR86 clade                Proteobacteria
## ASV2815                         Bacteroidaceae                  Bacteroidota
## ASV2828                             Nisaeaceae                Proteobacteria
## ASV2893                    Desulfovibrionaceae              Desulfobacterota
## ASV2995                        Lachnospiraceae                    Firmicutes
## ASV3000                          Rikenellaceae                  Bacteroidota
## ASV3089                     Acidaminococcaceae                    Firmicutes
## ASV3215                        Lachnospiraceae                    Firmicutes
## ASV3280                                   <NA>                 Cyanobacteria
## ASV3307                           Vibrionaceae                Proteobacteria
## ASV3352                        Lachnospiraceae                    Firmicutes
## ASV3380                      Crocinitomicaceae                  Bacteroidota
## ASV3493                         Bacteroidaceae                  Bacteroidota
## ASV3608                       Oscillospiraceae                    Firmicutes
## ASV3626                                   <NA>                 Cyanobacteria
## ASV3702                                   <NA>                 Cyanobacteria
## ASV3746                         Bacteroidaceae                  Bacteroidota
## ASV3894                      Flavobacteriaceae                  Bacteroidota
## ASV3976                                   <NA>                Proteobacteria
## ASV4104                        Lachnospiraceae                    Firmicutes
## ASV4142                       Rhodobacteraceae                Proteobacteria
## ASV4235                        Lachnospiraceae                    Firmicutes
## ASV4253                       Mycoplasmataceae                    Firmicutes
## ASV4263                                   <NA>                 Cyanobacteria
## ASV4274                        Lachnospiraceae                    Firmicutes
## ASV4480                                   <NA>                 Cyanobacteria
## ASV4488                        Lachnospiraceae                    Firmicutes
## ASV4557                        Lachnospiraceae                    Firmicutes
## ASV4657                       Streptococcaceae                    Firmicutes
## ASV4689                    Desulfovibrionaceae              Desulfobacterota
## ASV4707                         Tannerellaceae                  Bacteroidota
## ASV4722                         Clostridiaceae                    Firmicutes
## ASV4911                                   <NA>                 Cyanobacteria
## ASV4946                        Lachnospiraceae                    Firmicutes
## ASV5568                                   <NA>                 Cyanobacteria
## ASV5577                       Oscillospiraceae                    Firmicutes
## ASV5688                         Prevotellaceae                  Bacteroidota
## ASV5824                        Lachnospiraceae                    Firmicutes
## ASV6000                       Puniceicoccaceae             Verrucomicrobiota
## ASV6115                     Bdellovibrionaceae              Bdellovibrionota
## ASV6172                      Marinilabiliaceae                  Bacteroidota
## ASV6216                         Prevotellaceae                  Bacteroidota
## ASV6438                      Brevibacteriaceae              Actinobacteriota
## ASV6957                     Acholeplasmataceae                    Firmicutes
## ASV6989                        Lachnospiraceae                    Firmicutes
## ASV7237                    Desulfovibrionaceae              Desulfobacterota
## ASV7466                         Bacteroidaceae                  Bacteroidota
## ASV7824                       NS9 marine group                  Bacteroidota
## ASV7836                      Butyricicoccaceae                    Firmicutes
## ASV9089                             Halieaceae                Proteobacteria
## ASV11108                        Prevotellaceae                  Bacteroidota
## ASV12943                       Lachnospiraceae                    Firmicutes
## ASV14041                       Lachnospiraceae                    Firmicutes
## ASV14622                       Lachnospiraceae                    Firmicutes
## ASV20915                       Lachnospiraceae                    Firmicutes
## ASV45                         Mycoplasmataceae                    Firmicutes
## ASV67                                     <NA>              Desulfobacterota
## ASV98                           Clostridiaceae                    Firmicutes
## ASV122                   Peptostreptococcaceae                    Firmicutes
## ASV158                             Bacillaceae                    Firmicutes
## ASV166                          Prevotellaceae                  Bacteroidota
## ASV171                        Streptococcaceae                    Firmicutes
## ASV172                            Vibrionaceae                Proteobacteria
## ASV183                        Pseudomonadaceae                Proteobacteria
## ASV192                                    <NA>                 Cyanobacteria
## ASV207                     Desulfovibrionaceae              Desulfobacterota
## ASV209                          Cryomorphaceae                  Bacteroidota
## ASV228                         Brevinemataceae                 Spirochaetota
## ASV235                          Prevotellaceae                  Bacteroidota
## ASV242                          Prevotellaceae                  Bacteroidota
## ASV274                          Clostridiaceae                    Firmicutes
## ASV307                          Alcaligenaceae                Proteobacteria
## ASV322                       Flavobacteriaceae                  Bacteroidota
## ASV353                        Oxalobacteraceae                Proteobacteria
## ASV390                           Moraxellaceae                Proteobacteria
## ASV411                       Staphylococcaceae                    Firmicutes
## ASV432                          Bacteroidaceae                  Bacteroidota
## ASV443                      Acidaminococcaceae                    Firmicutes
## ASV444                               PS1 clade                Proteobacteria
## ASV486                        Streptococcaceae                    Firmicutes
## ASV487                          Prevotellaceae                  Bacteroidota
## ASV489                          Clostridiaceae                    Firmicutes
## ASV501                                    <NA>                    Firmicutes
## ASV529                          Tannerellaceae                  Bacteroidota
## ASV552                           Pirellulaceae               Planctomycetota
## ASV560                   Peptostreptococcaceae                    Firmicutes
## ASV570                          Prevotellaceae                  Bacteroidota
## ASV577                         Ruminococcaceae                    Firmicutes
## ASV599                        Rhodobacteraceae                Proteobacteria
## ASV601                           Pirellulaceae               Planctomycetota
## ASV647                                    <NA>                 Cyanobacteria
## ASV662        Entomoplasmatales Incertae Sedis                    Firmicutes
## ASV673                         Ruminococcaceae                    Firmicutes
## ASV676                        Rhodobacteraceae                Proteobacteria
## ASV701                         Akkermansiaceae             Verrucomicrobiota
## ASV730                           Moraxellaceae                Proteobacteria
## ASV744                   Peptostreptococcaceae                    Firmicutes
## ASV771                         Lachnospiraceae                    Firmicutes
## ASV777                           Rikenellaceae                  Bacteroidota
## ASV783                          Prevotellaceae                  Bacteroidota
## ASV820                               Family XI                    Firmicutes
## ASV842                   Peptostreptococcaceae                    Firmicutes
## ASV874                       Butyricicoccaceae                    Firmicutes
## ASV882                        Rhodobacteraceae                Proteobacteria
## ASV890                                    <NA>                          <NA>
## ASV910                          Bacteroidaceae                  Bacteroidota
## ASV911                  Pseudoalteromonadaceae                Proteobacteria
## ASV929                          Prevotellaceae                  Bacteroidota
## ASV933                                    <NA>                    Firmicutes
## ASV947        Entomoplasmatales Incertae Sedis                    Firmicutes
## ASV994                                 Clade I                Proteobacteria
## ASV997                     Desulfovibrionaceae              Desulfobacterota
## ASV1017                        Pasteurellaceae                Proteobacteria
## ASV1024                       Oscillospiraceae                    Firmicutes
## ASV1026                                Clade I                Proteobacteria
## ASV1061  [Eubacterium] coprostanoligenes group                    Firmicutes
## ASV1087                          Pirellulaceae               Planctomycetota
## ASV1088                         Shewanellaceae                Proteobacteria
## ASV1147                       Rhodobacteraceae                Proteobacteria
## ASV1156                         Bacteroidaceae                  Bacteroidota
## ASV1183                       Mycoplasmataceae                    Firmicutes
## ASV1213                         Saprospiraceae                  Bacteroidota
## ASV1221                       Mycoplasmataceae                    Firmicutes
## ASV1234                       Rhodobacteraceae                Proteobacteria
## ASV1237                        Enterococcaceae                    Firmicutes
## ASV1241                         Saprospiraceae                  Bacteroidota
## ASV1245                       Rhodobacteraceae                Proteobacteria
## ASV1252                          Vagococcaceae                    Firmicutes
## ASV1302                       Dermabacteraceae              Actinobacteriota
## ASV1314                        Lachnospiraceae                    Firmicutes
## ASV1324                              PS1 clade                Proteobacteria
## ASV1354                        Ruminococcaceae                    Firmicutes
## ASV1362                       Rhodobacteraceae                Proteobacteria
## ASV1382                                   <NA>                    Firmicutes
## ASV1390                          Vagococcaceae                    Firmicutes
## ASV1445                         Planococcaceae                    Firmicutes
## ASV1491                          Pirellulaceae               Planctomycetota
## ASV1492                          Rikenellaceae                  Bacteroidota
## ASV1516                          Rikenellaceae                  Bacteroidota
## ASV1529                         Prevotellaceae                  Bacteroidota
## ASV1557                               Clade II                Proteobacteria
## ASV1560                                   <NA>                Proteobacteria
## ASV1582                       Lactobacillaceae                    Firmicutes
## ASV1585                       Mycoplasmataceae                    Firmicutes
## ASV1612                     Microbulbiferaceae                Proteobacteria
## ASV1616                                   <NA>                 Cyanobacteria
## ASV1626                        Lachnospiraceae                    Firmicutes
## ASV1663                          Pirellulaceae               Planctomycetota
## ASV1674                              Family XI                    Firmicutes
## ASV1691                      Staphylococcaceae                    Firmicutes
## ASV1695                                   <NA>                 Cyanobacteria
## ASV1730                         Sutterellaceae                Proteobacteria
## ASV1761                        Lachnospiraceae                    Firmicutes
## ASV1763                        Akkermansiaceae             Verrucomicrobiota
## ASV1770                      Marinilabiliaceae                  Bacteroidota
## ASV1796                      Nitrosomonadaceae                Proteobacteria
## ASV1831                         Peptococcaceae                    Firmicutes
## ASV1846                                   <NA>                 Cyanobacteria
## ASV1877                         Prevotellaceae                  Bacteroidota
## ASV1904                         Planococcaceae                    Firmicutes
## ASV1974                      Flavobacteriaceae                  Bacteroidota
## ASV1979                                   <NA>             Verrucomicrobiota
## ASV1980                          Pirellulaceae               Planctomycetota
## ASV1990                        Azospirillaceae                Proteobacteria
## ASV1997                        Spirochaetaceae                 Spirochaetota
## ASV2004                                   <NA>                  Bacteroidota
## ASV2020               Hydrogenoanaerobacterium                    Firmicutes
## ASV2064              Erysipelatoclostridiaceae                    Firmicutes
## ASV2167                         Bacteroidaceae                  Bacteroidota
## ASV2177                                   <NA>                    Firmicutes
## ASV2189                          Rikenellaceae                  Bacteroidota
## ASV2199                    Desulfovibrionaceae              Desulfobacterota
## ASV2255                        Lachnospiraceae                    Firmicutes
## ASV2361                           Rhizobiaceae                Proteobacteria
## ASV2403                AEGEAN-169 marine group                Proteobacteria
## ASV2406                       Rhodobacteraceae                Proteobacteria
## ASV2433                      Carnobacteriaceae                    Firmicutes
## ASV2442                         Cryomorphaceae                  Bacteroidota
## ASV2487                                   <NA>                 Cyanobacteria
## ASV2494                            Dietziaceae              Actinobacteriota
## ASV2519                                Clade I                Proteobacteria
## ASV2541                                   <NA>                 Cyanobacteria
## ASV2549                       Mycoplasmataceae                    Firmicutes
## ASV2552                      Flavobacteriaceae                  Bacteroidota
## ASV2603                                   <NA>                 Cyanobacteria
## ASV2691                         Cryomorphaceae                  Bacteroidota
## ASV2711                         Clostridiaceae                    Firmicutes
## ASV2944                          Rikenellaceae                  Bacteroidota
## ASV2977                         Clostridiaceae                    Firmicutes
## ASV2983                              Family XI                    Firmicutes
## ASV3027                           Mitochondria                Proteobacteria
## ASV3091                       Rhodobacteraceae                Proteobacteria
## ASV3151                       Burkholderiaceae                Proteobacteria
## ASV3158                       Rhodobacteraceae                Proteobacteria
## ASV3232                         Nitrincolaceae                Proteobacteria
## ASV3358                          Rikenellaceae                  Bacteroidota
## ASV3361                        Spirochaetaceae                 Spirochaetota
## ASV3528                         Marinifilaceae                  Bacteroidota
## ASV3561                     Acidaminococcaceae                    Firmicutes
## ASV3589                         Prevotellaceae                  Bacteroidota
## ASV3852                                   <NA>              Desulfobacterota
## ASV3880                          Rikenellaceae                  Bacteroidota
## ASV4096                     Bacteriovoracaceae              Bdellovibrionota
## ASV4132                              Family XI                    Firmicutes
## ASV4399                       Rhodobacteraceae                Proteobacteria
## ASV4640                         Marinifilaceae                  Bacteroidota
## ASV4732                        Lachnospiraceae                    Firmicutes
## ASV4893                    Desulfovibrionaceae              Desulfobacterota
## ASV4963                        Ruminococcaceae                    Firmicutes
## ASV5009              Erysipelatoclostridiaceae                    Firmicutes
## ASV5102                MWH-UniP1 aquatic group                Proteobacteria
## ASV5146                                   <NA>                    Firmicutes
## ASV5256                        Lachnospiraceae                    Firmicutes
## ASV5295                          Rikenellaceae                  Bacteroidota
## ASV5367                       Alteromonadaceae                Proteobacteria
## ASV5505                                   <NA>               Planctomycetota
## ASV5519                        Ruminococcaceae                    Firmicutes
## ASV5571                    Desulfovibrionaceae              Desulfobacterota
## ASV5750                           SAR116 clade                Proteobacteria
## ASV5803                     Microbulbiferaceae                Proteobacteria
## ASV5805              Erysipelatoclostridiaceae                    Firmicutes
## ASV6068                    Erysipelotrichaceae                    Firmicutes
## ASV6157                                   <NA>                    Firmicutes
## ASV6191                        Ruminococcaceae                    Firmicutes
## ASV6292                                   <NA>              Desulfobacterota
## ASV6337                       Actinomycetaceae              Actinobacteriota
## ASV6499                      Cyclobacteriaceae                  Bacteroidota
## ASV6960                        Lachnospiraceae                    Firmicutes
## ASV7140                       Burkholderiaceae                Proteobacteria
## ASV7456                      Carnobacteriaceae                    Firmicutes
## ASV7553                                   <NA>                    Firmicutes
## ASV7580                        Ruminococcaceae                    Firmicutes
## ASV8970                        Akkermansiaceae             Verrucomicrobiota
## ASV9031                       Oscillospiraceae                    Firmicutes
## ASV9200                        Lachnospiraceae                    Firmicutes
## ASV9449                         Rhodocyclaceae                Proteobacteria
## ASV9920                       Streptococcaceae                    Firmicutes
## ASV9969                         Clostridiaceae                    Firmicutes
## ASV10718                         Rikenellaceae                  Bacteroidota
## ASV10840                         Pirellulaceae               Planctomycetota
## ASV11187                       Eggerthellaceae              Actinobacteriota
## ASV11256                        Nitrincolaceae                Proteobacteria
## ASV12601                   Erysipelotrichaceae                    Firmicutes
## ASV12810                        Marinifilaceae                  Bacteroidota
## ASV12900                     Flavobacteriaceae                  Bacteroidota
## ASV16663                       Lachnospiraceae                    Firmicutes
## ASV17099                       Lachnospiraceae                    Firmicutes
## ASV18600                        Nitrincolaceae                Proteobacteria
## ASV18638                     Butyricicoccaceae                    Firmicutes
## ASV19240                        Tannerellaceae                  Bacteroidota
## ASV20830                    Ilumatobacteraceae              Actinobacteriota
## ASV24030                       Ruminococcaceae                    Firmicutes
## ASV25895                      Oscillospiraceae                    Firmicutes
## ASV26662                      Oscillospiraceae                    Firmicutes
## ASV33154                       Lachnospiraceae                    Firmicutes
## ASV80                           Clostridiaceae                    Firmicutes
## ASV104                                    <NA>                    Firmicutes
## ASV114                        Mycoplasmataceae                    Firmicutes
## ASV154                          Marinifilaceae                  Bacteroidota
## ASV157                                    <NA>                Proteobacteria
## ASV159                          Bacteroidaceae                  Bacteroidota
## ASV160                                    <NA>                          <NA>
## ASV170                        Streptococcaceae                    Firmicutes
## ASV196                                    <NA>                Proteobacteria
## ASV202                       Hyphomicrobiaceae                Proteobacteria
## ASV212                          Prevotellaceae                  Bacteroidota
## ASV222                        Fusobacteriaceae                Fusobacteriota
## ASV239                        Mycoplasmataceae                    Firmicutes
## ASV255                         Eggerthellaceae              Actinobacteriota
## ASV268                           Rikenellaceae                  Bacteroidota
## ASV278                        Alteromonadaceae                Proteobacteria
## ASV296                    Propionibacteriaceae              Actinobacteriota
## ASV308                      Methyloligellaceae                Proteobacteria
## ASV349                     Desulfovibrionaceae              Desulfobacterota
## ASV364                            Vibrionaceae                Proteobacteria
## ASV402                          Planococcaceae                    Firmicutes
## ASV404                    Propionibacteriaceae              Actinobacteriota
## ASV427                             Bacillaceae                    Firmicutes
## ASV465                     Desulfovibrionaceae              Desulfobacterota
## ASV477                       Brevibacteriaceae              Actinobacteriota
## ASV512                        Selenomonadaceae                    Firmicutes
## ASV520                          Clostridiaceae                    Firmicutes
## ASV526                          Comamonadaceae                Proteobacteria
## ASV542                          Micrococcaceae              Actinobacteriota
## ASV555                           Pirellulaceae               Planctomycetota
## ASV568                          Prevotellaceae                  Bacteroidota
## ASV583                           Pirellulaceae               Planctomycetota
## ASV630                                    <NA>                 Cyanobacteria
## ASV648                               Family XI                    Firmicutes
## ASV651                        Mycoplasmataceae                    Firmicutes
## ASV657                        Xanthomonadaceae                Proteobacteria
## ASV675                       Flavobacteriaceae                  Bacteroidota
## ASV753                           Moraxellaceae                Proteobacteria
## ASV759                             Bacillaceae                    Firmicutes
## ASV762                          Clostridiaceae                    Firmicutes
## ASV764                          Prevotellaceae                  Bacteroidota
## ASV765                          Prevotellaceae                  Bacteroidota
## ASV799                           Moraxellaceae                Proteobacteria
## ASV823                                    <NA>                    Firmicutes
## ASV852                         Lachnospiraceae                    Firmicutes
## ASV863                  Pseudoalteromonadaceae                Proteobacteria
## ASV885                       Marinilabiliaceae                  Bacteroidota
## ASV893                          Prevotellaceae                  Bacteroidota
## ASV909                       Carnobacteriaceae                    Firmicutes
## ASV937                         Brevinemataceae                 Spirochaetota
## ASV945                        Xanthomonadaceae                Proteobacteria
## ASV960                      Intrasporangiaceae              Actinobacteriota
## ASV962                     Desulfovibrionaceae              Desulfobacterota
## ASV996                         Lachnospiraceae                    Firmicutes
## ASV999                                 Clade I                Proteobacteria
## ASV1000                         Prevotellaceae                  Bacteroidota
## ASV1006                         Micrococcaceae              Actinobacteriota
## ASV1016                                   <NA>                 Cyanobacteria
## ASV1037                       NS9 marine group                  Bacteroidota
## ASV1057                         Prevotellaceae                  Bacteroidota
## ASV1062                    Desulfovibrionaceae              Desulfobacterota
## ASV1077                                   <NA>                 Cyanobacteria
## ASV1098                                   <NA>                 Cyanobacteria
## ASV1105                     Corynebacteriaceae              Actinobacteriota
## ASV1177                         Dermacoccaceae              Actinobacteriota
## ASV1181                         Prevotellaceae                  Bacteroidota
## ASV1190                        Veillonellaceae                    Firmicutes
## ASV1198                        Veillonellaceae                    Firmicutes
## ASV1216                       Xanthomonadaceae                Proteobacteria
## ASV1224                              Family XI                    Firmicutes
## ASV1246                         Prevotellaceae                  Bacteroidota
## ASV1251                        Ruminococcaceae                    Firmicutes
## ASV1280                         Clostridiaceae                    Firmicutes
## ASV1284                     Corynebacteriaceae              Actinobacteriota
## ASV1323                           Rhizobiaceae                Proteobacteria
## ASV1326                  Peptostreptococcaceae                    Firmicutes
## ASV1339                        Lachnospiraceae                    Firmicutes
## ASV1355                          Pirellulaceae               Planctomycetota
## ASV1358                       Pseudomonadaceae                Proteobacteria
## ASV1364                         Prevotellaceae                  Bacteroidota
## ASV1383                        Ruminococcaceae                    Firmicutes
## ASV1406                        Lachnospiraceae                    Firmicutes
## ASV1437                                   <NA>                    Firmicutes
## ASV1456                                   <NA>                  Dadabacteria
## ASV1461                                   <NA>                 Cyanobacteria
## ASV1475                          Rikenellaceae                  Bacteroidota
## ASV1476                    Erysipelotrichaceae                    Firmicutes
## ASV1477                        Ruminococcaceae                    Firmicutes
## ASV1483                         Prevotellaceae                  Bacteroidota
## ASV1486                    Desulfovibrionaceae              Desulfobacterota
## ASV1501                          Pirellulaceae               Planctomycetota
## ASV1505                                   <NA>                 Cyanobacteria
## ASV1508                     Ilumatobacteraceae              Actinobacteriota
## ASV1553                      Rubinisphaeraceae               Planctomycetota
## ASV1578                    Endozoicomonadaceae                Proteobacteria
## ASV1593                          Pirellulaceae               Planctomycetota
## ASV1641                       Oscillospiraceae                    Firmicutes
## ASV1708                         Bacteroidaceae                  Bacteroidota
## ASV1709                                   <NA>                 Cyanobacteria
## ASV1712                        Lachnospiraceae                    Firmicutes
## ASV1737                                   <NA>                 Cyanobacteria
## ASV1760                                   <NA>                          <NA>
## ASV1764                       Anaerovoracaceae                    Firmicutes
## ASV1767                              Family XI                    Firmicutes
## ASV1785                         Micrococcaceae              Actinobacteriota
## ASV1814                            Gimesiaceae               Planctomycetota
## ASV1827                                   <NA>                 Cyanobacteria
## ASV1864                          Pirellulaceae               Planctomycetota
## ASV1924                       Alteromonadaceae                Proteobacteria
## ASV1988                         Planococcaceae                    Firmicutes
## ASV2008                         Nitrincolaceae                Proteobacteria
## ASV2016                        Ruminococcaceae                    Firmicutes
## ASV2024                       Rhodobacteraceae                Proteobacteria
## ASV2060                     Enterobacteriaceae                Proteobacteria
## ASV2062                        Enterococcaceae                    Firmicutes
## ASV2069                          Pirellulaceae               Planctomycetota
## ASV2092                       Lactobacillaceae                    Firmicutes
## ASV2093                    Desulfovibrionaceae              Desulfobacterota
## ASV2131                          Rikenellaceae                  Bacteroidota
## ASV2157                           Vibrionaceae                Proteobacteria
## ASV2161                            Gimesiaceae               Planctomycetota
## ASV2169                         Prevotellaceae                  Bacteroidota
## ASV2218                         Prevotellaceae                  Bacteroidota
## ASV2228                           Rhizobiaceae                Proteobacteria
## ASV2242                        Ruminococcaceae                    Firmicutes
## ASV2245                         Clostridiaceae                    Firmicutes
## ASV2250                       Rhodobacteraceae                Proteobacteria
## ASV2270                    Desulfovibrionaceae              Desulfobacterota
## ASV2303                        Lachnospiraceae                    Firmicutes
## ASV2336                      Marinilabiliaceae                  Bacteroidota
## ASV2370                     Methyloligellaceae                Proteobacteria
## ASV2392                         Sutterellaceae                Proteobacteria
## ASV2430                                   <NA>                    Firmicutes
## ASV2432                           Cyanobiaceae                 Cyanobacteria
## ASV2444                         Rubritaleaceae             Verrucomicrobiota
## ASV2447                       Rhodobacteraceae                Proteobacteria
## ASV2498                       NS9 marine group                  Bacteroidota
## ASV2513                          Rikenellaceae                  Bacteroidota
## ASV2573                          Rikenellaceae                  Bacteroidota
## ASV2595                    Sphingobacteriaceae                  Bacteroidota
## ASV2598                         Sutterellaceae                Proteobacteria
## ASV2604                                   <NA>                 Cyanobacteria
## ASV2624                  Peptostreptococcaceae                    Firmicutes
## ASV2674                       Pseudomonadaceae                Proteobacteria
## ASV2680                         Clostridiaceae                    Firmicutes
## ASV2702                        Lachnospiraceae                    Firmicutes
## ASV2704                       Rhodobacteraceae                Proteobacteria
## ASV2718                        Lachnospiraceae                    Firmicutes
## ASV2734                         Rhodocyclaceae                Proteobacteria
## ASV2754                    Desulfovibrionaceae              Desulfobacterota
## ASV2757                      Carnobacteriaceae                    Firmicutes
## ASV2775                                   <NA>                  Dadabacteria
## ASV2797                         Prevotellaceae                  Bacteroidota
## ASV2810                    Christensenellaceae                    Firmicutes
## ASV2913                     Bifidobacteriaceae              Actinobacteriota
## ASV2926                        Ruminococcaceae                    Firmicutes
## ASV2934                         Bacteroidaceae                  Bacteroidota
## ASV2943                      Butyricicoccaceae                    Firmicutes
## ASV2953                       Fusobacteriaceae                Fusobacteriota
## ASV2973                         Tannerellaceae                  Bacteroidota
## ASV2996                        Pasteurellaceae                Proteobacteria
## ASV2998                       Rhodobacteraceae                Proteobacteria
## ASV3021                       Oscillospiraceae                    Firmicutes
## ASV3046                        Lachnospiraceae                    Firmicutes
## ASV3077                         Bacteroidaceae                  Bacteroidota
## ASV3115                        Ruminococcaceae                    Firmicutes
## ASV3125                         Bacteroidaceae                  Bacteroidota
## ASV3129                          Pirellulaceae               Planctomycetota
## ASV3145                       Fusobacteriaceae                Fusobacteriota
## ASV3159                            Bacillaceae                    Firmicutes
## ASV3199                         Prevotellaceae                  Bacteroidota
## ASV3210                     Ilumatobacteraceae              Actinobacteriota
## ASV3211                          Rikenellaceae                  Bacteroidota
## ASV3295                         Prevotellaceae                  Bacteroidota
## ASV3321                        Ruminococcaceae                    Firmicutes
## ASV3322                        Ruminococcaceae                    Firmicutes
## ASV3343                    Erysipelotrichaceae                    Firmicutes
## ASV3519                        Lachnospiraceae                    Firmicutes
## ASV3520                       Fusobacteriaceae                Fusobacteriota
## ASV3604                        Spirochaetaceae                 Spirochaetota
## ASV3611                      Carnobacteriaceae                    Firmicutes
## ASV3633                        Lachnospiraceae                    Firmicutes
## ASV3661                      Flavobacteriaceae                  Bacteroidota
## ASV3668                   Sedimentibacteraceae                    Firmicutes
## ASV3698                          Rikenellaceae                  Bacteroidota
## ASV3707                     Bacteriovoracaceae              Bdellovibrionota
## ASV3759                        Lachnospiraceae                    Firmicutes
## ASV3764                                   <NA>                   Myxococcota
## ASV3783                        Ruminococcaceae                    Firmicutes
## ASV3808                        Enterococcaceae                    Firmicutes
## ASV3820                        Ruminococcaceae                    Firmicutes
## ASV3866                          Rikenellaceae                  Bacteroidota
## ASV3905                         Clostridiaceae                    Firmicutes
## ASV3954                                   <NA>                Proteobacteria
## ASV3957                        Ruminococcaceae                    Firmicutes
## ASV3960                        Lachnospiraceae                    Firmicutes
## ASV3988                        Ruminococcaceae                    Firmicutes
## ASV4018                        Lachnospiraceae                    Firmicutes
## ASV4038                       Rhodobacteraceae                Proteobacteria
## ASV4069                              MgMjR-022                  Bacteroidota
## ASV4092                         Planococcaceae                    Firmicutes
## ASV4099                         Sutterellaceae                Proteobacteria
## ASV4185                       Alteromonadaceae                Proteobacteria
## ASV4201                      Marinilabiliaceae                  Bacteroidota
## ASV4272                          Weeksellaceae                  Bacteroidota
## ASV4334                         Bacteroidaceae                  Bacteroidota
## ASV4337       Entomoplasmatales Incertae Sedis                    Firmicutes
## ASV4354                        Ruminococcaceae                    Firmicutes
## ASV4411                    Desulfovibrionaceae              Desulfobacterota
## ASV4456                         Marinifilaceae                  Bacteroidota
## ASV4500                         Bacteroidaceae                  Bacteroidota
## ASV4509                        Lachnospiraceae                    Firmicutes
## ASV4615                  Peptostreptococcaceae                    Firmicutes
## ASV4809                                   <NA>                    Firmicutes
## ASV4810                                   <NA>                    Firmicutes
## ASV4882                                   <NA>                    Firmicutes
## ASV4884                        Lachnospiraceae                    Firmicutes
## ASV5021                   Saccharospirillaceae                Proteobacteria
## ASV5029                    Desulfovibrionaceae              Desulfobacterota
## ASV5064                         Peptococcaceae                    Firmicutes
## ASV5183                          Rikenellaceae                  Bacteroidota
## ASV5216                       Oscillospiraceae                    Firmicutes
## ASV5235                        Ruminococcaceae                    Firmicutes
## ASV5268                          Rikenellaceae                  Bacteroidota
## ASV5282                          Rikenellaceae                  Bacteroidota
## ASV5293                            Dietziaceae              Actinobacteriota
## ASV5358                        Lachnospiraceae                    Firmicutes
## ASV5382                    Christensenellaceae                    Firmicutes
## ASV5470                        Lachnospiraceae                    Firmicutes
## ASV5514                       Beijerinckiaceae                Proteobacteria
## ASV5527                       Rhodobacteraceae                Proteobacteria
## ASV5534                       Beijerinckiaceae                Proteobacteria
## ASV5574                         Clostridiaceae                    Firmicutes
## ASV5639                          Rikenellaceae                  Bacteroidota
## ASV5657                                   <NA>                 Cyanobacteria
## ASV5665                        Pasteurellaceae                Proteobacteria
## ASV5702                          Rikenellaceae                  Bacteroidota
## ASV5771                   Rs-E47 termite group                  Bacteroidota
## ASV5783                              PS1 clade                Proteobacteria
## ASV5791                          Pirellulaceae               Planctomycetota
## ASV5849                        Akkermansiaceae             Verrucomicrobiota
## ASV5871              Erysipelatoclostridiaceae                    Firmicutes
## ASV5993                         Marinifilaceae                  Bacteroidota
## ASV6002                          Pirellulaceae               Planctomycetota
## ASV6024                        Spirochaetaceae                 Spirochaetota
## ASV6075                         Prevotellaceae                  Bacteroidota
## ASV6083                                   <NA>                 Cyanobacteria
## ASV6152                          Rikenellaceae                  Bacteroidota
## ASV6154                        Lachnospiraceae                    Firmicutes
## ASV6175                        Veillonellaceae                    Firmicutes
## ASV6180                    Erysipelotrichaceae                    Firmicutes
## ASV6262                  Peptostreptococcaceae                    Firmicutes
## ASV6346                         Tannerellaceae                  Bacteroidota
## ASV6422                         Prevotellaceae                  Bacteroidota
## ASV6458                       Burkholderiaceae                Proteobacteria
## ASV6503                      Nitrosomonadaceae                Proteobacteria
## ASV6527                                   <NA>                          <NA>
## ASV6554                                   <NA>                 Cyanobacteria
## ASV6614                         Rhodocyclaceae                Proteobacteria
## ASV6647                         Saprospiraceae                  Bacteroidota
## ASV6702                              Family XI                    Firmicutes
## ASV6761                         Rubritaleaceae             Verrucomicrobiota
## ASV6773                    Succinivibrionaceae                Proteobacteria
## ASV6889                                   <NA>                 Cyanobacteria
## ASV7005                      Flavobacteriaceae                  Bacteroidota
## ASV7040                  Peptostreptococcaceae                    Firmicutes
## ASV7096                       Rhodobacteraceae                Proteobacteria
## ASV7097                  Peptostreptococcaceae                    Firmicutes
## ASV7213                       Rhodobacteraceae                Proteobacteria
## ASV7214  [Eubacterium] coprostanoligenes group                    Firmicutes
## ASV7298                         Clostridiaceae                    Firmicutes
## ASV7360                        Lachnospiraceae                    Firmicutes
## ASV7590                    Erysipelotrichaceae                    Firmicutes
## ASV7760                       Actinomycetaceae              Actinobacteriota
## ASV7762                        Lachnospiraceae                    Firmicutes
## ASV7797                        Lachnospiraceae                    Firmicutes
## ASV7868                        Ruminococcaceae                    Firmicutes
## ASV8243                      Carnobacteriaceae                    Firmicutes
## ASV8275                       Rhodobacteraceae                Proteobacteria
## ASV8454                   Clostridiisalibacter                    Firmicutes
## ASV8676                       Oscillospiraceae                    Firmicutes
## ASV8839                      Microbacteriaceae              Actinobacteriota
## ASV8974                        Nocardioidaceae              Actinobacteriota
## ASV9017                                   <NA>                          <NA>
## ASV9304                       Fusobacteriaceae                Fusobacteriota
## ASV9460                       Fusobacteriaceae                Fusobacteriota
## ASV9750                        Ruminococcaceae                    Firmicutes
## ASV9786                           SAR116 clade                Proteobacteria
## ASV9787                       Lactobacillaceae                    Firmicutes
## ASV9850                                   <NA>                Proteobacteria
## ASV10293                      Oscillospiraceae                    Firmicutes
## ASV10340              Hydrogenoanaerobacterium                    Firmicutes
## ASV10935                                  <NA>              Desulfobacterota
## ASV11171                    Deferribacteraceae              Deferribacterota
## ASV11172                       Pasteurellaceae                Proteobacteria
## ASV12169                                  <NA>              Actinobacteriota
## ASV12295                        Clostridiaceae                    Firmicutes
## ASV12931                          Rhizobiaceae                Proteobacteria
## ASV13590                        Tannerellaceae                  Bacteroidota
## ASV13842                       Anaerofustaceae                    Firmicutes
## ASV14895                Pseudoalteromonadaceae                Proteobacteria
## ASV14909                M2PB4-65 termite group                  Bacteroidota
## ASV16991                     Flavobacteriaceae                  Bacteroidota
## ASV17100                       Lachnospiraceae                    Firmicutes
## ASV17545                     Sphingomonadaceae                Proteobacteria
## ASV17849                       Veillonellaceae                    Firmicutes
## ASV18897                       Ruminococcaceae                    Firmicutes
## ASV18941                      Oscillospiraceae                    Firmicutes
## ASV19214                 Peptostreptococcaceae                    Firmicutes
## ASV20213                       Lachnospiraceae                    Firmicutes
## ASV21255                       Lachnospiraceae                    Firmicutes
## ASV21635                      Oscillospiraceae                    Firmicutes
## ASV21651                 Peptostreptococcaceae                    Firmicutes
## ASV23441                    Oceanospirillaceae                Proteobacteria
## ASV24194                      Oscillospiraceae                    Firmicutes
## ASV24195                       Lachnospiraceae                    Firmicutes
## ASV41                      Erysipelotrichaceae                    Firmicutes
## ASV82                        Exiguobacteraceae                    Firmicutes
## ASV135                          Planococcaceae                    Firmicutes
## ASV156                         Brevinemataceae                 Spirochaetota
## ASV190                          Aeromonadaceae                Proteobacteria
## ASV193                       Flavobacteriaceae                  Bacteroidota
## ASV214                            Mitochondria                Proteobacteria
## ASV277                          Bacteroidaceae                  Bacteroidota
## ASV290                          Bacteroidaceae                  Bacteroidota
## ASV303                      Cardiobacteriaceae                Proteobacteria
## ASV317                                    <NA>                  Bacteroidota
## ASV346                           Moraxellaceae                Proteobacteria
## ASV351                                    <NA>                 Cyanobacteria
## ASV357                       Cyclobacteriaceae                  Bacteroidota
## ASV380                        Fusobacteriaceae                Fusobacteriota
## ASV412                        Anaerovoracaceae                    Firmicutes
## ASV422                        Mycoplasmataceae                    Firmicutes
## ASV441                        Oxalobacteraceae                Proteobacteria
## ASV454                           Moraxellaceae                Proteobacteria
## ASV457                        Rhodobacteraceae                Proteobacteria
## ASV461                        Rhodobacteraceae                Proteobacteria
## ASV467                         Azospirillaceae                Proteobacteria
## ASV470                          Prevotellaceae                  Bacteroidota
## ASV493                           Moraxellaceae                Proteobacteria
## ASV513                        Mycoplasmataceae                    Firmicutes
## ASV522                             Gemellaceae                    Firmicutes
## ASV530                                    <NA>                    Firmicutes
## ASV535                                    <NA>                 Cyanobacteria
## ASV538                         Hyphomonadaceae                Proteobacteria
## ASV550                          Prevotellaceae                  Bacteroidota
## ASV563                          Clostridiaceae                    Firmicutes
## ASV613                             Bacillaceae                    Firmicutes
## ASV615                           Moraxellaceae                Proteobacteria
## ASV626                        Rhodobacteraceae                Proteobacteria
## ASV628                         Lachnospiraceae                    Firmicutes
## ASV631                          Prevotellaceae                  Bacteroidota
## ASV646                          Tannerellaceae                  Bacteroidota
## ASV726                        Streptococcaceae                    Firmicutes
## ASV732                                    <NA>                 Cyanobacteria
## ASV738                        Lactobacillaceae                    Firmicutes
## ASV761                        Fusobacteriaceae                Fusobacteriota
## ASV766                                    <NA>                    Firmicutes
## ASV803                             Bacillaceae                    Firmicutes
## ASV814                         Ruminococcaceae                    Firmicutes
## ASV815                     Erysipelotrichaceae                    Firmicutes
## ASV869                          Marinifilaceae                  Bacteroidota
## ASV876                        Rhodobacteraceae                Proteobacteria
## ASV883                           Pirellulaceae               Planctomycetota
## ASV899                       Hyphomicrobiaceae                Proteobacteria
## ASV901                        Mycoplasmataceae                    Firmicutes
## ASV918                          Aeromonadaceae                Proteobacteria
## ASV930                           Pirellulaceae               Planctomycetota
## ASV961                         Brevinemataceae                 Spirochaetota
## ASV985                        Fusobacteriaceae                Fusobacteriota
## ASV1012                      Carnobacteriaceae                    Firmicutes
## ASV1034                       Selenomonadaceae                    Firmicutes
## ASV1051                         Marinifilaceae                  Bacteroidota
## ASV1059                      Flavobacteriaceae                  Bacteroidota
## ASV1094                       Mycoplasmataceae                    Firmicutes
## ASV1095                       Pseudomonadaceae                Proteobacteria
## ASV1096                         Clostridiaceae                    Firmicutes
## ASV1100                          Pirellulaceae               Planctomycetota
## ASV1110                    Desulfovibrionaceae              Desulfobacterota
## ASV1115                          Moraxellaceae                Proteobacteria
## ASV1121                          Weeksellaceae                  Bacteroidota
## ASV1141                       Rhodobacteraceae                Proteobacteria
## ASV1199                           Vibrionaceae                Proteobacteria
## ASV1214                          Rikenellaceae                  Bacteroidota
## ASV1229                        Akkermansiaceae             Verrucomicrobiota
## ASV1260                  Peptostreptococcaceae                    Firmicutes
## ASV1281                     Corynebacteriaceae              Actinobacteriota
## ASV1321                     Micromonosporaceae              Actinobacteriota
## ASV1343                   Saccharospirillaceae                Proteobacteria
## ASV1350                      Flavobacteriaceae                  Bacteroidota
## ASV1352                                   <NA>                  Bacteroidota
## ASV1356                            Gimesiaceae               Planctomycetota
## ASV1357                         Guggenheimella                    Firmicutes
## ASV1423                         Comamonadaceae                Proteobacteria
## ASV1426                       Rhodobacteraceae                Proteobacteria
## ASV1430                           Cyanobiaceae                 Cyanobacteria
## ASV1488                    Desulfovibrionaceae              Desulfobacterota
## ASV1504                         Aeromonadaceae                Proteobacteria
## ASV1515                       Mycoplasmataceae                    Firmicutes
## ASV1518                         Prevotellaceae                  Bacteroidota
## ASV1535                         Planococcaceae                    Firmicutes
## ASV1571                      Flavobacteriaceae                  Bacteroidota
## ASV1600                      Crocinitomicaceae                  Bacteroidota
## ASV1609                      Carnobacteriaceae                    Firmicutes
## ASV1614                          Rikenellaceae                  Bacteroidota
## ASV1620                       Rhodobacteraceae                Proteobacteria
## ASV1647                         Clostridiaceae                    Firmicutes
## ASV1666                         Tannerellaceae                  Bacteroidota
## ASV1679                            Gimesiaceae               Planctomycetota
## ASV1699                     Corynebacteriaceae              Actinobacteriota
## ASV1726                            Bacillaceae                    Firmicutes
## ASV1748                                   <NA>                Proteobacteria
## ASV1754                       Rhodobacteraceae                Proteobacteria
## ASV1755                        Lachnospiraceae                    Firmicutes
## ASV1759                       Rhodobacteraceae                Proteobacteria
## ASV1771                          Pirellulaceae               Planctomycetota
## ASV1776                           SAR116 clade                Proteobacteria
## ASV1803                           Cyanobiaceae                 Cyanobacteria
## ASV1815                     Chromobacteriaceae                Proteobacteria
## ASV1824                       Fusobacteriaceae                Fusobacteriota
## ASV1830                       Fusobacteriaceae                Fusobacteriota
## ASV1843                         Comamonadaceae                Proteobacteria
## ASV1873                         Planococcaceae                    Firmicutes
## ASV1874                       Rhodobacteraceae                Proteobacteria
## ASV1918                  Peptostreptococcaceae                    Firmicutes
## ASV1941                          Pirellulaceae               Planctomycetota
## ASV1972                       Oscillospiraceae                    Firmicutes
## ASV1975                          Pirellulaceae               Planctomycetota
## ASV1991                         Prevotellaceae                  Bacteroidota
## ASV1993                          Pirellulaceae               Planctomycetota
## ASV2005                           Vibrionaceae                Proteobacteria
## ASV2017                    Desulfovibrionaceae              Desulfobacterota
## ASV2063                         Clostridiaceae                    Firmicutes
## ASV2070                        Lachnospiraceae                    Firmicutes
## ASV2080                                   <NA>                 Cyanobacteria
## ASV2081                          Pirellulaceae               Planctomycetota
## ASV2095                           Vibrionaceae                Proteobacteria
## ASV2115                      Flavobacteriaceae                  Bacteroidota
## ASV2134                          Pirellulaceae               Planctomycetota
## ASV2152                           Rhizobiaceae                Proteobacteria
## ASV2158                       Rhodobacteraceae                Proteobacteria
## ASV2174                    Erysipelotrichaceae                    Firmicutes
## ASV2206                       Rhodobacteraceae                Proteobacteria
## ASV2209                       Rhodobacteraceae                Proteobacteria
## ASV2210                      Flavobacteriaceae                  Bacteroidota
## ASV2217                   Saccharospirillaceae                Proteobacteria
## ASV2241                    Succinivibrionaceae                Proteobacteria
## ASV2248                          Pirellulaceae               Planctomycetota
## ASV2251                          Pirellulaceae               Planctomycetota
## ASV2295                  Peptostreptococcaceae                    Firmicutes
## ASV2309                      Rubinisphaeraceae               Planctomycetota
## ASV2320                          Pirellulaceae               Planctomycetota
## ASV2339                       Rhodobacteraceae                Proteobacteria
## ASV2389                       Rhodobacteraceae                Proteobacteria
## ASV2418                                 DEV007             Verrucomicrobiota
## ASV2452                           Rhizobiaceae                Proteobacteria
## ASV2462                                   <NA>                    Firmicutes
## ASV2470                           Vibrionaceae                Proteobacteria
## ASV2502                                   <NA>                 Cyanobacteria
## ASV2503                          Rikenellaceae                  Bacteroidota
## ASV2508                       Rhodobacteraceae                Proteobacteria
## ASV2514                         Eubacteriaceae                    Firmicutes
## ASV2567                            Dietziaceae              Actinobacteriota
## ASV2582                           Vibrionaceae                Proteobacteria
## ASV2590                         Planococcaceae                    Firmicutes
## ASV2592                  Peptostreptococcaceae                    Firmicutes
## ASV2600                        Ruminococcaceae                    Firmicutes
## ASV2620                          Pirellulaceae               Planctomycetota
## ASV2636                          Pirellulaceae               Planctomycetota
## ASV2656                     Cardiobacteriaceae                Proteobacteria
## ASV2658                       Rhodobacteraceae                Proteobacteria
## ASV2663                       Oscillatoriaceae                 Cyanobacteria
## ASV2666                         Tannerellaceae                  Bacteroidota
## ASV2682                          Moraxellaceae                Proteobacteria
## ASV2687                   Sedimentibacteraceae                    Firmicutes
## ASV2700                                   <NA>                 Cyanobacteria
## ASV2714                        Lachnospiraceae                    Firmicutes
## ASV2721                         Clostridiaceae                    Firmicutes
## ASV2742                    Desulfovibrionaceae              Desulfobacterota
## ASV2753                        Akkermansiaceae             Verrucomicrobiota
## ASV2756                        Ruminococcaceae                    Firmicutes
## ASV2766                        Lachnospiraceae                    Firmicutes
## ASV2813                          Pirellulaceae               Planctomycetota
## ASV2840                        Ruminococcaceae                    Firmicutes
## ASV2859                                   <NA>                    Firmicutes
## ASV2902                          Pirellulaceae               Planctomycetota
## ASV2947                        Lachnospiraceae                    Firmicutes
## ASV2974                     Corynebacteriaceae              Actinobacteriota
## ASV2981                          Pirellulaceae               Planctomycetota
## ASV2994                                   <NA>                    Firmicutes
## ASV3009                        Ruminococcaceae                    Firmicutes
## ASV3059                       Rhodobacteraceae                Proteobacteria
## ASV3079                       Streptococcaceae                    Firmicutes
## ASV3082                                   <NA>               Patescibacteria
## ASV3109                          Rikenellaceae                  Bacteroidota
## ASV3123                          Rikenellaceae                  Bacteroidota
## ASV3131                          Pirellulaceae               Planctomycetota
## ASV3180                    Desulfovibrionaceae              Desulfobacterota
## ASV3212                    Christensenellaceae                    Firmicutes
## ASV3224                      Flavobacteriaceae                  Bacteroidota
## ASV3226                                   <NA>                    Firmicutes
## ASV3244                    Desulfovibrionaceae              Desulfobacterota
## ASV3246                        Ruminococcaceae                    Firmicutes
## ASV3261                            Bacillaceae                    Firmicutes
## ASV3288                          Pirellulaceae               Planctomycetota
## ASV3289                       Marinomonadaceae                Proteobacteria
## ASV3310                        Akkermansiaceae             Verrucomicrobiota
## ASV3312                        Ruminococcaceae                    Firmicutes
## ASV3403                        Lachnospiraceae                    Firmicutes
## ASV3419                          Moraxellaceae                Proteobacteria
## ASV3426                    Desulfovibrionaceae              Desulfobacterota
## ASV3446                    Desulfovibrionaceae              Desulfobacterota
## ASV3456                              Family XI                    Firmicutes
## ASV3461                      Hyphomicrobiaceae                Proteobacteria
## ASV3479                           SAR116 clade                Proteobacteria
## ASV3491                      Microbacteriaceae              Actinobacteriota
## ASV3535                    Desulfovibrionaceae              Desulfobacterota
## ASV3577                                   <NA>              Desulfobacterota
## ASV3588                                   <NA>                 Cyanobacteria
## ASV3610                       Anaerovoracaceae                    Firmicutes
## ASV3641                       Rhodobacteraceae                Proteobacteria
## ASV3653                           Cyanobiaceae                 Cyanobacteria
## ASV3666                       Beijerinckiaceae                Proteobacteria
## ASV3669                         Micrococcaceae              Actinobacteriota
## ASV3721                      Flavobacteriaceae                  Bacteroidota
## ASV3722                         Eubacteriaceae                    Firmicutes
## ASV3727                          Weeksellaceae                  Bacteroidota
## ASV3771                       Flammeovirgaceae                  Bacteroidota
## ASV3775                    Desulfovibrionaceae              Desulfobacterota
## ASV3825                         Clostridiaceae                    Firmicutes
## ASV3826                        Lachnospiraceae                    Firmicutes
## ASV3853                       Lactobacillaceae                    Firmicutes
## ASV3857                          Pirellulaceae               Planctomycetota
## ASV3915                                   <NA>                  Bacteroidota
## ASV4003                       Anaerovoracaceae                    Firmicutes
## ASV4016                    Christensenellaceae                    Firmicutes
## ASV4020                        Lachnospiraceae                    Firmicutes
## ASV4027                         Planococcaceae                    Firmicutes
## ASV4028                  Peptostreptococcaceae                    Firmicutes
## ASV4042                       Rhodobacteraceae                Proteobacteria
## ASV4058                          Pirellulaceae               Planctomycetota
## ASV4059                       Rhodobacteraceae                Proteobacteria
## ASV4094                           Vibrionaceae                Proteobacteria
## ASV4134                     Porphyromonadaceae                  Bacteroidota
## ASV4140                       Streptococcaceae                    Firmicutes
## ASV4144                        Lachnospiraceae                    Firmicutes
## ASV4168                          Pirellulaceae               Planctomycetota
## ASV4175                        Ruminococcaceae                    Firmicutes
## ASV4200                          Rikenellaceae                  Bacteroidota
## ASV4218                          Pirellulaceae               Planctomycetota
## ASV4265                        Ruminococcaceae                    Firmicutes
## ASV4275                          Rikenellaceae                  Bacteroidota
## ASV4314                                   <NA>                Proteobacteria
## ASV4335                       Rhodobacteraceae                Proteobacteria
## ASV4371                                   <NA>                    Firmicutes
## ASV4383                           Rhizobiaceae                Proteobacteria
## ASV4384                          Pirellulaceae               Planctomycetota
## ASV4465                       Rhodobacteraceae                Proteobacteria
## ASV4562                       Rhodobacteraceae                Proteobacteria
## ASV4566                        Ruminococcaceae                    Firmicutes
## ASV4573                         Aeromonadaceae                Proteobacteria
## ASV4586                       Anaerovoracaceae                    Firmicutes
## ASV4596                    Desulfovibrionaceae              Desulfobacterota
## ASV4614                        Ruminococcaceae                    Firmicutes
## ASV4616                        Lachnospiraceae                    Firmicutes
## ASV4658                  Peptostreptococcaceae                    Firmicutes
## ASV4664                       Streptococcaceae                    Firmicutes
## ASV4667                    Christensenellaceae                    Firmicutes
## ASV4680                        Lachnospiraceae                    Firmicutes
## ASV4738                           Rhizobiaceae                Proteobacteria
## ASV4767                         Clostridiaceae                    Firmicutes
## ASV4768                                   <NA>                 Cyanobacteria
## ASV4781                          Pirellulaceae               Planctomycetota
## ASV4851                     Acidaminococcaceae                    Firmicutes
## ASV4870                           Rhizobiaceae                Proteobacteria
## ASV4885                     Porphyromonadaceae                  Bacteroidota
## ASV4904                          Rikenellaceae                  Bacteroidota
## ASV4905                       Streptococcaceae                    Firmicutes
## ASV4910                      Cyclobacteriaceae                  Bacteroidota
## ASV4980                            Bacillaceae                    Firmicutes
## ASV4996                           Rhizobiaceae                Proteobacteria
## ASV4997                        Lachnospiraceae                    Firmicutes
## ASV5044                         Peptococcaceae                    Firmicutes
## ASV5100                       Rhodobacteraceae                Proteobacteria
## ASV5103                         Prevotellaceae                  Bacteroidota
## ASV5141                          Pirellulaceae               Planctomycetota
## ASV5147                         Clostridiaceae                    Firmicutes
## ASV5170                        Spirochaetaceae                 Spirochaetota
## ASV5214                          Pirellulaceae               Planctomycetota
## ASV5215                           Vibrionaceae                Proteobacteria
## ASV5223                         Clostridiaceae                    Firmicutes
## ASV5292                     Cardiobacteriaceae                Proteobacteria
## ASV5312                        Ruminococcaceae                    Firmicutes
## ASV5359                         Sutterellaceae                Proteobacteria
## ASV5395                       Fusobacteriaceae                Fusobacteriota
## ASV5436                        Lachnospiraceae                    Firmicutes
## ASV5469              Erysipelatoclostridiaceae                    Firmicutes
## ASV5480                                   <NA>                Proteobacteria
## ASV5504                                   <NA>                    Firmicutes
## ASV5512                           Mitochondria                Proteobacteria
## ASV5548                         Micrococcaceae              Actinobacteriota
## ASV5682                          Pirellulaceae               Planctomycetota
## ASV5734                          Pirellulaceae               Planctomycetota
## ASV5760                  Peptostreptococcaceae                    Firmicutes
## ASV5774                         Tannerellaceae                  Bacteroidota
## ASV5850                  Peptostreptococcaceae                    Firmicutes
## ASV5863                    Erysipelotrichaceae                    Firmicutes
## ASV5901                       Mycoplasmataceae                    Firmicutes
## ASV5919                       Rhodobacteraceae                Proteobacteria
## ASV5988                           Balneolaceae                  Bacteroidota
## ASV6006                  Peptostreptococcaceae                    Firmicutes
## ASV6139                       Fusobacteriaceae                Fusobacteriota
## ASV6155                                   <NA>                          <NA>
## ASV6192                       Rhodobacteraceae                Proteobacteria
## ASV6263                     Intrasporangiaceae              Actinobacteriota
## ASV6296                     Corynebacteriaceae              Actinobacteriota
## ASV6311                          Rikenellaceae                  Bacteroidota
## ASV6312                                   <NA>                    Firmicutes
## ASV6322                        Lachnospiraceae                    Firmicutes
## ASV6340                      Carnobacteriaceae                    Firmicutes
## ASV6368                        Lachnospiraceae                    Firmicutes
## ASV6384                                   <NA>                          <NA>
## ASV6407                     Corynebacteriaceae              Actinobacteriota
## ASV6408                       Rhodobacteraceae                Proteobacteria
## ASV6508                       Rhodobacteraceae                Proteobacteria
## ASV6509                        Lachnospiraceae                    Firmicutes
## ASV6539                         Tannerellaceae                  Bacteroidota
## ASV6564              Erysipelatoclostridiaceae                    Firmicutes
## ASV6590                        Akkermansiaceae             Verrucomicrobiota
## ASV6632                      Flavobacteriaceae                  Bacteroidota
## ASV6659                         Sutterellaceae                Proteobacteria
## ASV6700                                   <NA>                  Bacteroidota
## ASV6764                       Rhodobacteraceae                Proteobacteria
## ASV6858                           Nocardiaceae              Actinobacteriota
## ASV6888             Rhizobiales Incertae Sedis                Proteobacteria
## ASV6917                      Flavobacteriaceae                  Bacteroidota
## ASV6935                            Stappiaceae                Proteobacteria
## ASV7009                   Sedimentibacteraceae                    Firmicutes
## ASV7063                         Planococcaceae                    Firmicutes
## ASV7142                          Kangiellaceae                Proteobacteria
## ASV7162                      Flavobacteriaceae                  Bacteroidota
## ASV7173                        Lachnospiraceae                    Firmicutes
## ASV7184                     Desulfobacteraceae              Desulfobacterota
## ASV7210                    Desulfovibrionaceae              Desulfobacterota
## ASV7239                                   <NA>                Proteobacteria
## ASV7307                           Rhizobiaceae                Proteobacteria
## ASV7324                       Rhodobacteraceae                Proteobacteria
## ASV7392                         Guggenheimella                    Firmicutes
## ASV7425                        Lachnospiraceae                    Firmicutes
## ASV7427                       Actinomycetaceae              Actinobacteriota
## ASV7453                                   <NA>             Verrucomicrobiota
## ASV7455                              Family XI                    Firmicutes
## ASV7491                            Bacillaceae                    Firmicutes
## ASV7496                       Rhodobacteraceae                Proteobacteria
## ASV7610                         Micrococcaceae              Actinobacteriota
## ASV7613                                   <NA>                Proteobacteria
## ASV7646                                   <NA>                Proteobacteria
## ASV7670                                   <NA>                 Cyanobacteria
## ASV7731                    Desulfovibrionaceae              Desulfobacterota
## ASV7757                            Bacillaceae                    Firmicutes
## ASV7820                          Pirellulaceae               Planctomycetota
## ASV7826                          Pirellulaceae               Planctomycetota
## ASV7881                       Rhodobacteraceae                Proteobacteria
## ASV7888                        Lachnospiraceae                    Firmicutes
## ASV8058                        Lachnospiraceae                    Firmicutes
## ASV8231                      Flavobacteriaceae                  Bacteroidota
## ASV8407                         Aeromonadaceae                Proteobacteria
## ASV8409                    Desulfovibrionaceae              Desulfobacterota
## ASV8415                       Rhodobacteraceae                Proteobacteria
## ASV8453                        Ruminococcaceae                    Firmicutes
## ASV8577                          Spirosomaceae                  Bacteroidota
## ASV8623                       Desulfocapsaceae              Desulfobacterota
## ASV8664                                   <NA>               Planctomycetota
## ASV8747                     Cardiobacteriaceae                Proteobacteria
## ASV8748                           Gottschalkia                    Firmicutes
## ASV8794                       Rhodobacteraceae                Proteobacteria
## ASV8845                         Bacteroidaceae                  Bacteroidota
## ASV8921                              Family XI                    Firmicutes
## ASV9099                          Rikenellaceae                  Bacteroidota
## ASV9132                                   <NA>                 Cyanobacteria
## ASV9147                         Clostridiaceae                    Firmicutes
## ASV9305                       Selenomonadaceae                    Firmicutes
## ASV9446                         Clostridiaceae                    Firmicutes
## ASV9508                          Pirellulaceae               Planctomycetota
## ASV9514                          Rikenellaceae                  Bacteroidota
## ASV9515                    Christensenellaceae                    Firmicutes
## ASV9565                       Methylophilaceae                Proteobacteria
## ASV9572                       Streptococcaceae                    Firmicutes
## ASV9639                                   <NA>                 Cyanobacteria
## ASV9659                         Prevotellaceae                  Bacteroidota
## ASV9802                                   <NA>                Proteobacteria
## ASV9862                          Pirellulaceae               Planctomycetota
## ASV9960                      Sphingomonadaceae                Proteobacteria
## ASV10212                        Tannerellaceae                  Bacteroidota
## ASV10349                       Lachnospiraceae                    Firmicutes
## ASV10650                       Ruminococcaceae                    Firmicutes
## ASV10651                         Rikenellaceae                  Bacteroidota
## ASV10674                   Erysipelotrichaceae                    Firmicutes
## ASV10743                        Prevotellaceae                  Bacteroidota
## ASV10791                    Prolixibacteraceae                  Bacteroidota
## ASV10848                            Halieaceae                Proteobacteria
## ASV11278                  Saccharospirillaceae                Proteobacteria
## ASV11369                                  <NA>                Proteobacteria
## ASV11524                Hungateiclostridiaceae                    Firmicutes
## ASV11562                        Comamonadaceae                Proteobacteria
## ASV11619                   Erysipelotrichaceae                    Firmicutes
## ASV11705                   Desulfovibrionaceae              Desulfobacterota
## ASV11712                         Rikenellaceae                  Bacteroidota
## ASV11715                 Promicromonosporaceae              Actinobacteriota
## ASV11795                     Sphingomonadaceae                Proteobacteria
## ASV12071                           Bacillaceae                    Firmicutes
## ASV12297                                  <NA>                Proteobacteria
## ASV12301                      Rhodobacteraceae                Proteobacteria
## ASV12422                        Bacteroidaceae                  Bacteroidota
## ASV12488                       Ruminococcaceae                    Firmicutes
## ASV12607                       Anaerofustaceae                    Firmicutes
## ASV12915                         Rikenellaceae                  Bacteroidota
## ASV13178                   Desulfovibrionaceae              Desulfobacterota
## ASV13388                        Clostridiaceae                    Firmicutes
## ASV13430                      Rhodobacteraceae                Proteobacteria
## ASV13569                          Rhizobiaceae                Proteobacteria
## ASV13610                      Beijerinckiaceae                Proteobacteria
## ASV13688                                  <NA>                    Firmicutes
## ASV13810                                  <NA>                 Cyanobacteria
## ASV14035                       Lachnospiraceae                    Firmicutes
## ASV14149                                  <NA>                    Firmicutes
## ASV14165                        Aeromonadaceae                Proteobacteria
## ASV14187                                  <NA>                    Firmicutes
## ASV14287                   Desulfovibrionaceae              Desulfobacterota
## ASV14586                                  <NA>                    Firmicutes
## ASV14599                        Clostridiaceae                    Firmicutes
## ASV14620                        Nitrincolaceae                Proteobacteria
## ASV14789                       Lachnospiraceae                    Firmicutes
## ASV14908              Bacteroidales RF16 group                  Bacteroidota
## ASV15080                        Leptospiraceae                 Spirochaetota
## ASV15286                       Lachnospiraceae                    Firmicutes
## ASV15658                        Bacteroidaceae                  Bacteroidota
## ASV15980                     Marinilabiliaceae                  Bacteroidota
## ASV16412                     Flavobacteriaceae                  Bacteroidota
## ASV16429                 Peptostreptococcaceae                    Firmicutes
## ASV17293                        Planococcaceae                    Firmicutes
## ASV17535                    Bacteriovoracaceae              Bdellovibrionota
## ASV17801                      Rhodobacteraceae                Proteobacteria
## ASV18898                         Pirellulaceae               Planctomycetota
## ASV19836                      Rhodobacteraceae                Proteobacteria
## ASV20128                           Bacillaceae                    Firmicutes
## ASV20186                        Vermiphilaceae                  Dependentiae
## ASV20217                     Butyricicoccaceae                    Firmicutes
## ASV21636                      Anaerovoracaceae                    Firmicutes
## ASV21729                        Tannerellaceae                  Bacteroidota
## ASV22177                        Prevotellaceae                  Bacteroidota
## ASV22459                                  <NA>              Actinobacteriota
## ASV24077                      Beijerinckiaceae                Proteobacteria
## ASV24694                       Lachnospiraceae                    Firmicutes
## ASV25296                        Nitrincolaceae                Proteobacteria
## ASV26608                                  <NA>                 Cyanobacteria
## ASV30867                                  <NA>              Actinobacteriota

Abundance VS Occurrence and Index of dispersion plots

#plot index of dispersion
index_disp_otu <- ggplot(Nem_dstat_otu, aes(x=occurence, y=log10(disp))) + 
  geom_point(size = 5, shape = 21, col="black", alpha=0.75) + 
  geom_line(col="gray", linetype = 4, size = 2, aes(x=occurence, y=log10(upper))) + theme_bw() +
  theme(axis.text=element_text(size=18), axis.title=element_text(size=18,face="bold")) +
  labs(y="Index of dispersion (Log 10)")
## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
w10 <- index_disp_otu + geom_text(data=Nem_core_otu, aes(x=occurence, y=log10(disp), label=Class), size = 2, alpha=0.75) 
w10
## Warning: Removed 101650 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Warning: Removed 19 rows containing missing values or values outside the scale range
## (`geom_text()`).

ggsave("/Users/qcvp/R/Plots/whole_Index_of_dispersion_plots.png", plot = w10, width = 11.5, height = 7) #Saving plot
## Warning: Removed 101650 rows containing missing values or values outside the scale range
## (`geom_point()`).
## Removed 19 rows containing missing values or values outside the scale range
## (`geom_text()`).

Composition of Classes within core OTU list

Nem_core_otu_long <- Nem_core_otu %>%
            dplyr::mutate(value = 1) %>%
            dplyr::group_by(Class) %>%
            dplyr::summarise(RA = sum(value)/nrow(Nem_core_otu)) %>% #Calculate % of each Families among all pathobiome list
            dplyr::arrange(desc(RA))
Nem_core_otu_long
## # A tibble: 33 × 2
##    Class                   RA
##    <chr>                <dbl>
##  1 Clostridia          0.259 
##  2 Bacteroidia         0.186 
##  3 Alphaproteobacteria 0.130 
##  4 Gammaproteobacteria 0.105 
##  5 Bacilli             0.0956
##  6 Cyanobacteriia      0.0563
##  7 Planctomycetes      0.0392
##  8 Actinobacteria      0.0307
##  9 Desulfovibrionia    0.0290
## 10 Fusobacteriia       0.0125
## # ℹ 23 more rows

LEFse

Running Linear discriminant analysis Effect Size (LEFse)

mm_lefse <- microbiomeMarker::run_lefse(physeq_Nem_long_unrare, norm = "CPM",
                                        wilcoxon_cutoff = 0.01,
                                        group = "Biosample",
                                        taxa_rank = "none",
                                        kw_cutoff = 0.01,
                                        multigrp_strat = TRUE,
                                        lda_cutoff = 4)
## Registered S3 method overwritten by 'gplots':
##   method         from     
##   reorder.factor DescTools

Plotting

p_LDAsc <- microbiomeMarker::plot_ef_bar(mm_lefse)
y_labs <- ggplot2::ggplot_build(p_LDAsc)$layout$panel_params[[1]]$y$get_labels()
p_abd <- microbiomeMarker::plot_abundance(mm_lefse, group = "Biosample") +
  ggplot2::scale_y_discrete(limits = y_labs)
## Scale for y is already present.
## Adding another scale for y, which will replace the existing scale.
g3 <- gridExtra::grid.arrange(p_LDAsc, p_abd, nrow = 1)

ggplot2::ggsave("/Users/qcvp/R/Plots/LEFSE_plot_whole.png", plot = g3, width = 11.5, height = 7) #Saving plot