install.packages("readr")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library("readr")
data = read_tsv("data.tsv")
## Rows: 3432 Columns: 27
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: "\t"
## chr (1): tax
## dbl (26): barcode01, barcode02, barcode03, barcode04, barcode05, barcode06, ...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
head(data)
## # A tibble: 6 × 27
## tax barcode01 barcode02 barcode03 barcode04 barcode05 barcode06 barcode07
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Bacteri… 28213 345 21467 62888 664 0 0
## 2 Bacteri… 6073 52 36614 87607 168 0 0
## 3 Bacteri… 7734 31 16041 44558 302 0 0
## 4 Bacteri… 8797 92 8632 43361 269 0 0
## 5 Bacteri… 7951 31 13659 31858 85 0 0
## 6 Bacteri… 39851 113 1628 2193 199 0 0
## # ℹ 19 more variables: barcode08 <dbl>, barcode09 <dbl>, barcode10 <dbl>,
## # barcode11 <dbl>, barcode12 <dbl>, barcode13 <dbl>, barcode14 <dbl>,
## # barcode15 <dbl>, barcode16 <dbl>, barcode17 <dbl>, barcode18 <dbl>,
## # barcode19 <dbl>, barcode20 <dbl>, barcode21 <dbl>, barcode22 <dbl>,
## # barcode23 <dbl>, barcode24 <dbl>, unclassified <dbl>, total <dbl>
install.packages("dplyr")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
# Select only the columns for barcodes 01, 03, 04, 05, and 'unclassified'
selected_data <- data %>%
select(tax, barcode01, barcode03, barcode04, barcode02, unclassified)
print(selected_data)
## # A tibble: 3,432 × 6
## tax barcode01 barcode03 barcode04 barcode02 unclassified
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 Bacteria;Bacteria_none;… 28213 21467 62888 345 3543
## 2 Bacteria;Bacteria_none;… 6073 36614 87607 52 3789
## 3 Bacteria;Bacteria_none;… 7734 16041 44558 31 2094
## 4 Bacteria;Bacteria_none;… 8797 8632 43361 92 1666
## 5 Bacteria;Bacteria_none;… 7951 13659 31858 31 1631
## 6 Bacteria;Bacteria_none;… 39851 1628 2193 113 1170
## 7 Bacteria;Bacteria_none;… 9114 14892 11515 1011 1093
## 8 Bacteria;Bacteria_none;… 4799 4695 30520 75 1309
## 9 Bacteria;Bacteria_none;… 2 5 8 33300 637
## 10 Bacteria;Bacteria_none;… 4293 16358 4425 325 770
## # ℹ 3,422 more rows
# Install the packages
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
## Bioconductor version '3.12' is out-of-date; the current release version '3.18'
## is available with R version '4.3'; see https://bioconductor.org/install
BiocManager::install("phyloseq")
## 'getOption("repos")' replaces Bioconductor standard repositories, see
## 'help("repositories", package = "BiocManager")' for details.
## Replacement repositories:
## CRAN: https://cloud.r-project.org
## Bioconductor version 3.12 (BiocManager 1.30.22), R 4.0.4 (2021-02-15)
## Warning: package(s) not installed when version(s) same as or greater than current; use
## `force = TRUE` to re-install: 'phyloseq'
## Installation paths not writeable, unable to update packages
## path: /usr/lib/R/library
## packages:
## boot, class, cluster, codetools, foreign, KernSmooth, lattice, MASS,
## Matrix, mgcv, nlme, nnet, rpart, spatial, survival
install.packages("lattice")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
install.packages("ggplot2")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
install.packages("tidyr")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
install.packages("purrr")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
installed.packages("tibble")
## Package LibPath Version Priority Depends Imports LinkingTo Suggests
## Enhances License License_is_FOSS License_restricts_use OS_type Archs
## MD5sum NeedsCompilation Built
install.packages("stringr")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
install.packages("forcats")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
install.packages("magrittr")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library(dplyr)
library("phyloseq")
library("lattice")
library("ggplot2")
library("tidyr")
library("purrr")
library("tibble")
library("stringr")
library("forcats")
library("magrittr")
##
## Attaching package: 'magrittr'
## The following object is masked from 'package:purrr':
##
## set_names
## The following object is masked from 'package:tidyr':
##
## extract
dat <- selected_data %>% separate(tax, sep = ";",
into = c(NA, NA, "phylum", "class", "order", "family", "genus"))
head(dat)
## # A tibble: 6 × 10
## phylum class order family genus barcode01 barcode03 barcode04 barcode02
## <chr> <chr> <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Acidobacteria Vici… Vici… Vicin… Vici… 28213 21467 62888 345
## 2 Proteobacter… Alph… Hyph… Xanth… Pseu… 6073 36614 87607 52
## 3 Proteobacter… Alph… Hyph… Nitro… Brad… 7734 16041 44558 31
## 4 Proteobacter… Alph… Hyph… Hypho… Rhod… 8797 8632 43361 92
## 5 Actinobacter… Rubr… Gaie… Gaiel… Gaie… 7951 13659 31858 31
## 6 Firmicutes Baci… Baci… Plano… Spor… 39851 1628 2193 113
## # ℹ 1 more variable: unclassified <dbl>
tax_data <- dat %>% select(c("phylum", "class", "order", "family", "genus"))
tax_ranks <- colnames(tax_data)
tax_data <- tax_table(tax_data)
## Warning in .local(object): Coercing from data.frame class to character matrix
## prior to building taxonomyTable.
## This could introduce artifacts.
## Check your taxonomyTable, or coerce to matrix manually.
dimnames(tax_data)[[2]] <- tax_ranks
head(tax_data)
## Taxonomy Table: [6 taxa by 5 taxonomic ranks]:
## phylum class order
## sp1 "Acidobacteria" "Vicinamibacteria" "Vicinamibacterales"
## sp2 "Proteobacteria" "Alphaproteobacteria" "Hyphomicrobiales"
## sp3 "Proteobacteria" "Alphaproteobacteria" "Hyphomicrobiales"
## sp4 "Proteobacteria" "Alphaproteobacteria" "Hyphomicrobiales"
## sp5 "Actinobacteria" "Rubrobacteria" "Gaiellales"
## sp6 "Firmicutes" "Bacilli" "Bacillales"
## family genus
## sp1 "Vicinamibacteraceae" "Vicinamibacter"
## sp2 "Xanthobacteraceae" "Pseudolabrys"
## sp3 "Nitrobacteraceae" "Bradyrhizobium"
## sp4 "Hyphomicrobiaceae" "Rhodoplanes"
## sp5 "Gaiellaceae" "Gaiella"
## sp6 "Planococcaceae" "Sporosarcina"
# first, extract all columns starting with 'barcode' e.g. our samples
otu_tab <- dat %>% select(starts_with("barcode"))
# now we convert it to an otuTable object
# the 'taxa_are_rows' argument tells phyloseq which orientation our data are in
otu_tab <- otu_table(otu_tab, taxa_are_rows = T)
head(otu_tab)
## OTU Table: [6 taxa and 4 samples]
## taxa are rows
## barcode01 barcode03 barcode04 barcode02
## sp1 28213 21467 62888 345
## sp2 6073 36614 87607 52
## sp3 7734 16041 44558 31
## sp4 8797 8632 43361 92
## sp5 7951 13659 31858 31
## sp6 39851 1628 2193 113
microbiome <- phyloseq(otu_tab, tax_data)
microbiome # prints a nice summary of the data.
## phyloseq-class experiment-level object
## otu_table() OTU Table: [ 3432 taxa and 4 samples ]
## tax_table() Taxonomy Table: [ 3432 taxa by 5 taxonomic ranks ]
head(otu_table(microbiome))
## OTU Table: [6 taxa and 4 samples]
## taxa are rows
## barcode01 barcode03 barcode04 barcode02
## sp1 28213 21467 62888 345
## sp2 6073 36614 87607 52
## sp3 7734 16041 44558 31
## sp4 8797 8632 43361 92
## sp5 7951 13659 31858 31
## sp6 39851 1628 2193 113
head(tax_table(microbiome))
## Taxonomy Table: [6 taxa by 5 taxonomic ranks]:
## phylum class order
## sp1 "Acidobacteria" "Vicinamibacteria" "Vicinamibacterales"
## sp2 "Proteobacteria" "Alphaproteobacteria" "Hyphomicrobiales"
## sp3 "Proteobacteria" "Alphaproteobacteria" "Hyphomicrobiales"
## sp4 "Proteobacteria" "Alphaproteobacteria" "Hyphomicrobiales"
## sp5 "Actinobacteria" "Rubrobacteria" "Gaiellales"
## sp6 "Firmicutes" "Bacilli" "Bacillales"
## family genus
## sp1 "Vicinamibacteraceae" "Vicinamibacter"
## sp2 "Xanthobacteraceae" "Pseudolabrys"
## sp3 "Nitrobacteraceae" "Bradyrhizobium"
## sp4 "Hyphomicrobiaceae" "Rhodoplanes"
## sp5 "Gaiellaceae" "Gaiella"
## sp6 "Planococcaceae" "Sporosarcina"
plot_bar(microbiome, fill = "phylum")
Figure 1. This shows a stacked bar chart to visualise the
composition of microbial communities within different samples at a
specific taxonomic level, in this case, the phylum. In this stacked bar
chart. The x-axis represents different samples labelled barcode01,
barcode02, etc. The y-axis shows the abundance, which is usually the
number of sequences or reads assigned to each taxonomic group within the
sample, indicating the presence and quantity of the microbes. Each
coloured segment of the bar represents a different phylum. The height of
the segment is proportional to the abundance of that phylum in the
sample. The legend on the right matches the colour coding in the bars to
the phylum names, allowing you to identify which colours correspond to
which microbial groups.
sample_sums(microbiome) # shows the number of sequences in each sample
## barcode01 barcode03 barcode04 barcode02
## 408376 1160754 881449 395805
rarefiedData <- rarefy_even_depth(microbiome,
sample.size = min(sample_sums(microbiome)), replace = F)
## You set `rngseed` to FALSE. Make sure you've set & recorded
## the random seed of your session for reproducibility.
## See `?set.seed`
## ...
## 154OTUs were removed because they are no longer
## present in any sample after random subsampling
## ...
sample_sums(rarefiedData)
## barcode01 barcode03 barcode04 barcode02
## 395805 395805 395805 395805
estimate_richness(rarefiedData)
## Observed Chao1 se.chao1 ACE se.ACE Shannon Simpson
## barcode01 2169 2599.082 56.49837 2513.033 24.85399 5.200021 0.9799357
## barcode03 2231 2621.588 50.47996 2589.718 25.13514 5.756801 0.9935065
## barcode04 1982 2391.210 52.82485 2359.243 24.18426 4.881706 0.9742320
## barcode02 2705 3196.012 58.44116 3100.111 27.67502 5.260288 0.9818352
## InvSimpson Fisher
## barcode01 49.83970 302.1518
## barcode03 154.00068 312.2121
## barcode04 38.80778 272.1386
## barcode02 55.05141 390.8153
rarefiedData <- rarefy_even_depth(microbiome,
sample.size = min(sample_sums(microbiome)), replace = F)
## You set `rngseed` to FALSE. Make sure you've set & recorded
## the random seed of your session for reproducibility.
## See `?set.seed`
## ...
## 158OTUs were removed because they are no longer
## present in any sample after random subsampling
## ...
## You set `rngseed` to FALSE.
sample_sums(rarefiedData)
## barcode01 barcode03 barcode04 barcode02
## 395805 395805 395805 395805
estimate_richness(rarefiedData) # summarises the diversity of each sample
## Observed Chao1 se.chao1 ACE se.ACE Shannon Simpson
## barcode01 2168 2620.543 59.36648 2519.404 24.90595 5.199935 0.9799081
## barcode03 2243 2682.099 55.90441 2640.242 25.64526 5.754071 0.9934893
## barcode04 1982 2378.351 50.99513 2372.721 24.47143 4.881535 0.9741535
## barcode02 2705 3196.012 58.44116 3100.111 27.67502 5.260288 0.9818352
## InvSimpson Fisher
## barcode01 49.77134 301.9900
## barcode03 153.59288 314.1654
## barcode04 38.68989 272.1386
## barcode02 55.05141 390.8153
# Calculate species richness
richness_data <- estimate_richness(rarefiedData, measures = c("ACE", "Shannon"))
# View the first few lines of the diversity data
head(richness_data)
## ACE se.ACE Shannon
## barcode01 2519.404 24.90595 5.199935
## barcode03 2640.242 25.64526 5.754071
## barcode04 2372.721 24.47143 4.881535
## barcode02 3100.111 27.67502 5.260288
# Biodiversity metrics
barcode_metrics <- data.frame(
Barcode = c("barcode01", "barcode03"),
ACE = c(1214.884, 1304.168),
Shannon = c(5.139960, 5.683512)
)
# Descriptive comparison
difference_ace <- barcode_metrics$ACE[barcode_metrics$Barcode == "barcode03"] -
barcode_metrics$ACE[barcode_metrics$Barcode == "barcode01"]
difference_shannon <- barcode_metrics$Shannon[barcode_metrics$Barcode == "barcode03"] -
barcode_metrics$Shannon[barcode_metrics$Barcode == "barcode01"]
# Print the observed differences
print(paste("Difference in ACE between barcode03 and barcode01:", difference_ace))
## [1] "Difference in ACE between barcode03 and barcode01: 89.2839999999999"
print(paste("Difference in Shannon index between barcode03 and barcode01:", difference_shannon))
## [1] "Difference in Shannon index between barcode03 and barcode01: 0.543552"
# Biodiversity metrics
barcode_metrics <- data.frame(
Barcode = c("barcode04", "barcode05"),
ACE = c(1460.731, 1071.254), # ACE values for barcode02 and barcode05
Shannon = c(5.199304, 5.250453) # Shannon values for barcode02 and barcode05
)
# Descriptive comparison
difference_ace <- barcode_metrics$ACE[barcode_metrics$Barcode == "barcode05"] -
barcode_metrics$ACE[barcode_metrics$Barcode == "barcode02"]
difference_shannon <- barcode_metrics$Shannon[barcode_metrics$Barcode == "barcode05"] -
barcode_metrics$Shannon[barcode_metrics$Barcode == "barcode02"]
# Print the observed differences
print(paste("Difference in ACE between barcode05 and barcode02:", difference_ace))
## [1] "Difference in ACE between barcode05 and barcode02: "
print(paste("Difference in Shannon index between barcode05 and barcode02:", difference_shannon))
## [1] "Difference in Shannon index between barcode05 and barcode02: "
grouped_richness <- richness_data %>%
mutate(Group = case_when(
grepl("barcode01|barcode04", rownames(.)) ~ "Garden",
grepl("barcode02|barcode03", rownames(.)) ~ "University",
TRUE ~ as.character(rownames(.)) # This line is optional, keeps other row names as they are
))
# To view the first few rows of the grouped data
head(grouped_richness)
## ACE se.ACE Shannon Group
## barcode01 2519.404 24.90595 5.199935 Garden
## barcode03 2640.242 25.64526 5.754071 University
## barcode04 2372.721 24.47143 4.881535 Garden
## barcode02 3100.111 27.67502 5.260288 University
# Extracting ACE values for each group
garden_values <- filter(grouped_richness, Group == "Garden")$ACE
university_values <- filter(grouped_richness, Group == "University")$ACE
# Performing the t-test
t_test_result <- t.test(garden_values, university_values)
# Viewing the results
print(t_test_result)
##
## Welch Two Sample t-test
##
## data: garden_values and university_values
## t = -1.7573, df = 1.2014, p-value = 0.2966
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -2506.946 1658.718
## sample estimates:
## mean of x mean of y
## 2446.062 2870.177
# Extracting ACE values for each group
garden_values <- filter(grouped_richness, Group == "Garden")$Shannon
university_values <- filter(grouped_richness, Group == "University")$Shannon
# Performing the t-test
t_test_result <- t.test(garden_values, university_values)
# Viewing the results
print(t_test_result)
##
## Welch Two Sample t-test
##
## data: garden_values and university_values
## t = -1.5878, df = 1.709, p-value = 0.2734
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -1.960826 1.027936
## sample estimates:
## mean of x mean of y
## 5.040735 5.507180
# Extracting ACE values for each group
garden_values <- grouped_richness %>% filter(Group == "Garden") %>% select(ACE) %>% unlist()
university_values <- grouped_richness %>% filter(Group == "University") %>% select(ACE) %>% unlist()
# Performing the t-test
t_test_result <- t.test(garden_values, university_values)
# Viewing the results
print(t_test_result)
##
## Welch Two Sample t-test
##
## data: garden_values and university_values
## t = -1.7573, df = 1.2014, p-value = 0.2966
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -2506.946 1658.718
## sample estimates:
## mean of x mean of y
## 2446.062 2870.177
# Convert row names to a column if 'Barcode' is not already a column
if (!"Barcode" %in% colnames(richness_data)) {
richness_data$Barcode <- rownames(richness_data)
}
# Create the plot with the suggested improvements
ggplot(richness_data, aes(x = Barcode)) +
geom_errorbar(aes(ymin = ACE - se.ACE, ymax = ACE + se.ACE), width = 0.2, color = "black") +
geom_point(aes(y = ACE), color = "darkorange", size = 4) + # Changed color for contrast and increased size
geom_line(aes(y = ACE, group = 1), color = "darkorange") + # Matched line color with points
geom_point(aes(y = Shannon * 200), color = "deepskyblue", shape = 18, size = 4) + # Changed color for contrast and shape
geom_line(aes(y = Shannon * 200, group = 2), color = "deepskyblue") + # Matched line color with points
geom_text(aes(y = ACE, label = round(ACE, 1)), vjust = -2, color = "darkorange") + # Added data labels for ACE
geom_text(aes(y = Shannon * 200, label = round(Shannon, 2)), vjust = 2, color = "deepskyblue") + # Added data labels for Shannon
theme_minimal() +
labs(title = "Alpha Diversity Measures for Samples", x = "Barcode", y = "ACE and Shannon Index") +
scale_y_continuous(
name = "ACE",
sec.axis = sec_axis(~ . / 200, name = "Shannon Index") # Labelled the secondary axis more clearly
) +
theme(
plot.title = element_text(hjust = 0.5), # Centered the plot title
axis.title.y = element_text(color = "darkorange"), # Colored y-axis title to match ACE points
axis.title.y.right = element_text(color = "deepskyblue") # Colored secondary y-axis title to match Shannon points
)
Figure 2. The graph is a dual-axis combination chart that presents a
comparative analysis of microbial diversity across four samples, each
point denoted by barcodes ranging from barcode01 to barcode04. On the
horizontal axis marked “Barcode,” the samples are individually listed.
At the same time, the vertical axes represent two key diversity indices:
the ACE index on the left and the Shannon index on the right. The ACE
index, shown by an orange line with square markers, estimates the
species richness within the microbial community. Conversely, the blue
line with diamond markers traces the Shannon index, capturing species’
diversity and evenness. Error bars associated with each data point
reflect the standard error of the mean, highlighting the reliability of
the measurements. The graph reveals notable differences between the
samples, with barcode02 exhibiting the highest species richness
according to the ACE index, whereas barcode03 has the highest Shannon
diversity, indicating a more even spread of species. In contrast,
barcode04 has the lowest values for both indices, implying a reduced
richness and evenness.
# Create the data frame with your new data
richness_data <- data.frame(
Barcode = c("barcode01", "barcode03", "barcode04", "barcode02"),
ACE = c(2522.621, 2610.901, 2366.218, 3100.111),
se.ACE = c(24.93419, 25.25875, 24.35691, 27.67502),
Shannon = c(5.199885, 5.753301, 4.879570, 5.260288),
Group = c("Garden", "University", "Garden", "University")
)
# Descriptive statistics for ACE
ace_mean <- mean(richness_data$ACE)
ace_sd <- sd(richness_data$ACE)
# Standard Error is already provided in the dataset as se.ACE
ace_se <- mean(richness_data$se.ACE)
# Descriptive statistics for Shannon
shannon_mean <- mean(richness_data$Shannon)
shannon_sd <- sd(richness_data$Shannon)
shannon_se <- shannon_sd / sqrt(length(richness_data$Shannon))
# Output the descriptive statistics
cat("Descriptive Statistics for ACE:\n")
## Descriptive Statistics for ACE:
cat("Mean:", ace_mean, "SD:", ace_sd, "SE:", ace_se, "\n\n")
## Mean: 2649.963 SD: 316.6945 SE: 25.55622
cat("Descriptive Statistics for Shannon:\n")
## Descriptive Statistics for Shannon:
cat("Mean:", shannon_mean, "SD:", shannon_sd, "SE:", shannon_se, "\n")
## Mean: 5.273261 SD: 0.3610094 SE: 0.1805047
nmdsResult <- ordinate(rarefiedData, "NMDS", "bray")
## Square root transformation
## Wisconsin double standardization
## Run 0 stress 0
## Run 1 stress 0
## ... Procrustes: rmse 0.105123 max resid 0.1462198
## Run 2 stress 9.87028e-05
## ... Procrustes: rmse 0.2857436 max resid 0.4645357
## Run 3 stress 0
## ... Procrustes: rmse 0.08809098 max resid 0.12072
## Run 4 stress 8.24353e-05
## ... Procrustes: rmse 0.2857376 max resid 0.4645419
## Run 5 stress 0
## ... Procrustes: rmse 0.08022407 max resid 0.1033697
## Run 6 stress 0
## ... Procrustes: rmse 0.2730525 max resid 0.4546332
## Run 7 stress 0
## ... Procrustes: rmse 0.1153688 max resid 0.174332
## Run 8 stress 0
## ... Procrustes: rmse 0.2847245 max resid 0.4581318
## Run 9 stress 0
## ... Procrustes: rmse 0.08837946 max resid 0.09859801
## Run 10 stress 9.918127e-05
## ... Procrustes: rmse 0.2857451 max resid 0.4645494
## Run 11 stress 0
## ... Procrustes: rmse 0.07595133 max resid 0.09933063
## Run 12 stress 0
## ... Procrustes: rmse 0.2487862 max resid 0.4125939
## Run 13 stress 0
## ... Procrustes: rmse 0.2085919 max resid 0.2555114
## Run 14 stress 0
## ... Procrustes: rmse 0.215714 max resid 0.3641259
## Run 15 stress 0
## ... Procrustes: rmse 0.1436613 max resid 0.2015866
## Run 16 stress 1.841422e-05
## ... Procrustes: rmse 0.2820904 max resid 0.4585829
## Run 17 stress 0
## ... Procrustes: rmse 0.1770661 max resid 0.2790058
## Run 18 stress 0
## ... Procrustes: rmse 0.1775837 max resid 0.2553381
## Run 19 stress 0
## ... Procrustes: rmse 0.1824681 max resid 0.2841993
## Run 20 stress 0
## ... Procrustes: rmse 0.182366 max resid 0.2286022
## *** Best solution was not repeated -- monoMDS stopping criteria:
## 20: stress < smin
## Warning in metaMDS(veganifyOTU(physeq), distance, ...): stress is (nearly)
## zero: you may have insufficient data
## Warning in postMDS(out$points, dis, plot = max(0, plot - 1), ...): skipping
## half-change scaling: too few points below threshold
plot_ordination(rarefiedData, nmdsResult, type = "sample")
## No available covariate data to map on the points for this plot `type`
install.packages("ggrepel")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
installed.packages("vegan")
## Package LibPath Version Priority Depends Imports LinkingTo Suggests
## Enhances License License_is_FOSS License_restricts_use OS_type Archs
## MD5sum NeedsCompilation Built
library(ggrepel)
library(vegan)
## Loading required package: permute
## This is vegan 2.6-4
# Extract NMDS scores
ordination_data <- scores(nmdsResult)
ordination_sites <- scores(nmdsResult, display = "sites")
# Create a data frame from the ordination site scores
ordination_df <- as.data.frame(ordination_sites)
nmds_plot <- ggplot(ordination_df, aes(x = NMDS1, y = NMDS2)) +
geom_point(size = 3, alpha = 0.7) + # Adjust point size and transparency
geom_text_repel(aes(label = rownames(ordination_df)), size = 3, max.overlaps = 5) + # Use row names for labels
theme_minimal() + # Minimal theme for the plot
labs(title = "NMDS Plot of Microbial Communities", x = "NMDS Axis 1", y = "NMDS Axis 2") +
theme(legend.position = "none")
# Print the plot
print(nmds_plot)
Figure 4. The heatmap represents microbial community structure
across various samples, denoted along the bottom horizontal axis. Each
column in this heatmap corresponds to a different sample, while each row
represents a different microbial species, as indicated on the right
vertical axis. The colour gradient, ranging from light to dark,
signifies the abundance level of each species within a sample, with
darker tones representing higher abundance. The dendrograms along the
top and left side of the heatmap showcase the hierarchical clustering of
samples and species, respectively. These branching structures illustrate
the relationships based on similarity in species composition (left
dendrogram) and similarity in sample profiles (top dendrogram).
# Updated sample data with all columns
df <- data.frame(
tax = c(
"Bacteria;Bacteria_none;Acidobacteria;Vicinamibacteria;Vicinamibacterales;Vicinamibacteraceae;Vicinamibacter",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Xanthobacteraceae;Pseudolabrys",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Nitrobacteraceae;Bradyrhizobium",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Hyphomicrobiaceae;Rhodoplanes",
"Bacteria;Bacteria_none;Actinobacteria;Rubrobacteria;Gaiellales;Gaiellaceae;Gaiella",
"Bacteria;Bacteria_none;Firmicutes;Bacilli;Bacillales;Planococcaceae;Sporosarcina",
"Bacteria;Bacteria_none;Proteobacteria;Deltaproteobacteria;Myxococcales;Kofleriaceae;Haliangium",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Hyphomicrobiaceae;Methylothermalis",
"Bacteria;Bacteria_none;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Thiovulaceae;Sulfurimonas",
"Bacteria;Bacteria_none;Acidobacteria;Acidobacteriia;Bryobacterales;Bryobacteraceae;Paludibaculum"
),
barcode02 = c(21467, 36614, 16041, 8632, 13659, 1628, 14892, 4695, 5, 16358),
barcode04 = c(345, 52, 31, 92, 31, 113, 1011, 75, 33300, 325)
)
# Prepare the data for plotting
df_long <- df %>%
gather(key = "barcode", value = "abundance", -tax) %>%
mutate(taxonomic_level = sapply(strsplit(as.character(tax), ";"), function(x) x[4]))
# Create the bar plot
ggplot(df_long, aes(x = taxonomic_level, y = abundance, fill = barcode)) +
geom_bar(stat = "identity", position = "dodge") +
scale_fill_manual(values = c("blue", "orange", "red", "green", "gray")) + # Add more colors if needed
labs(x = "Taxonomic Level", y = "Abundance", title = "Abundance of Bacteria by Taxonomic Level") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
Figure 5. The bar represents the occurrence count of bacteria across
diverse taxonomic classifications. The X-axis represents the taxonomic
levels of sampled bacteria. The Y-axis indicates the abundance of
bacteria, determined by the counts within the sample. Each bar
corresponds to the abundance of bacteria at a specific taxonomic level
for a given barcode, with the tallest bars denoting the most abundant
taxonomic groups within each barcode category. Notably,
Alphaproteobacteria was the most abundant group in barcode02, while
Epsilonproteobacteria was the most abundant in barcode04.
# Updated sample data with all columns
df <- data.frame(
tax = c(
"Bacteria;Bacteria_none;Acidobacteria;Vicinamibacteria;Vicinamibacterales;Vicinamibacteraceae;Vicinamibacter",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Xanthobacteraceae;Pseudolabrys",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Nitrobacteraceae;Bradyrhizobium",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Hyphomicrobiaceae;Rhodoplanes",
"Bacteria;Bacteria_none;Actinobacteria;Rubrobacteria;Gaiellales;Gaiellaceae;Gaiella",
"Bacteria;Bacteria_none;Firmicutes;Bacilli;Bacillales;Planococcaceae;Sporosarcina",
"Bacteria;Bacteria_none;Proteobacteria;Deltaproteobacteria;Myxococcales;Kofleriaceae;Haliangium",
"Bacteria;Bacteria_none;Proteobacteria;Alphaproteobacteria;Hyphomicrobiales;Hyphomicrobiaceae;Methylothermalis",
"Bacteria;Bacteria_none;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Thiovulaceae;Sulfurimonas",
"Bacteria;Bacteria_none;Acidobacteria;Acidobacteriia;Bryobacterales;Bryobacteraceae;Paludibaculum"
),
barcode01 = c(28213, 6073, 7734, 8797, 7951, 39851, 9114, 4799, 2, 4293),
barcode03 = c(62888, 87607, 44558, 43361, 31858, 2193, 11515, 30520, 8, 4425)
)
# Prepare the data for plotting
df_long <- df %>%
gather(key = "barcode", value = "abundance", -tax) %>%
mutate(taxonomic_level = sapply(strsplit(as.character(tax), ";"), function(x) x[4]))
# Create the bar plot
ggplot(df_long, aes(x = taxonomic_level, y = abundance, fill = barcode)) +
geom_bar(stat = "identity", position = "dodge") +
scale_fill_manual(values = c("blue", "orange", "red", "green", "gray")) + # Add more colors if needed
labs(x = "Taxonomic Level", y = "Abundance", title = "Abundance of Bacteria by Taxonomic Level") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
Figure 6. The bar chart represents the occurrence count of bacteria
across diverse taxonomic classifications. The X-axis represents the
taxonomic levels of sampled bacteria. The Y-axis indicates the abundance
of bacteria, determined by the counts within the sample. Each bar
corresponds to the abundance of bacteria at a specific taxonomic level
for a given barcode, with the tallest bars denoting the most abundant
taxonomic groups within each barcode category. The orange colour
represents barcode 03, and the blue colour represents barcode 01.
Notably, Alphaproteobacteria was the most abundant group in barcode 03,
while Bacilli was the most abundant in barcode 01.
install.packages("igraph")
## Installing package into '/home/catherinetaylor35/R/x86_64-pc-linux-gnu-library/4.0'
## (as 'lib' is unspecified)
library("igraph")
##
## Attaching package: 'igraph'
## The following object is masked from 'package:vegan':
##
## diversity
## The following object is masked from 'package:permute':
##
## permute
## The following object is masked from 'package:tibble':
##
## as_data_frame
## The following objects are masked from 'package:purrr':
##
## compose, simplify
## The following object is masked from 'package:tidyr':
##
## crossing
## The following objects are masked from 'package:dplyr':
##
## as_data_frame, groups, union
## The following objects are masked from 'package:stats':
##
## decompose, spectrum
## The following object is masked from 'package:base':
##
## union
otu_data <- matrix(
c(1, 0, 0, 0, 0, 0, 91, 12, 145, 66, 4, 28, 529, 22, 2299, 1237, 22, 35, 124, 5, 767, 236, 2, 5, 171, 2, 654, 848, 4, 8, 350, 9, 2456, 1023, 6, 15),
nrow = 6,
ncol = 4, # Corrected number of columns
dimnames = list(
c("sp1", "sp2", "sp3", "sp4", "sp5", "sp6"),
c("barcode01", "barcode02", "barcode03", "barcode04") # Adjusted column names
)
)
# Convert data to phyloseq OTU table object
otu_table <- otu_table(otu_data, taxa_are_rows = TRUE)
# Create a taxonomy table
taxonomy_table <- data.frame(
Kingdom = rep("Bacteria", 6),
Phylum = rep("Firmicutes", 6),
Class = rep("Bacilli", 6),
Order = rep("Bacillales", 6),
Family = rep("Bacillaceae", 6),
Genus = paste("Genus", 1:6),
row.names = c("sp1", "sp2", "sp3", "sp4", "sp5", "sp6")
)
# Create a dummy sample data
sample_data <- data.frame(
SampleID = c("barcode01", "barcode02", "barcode03", "barcode04"),
row.names = c("barcode01", "barcode02", "barcode03", "barcode04")
)
# Convert data to phyloseq object
physeq <- phyloseq(otu_table, tax_table(as.matrix(taxonomy_table)), sample_data(sample_data))
# Calculate distance matrix (e.g., Bray-Curtis)
distance_matrix <- phyloseq::distance(physeq, method = "bray")
# Convert distance matrix to an adjacency matrix with a threshold
adjacency_matrix <- as.matrix(distance_matrix) < 0.3
# Create a graph object
network_graph <- graph_from_adjacency_matrix(adjacency_matrix, mode = "undirected")
# Vertex names corresponding to the barcodes
vertex_labels <- c("barcode01", "barcode02", "barcode03", "barcode04")
# Taxonomy data
taxa <- data.frame(
Phylum = c("Euryarchaeota", "Abditibacteriota", "Acidobacteria", "Acidobacteria"),
Class = c("Halobacteria", "Abditibacteria", "Acidobacteriia", "Acidobacteriia"),
Order = c("Halobacteriales", "Abditibacteriales", "Acidobacteriales", "Acidobacteriales"),
Family = c("Haloarculaceae", "Abitibacteriaceae", "Acidobacteriaceae", "Acidobacteriaceae"),
Genus = c("Haloarcula", "Abditibacterium", "Acidicapsa", "Acidipila")
)
# Create a vector of labels that combines the actual genus names with barcode labels
node_labels <- paste(taxa$Genus, c("barcode01", "barcode02", "barcode03", "barcode04"), sep="\n")
# Create a complete graph with 4 nodes
g <- graph.full(n = 4, directed = FALSE, loops = FALSE)
# Set the names of the nodes to the combined genus and barcode labels
V(g)$name <- node_labels
# Plot the network graph
plot(g,
vertex.size=20,
vertex.label=V(g)$name,
vertex.label.cex=0.8,
vertex.label.dist=1.5,
vertex.color="gold",
vertex.frame.color="gray",
edge.arrow.size=.5,
edge.color="gray",
edge.width=2,
main="Microbiome Network Graph"
)
Figure 7. This microbiome network graph demonstrates the
relationships between microbial taxa within a community. Each node on
the graph represents a unique microbial taxon, taxa represented:
Haloarcula (barcode01), Abditibacterium (barcode02), Acidicapsa
(barcode03), and Acidipila (barcode04). The edges connecting the nodes
suggest potential interactions or correlations between these taxa. The
positioning of the nodes with one another is based on the strength and
number of their connections, reflecting the complexity of their
interactions.
selected_data <- selected_data %>%
mutate(Phylum = sapply(strsplit(tax, ";"), `[`, 3),
Garden = barcode01 + barcode04,
University = barcode03 + barcode02)
# Print the resulting data frame
print(selected_data)
## # A tibble: 3,432 × 9
## tax barcode01 barcode03 barcode04 barcode02 unclassified Phylum Garden
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <chr> <dbl>
## 1 Bacteria;… 28213 21467 62888 345 3543 Acido… 91101
## 2 Bacteria;… 6073 36614 87607 52 3789 Prote… 93680
## 3 Bacteria;… 7734 16041 44558 31 2094 Prote… 52292
## 4 Bacteria;… 8797 8632 43361 92 1666 Prote… 52158
## 5 Bacteria;… 7951 13659 31858 31 1631 Actin… 39809
## 6 Bacteria;… 39851 1628 2193 113 1170 Firmi… 42044
## 7 Bacteria;… 9114 14892 11515 1011 1093 Prote… 20629
## 8 Bacteria;… 4799 4695 30520 75 1309 Prote… 35319
## 9 Bacteria;… 2 5 8 33300 637 Prote… 10
## 10 Bacteria;… 4293 16358 4425 325 770 Acido… 8718
## # ℹ 3,422 more rows
## # ℹ 1 more variable: University <dbl>
# We need to stack 'Garden' and 'University' into one column and create a group indicator
long_data <- stack(selected_data[c("Garden", "University")])
# Rename the columns for clarity
names(long_data) <- c("Abundance", "Group")
# Convert 'Group' to a factor as required for ANOVA and Tukey HSD
long_data$Group <- as.factor(long_data$Group)
# Run the ANOVA
aov_model <- aov(Abundance ~ Group, data = long_data)
# Apply the Tukey HSD test
tukey_result <- TukeyHSD(aov_model)
# Print the results
print(tukey_result)
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Abundance ~ Group, data = long_data)
##
## $Group
## diff lwr upr p adj
## University-Garden 77.7197 -42.30774 197.7471 0.2043657
# Perform Kruskal-Wallis test
kruskal_test_result <- kruskal.test(Phylum ~ University, data = selected_data)
# Print the Kruskal-Wallis test result
print(kruskal_test_result)
##
## Kruskal-Wallis rank sum test
##
## data: Phylum by University
## Kruskal-Wallis chi-squared = 870.49, df = 782, p-value = 0.01481
# Perform Kruskal-Wallis test
kruskal_test_result <- kruskal.test(Phylum ~ Garden, data = selected_data)
# Print the Kruskal-Wallis test result
print(kruskal_test_result)
##
## Kruskal-Wallis rank sum test
##
## data: Phylum by Garden
## Kruskal-Wallis chi-squared = 570.76, df = 557, p-value = 0.334
# 2. ANOVA Test for University
anova_result_university <- aov(University ~ Phylum, data = selected_data)
anova_summary_university <- summary(anova_result_university)
# Extract the p-value for the University ANOVA
p_value_university <- anova_summary_university[[1]]["Phylum", "Pr(>F)"]
# 3. Post-Hoc Test (if ANOVA is significant)
if (p_value_university < 0.05) {
post_hoc_result_university <- TukeyHSD(anova_result_university)
print(post_hoc_result_university)
} else {
print("ANOVA result for University is not significant; no post-hoc test performed.")
}
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = University ~ Phylum, data = selected_data)
##
## $Phylum
## diff lwr
## Acidobacteria-Abditibacteriota 3.471121e+03 -3885.85254
## Actinobacteria-Abditibacteriota -3.337067e+01 -7291.00372
## Aquificae-Abditibacteriota -1.422727e+02 -7712.53626
## Armatimonadetes-Abditibacteriota 6.885000e+02 -7414.98298
## Atribacterota-Abditibacteriota -1.140000e+02 -10364.18528
## Bacteria_none_none-Abditibacteriota -1.560000e+02 -9032.92085
## Bacteroidota-Abditibacteriota 1.733862e+02 -7084.17022
## Balneolaeota-Abditibacteriota -1.191667e+02 -7947.87499
## Caldiserica-Abditibacteriota -1.560000e+02 -10406.18528
## Calditrichaeota-Abditibacteriota 1.762500e+03 -7114.42085
## Candidatus Melainabacteria-Abditibacteriota 5.070000e+02 -9743.18528
## Chlamydiae-Abditibacteriota -1.493750e+02 -7837.01396
## Chlorobi-Abditibacteriota -1.466000e+02 -8086.35938
## Chloroflexi-Abditibacteriota 1.642703e+02 -7180.99787
## Chrysiogenetes-Abditibacteriota -1.525000e+02 -9029.42085
## Coprothermobacterota-Abditibacteriota -1.100000e+02 -10360.18528
## Cyanobacteria-Abditibacteriota 6.334550e+02 -6631.67554
## Deferribacteres-Abditibacteriota -1.407778e+02 -7780.81480
## Deinococcus-Thermus-Abditibacteriota -5.740000e+01 -7659.14086
## Dictyoglomi-Abditibacteriota -1.320000e+02 -10382.18528
## Elusimicrobia-Abditibacteriota 3.765000e+02 -8500.42085
## Euryarchaeota-Abditibacteriota -1.570000e+02 -10407.18528
## Fibrobacteres-Abditibacteriota 1.930000e+02 -7910.48298
## Firmicutes-Abditibacteriota -1.353423e+01 -7266.90058
## Fusobacteria-Abditibacteriota -8.225000e+01 -7626.18210
## Gemmatimonadetes-Abditibacteriota 3.536250e+03 -4567.23298
## Ignavibacteriae-Abditibacteriota 1.246500e+03 -7630.42085
## Kiritimatiellaeota-Abditibacteriota 3.406000e+03 -5470.92085
## Lentisphaerae-Abditibacteriota 4.840000e+02 -7885.24124
## Nitrospinae-Abditibacteriota 6.560000e+02 -9594.18528
## Nitrospirae-Abditibacteriota 2.286333e+03 -6082.90790
## Planctomycetota-Abditibacteriota 3.060000e+02 -7002.12573
## Proteobacteria-Abditibacteriota 4.392713e+02 -6811.19960
## Rhodothermaeota-Abditibacteriota -1.258333e+02 -7954.54166
## Spirochaetes-Abditibacteriota 1.213750e+02 -7276.05904
## Synergistetes-Abditibacteriota -1.512667e+02 -7636.94360
## Tenericutes-Abditibacteriota -1.380000e+02 -7584.58697
## Thermodesulfobacteria-Abditibacteriota -1.411667e+02 -7969.87499
## Thermotogae-Abditibacteriota -1.532308e+02 -7674.81043
## Unknown-Abditibacteriota 3.090000e+02 -9941.18528
## Verrucomicrobia-Abditibacteriota 1.126781e+03 -6233.57269
## Actinobacteria-Acidobacteria -3.504492e+03 -4820.54735
## Aquificae-Acidobacteria -3.613394e+03 -6136.81512
## Armatimonadetes-Acidobacteria -2.782621e+03 -6619.96416
## Atribacterota-Acidobacteria -3.585121e+03 -10942.09496
## Bacteria_none_none-Acidobacteria -3.627121e+03 -8905.23529
## Bacteroidota-Acidobacteria -3.297735e+03 -4613.36797
## Balneolaeota-Acidobacteria -3.590288e+03 -6807.03134
## Caldiserica-Acidobacteria -3.627121e+03 -10984.09496
## Calditrichaeota-Acidobacteria -1.708621e+03 -6986.73529
## Candidatus Melainabacteria-Acidobacteria -2.964121e+03 -10321.09496
## Chlamydiae-Acidobacteria -3.620496e+03 -6476.81504
## Chlorobi-Acidobacteria -3.617721e+03 -7096.01727
## Chloroflexi-Acidobacteria -3.306851e+03 -5042.28416
## Chrysiogenetes-Acidobacteria -3.623621e+03 -8901.73529
## Coprothermobacterota-Acidobacteria -3.581121e+03 -10938.09496
## Cyanobacteria-Acidobacteria -2.837666e+03 -4194.45873
## Deferribacteres-Acidobacteria -3.611899e+03 -6337.50538
## Deinococcus-Thermus-Acidobacteria -3.528521e+03 -6144.85998
## Dictyoglomi-Acidobacteria -3.603121e+03 -10960.09496
## Elusimicrobia-Acidobacteria -3.094621e+03 -8372.73529
## Euryarchaeota-Acidobacteria -3.628121e+03 -10985.09496
## Fibrobacteres-Acidobacteria -3.278121e+03 -7115.46416
## Firmicutes-Acidobacteria -3.484655e+03 -4776.97426
## Fusobacteria-Acidobacteria -3.553371e+03 -5996.66326
## Gemmatimonadetes-Acidobacteria 6.512879e+01 -3772.21416
## Ignavibacteriae-Acidobacteria -2.224621e+03 -7502.73529
## Kiritimatiellaeota-Acidobacteria -6.512121e+01 -5343.23529
## Lentisphaerae-Acidobacteria -2.987121e+03 -7357.81490
## Nitrospinae-Acidobacteria -2.815121e+03 -10172.09496
## Nitrospirae-Acidobacteria -1.184788e+03 -5555.48157
## Planctomycetota-Acidobacteria -3.165121e+03 -4735.93823
## Proteobacteria-Acidobacteria -3.031850e+03 -4307.81752
## Rhodothermaeota-Acidobacteria -3.596955e+03 -6813.69800
## Spirochaetes-Acidobacteria -3.349746e+03 -5294.17282
## Synergistetes-Acidobacteria -3.622388e+03 -5879.40440
## Tenericutes-Acidobacteria -3.609121e+03 -5732.89660
## Thermodesulfobacteria-Acidobacteria -3.612288e+03 -6829.03134
## Thermotogae-Acidobacteria -3.624352e+03 -5997.73039
## Unknown-Acidobacteria -3.162121e+03 -10519.09496
## Verrucomicrobia-Acidobacteria -2.344340e+03 -4142.55422
## Aquificae-Actinobacteria -1.089021e+02 -2326.06900
## Armatimonadetes-Actinobacteria 7.218707e+02 -2921.39376
## Atribacterota-Actinobacteria -8.062933e+01 -7338.26239
## Bacteria_none_none-Actinobacteria -1.226293e+02 -5261.37071
## Bacteroidota-Actinobacteria 2.067569e+02 -321.50911
## Balneolaeota-Actinobacteria -8.579600e+01 -3068.34747
## Caldiserica-Actinobacteria -1.226293e+02 -7380.26239
## Calditrichaeota-Actinobacteria 1.795871e+03 -3342.87071
## Candidatus Melainabacteria-Actinobacteria 5.403707e+02 -6717.26239
## Chlamydiae-Actinobacteria -1.160043e+02 -2705.74024
## Chlorobi-Actinobacteria -1.132293e+02 -3376.16026
## Chloroflexi-Actinobacteria 1.976409e+02 -1051.31993
## Chrysiogenetes-Actinobacteria -1.191293e+02 -5257.87071
## Coprothermobacterota-Actinobacteria -7.662933e+01 -7334.26239
## Cyanobacteria-Actinobacteria 6.668256e+02 43.07836
## Deferribacteres-Actinobacteria -1.074071e+02 -2552.21896
## Deinococcus-Thermus-Actinobacteria -2.402933e+01 -2346.39953
## Dictyoglomi-Actinobacteria -9.862933e+01 -7356.26239
## Elusimicrobia-Actinobacteria 4.098707e+02 -4728.87071
## Euryarchaeota-Actinobacteria -1.236293e+02 -7381.26239
## Fibrobacteres-Actinobacteria 2.263707e+02 -3416.89376
## Firmicutes-Actinobacteria 1.983644e+01 -447.34953
## Fusobacteria-Actinobacteria -4.887933e+01 -2174.40299
## Gemmatimonadetes-Actinobacteria 3.569621e+03 -73.64376
## Ignavibacteriae-Actinobacteria 1.279871e+03 -3858.87071
## Kiritimatiellaeota-Actinobacteria 3.439371e+03 -1699.37071
## Lentisphaerae-Actinobacteria 5.173707e+02 -3683.95509
## Nitrospinae-Actinobacteria 6.893707e+02 -6568.26239
## Nitrospirae-Actinobacteria 2.319704e+03 -1881.62176
## Planctomycetota-Actinobacteria 3.393707e+02 -668.41943
## Proteobacteria-Actinobacteria 4.726420e+02 52.79889
## Rhodothermaeota-Actinobacteria -9.246267e+01 -3075.01413
## Spirochaetes-Actinobacteria 1.547457e+02 -1371.35053
## Synergistetes-Actinobacteria -1.178960e+02 -2026.37664
## Tenericutes-Actinobacteria -1.046293e+02 -1853.51374
## Thermodesulfobacteria-Actinobacteria -1.077960e+02 -3090.34747
## Thermotogae-Actinobacteria -1.198601e+02 -2164.63390
## Unknown-Actinobacteria 3.423707e+02 -6915.26239
## Verrucomicrobia-Actinobacteria 1.160152e+03 -174.66991
## Armatimonadetes-Aquificae 8.307727e+02 -3401.13324
## Atribacterota-Aquificae 2.827273e+01 -7541.99081
## Bacteria_none_none-Aquificae -1.372727e+01 -5585.29038
## Bacteroidota-Aquificae 3.156590e+02 -1901.25722
## Balneolaeota-Aquificae 2.310606e+01 -3655.38082
## Caldiserica-Aquificae -1.372727e+01 -7583.99081
## Calditrichaeota-Aquificae 1.904773e+03 -3666.79038
## Candidatus Melainabacteria-Aquificae 6.492727e+02 -6920.99081
## Chlamydiae-Aquificae -7.102273e+00 -3374.94795
## Chlorobi-Aquificae -4.327273e+00 -3913.59455
## Chloroflexi-Aquificae 3.065430e+02 -2182.54432
## Chrysiogenetes-Aquificae -1.022727e+01 -5581.79038
## Coprothermobacterota-Aquificae 3.227273e+01 -7537.99081
## Cyanobacteria-Aquificae 7.757277e+02 -1465.85948
## Deferribacteres-Aquificae 1.494949e+00 -3256.22778
## Deinococcus-Thermus-Aquificae 8.487273e+01 -3081.99572
## Dictyoglomi-Aquificae 1.027273e+01 -7559.99081
## Elusimicrobia-Aquificae 5.187727e+02 -5052.79038
## Euryarchaeota-Aquificae -1.472727e+01 -7584.99081
## Fibrobacteres-Aquificae 3.352727e+02 -3896.63324
## Firmicutes-Aquificae 1.287385e+02 -2074.42177
## Fusobacteria-Aquificae 6.002273e+01 -2965.45298
## Gemmatimonadetes-Aquificae 3.678523e+03 -553.38324
## Ignavibacteriae-Aquificae 1.388773e+03 -4182.79038
## Kiritimatiellaeota-Aquificae 3.548273e+03 -2023.29038
## Lentisphaerae-Aquificae 6.262727e+02 -4094.61602
## Nitrospinae-Aquificae 7.982727e+02 -6771.99081
## Nitrospirae-Aquificae 2.428606e+03 -2292.28269
## Planctomycetota-Aquificae 4.482727e+02 -1928.97217
## Proteobacteria-Aquificae 5.815441e+02 -1612.06498
## Rhodothermaeota-Aquificae 1.643939e+01 -3662.04748
## Spirochaetes-Aquificae 2.636477e+02 -2375.40931
## Synergistetes-Aquificae -8.993939e+00 -2886.13675
## Tenericutes-Aquificae 4.272727e+00 -2769.57823
## Thermodesulfobacteria-Aquificae 1.106061e+00 -3677.38082
## Thermotogae-Aquificae -1.095804e+01 -2980.25970
## Unknown-Aquificae 4.512727e+02 -7118.99081
## Verrucomicrobia-Aquificae 1.269054e+03 -1264.20514
## Atribacterota-Armatimonadetes -8.025000e+02 -8905.98298
## Bacteria_none_none-Armatimonadetes -8.445000e+02 -7121.43093
## Bacteroidota-Armatimonadetes -5.151138e+02 -4158.22560
## Balneolaeota-Armatimonadetes -8.076667e+02 -5486.21475
## Caldiserica-Armatimonadetes -8.445000e+02 -8947.98298
## Calditrichaeota-Armatimonadetes 1.074000e+03 -5202.93093
## Candidatus Melainabacteria-Armatimonadetes -1.815000e+02 -8284.98298
## Chlamydiae-Armatimonadetes -8.378750e+02 -5276.33542
## Chlorobi-Armatimonadetes -8.351000e+02 -5697.18979
## Chloroflexi-Armatimonadetes -5.242297e+02 -4339.08256
## Chrysiogenetes-Armatimonadetes -8.410000e+02 -7117.93093
## Coprothermobacterota-Armatimonadetes -7.985000e+02 -8901.98298
## Cyanobacteria-Armatimonadetes -5.504502e+01 -3713.22211
## Deferribacteres-Armatimonadetes -8.292778e+02 -5184.76901
## Deinococcus-Thermus-Armatimonadetes -7.459000e+02 -5033.86015
## Dictyoglomi-Armatimonadetes -8.205000e+02 -8923.98298
## Elusimicrobia-Armatimonadetes -3.120000e+02 -6588.93093
## Euryarchaeota-Armatimonadetes -8.455000e+02 -8948.98298
## Fibrobacteres-Armatimonadetes -4.955000e+02 -5620.59264
## Firmicutes-Armatimonadetes -7.020342e+02 -4336.79166
## Fusobacteria-Armatimonadetes -7.707500e+02 -4955.37062
## Gemmatimonadetes-Armatimonadetes 2.847750e+03 -2277.34264
## Ignavibacteriae-Armatimonadetes 5.580000e+02 -5718.93093
## Kiritimatiellaeota-Armatimonadetes 2.717500e+03 -3559.43093
## Lentisphaerae-Armatimonadetes -2.045000e+02 -5740.23274
## Nitrospinae-Armatimonadetes -3.250000e+01 -8135.98298
## Nitrospirae-Armatimonadetes 1.597833e+03 -3937.89941
## Planctomycetota-Armatimonadetes -3.825000e+02 -4125.33847
## Proteobacteria-Armatimonadetes -2.492287e+02 -3878.20470
## Rhodothermaeota-Armatimonadetes -8.143333e+02 -5492.88141
## Spirochaetes-Armatimonadetes -5.671250e+02 -4481.47916
## Synergistetes-Armatimonadetes -8.397667e+02 -4918.43032
## Tenericutes-Armatimonadetes -8.265000e+02 -4832.96922
## Thermodesulfobacteria-Armatimonadetes -8.296667e+02 -5508.21475
## Thermotogae-Armatimonadetes -8.417308e+02 -4985.91932
## Unknown-Armatimonadetes -3.795000e+02 -8482.98298
## Verrucomicrobia-Armatimonadetes 4.382813e+02 -3405.53823
## Bacteria_none_none-Atribacterota -4.200000e+01 -8918.92085
## Bacteroidota-Atribacterota 2.873862e+02 -6970.17022
## Balneolaeota-Atribacterota -5.166667e+00 -7833.87499
## Caldiserica-Atribacterota -4.200000e+01 -10292.18528
## Calditrichaeota-Atribacterota 1.876500e+03 -7000.42085
## Candidatus Melainabacteria-Atribacterota 6.210000e+02 -9629.18528
## Chlamydiae-Atribacterota -3.537500e+01 -7723.01396
## Chlorobi-Atribacterota -3.260000e+01 -7972.35938
## Chloroflexi-Atribacterota 2.782703e+02 -7066.99787
## Chrysiogenetes-Atribacterota -3.850000e+01 -8915.42085
## Coprothermobacterota-Atribacterota 4.000000e+00 -10246.18528
## Cyanobacteria-Atribacterota 7.474550e+02 -6517.67554
## Deferribacteres-Atribacterota -2.677778e+01 -7666.81480
## Deinococcus-Thermus-Atribacterota 5.660000e+01 -7545.14086
## Dictyoglomi-Atribacterota -1.800000e+01 -10268.18528
## Elusimicrobia-Atribacterota 4.905000e+02 -8386.42085
## Euryarchaeota-Atribacterota -4.300000e+01 -10293.18528
## Fibrobacteres-Atribacterota 3.070000e+02 -7796.48298
## Firmicutes-Atribacterota 1.004658e+02 -7152.90058
## Fusobacteria-Atribacterota 3.175000e+01 -7512.18210
## Gemmatimonadetes-Atribacterota 3.650250e+03 -4453.23298
## Ignavibacteriae-Atribacterota 1.360500e+03 -7516.42085
## Kiritimatiellaeota-Atribacterota 3.520000e+03 -5356.92085
## Lentisphaerae-Atribacterota 5.980000e+02 -7771.24124
## Nitrospinae-Atribacterota 7.700000e+02 -9480.18528
## Nitrospirae-Atribacterota 2.400333e+03 -5968.90790
## Planctomycetota-Atribacterota 4.200000e+02 -6888.12573
## Proteobacteria-Atribacterota 5.532713e+02 -6697.19960
## Rhodothermaeota-Atribacterota -1.183333e+01 -7840.54166
## Spirochaetes-Atribacterota 2.353750e+02 -7162.05904
## Synergistetes-Atribacterota -3.726667e+01 -7522.94360
## Tenericutes-Atribacterota -2.400000e+01 -7470.58697
## Thermodesulfobacteria-Atribacterota -2.716667e+01 -7855.87499
## Thermotogae-Atribacterota -3.923077e+01 -7560.81043
## Unknown-Atribacterota 4.230000e+02 -9827.18528
## Verrucomicrobia-Atribacterota 1.240781e+03 -6119.57269
## Bacteroidota-Bacteria_none_none 3.293862e+02 -4809.24696
## Balneolaeota-Bacteria_none_none 3.683333e+01 -5881.11390
## Caldiserica-Bacteria_none_none -6.540404e-10 -8876.92085
## Calditrichaeota-Bacteria_none_none 1.918500e+03 -5329.47552
## Candidatus Melainabacteria-Bacteria_none_none 6.630000e+02 -8213.92085
## Chlamydiae-Bacteria_none_none 6.625000e+00 -5723.40277
## Chlorobi-Bacteria_none_none 9.400000e+00 -6054.69139
## Chloroflexi-Bacteria_none_none 3.202703e+02 -4941.51549
## Chrysiogenetes-Bacteria_none_none 3.500000e+00 -7244.47552
## Coprothermobacterota-Bacteria_none_none 4.600000e+01 -8830.92085
## Cyanobacteria-Bacteria_none_none 7.894550e+02 -4359.86992
## Deferribacteres-Bacteria_none_none 1.522222e+01 -5650.78088
## Deinococcus-Thermus-Bacteria_none_none 9.860000e+01 -5515.65770
## Dictyoglomi-Bacteria_none_none 2.400000e+01 -8852.92085
## Elusimicrobia-Bacteria_none_none 5.325000e+02 -6715.47552
## Euryarchaeota-Bacteria_none_none -1.000000e+00 -8877.92085
## Fibrobacteres-Bacteria_none_none 3.490000e+02 -5927.93093
## Firmicutes-Bacteria_none_none 1.424658e+02 -4990.24783
## Fusobacteria-Bacteria_none_none 7.375000e+01 -5461.98274
## Gemmatimonadetes-Bacteria_none_none 3.692250e+03 -2584.68093
## Ignavibacteriae-Bacteria_none_none 1.402500e+03 -5845.47552
## Kiritimatiellaeota-Bacteria_none_none 3.562000e+03 -3685.97552
## Lentisphaerae-Bacteria_none_none 6.400000e+02 -5976.46615
## Nitrospinae-Bacteria_none_none 8.120000e+02 -8064.92085
## Nitrospirae-Bacteria_none_none 2.442333e+03 -4174.13282
## Planctomycetota-Bacteria_none_none 4.620000e+02 -4747.81066
## Proteobacteria-Bacteria_none_none 5.952713e+02 -4533.34976
## Rhodothermaeota-Bacteria_none_none 3.016667e+01 -5887.78057
## Spirochaetes-Bacteria_none_none 2.773750e+02 -5056.99055
## Synergistetes-Bacteria_none_none 4.733333e+00 -5451.34443
## Tenericutes-Bacteria_none_none 1.800000e+01 -5384.32199
## Thermodesulfobacteria-Bacteria_none_none 1.483333e+01 -5903.11390
## Thermotogae-Bacteria_none_none 2.769231e+00 -5502.46338
## Unknown-Bacteria_none_none 4.650000e+02 -8411.92085
## Verrucomicrobia-Bacteria_none_none 1.282781e+03 -4000.04333
## Balneolaeota-Bacteroidota -2.925529e+02 -3274.91799
## Caldiserica-Bacteroidota -3.293862e+02 -7586.94270
## Calditrichaeota-Bacteroidota 1.589114e+03 -3549.51944
## Candidatus Melainabacteria-Bacteroidota 3.336138e+02 -6923.94270
## Chlamydiae-Bacteroidota -3.227612e+02 -2912.28248
## Chlorobi-Bacteroidota -3.199862e+02 -3582.74680
## Chloroflexi-Bacteroidota -9.115973e+00 -1257.63166
## Chrysiogenetes-Bacteroidota -3.258862e+02 -5464.51944
## Coprothermobacterota-Bacteroidota -2.833862e+02 -7540.94270
## Cyanobacteria-Bacteroidota 4.600687e+02 -162.78667
## Deferribacteres-Bacteroidota -3.141640e+02 -2758.74848
## Deinococcus-Thermus-Bacteroidota -2.307862e+02 -2552.91705
## Dictyoglomi-Bacteroidota -3.053862e+02 -7562.94270
## Elusimicrobia-Bacteroidota 2.031138e+02 -4935.51944
## Euryarchaeota-Bacteroidota -3.303862e+02 -7587.94270
## Fibrobacteres-Bacteroidota 1.961376e+01 -3623.49808
## Firmicutes-Bacteroidota -1.869205e+02 -652.91501
## Fusobacteria-Bacteroidota -2.556362e+02 -2380.89835
## Gemmatimonadetes-Bacteroidota 3.362864e+03 -280.24808
## Ignavibacteriae-Bacteroidota 1.073114e+03 -4065.51944
## Kiritimatiellaeota-Bacteroidota 3.232614e+03 -1906.01944
## Lentisphaerae-Bacteroidota 3.106138e+02 -3890.57968
## Nitrospinae-Bacteroidota 4.826138e+02 -6774.94270
## Nitrospirae-Bacteroidota 2.112947e+03 -2088.24635
## Planctomycetota-Bacteroidota 1.326138e+02 -874.62458
## Proteobacteria-Bacteroidota 2.658851e+02 -152.63185
## Rhodothermaeota-Bacteroidota -2.992196e+02 -3281.58465
## Spirochaetes-Bacteroidota -5.201124e+01 -1577.74313
## Synergistetes-Bacteroidota -3.246529e+02 -2232.84224
## Tenericutes-Bacteroidota -3.113862e+02 -2059.95276
## Thermodesulfobacteria-Bacteroidota -3.145529e+02 -3296.91799
## Thermotogae-Bacteroidota -3.266170e+02 -2371.11892
## Unknown-Bacteroidota 1.356138e+02 -7121.94270
## Verrucomicrobia-Bacteroidota 9.533950e+02 -381.01029
## Caldiserica-Balneolaeota -3.683333e+01 -7865.54166
## Calditrichaeota-Balneolaeota 1.881667e+03 -4036.28057
## Candidatus Melainabacteria-Balneolaeota 6.261667e+02 -7202.54166
## Chlamydiae-Balneolaeota -3.020833e+01 -3944.56250
## Chlorobi-Balneolaeota -2.743333e+01 -4416.30046
## Chloroflexi-Balneolaeota 2.834369e+02 -2906.44389
## Chrysiogenetes-Balneolaeota -3.333333e+01 -5951.28057
## Coprothermobacterota-Balneolaeota 9.166667e+00 -7819.54166
## Cyanobacteria-Balneolaeota 7.526216e+02 -2248.12779
## Deferribacteres-Balneolaeota -2.161111e+01 -3841.62962
## Deinococcus-Thermus-Balneolaeota 6.176667e+01 -3681.07180
## Dictyoglomi-Balneolaeota -1.283333e+01 -7841.54166
## Elusimicrobia-Balneolaeota 4.956667e+02 -5422.28057
## Euryarchaeota-Balneolaeota -3.783333e+01 -7866.54166
## Fibrobacteres-Balneolaeota 3.121667e+02 -4366.38141
## Firmicutes-Balneolaeota 1.056324e+02 -2866.52152
## Fusobacteria-Balneolaeota 3.691667e+01 -3587.07109
## Gemmatimonadetes-Balneolaeota 3.655417e+03 -1023.13141
## Ignavibacteriae-Balneolaeota 1.365667e+03 -4552.28057
## Kiritimatiellaeota-Balneolaeota 3.525167e+03 -2392.78057
## Lentisphaerae-Balneolaeota 6.031667e+02 -4521.92597
## Nitrospinae-Balneolaeota 7.751667e+02 -7053.54166
## Nitrospirae-Balneolaeota 2.405500e+03 -2719.59264
## Planctomycetota-Balneolaeota 4.251667e+02 -2678.23104
## Proteobacteria-Balneolaeota 5.584380e+02 -2406.64288
## Rhodothermaeota-Balneolaeota -6.666667e+00 -4191.28729
## Spirochaetes-Balneolaeota 2.405417e+02 -3067.69141
## Synergistetes-Balneolaeota -3.210000e+01 -3533.20480
## Tenericutes-Balneolaeota -1.883333e+01 -3435.56176
## Thermodesulfobacteria-Balneolaeota -2.200000e+01 -4206.62062
## Thermotogae-Balneolaeota -3.406410e+01 -3611.28877
## Unknown-Balneolaeota 4.281667e+02 -7400.54166
## Verrucomicrobia-Balneolaeota 1.245948e+03 -1978.51883
## Calditrichaeota-Caldiserica 1.918500e+03 -6958.42085
## Candidatus Melainabacteria-Caldiserica 6.630000e+02 -9587.18528
## Chlamydiae-Caldiserica 6.625000e+00 -7681.01396
## Chlorobi-Caldiserica 9.400000e+00 -7930.35938
## Chloroflexi-Caldiserica 3.202703e+02 -7024.99787
## Chrysiogenetes-Caldiserica 3.500000e+00 -8873.42085
## Coprothermobacterota-Caldiserica 4.600000e+01 -10204.18528
## Cyanobacteria-Caldiserica 7.894550e+02 -6475.67554
## Deferribacteres-Caldiserica 1.522222e+01 -7624.81480
## Deinococcus-Thermus-Caldiserica 9.860000e+01 -7503.14086
## Dictyoglomi-Caldiserica 2.400000e+01 -10226.18528
## Elusimicrobia-Caldiserica 5.325000e+02 -8344.42085
## Euryarchaeota-Caldiserica -1.000000e+00 -10251.18528
## Fibrobacteres-Caldiserica 3.490000e+02 -7754.48298
## Firmicutes-Caldiserica 1.424658e+02 -7110.90058
## Fusobacteria-Caldiserica 7.375000e+01 -7470.18210
## Gemmatimonadetes-Caldiserica 3.692250e+03 -4411.23298
## Ignavibacteriae-Caldiserica 1.402500e+03 -7474.42085
## Kiritimatiellaeota-Caldiserica 3.562000e+03 -5314.92085
## Lentisphaerae-Caldiserica 6.400000e+02 -7729.24124
## Nitrospinae-Caldiserica 8.120000e+02 -9438.18528
## Nitrospirae-Caldiserica 2.442333e+03 -5926.90790
## Planctomycetota-Caldiserica 4.620000e+02 -6846.12573
## Proteobacteria-Caldiserica 5.952713e+02 -6655.19960
## Rhodothermaeota-Caldiserica 3.016667e+01 -7798.54166
## Spirochaetes-Caldiserica 2.773750e+02 -7120.05904
## Synergistetes-Caldiserica 4.733333e+00 -7480.94360
## Tenericutes-Caldiserica 1.800000e+01 -7428.58697
## Thermodesulfobacteria-Caldiserica 1.483333e+01 -7813.87499
## Thermotogae-Caldiserica 2.769231e+00 -7518.81043
## Unknown-Caldiserica 4.650000e+02 -9785.18528
## Verrucomicrobia-Caldiserica 1.282781e+03 -6077.57269
## Candidatus Melainabacteria-Calditrichaeota -1.255500e+03 -10132.42085
## Chlamydiae-Calditrichaeota -1.911875e+03 -7641.90277
## Chlorobi-Calditrichaeota -1.909100e+03 -7973.19139
## Chloroflexi-Calditrichaeota -1.598230e+03 -6860.01549
## Chrysiogenetes-Calditrichaeota -1.915000e+03 -9162.97552
## Coprothermobacterota-Calditrichaeota -1.872500e+03 -10749.42085
## Cyanobacteria-Calditrichaeota -1.129045e+03 -6278.36992
## Deferribacteres-Calditrichaeota -1.903278e+03 -7569.28088
## Deinococcus-Thermus-Calditrichaeota -1.819900e+03 -7434.15770
## Dictyoglomi-Calditrichaeota -1.894500e+03 -10771.42085
## Elusimicrobia-Calditrichaeota -1.386000e+03 -8633.97552
## Euryarchaeota-Calditrichaeota -1.919500e+03 -10796.42085
## Fibrobacteres-Calditrichaeota -1.569500e+03 -7846.43093
## Firmicutes-Calditrichaeota -1.776034e+03 -6908.74783
## Fusobacteria-Calditrichaeota -1.844750e+03 -7380.48274
## Gemmatimonadetes-Calditrichaeota 1.773750e+03 -4503.18093
## Ignavibacteriae-Calditrichaeota -5.160000e+02 -7763.97552
## Kiritimatiellaeota-Calditrichaeota 1.643500e+03 -5604.47552
## Lentisphaerae-Calditrichaeota -1.278500e+03 -7894.96615
## Nitrospinae-Calditrichaeota -1.106500e+03 -9983.42085
## Nitrospirae-Calditrichaeota 5.238333e+02 -6092.63282
## Planctomycetota-Calditrichaeota -1.456500e+03 -6666.31066
## Proteobacteria-Calditrichaeota -1.323229e+03 -6451.84976
## Rhodothermaeota-Calditrichaeota -1.888333e+03 -7806.28057
## Spirochaetes-Calditrichaeota -1.641125e+03 -6975.49055
## Synergistetes-Calditrichaeota -1.913767e+03 -7369.84443
## Tenericutes-Calditrichaeota -1.900500e+03 -7302.82199
## Thermodesulfobacteria-Calditrichaeota -1.903667e+03 -7821.61390
## Thermotogae-Calditrichaeota -1.915731e+03 -7420.96338
## Unknown-Calditrichaeota -1.453500e+03 -10330.42085
## Verrucomicrobia-Calditrichaeota -6.357187e+02 -5918.54333
## Chlamydiae-Candidatus Melainabacteria -6.563750e+02 -8344.01396
## Chlorobi-Candidatus Melainabacteria -6.536000e+02 -8593.35938
## Chloroflexi-Candidatus Melainabacteria -3.427297e+02 -7687.99787
## Chrysiogenetes-Candidatus Melainabacteria -6.595000e+02 -9536.42085
## Coprothermobacterota-Candidatus Melainabacteria -6.170000e+02 -10867.18528
## Cyanobacteria-Candidatus Melainabacteria 1.264550e+02 -7138.67554
## Deferribacteres-Candidatus Melainabacteria -6.477778e+02 -8287.81480
## Deinococcus-Thermus-Candidatus Melainabacteria -5.644000e+02 -8166.14086
## Dictyoglomi-Candidatus Melainabacteria -6.390000e+02 -10889.18528
## Elusimicrobia-Candidatus Melainabacteria -1.305000e+02 -9007.42085
## Euryarchaeota-Candidatus Melainabacteria -6.640000e+02 -10914.18528
## Fibrobacteres-Candidatus Melainabacteria -3.140000e+02 -8417.48298
## Firmicutes-Candidatus Melainabacteria -5.205342e+02 -7773.90058
## Fusobacteria-Candidatus Melainabacteria -5.892500e+02 -8133.18210
## Gemmatimonadetes-Candidatus Melainabacteria 3.029250e+03 -5074.23298
## Ignavibacteriae-Candidatus Melainabacteria 7.395000e+02 -8137.42085
## Kiritimatiellaeota-Candidatus Melainabacteria 2.899000e+03 -5977.92085
## Lentisphaerae-Candidatus Melainabacteria -2.300000e+01 -8392.24124
## Nitrospinae-Candidatus Melainabacteria 1.490000e+02 -10101.18528
## Nitrospirae-Candidatus Melainabacteria 1.779333e+03 -6589.90790
## Planctomycetota-Candidatus Melainabacteria -2.010000e+02 -7509.12573
## Proteobacteria-Candidatus Melainabacteria -6.772865e+01 -7318.19960
## Rhodothermaeota-Candidatus Melainabacteria -6.328333e+02 -8461.54166
## Spirochaetes-Candidatus Melainabacteria -3.856250e+02 -7783.05904
## Synergistetes-Candidatus Melainabacteria -6.582667e+02 -8143.94360
## Tenericutes-Candidatus Melainabacteria -6.450000e+02 -8091.58697
## Thermodesulfobacteria-Candidatus Melainabacteria -6.481667e+02 -8476.87499
## Thermotogae-Candidatus Melainabacteria -6.602308e+02 -8181.81043
## Unknown-Candidatus Melainabacteria -1.980000e+02 -10448.18528
## Verrucomicrobia-Candidatus Melainabacteria 6.197813e+02 -6740.57269
## Chlorobi-Chlamydiae 2.775000e+00 -4129.20679
## Chloroflexi-Chlamydiae 3.136453e+02 -2512.38702
## Chrysiogenetes-Chlamydiae -3.125000e+00 -5733.15277
## Coprothermobacterota-Chlamydiae 3.937500e+01 -7648.26396
## Cyanobacteria-Chlamydiae 7.828300e+02 -1827.84348
## Deferribacteres-Chlamydiae 8.597222e+00 -3513.28583
## Deinococcus-Thermus-Chlamydiae 9.197500e+01 -3346.04166
## Dictyoglomi-Chlamydiae 1.737500e+01 -7670.26396
## Elusimicrobia-Chlamydiae 5.258750e+02 -5204.15277
## Euryarchaeota-Chlamydiae -7.625000e+00 -7695.26396
## Fibrobacteres-Chlamydiae 3.423750e+02 -4096.08542
## Firmicutes-Chlamydiae 1.358408e+02 -2441.91367
## Fusobacteria-Chlamydiae 6.712500e+01 -3241.10807
## Gemmatimonadetes-Chlamydiae 3.685625e+03 -752.83542
## Ignavibacteriae-Chlamydiae 1.395875e+03 -4334.15277
## Kiritimatiellaeota-Chlamydiae 3.555375e+03 -2174.65277
## Lentisphaerae-Chlamydiae 6.333750e+02 -4273.52762
## Nitrospinae-Chlamydiae 8.053750e+02 -6882.26396
## Nitrospirae-Chlamydiae 2.435708e+03 -2471.19429
## Planctomycetota-Chlamydiae 4.553750e+02 -2272.66388
## Proteobacteria-Chlamydiae 5.886463e+02 -1980.94963
## Rhodothermaeota-Chlamydiae 2.354167e+01 -3890.81250
## Spirochaetes-Chlamydiae 2.707500e+02 -2688.22362
## Synergistetes-Chlamydiae -1.891667e+00 -3175.03736
## Tenericutes-Chlamydiae 1.137500e+01 -3068.42238
## Thermodesulfobacteria-Chlamydiae 8.208333e+00 -3906.14583
## Thermotogae-Chlamydiae -3.855769e+00 -3260.79530
## Unknown-Chlamydiae 4.583750e+02 -7229.26396
## Verrucomicrobia-Chlamydiae 1.276156e+03 -1588.85763
## Chloroflexi-Chlorobi 3.108703e+02 -3142.59823
## Chrysiogenetes-Chlorobi -5.900000e+00 -6069.99139
## Coprothermobacterota-Chlorobi 3.660000e+01 -7903.15938
## Cyanobacteria-Chlorobi 7.800550e+02 -2499.51849
## Deferribacteres-Chlorobi 5.822222e+00 -4036.90537
## Deinococcus-Thermus-Chlorobi 8.920000e+01 -3880.67969
## Dictyoglomi-Chlorobi 1.460000e+01 -7925.15938
## Elusimicrobia-Chlorobi 5.231000e+02 -5540.99139
## Euryarchaeota-Chlorobi -1.040000e+01 -7950.15938
## Fibrobacteres-Chlorobi 3.396000e+02 -4522.48979
## Firmicutes-Chlorobi 1.330658e+02 -3120.36383
## Fusobacteria-Chlorobi 6.435000e+01 -3793.67958
## Gemmatimonadetes-Chlorobi 3.682850e+03 -1179.23979
## Ignavibacteriae-Chlorobi 1.393100e+03 -4670.99139
## Kiritimatiellaeota-Chlorobi 3.552600e+03 -2511.49139
## Lentisphaerae-Chlorobi 6.306000e+02 -4662.57292
## Nitrospinae-Chlorobi 8.026000e+02 -7137.15938
## Nitrospirae-Chlorobi 2.432933e+03 -2860.23959
## Planctomycetota-Chlorobi 4.526000e+02 -2921.14900
## Proteobacteria-Chlorobi 5.858713e+02 -2661.09796
## Rhodothermaeota-Chlorobi 2.076667e+01 -4368.10046
## Spirochaetes-Chlorobi 2.679750e+02 -3295.10107
## Synergistetes-Chlorobi -4.666667e+00 -3747.50513
## Tenericutes-Chlorobi 8.600000e+00 -3655.43304
## Thermodesulfobacteria-Chlorobi 5.433333e+00 -4383.43380
## Thermotogae-Chlorobi -6.630769e+00 -3820.76780
## Unknown-Chlorobi 4.556000e+02 -7484.15938
## Verrucomicrobia-Chlorobi 1.273381e+03 -2212.05857
## Chrysiogenetes-Chloroflexi -3.167703e+02 -5578.55603
## Coprothermobacterota-Chloroflexi -2.742703e+02 -7619.53841
## Cyanobacteria-Chloroflexi 4.691847e+02 -822.63073
## Deferribacteres-Chloroflexi -3.050480e+02 -2998.89872
## Deinococcus-Thermus-Chloroflexi -2.216703e+02 -2804.91044
## Dictyoglomi-Chloroflexi -2.962703e+02 -7641.53841
## Elusimicrobia-Chloroflexi 2.122297e+02 -5049.55603
## Euryarchaeota-Chloroflexi -3.212703e+02 -7666.53841
## Fibrobacteres-Chloroflexi 2.872973e+01 -3786.12310
## Firmicutes-Chloroflexi -1.778045e+02 -1401.72818
## Fusobacteria-Chloroflexi -2.465203e+02 -2654.33614
## Gemmatimonadetes-Chloroflexi 3.371980e+03 -442.87310
## Ignavibacteriae-Chloroflexi 1.082230e+03 -4179.55603
## Kiritimatiellaeota-Chloroflexi 3.241730e+03 -2020.05603
## Lentisphaerae-Chloroflexi 3.197297e+02 -4031.23161
## Nitrospinae-Chloroflexi 4.917297e+02 -6853.53841
## Nitrospirae-Chloroflexi 2.122063e+03 -2228.89827
## Planctomycetota-Chloroflexi 1.417297e+02 -1373.31724
## Proteobacteria-Chloroflexi 2.750011e+02 -931.64497
## Rhodothermaeota-Chloroflexi -2.901036e+02 -3479.98443
## Spirochaetes-Chloroflexi -4.289527e+01 -1942.55210
## Synergistetes-Chloroflexi -3.155369e+02 -2534.10061
## Tenericutes-Chloroflexi -3.022703e+02 -2385.13444
## Thermodesulfobacteria-Chloroflexi -3.054369e+02 -3495.31777
## Thermotogae-Chloroflexi -3.175010e+02 -2654.34214
## Unknown-Chloroflexi 1.447297e+02 -7200.53841
## Verrucomicrobia-Chloroflexi 9.625110e+02 -787.19635
## Coprothermobacterota-Chrysiogenetes 4.250000e+01 -8834.42085
## Cyanobacteria-Chrysiogenetes 7.859550e+02 -4363.36992
## Deferribacteres-Chrysiogenetes 1.172222e+01 -5654.28088
## Deinococcus-Thermus-Chrysiogenetes 9.510000e+01 -5519.15770
## Dictyoglomi-Chrysiogenetes 2.050000e+01 -8856.42085
## Elusimicrobia-Chrysiogenetes 5.290000e+02 -6718.97552
## Euryarchaeota-Chrysiogenetes -4.500000e+00 -8881.42085
## Fibrobacteres-Chrysiogenetes 3.455000e+02 -5931.43093
## Firmicutes-Chrysiogenetes 1.389658e+02 -4993.74783
## Fusobacteria-Chrysiogenetes 7.025000e+01 -5465.48274
## Gemmatimonadetes-Chrysiogenetes 3.688750e+03 -2588.18093
## Ignavibacteriae-Chrysiogenetes 1.399000e+03 -5848.97552
## Kiritimatiellaeota-Chrysiogenetes 3.558500e+03 -3689.47552
## Lentisphaerae-Chrysiogenetes 6.365000e+02 -5979.96615
## Nitrospinae-Chrysiogenetes 8.085000e+02 -8068.42085
## Nitrospirae-Chrysiogenetes 2.438833e+03 -4177.63282
## Planctomycetota-Chrysiogenetes 4.585000e+02 -4751.31066
## Proteobacteria-Chrysiogenetes 5.917713e+02 -4536.84976
## Rhodothermaeota-Chrysiogenetes 2.666667e+01 -5891.28057
## Spirochaetes-Chrysiogenetes 2.738750e+02 -5060.49055
## Synergistetes-Chrysiogenetes 1.233333e+00 -5454.84443
## Tenericutes-Chrysiogenetes 1.450000e+01 -5387.82199
## Thermodesulfobacteria-Chrysiogenetes 1.133333e+01 -5906.61390
## Thermotogae-Chrysiogenetes -7.307692e-01 -5505.96338
## Unknown-Chrysiogenetes 4.615000e+02 -8415.42085
## Verrucomicrobia-Chrysiogenetes 1.279281e+03 -4003.54333
## Cyanobacteria-Coprothermobacterota 7.434550e+02 -6521.67554
## Deferribacteres-Coprothermobacterota -3.077778e+01 -7670.81480
## Deinococcus-Thermus-Coprothermobacterota 5.260000e+01 -7549.14086
## Dictyoglomi-Coprothermobacterota -2.200000e+01 -10272.18528
## Elusimicrobia-Coprothermobacterota 4.865000e+02 -8390.42085
## Euryarchaeota-Coprothermobacterota -4.700000e+01 -10297.18528
## Fibrobacteres-Coprothermobacterota 3.030000e+02 -7800.48298
## Firmicutes-Coprothermobacterota 9.646577e+01 -7156.90058
## Fusobacteria-Coprothermobacterota 2.775000e+01 -7516.18210
## Gemmatimonadetes-Coprothermobacterota 3.646250e+03 -4457.23298
## Ignavibacteriae-Coprothermobacterota 1.356500e+03 -7520.42085
## Kiritimatiellaeota-Coprothermobacterota 3.516000e+03 -5360.92085
## Lentisphaerae-Coprothermobacterota 5.940000e+02 -7775.24124
## Nitrospinae-Coprothermobacterota 7.660000e+02 -9484.18528
## Nitrospirae-Coprothermobacterota 2.396333e+03 -5972.90790
## Planctomycetota-Coprothermobacterota 4.160000e+02 -6892.12573
## Proteobacteria-Coprothermobacterota 5.492713e+02 -6701.19960
## Rhodothermaeota-Coprothermobacterota -1.583333e+01 -7844.54166
## Spirochaetes-Coprothermobacterota 2.313750e+02 -7166.05904
## Synergistetes-Coprothermobacterota -4.126667e+01 -7526.94360
## Tenericutes-Coprothermobacterota -2.800000e+01 -7474.58697
## Thermodesulfobacteria-Coprothermobacterota -3.116667e+01 -7859.87499
## Thermotogae-Coprothermobacterota -4.323077e+01 -7564.81043
## Unknown-Coprothermobacterota 4.190000e+02 -9831.18528
## Verrucomicrobia-Coprothermobacterota 1.236781e+03 -6123.57269
## Deferribacteres-Cyanobacteria -7.742328e+02 -3241.21246
## Deinococcus-Thermus-Cyanobacteria -6.908550e+02 -3036.55044
## Dictyoglomi-Cyanobacteria -7.654550e+02 -8030.58549
## Elusimicrobia-Cyanobacteria -2.569550e+02 -5406.27987
## Euryarchaeota-Cyanobacteria -7.904550e+02 -8055.58549
## Fibrobacteres-Cyanobacteria -4.404550e+02 -4098.63206
## Firmicutes-Cyanobacteria -6.469892e+02 -1218.95651
## Fusobacteria-Cyanobacteria -7.157050e+02 -2866.68957
## Gemmatimonadetes-Cyanobacteria 2.902795e+03 -755.38206
## Ignavibacteriae-Cyanobacteria 6.130450e+02 -4536.27987
## Kiritimatiellaeota-Cyanobacteria 2.772545e+03 -2376.77987
## Lentisphaerae-Cyanobacteria -1.494550e+02 -4363.71909
## Nitrospinae-Cyanobacteria 2.254502e+01 -7242.58549
## Nitrospirae-Cyanobacteria 1.652878e+03 -2561.38575
## Planctomycetota-Cyanobacteria -3.274550e+02 -1387.89109
## Proteobacteria-Cyanobacteria -1.941836e+02 -728.18000
## Rhodothermaeota-Cyanobacteria -7.592883e+02 -3760.03774
## Spirochaetes-Cyanobacteria -5.120800e+02 -2073.44268
## Synergistetes-Cyanobacteria -7.847216e+02 -2721.51854
## Tenericutes-Cyanobacteria -7.714550e+02 -2551.19669
## Thermodesulfobacteria-Cyanobacteria -7.746216e+02 -3775.37107
## Thermotogae-Cyanobacteria -7.866857e+02 -2857.91334
## Unknown-Cyanobacteria -3.244550e+02 -7589.58549
## Verrucomicrobia-Cyanobacteria 4.933263e+02 -881.67670
## Deinococcus-Thermus-Deferribacteres 8.337778e+01 -3246.83715
## Dictyoglomi-Deferribacteres 8.777778e+00 -7631.25925
## Elusimicrobia-Deferribacteres 5.172778e+02 -5148.72532
## Euryarchaeota-Deferribacteres -1.622222e+01 -7656.25925
## Fibrobacteres-Deferribacteres 3.337778e+02 -4021.71345
## Firmicutes-Deferribacteres 1.272436e+02 -2304.87300
## Fusobacteria-Deferribacteres 5.852778e+01 -3137.52901
## Gemmatimonadetes-Deferribacteres 3.677028e+03 -678.46345
## Ignavibacteriae-Deferribacteres 1.387278e+03 -4278.72532
## Kiritimatiellaeota-Deferribacteres 3.546778e+03 -2119.22532
## Lentisphaerae-Deferribacteres 6.247778e+02 -4207.20590
## Nitrospinae-Deferribacteres 7.967778e+02 -6843.25925
## Nitrospirae-Deferribacteres 2.427111e+03 -2404.87257
## Planctomycetota-Deferribacteres 4.467778e+02 -2144.08483
## Proteobacteria-Deferribacteres 5.800491e+02 -1843.41872
## Rhodothermaeota-Deferribacteres 1.494444e+01 -3805.07407
## Spirochaetes-Deferribacteres 2.621528e+02 -2570.84877
## Synergistetes-Deferribacteres -1.048889e+01 -3066.50370
## Tenericutes-Deferribacteres 2.777778e+00 -2956.19584
## Thermodesulfobacteria-Deferribacteres -3.888889e-01 -3820.40740
## Thermotogae-Deferribacteres -1.245299e+01 -3155.38602
## Unknown-Deferribacteres 4.497778e+02 -7190.25925
## Verrucomicrobia-Deferribacteres 1.267559e+03 -1467.15805
## Dictyoglomi-Deinococcus-Thermus -7.460000e+01 -7676.34086
## Elusimicrobia-Deinococcus-Thermus 4.339000e+02 -5180.35770
## Euryarchaeota-Deinococcus-Thermus -9.960000e+01 -7701.34086
## Fibrobacteres-Deinococcus-Thermus 2.504000e+02 -4037.56015
## Firmicutes-Deinococcus-Thermus 4.386577e+01 -2265.13601
## Fusobacteria-Deinococcus-Thermus -2.485000e+01 -3128.24771
## Gemmatimonadetes-Deinococcus-Thermus 3.593650e+03 -694.31015
## Ignavibacteriae-Deinococcus-Thermus 1.303900e+03 -4310.35770
## Kiritimatiellaeota-Deinococcus-Thermus 3.463400e+03 -2150.85770
## Lentisphaerae-Deinococcus-Thermus 5.414000e+02 -4229.80159
## Nitrospinae-Deinococcus-Thermus 7.134000e+02 -6888.34086
## Nitrospirae-Deinococcus-Thermus 2.343733e+03 -2427.46826
## Planctomycetota-Deinococcus-Thermus 3.634000e+02 -2112.25494
## Proteobacteria-Deinococcus-Thermus 4.966713e+02 -1803.21882
## Rhodothermaeota-Deinococcus-Thermus -6.843333e+01 -3811.27180
## Spirochaetes-Deinococcus-Thermus 1.787750e+02 -2549.26388
## Synergistetes-Deinococcus-Thermus -9.386667e+01 -3052.84028
## Tenericutes-Deinococcus-Thermus -8.060000e+01 -2939.24010
## Thermodesulfobacteria-Deinococcus-Thermus -8.376667e+01 -3826.60513
## Thermotogae-Deinococcus-Thermus -9.583077e+01 -3144.49054
## Unknown-Deinococcus-Thermus 3.664000e+02 -7235.34086
## Verrucomicrobia-Deinococcus-Thermus 1.184181e+03 -1441.64735
## Elusimicrobia-Dictyoglomi 5.085000e+02 -8368.42085
## Euryarchaeota-Dictyoglomi -2.500000e+01 -10275.18528
## Fibrobacteres-Dictyoglomi 3.250000e+02 -7778.48298
## Firmicutes-Dictyoglomi 1.184658e+02 -7134.90058
## Fusobacteria-Dictyoglomi 4.975000e+01 -7494.18210
## Gemmatimonadetes-Dictyoglomi 3.668250e+03 -4435.23298
## Ignavibacteriae-Dictyoglomi 1.378500e+03 -7498.42085
## Kiritimatiellaeota-Dictyoglomi 3.538000e+03 -5338.92085
## Lentisphaerae-Dictyoglomi 6.160000e+02 -7753.24124
## Nitrospinae-Dictyoglomi 7.880000e+02 -9462.18528
## Nitrospirae-Dictyoglomi 2.418333e+03 -5950.90790
## Planctomycetota-Dictyoglomi 4.380000e+02 -6870.12573
## Proteobacteria-Dictyoglomi 5.712713e+02 -6679.19960
## Rhodothermaeota-Dictyoglomi 6.166667e+00 -7822.54166
## Spirochaetes-Dictyoglomi 2.533750e+02 -7144.05904
## Synergistetes-Dictyoglomi -1.926667e+01 -7504.94360
## Tenericutes-Dictyoglomi -6.000000e+00 -7452.58697
## Thermodesulfobacteria-Dictyoglomi -9.166667e+00 -7837.87499
## Thermotogae-Dictyoglomi -2.123077e+01 -7542.81043
## Unknown-Dictyoglomi 4.410000e+02 -9809.18528
## Verrucomicrobia-Dictyoglomi 1.258781e+03 -6101.57269
## Euryarchaeota-Elusimicrobia -5.335000e+02 -9410.42085
## Fibrobacteres-Elusimicrobia -1.835000e+02 -6460.43093
## Firmicutes-Elusimicrobia -3.900342e+02 -5522.74783
## Fusobacteria-Elusimicrobia -4.587500e+02 -5994.48274
## Gemmatimonadetes-Elusimicrobia 3.159750e+03 -3117.18093
## Ignavibacteriae-Elusimicrobia 8.700000e+02 -6377.97552
## Kiritimatiellaeota-Elusimicrobia 3.029500e+03 -4218.47552
## Lentisphaerae-Elusimicrobia 1.075000e+02 -6508.96615
## Nitrospinae-Elusimicrobia 2.795000e+02 -8597.42085
## Nitrospirae-Elusimicrobia 1.909833e+03 -4706.63282
## Planctomycetota-Elusimicrobia -7.050000e+01 -5280.31066
## Proteobacteria-Elusimicrobia 6.277135e+01 -5065.84976
## Rhodothermaeota-Elusimicrobia -5.023333e+02 -6420.28057
## Spirochaetes-Elusimicrobia -2.551250e+02 -5589.49055
## Synergistetes-Elusimicrobia -5.277667e+02 -5983.84443
## Tenericutes-Elusimicrobia -5.145000e+02 -5916.82199
## Thermodesulfobacteria-Elusimicrobia -5.176667e+02 -6435.61390
## Thermotogae-Elusimicrobia -5.297308e+02 -6034.96338
## Unknown-Elusimicrobia -6.750000e+01 -8944.42085
## Verrucomicrobia-Elusimicrobia 7.502813e+02 -4532.54333
## Fibrobacteres-Euryarchaeota 3.500000e+02 -7753.48298
## Firmicutes-Euryarchaeota 1.434658e+02 -7109.90058
## Fusobacteria-Euryarchaeota 7.475000e+01 -7469.18210
## Gemmatimonadetes-Euryarchaeota 3.693250e+03 -4410.23298
## Ignavibacteriae-Euryarchaeota 1.403500e+03 -7473.42085
## Kiritimatiellaeota-Euryarchaeota 3.563000e+03 -5313.92085
## Lentisphaerae-Euryarchaeota 6.410000e+02 -7728.24124
## Nitrospinae-Euryarchaeota 8.130000e+02 -9437.18528
## Nitrospirae-Euryarchaeota 2.443333e+03 -5925.90790
## Planctomycetota-Euryarchaeota 4.630000e+02 -6845.12573
## Proteobacteria-Euryarchaeota 5.962713e+02 -6654.19960
## Rhodothermaeota-Euryarchaeota 3.116667e+01 -7797.54166
## Spirochaetes-Euryarchaeota 2.783750e+02 -7119.05904
## Synergistetes-Euryarchaeota 5.733333e+00 -7479.94360
## Tenericutes-Euryarchaeota 1.900000e+01 -7427.58697
## Thermodesulfobacteria-Euryarchaeota 1.583333e+01 -7812.87499
## Thermotogae-Euryarchaeota 3.769231e+00 -7517.81043
## Unknown-Euryarchaeota 4.660000e+02 -9784.18528
## Verrucomicrobia-Euryarchaeota 1.283781e+03 -6076.57269
## Firmicutes-Fibrobacteres -2.065342e+02 -3841.29166
## Fusobacteria-Fibrobacteres -2.752500e+02 -4459.87062
## Gemmatimonadetes-Fibrobacteres 3.343250e+03 -1781.84264
## Ignavibacteriae-Fibrobacteres 1.053500e+03 -5223.43093
## Kiritimatiellaeota-Fibrobacteres 3.213000e+03 -3063.93093
## Lentisphaerae-Fibrobacteres 2.910000e+02 -5244.73274
## Nitrospinae-Fibrobacteres 4.630000e+02 -7640.48298
## Nitrospirae-Fibrobacteres 2.093333e+03 -3442.39941
## Planctomycetota-Fibrobacteres 1.130000e+02 -3629.83847
## Proteobacteria-Fibrobacteres 2.462713e+02 -3382.70470
## Rhodothermaeota-Fibrobacteres -3.188333e+02 -4997.38141
## Spirochaetes-Fibrobacteres -7.162500e+01 -3985.97916
## Synergistetes-Fibrobacteres -3.442667e+02 -4422.93032
## Tenericutes-Fibrobacteres -3.310000e+02 -4337.46922
## Thermodesulfobacteria-Fibrobacteres -3.341667e+02 -5012.71475
## Thermotogae-Fibrobacteres -3.462308e+02 -4490.41932
## Unknown-Fibrobacteres 1.160000e+02 -7987.48298
## Verrucomicrobia-Fibrobacteres 9.337813e+02 -2910.03823
## Fusobacteria-Firmicutes -6.871577e+01 -2179.62476
## Gemmatimonadetes-Firmicutes 3.549784e+03 -84.97321
## Ignavibacteriae-Firmicutes 1.260034e+03 -3872.67937
## Kiritimatiellaeota-Firmicutes 3.419534e+03 -1713.17937
## Lentisphaerae-Firmicutes 4.975342e+02 -3696.41666
## Nitrospinae-Firmicutes 6.695342e+02 -6583.83213
## Nitrospirae-Firmicutes 2.299868e+03 -1894.08333
## Planctomycetota-Firmicutes 3.195342e+02 -657.05515
## Proteobacteria-Firmicutes 4.528056e+02 114.64262
## Rhodothermaeota-Firmicutes -1.122991e+02 -3084.45307
## Spirochaetes-Firmicutes 1.349092e+02 -1370.76522
## Synergistetes-Firmicutes -1.377324e+02 -2029.92278
## Tenericutes-Firmicutes -1.244658e+02 -1855.55867
## Thermodesulfobacteria-Firmicutes -1.276324e+02 -3099.78641
## Thermotogae-Firmicutes -1.396965e+02 -2169.27428
## Unknown-Firmicutes 3.225342e+02 -6930.83213
## Verrucomicrobia-Firmicutes 1.140315e+03 -171.10941
## Gemmatimonadetes-Fusobacteria 3.618500e+03 -566.12062
## Ignavibacteriae-Fusobacteria 1.328750e+03 -4206.98274
## Kiritimatiellaeota-Fusobacteria 3.488250e+03 -2047.48274
## Lentisphaerae-Fusobacteria 5.662500e+02 -4112.29808
## Nitrospinae-Fusobacteria 7.382500e+02 -6805.68210
## Nitrospirae-Fusobacteria 2.368583e+03 -2309.96475
## Planctomycetota-Fusobacteria 3.882500e+02 -1903.76111
## Proteobacteria-Fusobacteria 5.215213e+02 -1579.41708
## Rhodothermaeota-Fusobacteria -4.358333e+01 -3667.57109
## Spirochaetes-Fusobacteria 2.036250e+02 -2358.92132
## Synergistetes-Fusobacteria -6.901667e+01 -2876.14552
## Tenericutes-Fusobacteria -5.575000e+01 -2756.91099
## Thermodesulfobacteria-Fusobacteria -5.891667e+01 -3682.90443
## Thermotogae-Fusobacteria -7.098077e+01 -2972.49312
## Unknown-Fusobacteria 3.912500e+02 -7152.68210
## Verrucomicrobia-Fusobacteria 1.209031e+03 -1244.42006
## Ignavibacteriae-Gemmatimonadetes -2.289750e+03 -8566.68093
## Kiritimatiellaeota-Gemmatimonadetes -1.302500e+02 -6407.18093
## Lentisphaerae-Gemmatimonadetes -3.052250e+03 -8587.98274
## Nitrospinae-Gemmatimonadetes -2.880250e+03 -10983.73298
## Nitrospirae-Gemmatimonadetes -1.249917e+03 -6785.64941
## Planctomycetota-Gemmatimonadetes -3.230250e+03 -6973.08847
## Proteobacteria-Gemmatimonadetes -3.096979e+03 -6725.95470
## Rhodothermaeota-Gemmatimonadetes -3.662083e+03 -8340.63141
## Spirochaetes-Gemmatimonadetes -3.414875e+03 -7329.22916
## Synergistetes-Gemmatimonadetes -3.687517e+03 -7766.18032
## Tenericutes-Gemmatimonadetes -3.674250e+03 -7680.71922
## Thermodesulfobacteria-Gemmatimonadetes -3.677417e+03 -8355.96475
## Thermotogae-Gemmatimonadetes -3.689481e+03 -7833.66932
## Unknown-Gemmatimonadetes -3.227250e+03 -11330.73298
## Verrucomicrobia-Gemmatimonadetes -2.409469e+03 -6253.28823
## Kiritimatiellaeota-Ignavibacteriae 2.159500e+03 -5088.47552
## Lentisphaerae-Ignavibacteriae -7.625000e+02 -7378.96615
## Nitrospinae-Ignavibacteriae -5.905000e+02 -9467.42085
## Nitrospirae-Ignavibacteriae 1.039833e+03 -5576.63282
## Planctomycetota-Ignavibacteriae -9.405000e+02 -6150.31066
## Proteobacteria-Ignavibacteriae -8.072287e+02 -5935.84976
## Rhodothermaeota-Ignavibacteriae -1.372333e+03 -7290.28057
## Spirochaetes-Ignavibacteriae -1.125125e+03 -6459.49055
## Synergistetes-Ignavibacteriae -1.397767e+03 -6853.84443
## Tenericutes-Ignavibacteriae -1.384500e+03 -6786.82199
## Thermodesulfobacteria-Ignavibacteriae -1.387667e+03 -7305.61390
## Thermotogae-Ignavibacteriae -1.399731e+03 -6904.96338
## Unknown-Ignavibacteriae -9.375000e+02 -9814.42085
## Verrucomicrobia-Ignavibacteriae -1.197187e+02 -5402.54333
## Lentisphaerae-Kiritimatiellaeota -2.922000e+03 -9538.46615
## Nitrospinae-Kiritimatiellaeota -2.750000e+03 -11626.92085
## Nitrospirae-Kiritimatiellaeota -1.119667e+03 -7736.13282
## Planctomycetota-Kiritimatiellaeota -3.100000e+03 -8309.81066
## Proteobacteria-Kiritimatiellaeota -2.966729e+03 -8095.34976
## Rhodothermaeota-Kiritimatiellaeota -3.531833e+03 -9449.78057
## Spirochaetes-Kiritimatiellaeota -3.284625e+03 -8618.99055
## Synergistetes-Kiritimatiellaeota -3.557267e+03 -9013.34443
## Tenericutes-Kiritimatiellaeota -3.544000e+03 -8946.32199
## Thermodesulfobacteria-Kiritimatiellaeota -3.547167e+03 -9465.11390
## Thermotogae-Kiritimatiellaeota -3.559231e+03 -9064.46338
## Unknown-Kiritimatiellaeota -3.097000e+03 -11973.92085
## Verrucomicrobia-Kiritimatiellaeota -2.279219e+03 -7562.04333
## Nitrospinae-Lentisphaerae 1.720000e+02 -8197.24124
## Nitrospirae-Lentisphaerae 1.802333e+03 -4115.61390
## Planctomycetota-Lentisphaerae -1.780000e+02 -4465.96015
## Proteobacteria-Lentisphaerae -4.472865e+01 -4233.66999
## Rhodothermaeota-Lentisphaerae -6.098333e+02 -5734.92597
## Spirochaetes-Lentisphaerae -3.626250e+02 -4801.08542
## Synergistetes-Lentisphaerae -6.352667e+02 -5219.28888
## Tenericutes-Lentisphaerae -6.220000e+02 -5141.90686
## Thermodesulfobacteria-Lentisphaerae -6.251667e+02 -5750.25931
## Thermotogae-Lentisphaerae -6.372308e+02 -5279.65053
## Unknown-Lentisphaerae -1.750000e+02 -8544.24124
## Verrucomicrobia-Lentisphaerae 6.427813e+02 -3733.59975
## Nitrospirae-Nitrospinae 1.630333e+03 -6738.90790
## Planctomycetota-Nitrospinae -3.500000e+02 -7658.12573
## Proteobacteria-Nitrospinae -2.167287e+02 -7467.19960
## Rhodothermaeota-Nitrospinae -7.818333e+02 -8610.54166
## Spirochaetes-Nitrospinae -5.346250e+02 -7932.05904
## Synergistetes-Nitrospinae -8.072667e+02 -8292.94360
## Tenericutes-Nitrospinae -7.940000e+02 -8240.58697
## Thermodesulfobacteria-Nitrospinae -7.971667e+02 -8625.87499
## Thermotogae-Nitrospinae -8.092308e+02 -8330.81043
## Unknown-Nitrospinae -3.470000e+02 -10597.18528
## Verrucomicrobia-Nitrospinae 4.707813e+02 -6889.57269
## Planctomycetota-Nitrospirae -1.980333e+03 -6268.29348
## Proteobacteria-Nitrospirae -1.847062e+03 -6036.00333
## Rhodothermaeota-Nitrospirae -2.412167e+03 -7537.25931
## Spirochaetes-Nitrospirae -2.164958e+03 -6603.41876
## Synergistetes-Nitrospirae -2.437600e+03 -7021.62221
## Tenericutes-Nitrospirae -2.424333e+03 -6944.24019
## Thermodesulfobacteria-Nitrospirae -2.427500e+03 -7552.59264
## Thermotogae-Nitrospirae -2.439564e+03 -7081.98386
## Unknown-Nitrospirae -1.977333e+03 -10346.57457
## Verrucomicrobia-Nitrospirae -1.159552e+03 -5535.93308
## Proteobacteria-Planctomycetota 1.332713e+02 -821.57541
## Rhodothermaeota-Planctomycetota -4.318333e+02 -3535.23104
## Spirochaetes-Planctomycetota -1.846250e+02 -1935.17740
## Synergistetes-Planctomycetota -4.572667e+02 -2549.57698
## Tenericutes-Planctomycetota -4.440000e+02 -2391.83489
## Thermodesulfobacteria-Planctomycetota -4.471667e+02 -3550.56438
## Thermotogae-Planctomycetota -4.592308e+02 -2676.56339
## Unknown-Planctomycetota 3.000000e+00 -7305.12573
## Verrucomicrobia-Planctomycetota 8.207813e+02 -765.79160
## Rhodothermaeota-Proteobacteria -5.651047e+02 -3530.18558
## Spirochaetes-Proteobacteria -3.178963e+02 -1809.56021
## Synergistetes-Proteobacteria -5.905380e+02 -2471.59883
## Tenericutes-Proteobacteria -5.772713e+02 -2296.19198
## Thermodesulfobacteria-Proteobacteria -5.804380e+02 -3545.51891
## Thermotogae-Proteobacteria -5.925021e+02 -2611.70774
## Unknown-Proteobacteria -1.302713e+02 -7380.74230
## Verrucomicrobia-Proteobacteria 6.875099e+02 -607.80503
## Spirochaetes-Rhodothermaeota 2.472083e+02 -3061.02474
## Synergistetes-Rhodothermaeota -2.543333e+01 -3526.53813
## Tenericutes-Rhodothermaeota -1.216667e+01 -3428.89509
## Thermodesulfobacteria-Rhodothermaeota -1.533333e+01 -4199.95395
## Thermotogae-Rhodothermaeota -2.739744e+01 -3604.62211
## Unknown-Rhodothermaeota 4.348333e+02 -7393.87499
## Verrucomicrobia-Rhodothermaeota 1.252615e+03 -1971.85216
## Synergistetes-Spirochaetes -2.726417e+02 -2658.24246
## Tenericutes-Spirochaetes -2.593750e+02 -2519.32843
## Thermodesulfobacteria-Spirochaetes -2.625417e+02 -3570.77474
## Thermotogae-Spirochaetes -2.746058e+02 -2770.58107
## Unknown-Spirochaetes 1.876250e+02 -7209.80904
## Verrucomicrobia-Spirochaetes 1.005406e+03 -951.77083
## Tenericutes-Synergistetes 1.326667e+01 -2520.64695
## Thermodesulfobacteria-Synergistetes 1.010000e+01 -3491.00480
## Thermotogae-Synergistetes -1.964103e+00 -2748.45667
## Unknown-Synergistetes 4.602667e+02 -7025.41026
## Verrucomicrobia-Synergistetes 1.278048e+03 -989.96241
## Thermodesulfobacteria-Tenericutes -3.166667e+00 -3419.89509
## Thermotogae-Tenericutes -1.523077e+01 -2653.32094
## Unknown-Tenericutes 4.470000e+02 -6999.58697
## Verrucomicrobia-Tenericutes 1.264781e+03 -870.67402
## Thermotogae-Thermodesulfobacteria -1.206410e+01 -3589.28877
## Unknown-Thermodesulfobacteria 4.501667e+02 -7378.54166
## Verrucomicrobia-Thermodesulfobacteria 1.267948e+03 -1956.51883
## Unknown-Thermotogae 4.622308e+02 -7059.34889
## Verrucomicrobia-Thermotogae 1.280012e+03 -1103.82363
## Verrucomicrobia-Unknown 8.177813e+02 -6542.57269
## upr p adj
## Acidobacteria-Abditibacteriota 10828.0950 0.9993576
## Actinobacteria-Abditibacteriota 7224.2624 1.0000000
## Aquificae-Abditibacteriota 7427.9908 1.0000000
## Armatimonadetes-Abditibacteriota 8791.9830 1.0000000
## Atribacterota-Abditibacteriota 10136.1853 1.0000000
## Bacteria_none_none-Abditibacteriota 8720.9208 1.0000000
## Bacteroidota-Abditibacteriota 7430.9427 1.0000000
## Balneolaeota-Abditibacteriota 7709.5417 1.0000000
## Caldiserica-Abditibacteriota 10094.1853 1.0000000
## Calditrichaeota-Abditibacteriota 10639.4208 1.0000000
## Candidatus Melainabacteria-Abditibacteriota 10757.1853 1.0000000
## Chlamydiae-Abditibacteriota 7538.2640 1.0000000
## Chlorobi-Abditibacteriota 7793.1594 1.0000000
## Chloroflexi-Abditibacteriota 7509.5384 1.0000000
## Chrysiogenetes-Abditibacteriota 8724.4208 1.0000000
## Coprothermobacterota-Abditibacteriota 10140.1853 1.0000000
## Cyanobacteria-Abditibacteriota 7898.5855 1.0000000
## Deferribacteres-Abditibacteriota 7499.2592 1.0000000
## Deinococcus-Thermus-Abditibacteriota 7544.3409 1.0000000
## Dictyoglomi-Abditibacteriota 10118.1853 1.0000000
## Elusimicrobia-Abditibacteriota 9253.4208 1.0000000
## Euryarchaeota-Abditibacteriota 10093.1853 1.0000000
## Fibrobacteres-Abditibacteriota 8296.4830 1.0000000
## Firmicutes-Abditibacteriota 7239.8321 1.0000000
## Fusobacteria-Abditibacteriota 7461.6821 1.0000000
## Gemmatimonadetes-Abditibacteriota 11639.7330 0.9998897
## Ignavibacteriae-Abditibacteriota 10123.4208 1.0000000
## Kiritimatiellaeota-Abditibacteriota 12282.9208 0.9999958
## Lentisphaerae-Abditibacteriota 8853.2412 1.0000000
## Nitrospinae-Abditibacteriota 10906.1853 1.0000000
## Nitrospirae-Abditibacteriota 10655.5746 1.0000000
## Planctomycetota-Abditibacteriota 7614.1257 1.0000000
## Proteobacteria-Abditibacteriota 7689.7423 1.0000000
## Rhodothermaeota-Abditibacteriota 7702.8750 1.0000000
## Spirochaetes-Abditibacteriota 7518.8090 1.0000000
## Synergistetes-Abditibacteriota 7334.4103 1.0000000
## Tenericutes-Abditibacteriota 7308.5870 1.0000000
## Thermodesulfobacteria-Abditibacteriota 7687.5417 1.0000000
## Thermotogae-Abditibacteriota 7368.3489 1.0000000
## Unknown-Abditibacteriota 10559.1853 1.0000000
## Verrucomicrobia-Abditibacteriota 8487.1352 1.0000000
## Actinobacteria-Acidobacteria -2188.4364 0.0000000
## Aquificae-Acidobacteria -1089.9728 0.0000187
## Armatimonadetes-Acidobacteria 1054.7217 0.6812879
## Atribacterota-Acidobacteria 3771.8525 0.9987361
## Bacteria_none_none-Acidobacteria 1650.9929 0.7946723
## Bacteroidota-Acidobacteria -1982.1020 0.0000000
## Balneolaeota-Acidobacteria -373.5444 0.0086541
## Caldiserica-Acidobacteria 3729.8525 0.9983995
## Calditrichaeota-Acidobacteria 3569.4929 1.0000000
## Candidatus Melainabacteria-Acidobacteria 4392.8525 0.9999847
## Chlamydiae-Acidobacteria -764.1774 0.0005717
## Chlorobi-Acidobacteria -139.4252 0.0282921
## Chloroflexi-Acidobacteria -1571.4177 0.0000000
## Chrysiogenetes-Acidobacteria 1654.4929 0.7964602
## Coprothermobacterota-Acidobacteria 3775.8525 0.9987646
## Cyanobacteria-Acidobacteria -1480.8737 0.0000000
## Deferribacteres-Acidobacteria -886.2926 0.0001817
## Deinococcus-Thermus-Acidobacteria -912.1824 0.0001120
## Dictyoglomi-Acidobacteria 3753.8525 0.9986003
## Elusimicrobia-Acidobacteria 2183.4929 0.9679782
## Euryarchaeota-Acidobacteria 3728.8525 0.9983906
## Fibrobacteres-Acidobacteria 559.2217 0.2727109
## Firmicutes-Acidobacteria -2192.3366 0.0000000
## Fusobacteria-Acidobacteria -1110.0792 0.0000114
## Gemmatimonadetes-Acidobacteria 3902.4717 1.0000000
## Ignavibacteriae-Acidobacteria 3053.4929 0.9999524
## Kiritimatiellaeota-Acidobacteria 5212.9929 1.0000000
## Lentisphaerae-Acidobacteria 1383.5725 0.8046991
## Nitrospinae-Acidobacteria 4541.8525 0.9999961
## Nitrospirae-Acidobacteria 3185.9058 1.0000000
## Planctomycetota-Acidobacteria -1594.3042 0.0000000
## Proteobacteria-Acidobacteria -1755.8822 0.0000000
## Rhodothermaeota-Acidobacteria -380.2111 0.0083641
## Spirochaetes-Acidobacteria -1405.3196 0.0000000
## Synergistetes-Acidobacteria -1365.3714 0.0000003
## Tenericutes-Acidobacteria -1485.3458 0.0000000
## Thermodesulfobacteria-Acidobacteria -395.5444 0.0077308
## Thermotogae-Acidobacteria -1250.9736 0.0000021
## Unknown-Acidobacteria 4194.8525 0.9999233
## Verrucomicrobia-Acidobacteria -546.1257 0.0002804
## Aquificae-Actinobacteria 2108.2649 1.0000000
## Armatimonadetes-Actinobacteria 4365.1351 1.0000000
## Atribacterota-Actinobacteria 7177.0037 1.0000000
## Bacteria_none_none-Actinobacteria 5016.1120 1.0000000
## Bacteroidota-Actinobacteria 735.0229 0.9999928
## Balneolaeota-Actinobacteria 2896.7555 1.0000000
## Caldiserica-Actinobacteria 7135.0037 1.0000000
## Calditrichaeota-Actinobacteria 6934.6120 0.9999997
## Candidatus Melainabacteria-Actinobacteria 7798.0037 1.0000000
## Chlamydiae-Actinobacteria 2473.7316 1.0000000
## Chlorobi-Actinobacteria 3149.7016 1.0000000
## Chloroflexi-Actinobacteria 1446.6018 1.0000000
## Chrysiogenetes-Actinobacteria 5019.6120 1.0000000
## Coprothermobacterota-Actinobacteria 7181.0037 1.0000000
## Cyanobacteria-Actinobacteria 1290.5729 0.0182956
## Deferribacteres-Actinobacteria 2337.4047 1.0000000
## Deinococcus-Thermus-Actinobacteria 2298.3409 1.0000000
## Dictyoglomi-Actinobacteria 7159.0037 1.0000000
## Elusimicrobia-Actinobacteria 5548.6120 1.0000000
## Euryarchaeota-Actinobacteria 7134.0037 1.0000000
## Fibrobacteres-Actinobacteria 3869.6351 1.0000000
## Firmicutes-Actinobacteria 487.0224 1.0000000
## Fusobacteria-Actinobacteria 2076.6443 1.0000000
## Gemmatimonadetes-Actinobacteria 7212.8851 0.0656043
## Ignavibacteriae-Actinobacteria 6418.6120 1.0000000
## Kiritimatiellaeota-Actinobacteria 8578.1120 0.8401032
## Lentisphaerae-Actinobacteria 4718.6964 1.0000000
## Nitrospinae-Actinobacteria 7947.0037 1.0000000
## Nitrospirae-Actinobacteria 6521.0298 0.9873137
## Planctomycetota-Actinobacteria 1347.1608 0.9999999
## Proteobacteria-Actinobacteria 892.4851 0.0073804
## Rhodothermaeota-Actinobacteria 2890.0888 1.0000000
## Spirochaetes-Actinobacteria 1680.8419 1.0000000
## Synergistetes-Actinobacteria 1790.5846 1.0000000
## Tenericutes-Actinobacteria 1644.2551 1.0000000
## Thermodesulfobacteria-Actinobacteria 2874.7555 1.0000000
## Thermotogae-Actinobacteria 1924.9137 1.0000000
## Unknown-Actinobacteria 7600.0037 1.0000000
## Verrucomicrobia-Actinobacteria 2494.9737 0.2363019
## Armatimonadetes-Aquificae 5062.6787 1.0000000
## Atribacterota-Aquificae 7598.5363 1.0000000
## Bacteria_none_none-Aquificae 5557.8358 1.0000000
## Bacteroidota-Aquificae 2532.5752 1.0000000
## Balneolaeota-Aquificae 3701.5929 1.0000000
## Caldiserica-Aquificae 7556.5363 1.0000000
## Calditrichaeota-Aquificae 7476.3358 0.9999998
## Candidatus Melainabacteria-Aquificae 8219.5363 1.0000000
## Chlamydiae-Aquificae 3360.7434 1.0000000
## Chlorobi-Aquificae 3904.9400 1.0000000
## Chloroflexi-Aquificae 2795.6303 1.0000000
## Chrysiogenetes-Aquificae 5561.3358 1.0000000
## Coprothermobacterota-Aquificae 7602.5363 1.0000000
## Cyanobacteria-Aquificae 3017.3149 0.9999998
## Deferribacteres-Aquificae 3259.2177 1.0000000
## Deinococcus-Thermus-Aquificae 3251.7412 1.0000000
## Dictyoglomi-Aquificae 7580.5363 1.0000000
## Elusimicrobia-Aquificae 6090.3358 1.0000000
## Euryarchaeota-Aquificae 7555.5363 1.0000000
## Fibrobacteres-Aquificae 4567.1787 1.0000000
## Firmicutes-Aquificae 2331.8988 1.0000000
## Fusobacteria-Aquificae 3085.4984 1.0000000
## Gemmatimonadetes-Aquificae 7910.4287 0.2360877
## Ignavibacteriae-Aquificae 6960.3358 1.0000000
## Kiritimatiellaeota-Aquificae 9119.8358 0.9062536
## Lentisphaerae-Aquificae 5347.1615 1.0000000
## Nitrospinae-Aquificae 8368.5363 1.0000000
## Nitrospirae-Aquificae 7149.4948 0.9963442
## Planctomycetota-Aquificae 2825.5176 1.0000000
## Proteobacteria-Aquificae 2775.1531 1.0000000
## Rhodothermaeota-Aquificae 3694.9263 1.0000000
## Spirochaetes-Aquificae 2902.7048 1.0000000
## Synergistetes-Aquificae 2868.1489 1.0000000
## Tenericutes-Aquificae 2778.1237 1.0000000
## Thermodesulfobacteria-Aquificae 3679.5929 1.0000000
## Thermotogae-Aquificae 2958.3436 1.0000000
## Unknown-Aquificae 8021.5363 1.0000000
## Verrucomicrobia-Aquificae 3802.3131 0.9978026
## Atribacterota-Armatimonadetes 7300.9830 1.0000000
## Bacteria_none_none-Armatimonadetes 5432.4309 1.0000000
## Bacteroidota-Armatimonadetes 3127.9981 1.0000000
## Balneolaeota-Armatimonadetes 3870.8814 1.0000000
## Caldiserica-Armatimonadetes 7258.9830 1.0000000
## Calditrichaeota-Armatimonadetes 7350.9309 1.0000000
## Candidatus Melainabacteria-Armatimonadetes 7921.9830 1.0000000
## Chlamydiae-Armatimonadetes 3600.5854 1.0000000
## Chlorobi-Armatimonadetes 4026.9898 1.0000000
## Chloroflexi-Armatimonadetes 3290.6231 1.0000000
## Chrysiogenetes-Armatimonadetes 5435.9309 1.0000000
## Coprothermobacterota-Armatimonadetes 7304.9830 1.0000000
## Cyanobacteria-Armatimonadetes 3603.1321 1.0000000
## Deferribacteres-Armatimonadetes 3526.2135 1.0000000
## Deinococcus-Thermus-Armatimonadetes 3542.0601 1.0000000
## Dictyoglomi-Armatimonadetes 7282.9830 1.0000000
## Elusimicrobia-Armatimonadetes 5964.9309 1.0000000
## Euryarchaeota-Armatimonadetes 7257.9830 1.0000000
## Fibrobacteres-Armatimonadetes 4629.5926 1.0000000
## Firmicutes-Armatimonadetes 2932.7232 1.0000000
## Fusobacteria-Armatimonadetes 3413.8706 1.0000000
## Gemmatimonadetes-Armatimonadetes 7972.8426 0.9859304
## Ignavibacteriae-Armatimonadetes 6834.9309 1.0000000
## Kiritimatiellaeota-Armatimonadetes 8994.4309 0.9999087
## Lentisphaerae-Armatimonadetes 5331.2327 1.0000000
## Nitrospinae-Armatimonadetes 8070.9830 1.0000000
## Nitrospirae-Armatimonadetes 7133.5661 1.0000000
## Planctomycetota-Armatimonadetes 3360.3385 1.0000000
## Proteobacteria-Armatimonadetes 3379.7474 1.0000000
## Rhodothermaeota-Armatimonadetes 3864.2147 1.0000000
## Spirochaetes-Armatimonadetes 3347.2292 1.0000000
## Synergistetes-Armatimonadetes 3238.8970 1.0000000
## Tenericutes-Armatimonadetes 3179.9692 1.0000000
## Thermodesulfobacteria-Armatimonadetes 3848.8814 1.0000000
## Thermotogae-Armatimonadetes 3302.4578 1.0000000
## Unknown-Armatimonadetes 7723.9830 1.0000000
## Verrucomicrobia-Armatimonadetes 4282.1007 1.0000000
## Bacteria_none_none-Atribacterota 8834.9208 1.0000000
## Bacteroidota-Atribacterota 7544.9427 1.0000000
## Balneolaeota-Atribacterota 7823.5417 1.0000000
## Caldiserica-Atribacterota 10208.1853 1.0000000
## Calditrichaeota-Atribacterota 10753.4208 1.0000000
## Candidatus Melainabacteria-Atribacterota 10871.1853 1.0000000
## Chlamydiae-Atribacterota 7652.2640 1.0000000
## Chlorobi-Atribacterota 7907.1594 1.0000000
## Chloroflexi-Atribacterota 7623.5384 1.0000000
## Chrysiogenetes-Atribacterota 8838.4208 1.0000000
## Coprothermobacterota-Atribacterota 10254.1853 1.0000000
## Cyanobacteria-Atribacterota 8012.5855 1.0000000
## Deferribacteres-Atribacterota 7613.2592 1.0000000
## Deinococcus-Thermus-Atribacterota 7658.3409 1.0000000
## Dictyoglomi-Atribacterota 10232.1853 1.0000000
## Elusimicrobia-Atribacterota 9367.4208 1.0000000
## Euryarchaeota-Atribacterota 10207.1853 1.0000000
## Fibrobacteres-Atribacterota 8410.4830 1.0000000
## Firmicutes-Atribacterota 7353.8321 1.0000000
## Fusobacteria-Atribacterota 7575.6821 1.0000000
## Gemmatimonadetes-Atribacterota 11753.7330 0.9997694
## Ignavibacteriae-Atribacterota 10237.4208 1.0000000
## Kiritimatiellaeota-Atribacterota 12396.9208 0.9999899
## Lentisphaerae-Atribacterota 8967.2412 1.0000000
## Nitrospinae-Atribacterota 11020.1853 1.0000000
## Nitrospirae-Atribacterota 10769.5746 1.0000000
## Planctomycetota-Atribacterota 7728.1257 1.0000000
## Proteobacteria-Atribacterota 7803.7423 1.0000000
## Rhodothermaeota-Atribacterota 7816.8750 1.0000000
## Spirochaetes-Atribacterota 7632.8090 1.0000000
## Synergistetes-Atribacterota 7448.4103 1.0000000
## Tenericutes-Atribacterota 7422.5870 1.0000000
## Thermodesulfobacteria-Atribacterota 7801.5417 1.0000000
## Thermotogae-Atribacterota 7482.3489 1.0000000
## Unknown-Atribacterota 10673.1853 1.0000000
## Verrucomicrobia-Atribacterota 8601.1352 1.0000000
## Bacteroidota-Bacteria_none_none 5468.0194 1.0000000
## Balneolaeota-Bacteria_none_none 5954.7806 1.0000000
## Caldiserica-Bacteria_none_none 8876.9208 1.0000000
## Calditrichaeota-Bacteria_none_none 9166.4755 1.0000000
## Candidatus Melainabacteria-Bacteria_none_none 9539.9208 1.0000000
## Chlamydiae-Bacteria_none_none 5736.6528 1.0000000
## Chlorobi-Bacteria_none_none 6073.4914 1.0000000
## Chloroflexi-Bacteria_none_none 5582.0560 1.0000000
## Chrysiogenetes-Bacteria_none_none 7251.4755 1.0000000
## Coprothermobacterota-Bacteria_none_none 8922.9208 1.0000000
## Cyanobacteria-Bacteria_none_none 5938.7799 1.0000000
## Deferribacteres-Bacteria_none_none 5681.2253 1.0000000
## Deinococcus-Thermus-Bacteria_none_none 5712.8577 1.0000000
## Dictyoglomi-Bacteria_none_none 8900.9208 1.0000000
## Elusimicrobia-Bacteria_none_none 7780.4755 1.0000000
## Euryarchaeota-Bacteria_none_none 8875.9208 1.0000000
## Fibrobacteres-Bacteria_none_none 6625.9309 1.0000000
## Firmicutes-Bacteria_none_none 5275.1794 1.0000000
## Fusobacteria-Bacteria_none_none 5609.4827 1.0000000
## Gemmatimonadetes-Bacteria_none_none 9969.1809 0.9664460
## Ignavibacteriae-Bacteria_none_none 8650.4755 1.0000000
## Kiritimatiellaeota-Bacteria_none_none 10809.9755 0.9984991
## Lentisphaerae-Bacteria_none_none 7256.4661 1.0000000
## Nitrospinae-Bacteria_none_none 9688.9208 1.0000000
## Nitrospirae-Bacteria_none_none 9058.7995 0.9999985
## Planctomycetota-Bacteria_none_none 5671.8107 1.0000000
## Proteobacteria-Bacteria_none_none 5723.8925 1.0000000
## Rhodothermaeota-Bacteria_none_none 5948.1139 1.0000000
## Spirochaetes-Bacteria_none_none 5611.7405 1.0000000
## Synergistetes-Bacteria_none_none 5460.8111 1.0000000
## Tenericutes-Bacteria_none_none 5420.3220 1.0000000
## Thermodesulfobacteria-Bacteria_none_none 5932.7806 1.0000000
## Thermotogae-Bacteria_none_none 5508.0018 1.0000000
## Unknown-Bacteria_none_none 9341.9208 1.0000000
## Verrucomicrobia-Bacteria_none_none 6565.6058 1.0000000
## Balneolaeota-Bacteroidota 2689.8122 1.0000000
## Caldiserica-Bacteroidota 6928.1702 1.0000000
## Calditrichaeota-Bacteroidota 6727.7470 1.0000000
## Candidatus Melainabacteria-Bacteroidota 7591.1702 1.0000000
## Chlamydiae-Bacteroidota 2266.7600 1.0000000
## Chlorobi-Bacteroidota 2942.7743 1.0000000
## Chloroflexi-Bacteroidota 1239.3997 1.0000000
## Chrysiogenetes-Bacteroidota 4812.7470 1.0000000
## Coprothermobacterota-Bacteroidota 6974.1702 1.0000000
## Cyanobacteria-Bacteroidota 1082.9241 0.6369998
## Deferribacteres-Bacteroidota 2130.4204 1.0000000
## Deinococcus-Thermus-Bacteroidota 2091.3446 1.0000000
## Dictyoglomi-Bacteroidota 6952.1702 1.0000000
## Elusimicrobia-Bacteroidota 5341.7470 1.0000000
## Euryarchaeota-Bacteroidota 6927.1702 1.0000000
## Fibrobacteres-Bacteroidota 3662.7256 1.0000000
## Firmicutes-Bacteroidota 279.0741 0.9999864
## Fusobacteria-Bacteroidota 1869.6259 1.0000000
## Gemmatimonadetes-Bacteroidota 7005.9756 0.1324179
## Ignavibacteriae-Bacteroidota 6211.7470 1.0000000
## Kiritimatiellaeota-Bacteroidota 8371.2470 0.9188918
## Lentisphaerae-Bacteroidota 4511.8072 1.0000000
## Nitrospinae-Bacteroidota 7740.1702 1.0000000
## Nitrospirae-Bacteroidota 6314.1405 0.9976264
## Planctomycetota-Bacteroidota 1139.8521 1.0000000
## Proteobacteria-Bacteroidota 684.4021 0.9088734
## Rhodothermaeota-Bacteroidota 2683.1455 1.0000000
## Spirochaetes-Bacteroidota 1473.7206 1.0000000
## Synergistetes-Bacteroidota 1583.5364 1.0000000
## Tenericutes-Bacteroidota 1437.1803 1.0000000
## Thermodesulfobacteria-Bacteroidota 2667.8122 1.0000000
## Thermotogae-Bacteroidota 1717.8849 1.0000000
## Unknown-Bacteroidota 7393.1702 1.0000000
## Verrucomicrobia-Bacteroidota 2287.8003 0.7151004
## Caldiserica-Balneolaeota 7791.8750 1.0000000
## Calditrichaeota-Balneolaeota 7799.6139 1.0000000
## Candidatus Melainabacteria-Balneolaeota 8454.8750 1.0000000
## Chlamydiae-Balneolaeota 3884.1458 1.0000000
## Chlorobi-Balneolaeota 4361.4338 1.0000000
## Chloroflexi-Balneolaeota 3473.3178 1.0000000
## Chrysiogenetes-Balneolaeota 5884.6139 1.0000000
## Coprothermobacterota-Balneolaeota 7837.8750 1.0000000
## Cyanobacteria-Balneolaeota 3753.3711 1.0000000
## Deferribacteres-Balneolaeota 3798.4074 1.0000000
## Deinococcus-Thermus-Balneolaeota 3804.6051 1.0000000
## Dictyoglomi-Balneolaeota 7815.8750 1.0000000
## Elusimicrobia-Balneolaeota 6413.6139 1.0000000
## Euryarchaeota-Balneolaeota 7790.8750 1.0000000
## Fibrobacteres-Balneolaeota 4990.7147 1.0000000
## Firmicutes-Balneolaeota 3077.7864 1.0000000
## Fusobacteria-Balneolaeota 3660.9044 1.0000000
## Gemmatimonadetes-Balneolaeota 8333.9647 0.4928434
## Ignavibacteriae-Balneolaeota 7283.6139 1.0000000
## Kiritimatiellaeota-Balneolaeota 9443.1139 0.9599446
## Lentisphaerae-Balneolaeota 5728.2593 1.0000000
## Nitrospinae-Balneolaeota 8603.8750 1.0000000
## Nitrospirae-Balneolaeota 7530.5926 0.9994259
## Planctomycetota-Balneolaeota 3528.5644 1.0000000
## Proteobacteria-Balneolaeota 3523.5189 1.0000000
## Rhodothermaeota-Balneolaeota 4177.9540 1.0000000
## Spirochaetes-Balneolaeota 3548.7747 1.0000000
## Synergistetes-Balneolaeota 3469.0048 1.0000000
## Tenericutes-Balneolaeota 3397.8951 1.0000000
## Thermodesulfobacteria-Balneolaeota 4162.6206 1.0000000
## Thermotogae-Balneolaeota 3543.1606 1.0000000
## Unknown-Balneolaeota 8256.8750 1.0000000
## Verrucomicrobia-Balneolaeota 4470.4147 0.9999949
## Calditrichaeota-Caldiserica 10795.4208 1.0000000
## Candidatus Melainabacteria-Caldiserica 10913.1853 1.0000000
## Chlamydiae-Caldiserica 7694.2640 1.0000000
## Chlorobi-Caldiserica 7949.1594 1.0000000
## Chloroflexi-Caldiserica 7665.5384 1.0000000
## Chrysiogenetes-Caldiserica 8880.4208 1.0000000
## Coprothermobacterota-Caldiserica 10296.1853 1.0000000
## Cyanobacteria-Caldiserica 8054.5855 1.0000000
## Deferribacteres-Caldiserica 7655.2592 1.0000000
## Deinococcus-Thermus-Caldiserica 7700.3409 1.0000000
## Dictyoglomi-Caldiserica 10274.1853 1.0000000
## Elusimicrobia-Caldiserica 9409.4208 1.0000000
## Euryarchaeota-Caldiserica 10249.1853 1.0000000
## Fibrobacteres-Caldiserica 8452.4830 1.0000000
## Firmicutes-Caldiserica 7395.8321 1.0000000
## Fusobacteria-Caldiserica 7617.6821 1.0000000
## Gemmatimonadetes-Caldiserica 11795.7330 0.9997013
## Ignavibacteriae-Caldiserica 10279.4208 1.0000000
## Kiritimatiellaeota-Caldiserica 12438.9208 0.9999862
## Lentisphaerae-Caldiserica 9009.2412 1.0000000
## Nitrospinae-Caldiserica 11062.1853 1.0000000
## Nitrospirae-Caldiserica 10811.5746 1.0000000
## Planctomycetota-Caldiserica 7770.1257 1.0000000
## Proteobacteria-Caldiserica 7845.7423 1.0000000
## Rhodothermaeota-Caldiserica 7858.8750 1.0000000
## Spirochaetes-Caldiserica 7674.8090 1.0000000
## Synergistetes-Caldiserica 7490.4103 1.0000000
## Tenericutes-Caldiserica 7464.5870 1.0000000
## Thermodesulfobacteria-Caldiserica 7843.5417 1.0000000
## Thermotogae-Caldiserica 7524.3489 1.0000000
## Unknown-Caldiserica 10715.1853 1.0000000
## Verrucomicrobia-Caldiserica 8643.1352 1.0000000
## Candidatus Melainabacteria-Calditrichaeota 7621.4208 1.0000000
## Chlamydiae-Calditrichaeota 3818.1528 0.9999999
## Chlorobi-Calditrichaeota 4154.9914 1.0000000
## Chloroflexi-Calditrichaeota 3663.5560 1.0000000
## Chrysiogenetes-Calditrichaeota 5332.9755 1.0000000
## Coprothermobacterota-Calditrichaeota 7004.4208 1.0000000
## Cyanobacteria-Calditrichaeota 4020.2799 1.0000000
## Deferribacteres-Calditrichaeota 3762.7253 0.9999999
## Deinococcus-Thermus-Calditrichaeota 3794.3577 1.0000000
## Dictyoglomi-Calditrichaeota 6982.4208 1.0000000
## Elusimicrobia-Calditrichaeota 5861.9755 1.0000000
## Euryarchaeota-Calditrichaeota 6957.4208 1.0000000
## Fibrobacteres-Calditrichaeota 4707.4309 1.0000000
## Firmicutes-Calditrichaeota 3356.6794 0.9999998
## Fusobacteria-Calditrichaeota 3690.9827 0.9999999
## Gemmatimonadetes-Calditrichaeota 8050.6809 1.0000000
## Ignavibacteriae-Calditrichaeota 6731.9755 1.0000000
## Kiritimatiellaeota-Calditrichaeota 8891.4755 1.0000000
## Lentisphaerae-Calditrichaeota 5337.9661 1.0000000
## Nitrospinae-Calditrichaeota 7770.4208 1.0000000
## Nitrospirae-Calditrichaeota 7140.2995 1.0000000
## Planctomycetota-Calditrichaeota 3753.3107 1.0000000
## Proteobacteria-Calditrichaeota 3805.3925 1.0000000
## Rhodothermaeota-Calditrichaeota 4029.6139 1.0000000
## Spirochaetes-Calditrichaeota 3693.2405 1.0000000
## Synergistetes-Calditrichaeota 3542.3111 0.9999997
## Tenericutes-Calditrichaeota 3501.8220 0.9999996
## Thermodesulfobacteria-Calditrichaeota 4014.2806 1.0000000
## Thermotogae-Calditrichaeota 3589.5018 0.9999997
## Unknown-Calditrichaeota 7423.4208 1.0000000
## Verrucomicrobia-Calditrichaeota 4647.1058 1.0000000
## Chlamydiae-Candidatus Melainabacteria 7031.2640 1.0000000
## Chlorobi-Candidatus Melainabacteria 7286.1594 1.0000000
## Chloroflexi-Candidatus Melainabacteria 7002.5384 1.0000000
## Chrysiogenetes-Candidatus Melainabacteria 8217.4208 1.0000000
## Coprothermobacterota-Candidatus Melainabacteria 9633.1853 1.0000000
## Cyanobacteria-Candidatus Melainabacteria 7391.5855 1.0000000
## Deferribacteres-Candidatus Melainabacteria 6992.2592 1.0000000
## Deinococcus-Thermus-Candidatus Melainabacteria 7037.3409 1.0000000
## Dictyoglomi-Candidatus Melainabacteria 9611.1853 1.0000000
## Elusimicrobia-Candidatus Melainabacteria 8746.4208 1.0000000
## Euryarchaeota-Candidatus Melainabacteria 9586.1853 1.0000000
## Fibrobacteres-Candidatus Melainabacteria 7789.4830 1.0000000
## Firmicutes-Candidatus Melainabacteria 6732.8321 1.0000000
## Fusobacteria-Candidatus Melainabacteria 6954.6821 1.0000000
## Gemmatimonadetes-Candidatus Melainabacteria 11132.7330 0.9999979
## Ignavibacteriae-Candidatus Melainabacteria 9616.4208 1.0000000
## Kiritimatiellaeota-Candidatus Melainabacteria 11775.9208 1.0000000
## Lentisphaerae-Candidatus Melainabacteria 8346.2412 1.0000000
## Nitrospinae-Candidatus Melainabacteria 10399.1853 1.0000000
## Nitrospirae-Candidatus Melainabacteria 10148.5746 1.0000000
## Planctomycetota-Candidatus Melainabacteria 7107.1257 1.0000000
## Proteobacteria-Candidatus Melainabacteria 7182.7423 1.0000000
## Rhodothermaeota-Candidatus Melainabacteria 7195.8750 1.0000000
## Spirochaetes-Candidatus Melainabacteria 7011.8090 1.0000000
## Synergistetes-Candidatus Melainabacteria 6827.4103 1.0000000
## Tenericutes-Candidatus Melainabacteria 6801.5870 1.0000000
## Thermodesulfobacteria-Candidatus Melainabacteria 7180.5417 1.0000000
## Thermotogae-Candidatus Melainabacteria 6861.3489 1.0000000
## Unknown-Candidatus Melainabacteria 10052.1853 1.0000000
## Verrucomicrobia-Candidatus Melainabacteria 7980.1352 1.0000000
## Chlorobi-Chlamydiae 4134.7568 1.0000000
## Chloroflexi-Chlamydiae 3139.6776 1.0000000
## Chrysiogenetes-Chlamydiae 5726.9028 1.0000000
## Coprothermobacterota-Chlamydiae 7727.0140 1.0000000
## Cyanobacteria-Chlamydiae 3393.5034 1.0000000
## Deferribacteres-Chlamydiae 3530.4803 1.0000000
## Deinococcus-Thermus-Chlamydiae 3529.9917 1.0000000
## Dictyoglomi-Chlamydiae 7705.0140 1.0000000
## Elusimicrobia-Chlamydiae 6255.9028 1.0000000
## Euryarchaeota-Chlamydiae 7680.0140 1.0000000
## Fibrobacteres-Chlamydiae 4780.8354 1.0000000
## Firmicutes-Chlamydiae 2713.5952 1.0000000
## Fusobacteria-Chlamydiae 3375.3581 1.0000000
## Gemmatimonadetes-Chlamydiae 8124.0854 0.3379297
## Ignavibacteriae-Chlamydiae 7125.9028 1.0000000
## Kiritimatiellaeota-Chlamydiae 9285.4028 0.9314612
## Lentisphaerae-Chlamydiae 5540.2776 1.0000000
## Nitrospinae-Chlamydiae 8493.0140 1.0000000
## Nitrospirae-Chlamydiae 7342.6110 0.9981664
## Planctomycetota-Chlamydiae 3183.4139 1.0000000
## Proteobacteria-Chlamydiae 3158.2423 1.0000000
## Rhodothermaeota-Chlamydiae 3937.8958 1.0000000
## Spirochaetes-Chlamydiae 3229.7236 1.0000000
## Synergistetes-Chlamydiae 3171.2540 1.0000000
## Tenericutes-Chlamydiae 3091.1724 1.0000000
## Thermodesulfobacteria-Chlamydiae 3922.5625 1.0000000
## Thermotogae-Chlamydiae 3253.0838 1.0000000
## Unknown-Chlamydiae 8146.0140 1.0000000
## Verrucomicrobia-Chlamydiae 4141.1701 0.9998218
## Chloroflexi-Chlorobi 3764.3388 1.0000000
## Chrysiogenetes-Chlorobi 6058.1914 1.0000000
## Coprothermobacterota-Chlorobi 7976.3594 1.0000000
## Cyanobacteria-Chlorobi 4059.6284 1.0000000
## Deferribacteres-Chlorobi 4048.5498 1.0000000
## Deinococcus-Thermus-Chlorobi 4059.0797 1.0000000
## Dictyoglomi-Chlorobi 7954.3594 1.0000000
## Elusimicrobia-Chlorobi 6587.1914 1.0000000
## Euryarchaeota-Chlorobi 7929.3594 1.0000000
## Fibrobacteres-Chlorobi 5201.6898 1.0000000
## Firmicutes-Chlorobi 3386.4954 1.0000000
## Fusobacteria-Chlorobi 3922.3796 1.0000000
## Gemmatimonadetes-Chlorobi 8544.9398 0.5735865
## Ignavibacteriae-Chlorobi 7457.1914 1.0000000
## Kiritimatiellaeota-Chlorobi 9616.6914 0.9683461
## Lentisphaerae-Chlorobi 5923.7729 1.0000000
## Nitrospinae-Chlorobi 8742.3594 1.0000000
## Nitrospirae-Chlorobi 7726.1063 0.9996369
## Planctomycetota-Chlorobi 3826.3490 1.0000000
## Proteobacteria-Chlorobi 3832.8407 1.0000000
## Rhodothermaeota-Chlorobi 4409.6338 1.0000000
## Spirochaetes-Chlorobi 3831.0511 1.0000000
## Synergistetes-Chlorobi 3738.1718 1.0000000
## Tenericutes-Chlorobi 3672.6330 1.0000000
## Thermodesulfobacteria-Chlorobi 4394.3005 1.0000000
## Thermotogae-Chlorobi 3807.5063 1.0000000
## Unknown-Chlorobi 8395.3594 1.0000000
## Verrucomicrobia-Chlorobi 4758.8211 0.9999989
## Chrysiogenetes-Chloroflexi 4945.0155 1.0000000
## Coprothermobacterota-Chloroflexi 7070.9979 1.0000000
## Cyanobacteria-Chloroflexi 1761.0001 0.9999991
## Deferribacteres-Chloroflexi 2388.8026 1.0000000
## Deinococcus-Thermus-Chloroflexi 2361.5699 1.0000000
## Dictyoglomi-Chloroflexi 7048.9979 1.0000000
## Elusimicrobia-Chloroflexi 5474.0155 1.0000000
## Euryarchaeota-Chloroflexi 7023.9979 1.0000000
## Fibrobacteres-Chloroflexi 3843.5826 1.0000000
## Firmicutes-Chloroflexi 1046.1192 1.0000000
## Fusobacteria-Chloroflexi 2161.2956 1.0000000
## Gemmatimonadetes-Chloroflexi 7186.8326 0.2035032
## Ignavibacteriae-Chloroflexi 6344.0155 1.0000000
## Kiritimatiellaeota-Chloroflexi 8503.5155 0.9373246
## Lentisphaerae-Chloroflexi 4670.6911 1.0000000
## Nitrospinae-Chloroflexi 7836.9979 1.0000000
## Nitrospirae-Chloroflexi 6473.0244 0.9987140
## Planctomycetota-Chloroflexi 1656.7767 1.0000000
## Proteobacteria-Chloroflexi 1481.6471 1.0000000
## Rhodothermaeota-Chloroflexi 2899.7772 1.0000000
## Spirochaetes-Chloroflexi 1856.7616 1.0000000
## Synergistetes-Chloroflexi 1903.0267 1.0000000
## Tenericutes-Chloroflexi 1780.5939 1.0000000
## Thermodesulfobacteria-Chloroflexi 2884.4439 1.0000000
## Thermotogae-Chloroflexi 2019.3401 1.0000000
## Unknown-Chloroflexi 7489.9979 1.0000000
## Verrucomicrobia-Chloroflexi 2712.2183 0.9880641
## Coprothermobacterota-Chrysiogenetes 8919.4208 1.0000000
## Cyanobacteria-Chrysiogenetes 5935.2799 1.0000000
## Deferribacteres-Chrysiogenetes 5677.7253 1.0000000
## Deinococcus-Thermus-Chrysiogenetes 5709.3577 1.0000000
## Dictyoglomi-Chrysiogenetes 8897.4208 1.0000000
## Elusimicrobia-Chrysiogenetes 7776.9755 1.0000000
## Euryarchaeota-Chrysiogenetes 8872.4208 1.0000000
## Fibrobacteres-Chrysiogenetes 6622.4309 1.0000000
## Firmicutes-Chrysiogenetes 5271.6794 1.0000000
## Fusobacteria-Chrysiogenetes 5605.9827 1.0000000
## Gemmatimonadetes-Chrysiogenetes 9965.6809 0.9668982
## Ignavibacteriae-Chrysiogenetes 8646.9755 1.0000000
## Kiritimatiellaeota-Chrysiogenetes 10806.4755 0.9985286
## Lentisphaerae-Chrysiogenetes 7252.9661 1.0000000
## Nitrospinae-Chrysiogenetes 9685.4208 1.0000000
## Nitrospirae-Chrysiogenetes 9055.2995 0.9999986
## Planctomycetota-Chrysiogenetes 5668.3107 1.0000000
## Proteobacteria-Chrysiogenetes 5720.3925 1.0000000
## Rhodothermaeota-Chrysiogenetes 5944.6139 1.0000000
## Spirochaetes-Chrysiogenetes 5608.2405 1.0000000
## Synergistetes-Chrysiogenetes 5457.3111 1.0000000
## Tenericutes-Chrysiogenetes 5416.8220 1.0000000
## Thermodesulfobacteria-Chrysiogenetes 5929.2806 1.0000000
## Thermotogae-Chrysiogenetes 5504.5018 1.0000000
## Unknown-Chrysiogenetes 9338.4208 1.0000000
## Verrucomicrobia-Chrysiogenetes 6562.1058 1.0000000
## Cyanobacteria-Coprothermobacterota 8008.5855 1.0000000
## Deferribacteres-Coprothermobacterota 7609.2592 1.0000000
## Deinococcus-Thermus-Coprothermobacterota 7654.3409 1.0000000
## Dictyoglomi-Coprothermobacterota 10228.1853 1.0000000
## Elusimicrobia-Coprothermobacterota 9363.4208 1.0000000
## Euryarchaeota-Coprothermobacterota 10203.1853 1.0000000
## Fibrobacteres-Coprothermobacterota 8406.4830 1.0000000
## Firmicutes-Coprothermobacterota 7349.8321 1.0000000
## Fusobacteria-Coprothermobacterota 7571.6821 1.0000000
## Gemmatimonadetes-Coprothermobacterota 11749.7330 0.9997751
## Ignavibacteriae-Coprothermobacterota 10233.4208 1.0000000
## Kiritimatiellaeota-Coprothermobacterota 12392.9208 0.9999902
## Lentisphaerae-Coprothermobacterota 8963.2412 1.0000000
## Nitrospinae-Coprothermobacterota 11016.1853 1.0000000
## Nitrospirae-Coprothermobacterota 10765.5746 1.0000000
## Planctomycetota-Coprothermobacterota 7724.1257 1.0000000
## Proteobacteria-Coprothermobacterota 7799.7423 1.0000000
## Rhodothermaeota-Coprothermobacterota 7812.8750 1.0000000
## Spirochaetes-Coprothermobacterota 7628.8090 1.0000000
## Synergistetes-Coprothermobacterota 7444.4103 1.0000000
## Tenericutes-Coprothermobacterota 7418.5870 1.0000000
## Thermodesulfobacteria-Coprothermobacterota 7797.5417 1.0000000
## Thermotogae-Coprothermobacterota 7478.3489 1.0000000
## Unknown-Coprothermobacterota 10669.1853 1.0000000
## Verrucomicrobia-Coprothermobacterota 8597.1352 1.0000000
## Deferribacteres-Cyanobacteria 1692.7469 1.0000000
## Deinococcus-Thermus-Cyanobacteria 1654.8405 1.0000000
## Dictyoglomi-Cyanobacteria 6499.6755 1.0000000
## Elusimicrobia-Cyanobacteria 4892.3699 1.0000000
## Euryarchaeota-Cyanobacteria 6474.6755 1.0000000
## Fibrobacteres-Cyanobacteria 3217.7221 1.0000000
## Firmicutes-Cyanobacteria -75.0219 0.0067438
## Fusobacteria-Cyanobacteria 1435.2796 0.9999999
## Gemmatimonadetes-Cyanobacteria 6560.9721 0.4523873
## Ignavibacteriae-Cyanobacteria 5762.3699 1.0000000
## Kiritimatiellaeota-Cyanobacteria 7921.8699 0.9916933
## Lentisphaerae-Cyanobacteria 4064.8091 1.0000000
## Nitrospinae-Cyanobacteria 7287.6755 1.0000000
## Nitrospirae-Cyanobacteria 5867.1425 0.9999924
## Planctomycetota-Cyanobacteria 732.9811 1.0000000
## Proteobacteria-Cyanobacteria 339.8127 0.9999990
## Rhodothermaeota-Cyanobacteria 2241.4611 1.0000000
## Spirochaetes-Cyanobacteria 1049.2827 1.0000000
## Synergistetes-Cyanobacteria 1152.0753 0.9999823
## Tenericutes-Cyanobacteria 1008.2867 0.9999060
## Thermodesulfobacteria-Cyanobacteria 2226.1278 1.0000000
## Thermotogae-Cyanobacteria 1284.5418 0.9999968
## Unknown-Cyanobacteria 6940.6755 1.0000000
## Verrucomicrobia-Cyanobacteria 1868.3292 0.9999993
## Deinococcus-Thermus-Deferribacteres 3413.5927 1.0000000
## Dictyoglomi-Deferribacteres 7648.8148 1.0000000
## Elusimicrobia-Deferribacteres 6183.2809 1.0000000
## Euryarchaeota-Deferribacteres 7623.8148 1.0000000
## Fibrobacteres-Deferribacteres 4689.2690 1.0000000
## Firmicutes-Deferribacteres 2559.3601 1.0000000
## Fusobacteria-Deferribacteres 3254.5846 1.0000000
## Gemmatimonadetes-Deferribacteres 8032.5190 0.2991469
## Ignavibacteriae-Deferribacteres 7053.2809 1.0000000
## Kiritimatiellaeota-Deferribacteres 9212.7809 0.9235995
## Lentisphaerae-Deferribacteres 5456.7615 1.0000000
## Nitrospinae-Deferribacteres 8436.8148 1.0000000
## Nitrospirae-Deferribacteres 7259.0948 0.9976844
## Planctomycetota-Deferribacteres 3037.6404 1.0000000
## Proteobacteria-Deferribacteres 3003.5170 1.0000000
## Rhodothermaeota-Deferribacteres 3834.9630 1.0000000
## Spirochaetes-Deferribacteres 3095.1543 1.0000000
## Synergistetes-Deferribacteres 3045.5259 1.0000000
## Tenericutes-Deferribacteres 2961.7514 1.0000000
## Thermodesulfobacteria-Deferribacteres 3819.6296 1.0000000
## Thermotogae-Deferribacteres 3130.4800 1.0000000
## Unknown-Deferribacteres 8089.8148 1.0000000
## Verrucomicrobia-Deferribacteres 4002.2761 0.9995631
## Dictyoglomi-Deinococcus-Thermus 7527.1409 1.0000000
## Elusimicrobia-Deinococcus-Thermus 6048.1577 1.0000000
## Euryarchaeota-Deinococcus-Thermus 7502.1409 1.0000000
## Fibrobacteres-Deinococcus-Thermus 4538.3601 1.0000000
## Firmicutes-Deinococcus-Thermus 2352.8676 1.0000000
## Fusobacteria-Deinococcus-Thermus 3078.5477 1.0000000
## Gemmatimonadetes-Deinococcus-Thermus 7881.6101 0.3160484
## Ignavibacteriae-Deinococcus-Thermus 6918.1577 1.0000000
## Kiritimatiellaeota-Deinococcus-Thermus 9077.6577 0.9362783
## Lentisphaerae-Deinococcus-Thermus 5312.6016 1.0000000
## Nitrospinae-Deinococcus-Thermus 8315.1409 1.0000000
## Nitrospirae-Deinococcus-Thermus 7114.9349 0.9985128
## Planctomycetota-Deinococcus-Thermus 2839.0549 1.0000000
## Proteobacteria-Deinococcus-Thermus 2796.5615 1.0000000
## Rhodothermaeota-Deinococcus-Thermus 3674.4051 1.0000000
## Spirochaetes-Deinococcus-Thermus 2906.8139 1.0000000
## Synergistetes-Deinococcus-Thermus 2865.1069 1.0000000
## Tenericutes-Deinococcus-Thermus 2778.0401 1.0000000
## Thermodesulfobacteria-Deinococcus-Thermus 3659.0718 1.0000000
## Thermotogae-Deinococcus-Thermus 2952.8290 1.0000000
## Unknown-Deinococcus-Thermus 7968.1409 1.0000000
## Verrucomicrobia-Deinococcus-Thermus 3810.0098 0.9997633
## Elusimicrobia-Dictyoglomi 9385.4208 1.0000000
## Euryarchaeota-Dictyoglomi 10225.1853 1.0000000
## Fibrobacteres-Dictyoglomi 8428.4830 1.0000000
## Firmicutes-Dictyoglomi 7371.8321 1.0000000
## Fusobacteria-Dictyoglomi 7593.6821 1.0000000
## Gemmatimonadetes-Dictyoglomi 11771.7330 0.9997422
## Ignavibacteriae-Dictyoglomi 10255.4208 1.0000000
## Kiritimatiellaeota-Dictyoglomi 12414.9208 0.9999885
## Lentisphaerae-Dictyoglomi 8985.2412 1.0000000
## Nitrospinae-Dictyoglomi 11038.1853 1.0000000
## Nitrospirae-Dictyoglomi 10787.5746 1.0000000
## Planctomycetota-Dictyoglomi 7746.1257 1.0000000
## Proteobacteria-Dictyoglomi 7821.7423 1.0000000
## Rhodothermaeota-Dictyoglomi 7834.8750 1.0000000
## Spirochaetes-Dictyoglomi 7650.8090 1.0000000
## Synergistetes-Dictyoglomi 7466.4103 1.0000000
## Tenericutes-Dictyoglomi 7440.5870 1.0000000
## Thermodesulfobacteria-Dictyoglomi 7819.5417 1.0000000
## Thermotogae-Dictyoglomi 7500.3489 1.0000000
## Unknown-Dictyoglomi 10691.1853 1.0000000
## Verrucomicrobia-Dictyoglomi 8619.1352 1.0000000
## Euryarchaeota-Elusimicrobia 8343.4208 1.0000000
## Fibrobacteres-Elusimicrobia 6093.4309 1.0000000
## Firmicutes-Elusimicrobia 4742.6794 1.0000000
## Fusobacteria-Elusimicrobia 5076.9827 1.0000000
## Gemmatimonadetes-Elusimicrobia 9436.6809 0.9975846
## Ignavibacteriae-Elusimicrobia 8117.9755 1.0000000
## Kiritimatiellaeota-Elusimicrobia 10277.4755 0.9999612
## Lentisphaerae-Elusimicrobia 6723.9661 1.0000000
## Nitrospinae-Elusimicrobia 9156.4208 1.0000000
## Nitrospirae-Elusimicrobia 8526.2995 1.0000000
## Planctomycetota-Elusimicrobia 5139.3107 1.0000000
## Proteobacteria-Elusimicrobia 5191.3925 1.0000000
## Rhodothermaeota-Elusimicrobia 5415.6139 1.0000000
## Spirochaetes-Elusimicrobia 5079.2405 1.0000000
## Synergistetes-Elusimicrobia 4928.3111 1.0000000
## Tenericutes-Elusimicrobia 4887.8220 1.0000000
## Thermodesulfobacteria-Elusimicrobia 5400.2806 1.0000000
## Thermotogae-Elusimicrobia 4975.5018 1.0000000
## Unknown-Elusimicrobia 8809.4208 1.0000000
## Verrucomicrobia-Elusimicrobia 6033.1058 1.0000000
## Fibrobacteres-Euryarchaeota 8453.4830 1.0000000
## Firmicutes-Euryarchaeota 7396.8321 1.0000000
## Fusobacteria-Euryarchaeota 7618.6821 1.0000000
## Gemmatimonadetes-Euryarchaeota 11796.7330 0.9996995
## Ignavibacteriae-Euryarchaeota 10280.4208 1.0000000
## Kiritimatiellaeota-Euryarchaeota 12439.9208 0.9999861
## Lentisphaerae-Euryarchaeota 9010.2412 1.0000000
## Nitrospinae-Euryarchaeota 11063.1853 1.0000000
## Nitrospirae-Euryarchaeota 10812.5746 1.0000000
## Planctomycetota-Euryarchaeota 7771.1257 1.0000000
## Proteobacteria-Euryarchaeota 7846.7423 1.0000000
## Rhodothermaeota-Euryarchaeota 7859.8750 1.0000000
## Spirochaetes-Euryarchaeota 7675.8090 1.0000000
## Synergistetes-Euryarchaeota 7491.4103 1.0000000
## Tenericutes-Euryarchaeota 7465.5870 1.0000000
## Thermodesulfobacteria-Euryarchaeota 7844.5417 1.0000000
## Thermotogae-Euryarchaeota 7525.3489 1.0000000
## Unknown-Euryarchaeota 10716.1853 1.0000000
## Verrucomicrobia-Euryarchaeota 8644.1352 1.0000000
## Firmicutes-Fibrobacteres 3428.2232 1.0000000
## Fusobacteria-Fibrobacteres 3909.3706 1.0000000
## Gemmatimonadetes-Fibrobacteres 8468.3426 0.8774001
## Ignavibacteriae-Fibrobacteres 7330.4309 1.0000000
## Kiritimatiellaeota-Fibrobacteres 9489.9309 0.9966724
## Lentisphaerae-Fibrobacteres 5826.7327 1.0000000
## Nitrospinae-Fibrobacteres 8566.4830 1.0000000
## Nitrospirae-Fibrobacteres 7629.0661 0.9999972
## Planctomycetota-Fibrobacteres 3855.8385 1.0000000
## Proteobacteria-Fibrobacteres 3875.2474 1.0000000
## Rhodothermaeota-Fibrobacteres 4359.7147 1.0000000
## Spirochaetes-Fibrobacteres 3842.7292 1.0000000
## Synergistetes-Fibrobacteres 3734.3970 1.0000000
## Tenericutes-Fibrobacteres 3675.4692 1.0000000
## Thermodesulfobacteria-Fibrobacteres 4344.3814 1.0000000
## Thermotogae-Fibrobacteres 3797.9578 1.0000000
## Unknown-Fibrobacteres 8219.4830 1.0000000
## Verrucomicrobia-Fibrobacteres 4777.6007 1.0000000
## Fusobacteria-Firmicutes 2042.1932 1.0000000
## Gemmatimonadetes-Firmicutes 7184.5417 0.0683869
## Ignavibacteriae-Firmicutes 6392.7478 1.0000000
## Kiritimatiellaeota-Firmicutes 8552.2478 0.8472999
## Lentisphaerae-Firmicutes 4691.4851 1.0000000
## Nitrospinae-Firmicutes 7922.9006 1.0000000
## Nitrospirae-Firmicutes 6493.8184 0.9886691
## Planctomycetota-Firmicutes 1296.1236 1.0000000
## Proteobacteria-Firmicutes 790.9685 0.0001368
## Rhodothermaeota-Firmicutes 2859.8549 1.0000000
## Spirochaetes-Firmicutes 1640.5837 1.0000000
## Synergistetes-Firmicutes 1754.4579 1.0000000
## Tenericutes-Firmicutes 1606.6271 1.0000000
## Thermodesulfobacteria-Firmicutes 2844.5215 1.0000000
## Thermotogae-Firmicutes 1889.8812 1.0000000
## Unknown-Firmicutes 7575.9006 1.0000000
## Verrucomicrobia-Firmicutes 2451.7404 0.2354149
## Gemmatimonadetes-Fusobacteria 7803.1206 0.2467938
## Ignavibacteriae-Fusobacteria 6864.4827 1.0000000
## Kiritimatiellaeota-Fusobacteria 9023.9827 0.9172516
## Lentisphaerae-Fusobacteria 5244.7981 1.0000000
## Nitrospinae-Fusobacteria 8282.1821 1.0000000
## Nitrospirae-Fusobacteria 7047.1314 0.9973034
## Planctomycetota-Fusobacteria 2680.2611 1.0000000
## Proteobacteria-Fusobacteria 2622.4598 1.0000000
## Rhodothermaeota-Fusobacteria 3580.4044 1.0000000
## Spirochaetes-Fusobacteria 2766.1713 1.0000000
## Synergistetes-Fusobacteria 2738.1122 1.0000000
## Tenericutes-Fusobacteria 2645.4110 1.0000000
## Thermodesulfobacteria-Fusobacteria 3565.0711 1.0000000
## Thermotogae-Fusobacteria 2830.5316 1.0000000
## Unknown-Fusobacteria 7935.1821 1.0000000
## Verrucomicrobia-Fusobacteria 3662.4826 0.9984144
## Ignavibacteriae-Gemmatimonadetes 3987.1809 0.9999990
## Kiritimatiellaeota-Gemmatimonadetes 6146.6809 1.0000000
## Lentisphaerae-Gemmatimonadetes 2483.4827 0.9875993
## Nitrospinae-Gemmatimonadetes 5223.2330 0.9999995
## Nitrospirae-Gemmatimonadetes 4285.8161 1.0000000
## Planctomycetota-Gemmatimonadetes 512.5885 0.2508166
## Proteobacteria-Gemmatimonadetes 531.9974 0.2749319
## Rhodothermaeota-Gemmatimonadetes 1016.4647 0.4880724
## Spirochaetes-Gemmatimonadetes 499.4792 0.2287849
## Synergistetes-Gemmatimonadetes 391.1470 0.1640332
## Tenericutes-Gemmatimonadetes 332.2192 0.1418523
## Thermodesulfobacteria-Gemmatimonadetes 1001.1314 0.4771387
## Thermotogae-Gemmatimonadetes 454.7078 0.1903845
## Unknown-Gemmatimonadetes 4876.2330 0.9999887
## Verrucomicrobia-Gemmatimonadetes 1434.3507 0.9223043
## Kiritimatiellaeota-Ignavibacteriae 9407.4755 1.0000000
## Lentisphaerae-Ignavibacteriae 5853.9661 1.0000000
## Nitrospinae-Ignavibacteriae 8286.4208 1.0000000
## Nitrospirae-Ignavibacteriae 7656.2995 1.0000000
## Planctomycetota-Ignavibacteriae 4269.3107 1.0000000
## Proteobacteria-Ignavibacteriae 4321.3925 1.0000000
## Rhodothermaeota-Ignavibacteriae 4545.6139 1.0000000
## Spirochaetes-Ignavibacteriae 4209.2405 1.0000000
## Synergistetes-Ignavibacteriae 4058.3111 1.0000000
## Tenericutes-Ignavibacteriae 4017.8220 1.0000000
## Thermodesulfobacteria-Ignavibacteriae 4530.2806 1.0000000
## Thermotogae-Ignavibacteriae 4105.5018 1.0000000
## Unknown-Ignavibacteriae 7939.4208 1.0000000
## Verrucomicrobia-Ignavibacteriae 5163.1058 1.0000000
## Lentisphaerae-Kiritimatiellaeota 3694.4661 0.9998540
## Nitrospinae-Kiritimatiellaeota 6126.9208 1.0000000
## Nitrospirae-Kiritimatiellaeota 5496.7995 1.0000000
## Planctomycetota-Kiritimatiellaeota 2109.8107 0.9605402
## Proteobacteria-Kiritimatiellaeota 2161.8925 0.9737068
## Rhodothermaeota-Kiritimatiellaeota 2386.1139 0.9588843
## Spirochaetes-Kiritimatiellaeota 2049.7405 0.9377647
## Synergistetes-Kiritimatiellaeota 1898.8111 0.8781019
## Tenericutes-Kiritimatiellaeota 1858.3220 0.8698017
## Thermodesulfobacteria-Kiritimatiellaeota 2370.7806 0.9563660
## Thermotogae-Kiritimatiellaeota 1946.0018 0.8888163
## Unknown-Kiritimatiellaeota 5779.9208 0.9999997
## Verrucomicrobia-Kiritimatiellaeota 3003.6058 0.9999160
## Nitrospinae-Lentisphaerae 8541.2412 1.0000000
## Nitrospirae-Lentisphaerae 7720.2806 1.0000000
## Planctomycetota-Lentisphaerae 4109.9601 1.0000000
## Proteobacteria-Lentisphaerae 4144.2127 1.0000000
## Rhodothermaeota-Lentisphaerae 4515.2593 1.0000000
## Spirochaetes-Lentisphaerae 4075.8354 1.0000000
## Synergistetes-Lentisphaerae 3948.7555 1.0000000
## Tenericutes-Lentisphaerae 3897.9069 1.0000000
## Thermodesulfobacteria-Lentisphaerae 4499.9260 1.0000000
## Thermotogae-Lentisphaerae 4005.1890 1.0000000
## Unknown-Lentisphaerae 8194.2412 1.0000000
## Verrucomicrobia-Lentisphaerae 5019.1622 1.0000000
## Nitrospirae-Nitrospinae 9999.5746 1.0000000
## Planctomycetota-Nitrospinae 6958.1257 1.0000000
## Proteobacteria-Nitrospinae 7033.7423 1.0000000
## Rhodothermaeota-Nitrospinae 7046.8750 1.0000000
## Spirochaetes-Nitrospinae 6862.8090 1.0000000
## Synergistetes-Nitrospinae 6678.4103 1.0000000
## Tenericutes-Nitrospinae 6652.5870 1.0000000
## Thermodesulfobacteria-Nitrospinae 7031.5417 1.0000000
## Thermotogae-Nitrospinae 6712.3489 1.0000000
## Unknown-Nitrospinae 9903.1853 1.0000000
## Verrucomicrobia-Nitrospinae 7831.1352 1.0000000
## Planctomycetota-Nitrospirae 2307.6268 0.9995965
## Proteobacteria-Nitrospirae 2341.8794 0.9998592
## Rhodothermaeota-Nitrospirae 2712.9260 0.9993906
## Spirochaetes-Nitrospirae 2273.5021 0.9987113
## Synergistetes-Nitrospirae 2146.4222 0.9933182
## Tenericutes-Nitrospirae 2095.5735 0.9922272
## Thermodesulfobacteria-Nitrospirae 2697.5926 0.9993020
## Thermotogae-Nitrospirae 2202.8557 0.9945934
## Unknown-Nitrospirae 6391.9079 1.0000000
## Verrucomicrobia-Nitrospirae 3216.8289 1.0000000
## Proteobacteria-Planctomycetota 1088.1181 1.0000000
## Rhodothermaeota-Planctomycetota 2671.5644 1.0000000
## Spirochaetes-Planctomycetota 1565.9274 1.0000000
## Synergistetes-Planctomycetota 1635.0436 1.0000000
## Tenericutes-Planctomycetota 1503.8349 1.0000000
## Thermodesulfobacteria-Planctomycetota 2656.2310 1.0000000
## Thermotogae-Planctomycetota 1758.1019 1.0000000
## Unknown-Planctomycetota 7311.1257 1.0000000
## Verrucomicrobia-Planctomycetota 2407.3541 0.9959412
## Rhodothermaeota-Proteobacteria 2399.9762 1.0000000
## Spirochaetes-Proteobacteria 1173.7675 1.0000000
## Synergistetes-Proteobacteria 1290.5228 1.0000000
## Tenericutes-Proteobacteria 1141.6493 0.9999999
## Thermodesulfobacteria-Proteobacteria 2384.6429 1.0000000
## Thermotogae-Proteobacteria 1426.7035 1.0000000
## Unknown-Proteobacteria 7120.1996 1.0000000
## Verrucomicrobia-Proteobacteria 1982.8248 0.9935358
## Spirochaetes-Rhodothermaeota 3555.4414 1.0000000
## Synergistetes-Rhodothermaeota 3475.6715 1.0000000
## Tenericutes-Rhodothermaeota 3404.5618 1.0000000
## Thermodesulfobacteria-Rhodothermaeota 4169.2873 1.0000000
## Thermotogae-Rhodothermaeota 3549.8272 1.0000000
## Unknown-Rhodothermaeota 8263.5417 1.0000000
## Verrucomicrobia-Rhodothermaeota 4477.0813 0.9999941
## Synergistetes-Spirochaetes 2112.9591 1.0000000
## Tenericutes-Spirochaetes 2000.5784 1.0000000
## Thermodesulfobacteria-Spirochaetes 3045.6914 1.0000000
## Thermotogae-Spirochaetes 2221.3695 1.0000000
## Unknown-Spirochaetes 7585.0590 1.0000000
## Verrucomicrobia-Spirochaetes 2962.5833 0.9964411
## Tenericutes-Synergistetes 2547.1803 1.0000000
## Thermodesulfobacteria-Synergistetes 3511.2048 1.0000000
## Thermotogae-Synergistetes 2744.5285 1.0000000
## Unknown-Synergistetes 7945.9436 1.0000000
## Verrucomicrobia-Synergistetes 3546.0582 0.9823888
## Thermodesulfobacteria-Tenericutes 3413.5618 1.0000000
## Thermotogae-Tenericutes 2622.8594 1.0000000
## Unknown-Tenericutes 7893.5870 1.0000000
## Verrucomicrobia-Tenericutes 3400.2365 0.9630176
## Thermotogae-Thermodesulfobacteria 3565.1606 1.0000000
## Unknown-Thermodesulfobacteria 8278.8750 1.0000000
## Verrucomicrobia-Thermodesulfobacteria 4492.4147 0.9999919
## Unknown-Thermotogae 7983.8104 1.0000000
## Verrucomicrobia-Thermotogae 3663.8477 0.9920781
## Verrucomicrobia-Unknown 8178.1352 1.0000000
# 2. ANOVA Test for University
anova_result_garden <- aov(Garden ~ Phylum, data = selected_data)
anova_summary_garden <- summary(anova_result_garden)
# Extract the p-value for the University ANOVA
p_value_garden <- anova_summary_garden[[1]]["Phylum", "Pr(>F)"]
# 3. Post-Hoc Test (if ANOVA is significant)
if (p_value_garden < 0.05) {
post_hoc_result_garden <- TukeyHSD(anova_result_garden)
print(post_hoc_result_garden)
} else {
print("ANOVA result for University is not significant; no post-hoc test performed.")
}
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Garden ~ Phylum, data = selected_data)
##
## $Phylum
## diff lwr
## Acidobacteria-Abditibacteriota 4.856939e+03 -7098.0888
## Actinobacteria-Abditibacteriota 8.268533e+01 -11710.9150
## Aquificae-Abditibacteriota -1.500000e+02 -12451.6225
## Armatimonadetes-Abditibacteriota 2.690000e+02 -12899.1002
## Atribacterota-Abditibacteriota -9.400000e+01 -16750.4756
## Bacteria_none_none-Abditibacteriota -1.565000e+02 -14581.4310
## Bacteroidota-Abditibacteriota -2.728836e+01 -11820.7642
## Balneolaeota-Abditibacteriota -1.553333e+02 -12876.9267
## Caldiserica-Abditibacteriota -1.530000e+02 -16809.4756
## Calditrichaeota-Abditibacteriota -7.750000e+01 -14502.4310
## Candidatus Melainabacteria-Abditibacteriota 5.160000e+02 -16140.4756
## Chlamydiae-Abditibacteriota -1.453750e+02 -12637.7317
## Chlorobi-Abditibacteriota -1.566000e+02 -13058.6506
## Chloroflexi-Abditibacteriota -6.991892e+01 -12005.9256
## Chrysiogenetes-Abditibacteriota -1.570000e+02 -14581.9310
## Coprothermobacterota-Abditibacteriota -1.540000e+02 -16810.4756
## Cyanobacteria-Abditibacteriota -1.417962e+02 -11947.5798
## Deferribacteres-Abditibacteriota -1.517778e+02 -12566.7817
## Deinococcus-Thermus-Abditibacteriota -1.478000e+02 -12500.5729
## Dictyoglomi-Abditibacteriota -1.470000e+02 -16803.4756
## Elusimicrobia-Abditibacteriota 8.225000e+02 -13602.4310
## Euryarchaeota-Abditibacteriota -1.560000e+02 -16812.4756
## Fibrobacteres-Abditibacteriota 7.150000e+01 -13096.6002
## Firmicutes-Abditibacteriota 6.255804e+01 -11724.1089
## Fusobacteria-Abditibacteriota -1.554167e+02 -12414.2508
## Gemmatimonadetes-Abditibacteriota 7.987500e+03 -5180.6002
## Ignavibacteriae-Abditibacteriota -7.000000e+01 -14494.9310
## Kiritimatiellaeota-Abditibacteriota -8.550000e+01 -14510.4310
## Lentisphaerae-Abditibacteriota -1.286667e+02 -13728.6221
## Nitrospinae-Abditibacteriota 7.750000e+02 -15881.4756
## Nitrospirae-Abditibacteriota 6.304667e+03 -7295.2888
## Planctomycetota-Abditibacteriota 9.361167e+02 -10939.5339
## Proteobacteria-Abditibacteriota 3.149766e+02 -11466.9854
## Rhodothermaeota-Abditibacteriota -1.556667e+02 -12877.2601
## Spirochaetes-Abditibacteriota -1.485417e+02 -12169.3175
## Synergistetes-Abditibacteriota -1.544667e+02 -12318.6366
## Tenericutes-Abditibacteriota -1.495556e+02 -12250.2046
## Thermodesulfobacteria-Abditibacteriota -1.148333e+02 -12836.4267
## Thermotogae-Abditibacteriota -1.450000e+02 -12367.5116
## Unknown-Abditibacteriota 1.570000e+02 -16499.4756
## Verrucomicrobia-Abditibacteriota 4.739687e+02 -11486.5522
## Actinobacteria-Acidobacteria -4.774254e+03 -6912.8345
## Aquificae-Acidobacteria -5.006939e+03 -9107.4802
## Armatimonadetes-Acidobacteria -4.587939e+03 -10823.5934
## Atribacterota-Acidobacteria -4.950939e+03 -16905.9676
## Bacteria_none_none-Acidobacteria -5.013439e+03 -13590.3359
## Bacteroidota-Acidobacteria -4.884228e+03 -7022.1217
## Balneolaeota-Acidobacteria -5.012273e+03 -10239.4572
## Caldiserica-Acidobacteria -5.009939e+03 -16964.9676
## Calditrichaeota-Acidobacteria -4.934439e+03 -13511.3359
## Candidatus Melainabacteria-Acidobacteria -4.340939e+03 -16295.9676
## Chlamydiae-Acidobacteria -5.002314e+03 -9643.8115
## Chlorobi-Acidobacteria -5.013539e+03 -10665.7449
## Chloroflexi-Acidobacteria -4.926858e+03 -7746.9245
## Chrysiogenetes-Acidobacteria -5.013939e+03 -13590.8359
## Coprothermobacterota-Acidobacteria -5.010939e+03 -16965.9676
## Cyanobacteria-Acidobacteria -4.998736e+03 -7203.5134
## Deferribacteres-Acidobacteria -5.008717e+03 -9437.8075
## Deinococcus-Thermus-Acidobacteria -5.004739e+03 -9256.2706
## Dictyoglomi-Acidobacteria -5.003939e+03 -16958.9676
## Elusimicrobia-Acidobacteria -4.034439e+03 -12611.3359
## Euryarchaeota-Acidobacteria -5.012939e+03 -16967.9676
## Fibrobacteres-Acidobacteria -4.785439e+03 -11021.0934
## Firmicutes-Acidobacteria -4.794381e+03 -6894.3899
## Fusobacteria-Acidobacteria -5.012356e+03 -8982.6877
## Gemmatimonadetes-Acidobacteria 3.130561e+03 -3105.0934
## Ignavibacteriae-Acidobacteria -4.926939e+03 -13503.8359
## Kiritimatiellaeota-Acidobacteria -4.942439e+03 -13519.3359
## Lentisphaerae-Acidobacteria -4.985606e+03 -12087.9511
## Nitrospinae-Acidobacteria -4.081939e+03 -16036.9676
## Nitrospirae-Acidobacteria 1.447727e+03 -5654.6178
## Planctomycetota-Acidobacteria -3.920823e+03 -6473.3888
## Proteobacteria-Acidobacteria -4.541963e+03 -6615.4009
## Rhodothermaeota-Acidobacteria -5.012606e+03 -10239.7905
## Spirochaetes-Acidobacteria -5.005481e+03 -8165.1600
## Synergistetes-Acidobacteria -5.011406e+03 -8679.0413
## Tenericutes-Acidobacteria -5.006495e+03 -8457.6143
## Thermodesulfobacteria-Acidobacteria -4.971773e+03 -10198.9572
## Thermotogae-Acidobacteria -5.001939e+03 -8858.6618
## Unknown-Acidobacteria -4.699939e+03 -16654.9676
## Verrucomicrobia-Acidobacteria -4.382971e+03 -7305.0556
## Aquificae-Actinobacteria -2.326853e+02 -3835.5653
## Armatimonadetes-Actinobacteria 1.863147e+02 -5733.9632
## Atribacterota-Actinobacteria -1.766853e+02 -11970.2856
## Bacteria_none_none-Actinobacteria -2.391853e+02 -8589.6023
## Bacteroidota-Actinobacteria -1.099737e+02 -968.4021
## Balneolaeota-Actinobacteria -2.380187e+02 -5084.6429
## Caldiserica-Actinobacteria -2.356853e+02 -12029.2856
## Calditrichaeota-Actinobacteria -1.601853e+02 -8510.6023
## Candidatus Melainabacteria-Actinobacteria 4.333147e+02 -11360.2856
## Chlamydiae-Actinobacteria -2.280603e+02 -4436.3621
## Chlorobi-Actinobacteria -2.392853e+02 -5541.5241
## Chloroflexi-Actinobacteria -1.526043e+02 -2182.1565
## Chrysiogenetes-Actinobacteria -2.396853e+02 -8590.1023
## Coprothermobacterota-Actinobacteria -2.366853e+02 -12030.2856
## Cyanobacteria-Actinobacteria -2.244815e+02 -1238.0663
## Deferribacteres-Actinobacteria -2.344631e+02 -4207.2644
## Deinococcus-Thermus-Actinobacteria -2.304853e+02 -4004.3198
## Dictyoglomi-Actinobacteria -2.296853e+02 -12023.2856
## Elusimicrobia-Actinobacteria 7.398147e+02 -7610.6023
## Euryarchaeota-Actinobacteria -2.386853e+02 -12032.2856
## Fibrobacteres-Actinobacteria -1.118533e+01 -5931.4632
## Firmicutes-Actinobacteria -2.012730e+01 -779.3011
## Fusobacteria-Actinobacteria -2.381020e+02 -3692.0623
## Gemmatimonadetes-Actinobacteria 7.904815e+03 1984.5368
## Ignavibacteriae-Actinobacteria -1.526853e+02 -8503.1023
## Kiritimatiellaeota-Actinobacteria -1.681853e+02 -8518.6023
## Lentisphaerae-Actinobacteria -2.113520e+02 -7038.4754
## Nitrospinae-Actinobacteria 6.923147e+02 -11101.2856
## Nitrospirae-Actinobacteria 6.221981e+03 -605.1421
## Planctomycetota-Actinobacteria 8.534313e+02 -784.2202
## Proteobacteria-Actinobacteria 2.322913e+02 -449.9507
## Rhodothermaeota-Actinobacteria -2.383520e+02 -5084.9762
## Spirochaetes-Actinobacteria -2.312270e+02 -2711.1221
## Synergistetes-Actinobacteria -2.371520e+02 -3338.4190
## Tenericutes-Actinobacteria -2.322409e+02 -3074.1652
## Thermodesulfobacteria-Actinobacteria -1.975187e+02 -5044.1429
## Thermotogae-Actinobacteria -2.276853e+02 -3550.4277
## Unknown-Actinobacteria 7.431467e+01 -11719.2856
## Verrucomicrobia-Actinobacteria 3.912834e+02 -1777.7922
## Armatimonadetes-Aquificae 4.190000e+02 -6457.8161
## Atribacterota-Aquificae 5.600000e+01 -12245.6225
## Bacteria_none_none-Aquificae -6.500000e+00 -9060.2490
## Bacteroidota-Aquificae 1.227116e+02 -3479.7609
## Balneolaeota-Aquificae -5.333333e+00 -5982.8474
## Caldiserica-Aquificae -3.000000e+00 -12304.6225
## Calditrichaeota-Aquificae 7.250000e+01 -8981.2490
## Candidatus Melainabacteria-Aquificae 6.660000e+02 -11635.6225
## Chlamydiae-Aquificae 4.625000e+00 -5468.0994
## Chlorobi-Aquificae -6.600000e+00 -6359.1306
## Chloroflexi-Aquificae 8.008108e+01 -3964.6675
## Chrysiogenetes-Aquificae -7.000000e+00 -9060.7490
## Coprothermobacterota-Aquificae -4.000000e+00 -12305.6225
## Cyanobacteria-Aquificae 8.203791e+00 -3634.3589
## Deferribacteres-Aquificae -1.777778e+00 -5295.5532
## Deinococcus-Thermus-Aquificae 2.200000e+00 -5143.9379
## Dictyoglomi-Aquificae 3.000000e+00 -12298.6225
## Elusimicrobia-Aquificae 9.725000e+02 -8081.2490
## Euryarchaeota-Aquificae -6.000000e+00 -12307.6225
## Fibrobacteres-Aquificae 2.215000e+02 -6655.3161
## Firmicutes-Aquificae 2.125580e+02 -3367.5612
## Fusobacteria-Aquificae -5.416667e+00 -4921.7924
## Gemmatimonadetes-Aquificae 8.137500e+03 1260.6839
## Ignavibacteriae-Aquificae 8.000000e+01 -8973.7490
## Kiritimatiellaeota-Aquificae 6.450000e+01 -8989.2490
## Lentisphaerae-Aquificae 2.133333e+01 -7650.0761
## Nitrospinae-Aquificae 9.250000e+02 -11376.6225
## Nitrospirae-Aquificae 6.454667e+03 -1216.7428
## Planctomycetota-Aquificae 1.086117e+03 -2776.8888
## Proteobacteria-Aquificae 4.649766e+02 -3099.6220
## Rhodothermaeota-Aquificae -5.666667e+00 -5983.1808
## Spirochaetes-Aquificae 1.458333e+00 -4286.9899
## Synergistetes-Aquificae -4.466667e+00 -4679.8026
## Tenericutes-Aquificae 4.444444e-01 -4507.0429
## Thermodesulfobacteria-Aquificae 3.516667e+01 -5942.3474
## Thermotogae-Aquificae 5.000000e+00 -4820.0933
## Unknown-Aquificae 3.070000e+02 -11994.6225
## Verrucomicrobia-Aquificae 6.239688e+02 -3492.5587
## Atribacterota-Armatimonadetes -3.630000e+02 -13531.1002
## Bacteria_none_none-Armatimonadetes -4.255000e+02 -10625.4666
## Bacteroidota-Armatimonadetes -2.962884e+02 -6216.3183
## Balneolaeota-Armatimonadetes -4.243333e+02 -8026.9395
## Caldiserica-Armatimonadetes -4.220000e+02 -13590.1002
## Calditrichaeota-Armatimonadetes -3.465000e+02 -10546.4666
## Candidatus Melainabacteria-Armatimonadetes 2.470000e+02 -12921.1002
## Chlamydiae-Armatimonadetes -4.143750e+02 -7626.8405
## Chlorobi-Armatimonadetes -4.256000e+02 -8326.4601
## Chloroflexi-Armatimonadetes -3.389189e+02 -6538.0267
## Chrysiogenetes-Armatimonadetes -4.260000e+02 -10625.9666
## Coprothermobacterota-Armatimonadetes -4.230000e+02 -13591.1002
## Cyanobacteria-Armatimonadetes -4.107962e+02 -6355.3070
## Deferribacteres-Armatimonadetes -4.207778e+02 -7498.4190
## Deinococcus-Thermus-Armatimonadetes -4.168000e+02 -7384.7037
## Dictyoglomi-Armatimonadetes -4.160000e+02 -13584.1002
## Elusimicrobia-Armatimonadetes 5.535000e+02 -9646.4666
## Euryarchaeota-Armatimonadetes -4.250000e+02 -13593.1002
## Fibrobacteres-Armatimonadetes -1.975000e+02 -8525.7378
## Firmicutes-Armatimonadetes -2.064420e+02 -6112.8960
## Fusobacteria-Armatimonadetes -4.244167e+02 -7224.3944
## Gemmatimonadetes-Armatimonadetes 7.718500e+03 -609.7378
## Ignavibacteriae-Armatimonadetes -3.390000e+02 -10538.9666
## Kiritimatiellaeota-Armatimonadetes -3.545000e+02 -10554.4666
## Lentisphaerae-Armatimonadetes -3.976667e+02 -9393.1916
## Nitrospinae-Armatimonadetes 5.060000e+02 -12662.1002
## Nitrospirae-Armatimonadetes 6.035667e+03 -2959.8583
## Planctomycetota-Armatimonadetes 6.671167e+02 -5414.9683
## Proteobacteria-Armatimonadetes 4.597658e+01 -5851.0828
## Rhodothermaeota-Armatimonadetes -4.246667e+02 -8027.2729
## Spirochaetes-Armatimonadetes -4.175417e+02 -6778.3384
## Synergistetes-Armatimonadetes -4.234667e+02 -7051.2651
## Tenericutes-Armatimonadetes -4.185556e+02 -6929.0385
## Thermodesulfobacteria-Armatimonadetes -3.838333e+02 -7986.4395
## Thermotogae-Armatimonadetes -4.140000e+02 -7148.2759
## Unknown-Armatimonadetes -1.120000e+02 -13280.1002
## Verrucomicrobia-Armatimonadetes 2.049688e+02 -6041.2096
## Bacteria_none_none-Atribacterota -6.250000e+01 -14487.4310
## Bacteroidota-Atribacterota 6.671164e+01 -11726.7642
## Balneolaeota-Atribacterota -6.133333e+01 -12782.9267
## Caldiserica-Atribacterota -5.900000e+01 -16715.4756
## Calditrichaeota-Atribacterota 1.650000e+01 -14408.4310
## Candidatus Melainabacteria-Atribacterota 6.100000e+02 -16046.4756
## Chlamydiae-Atribacterota -5.137500e+01 -12543.7317
## Chlorobi-Atribacterota -6.260000e+01 -12964.6506
## Chloroflexi-Atribacterota 2.408108e+01 -11911.9256
## Chrysiogenetes-Atribacterota -6.300000e+01 -14487.9310
## Coprothermobacterota-Atribacterota -6.000000e+01 -16716.4756
## Cyanobacteria-Atribacterota -4.779621e+01 -11853.5798
## Deferribacteres-Atribacterota -5.777778e+01 -12472.7817
## Deinococcus-Thermus-Atribacterota -5.380000e+01 -12406.5729
## Dictyoglomi-Atribacterota -5.300000e+01 -16709.4756
## Elusimicrobia-Atribacterota 9.165000e+02 -13508.4310
## Euryarchaeota-Atribacterota -6.200000e+01 -16718.4756
## Fibrobacteres-Atribacterota 1.655000e+02 -13002.6002
## Firmicutes-Atribacterota 1.565580e+02 -11630.1089
## Fusobacteria-Atribacterota -6.141667e+01 -12320.2508
## Gemmatimonadetes-Atribacterota 8.081500e+03 -5086.6002
## Ignavibacteriae-Atribacterota 2.400000e+01 -14400.9310
## Kiritimatiellaeota-Atribacterota 8.500000e+00 -14416.4310
## Lentisphaerae-Atribacterota -3.466667e+01 -13634.6221
## Nitrospinae-Atribacterota 8.690000e+02 -15787.4756
## Nitrospirae-Atribacterota 6.398667e+03 -7201.2887
## Planctomycetota-Atribacterota 1.030117e+03 -10845.5339
## Proteobacteria-Atribacterota 4.089766e+02 -11372.9854
## Rhodothermaeota-Atribacterota -6.166667e+01 -12783.2601
## Spirochaetes-Atribacterota -5.454167e+01 -12075.3175
## Synergistetes-Atribacterota -6.046667e+01 -12224.6366
## Tenericutes-Atribacterota -5.555556e+01 -12156.2046
## Thermodesulfobacteria-Atribacterota -2.083333e+01 -12742.4267
## Thermotogae-Atribacterota -5.100000e+01 -12273.5116
## Unknown-Atribacterota 2.510000e+02 -16405.4756
## Verrucomicrobia-Atribacterota 5.679688e+02 -11392.5522
## Bacteroidota-Bacteria_none_none 1.292116e+02 -8221.0295
## Balneolaeota-Bacteria_none_none 1.166667e+00 -9615.4540
## Caldiserica-Bacteria_none_none 3.500000e+00 -14421.4310
## Calditrichaeota-Bacteria_none_none 7.900000e+01 -11698.9069
## Candidatus Melainabacteria-Bacteria_none_none 6.725000e+02 -13752.4310
## Chlamydiae-Bacteria_none_none 1.112500e+01 -9300.1280
## Chlorobi-Bacteria_none_none -1.000000e-01 -9854.2039
## Chloroflexi-Bacteria_none_none 8.658108e+01 -8463.7821
## Chrysiogenetes-Bacteria_none_none -5.000000e-01 -11778.4069
## Coprothermobacterota-Bacteria_none_none 2.500000e+00 -14422.4310
## Cyanobacteria-Bacteria_none_none 1.470379e+01 -8352.9113
## Deferribacteres-Bacteria_none_none 4.722222e+00 -9202.4911
## Deinococcus-Thermus-Bacteria_none_none 8.700000e+00 -9114.4274
## Dictyoglomi-Bacteria_none_none 9.500000e+00 -14415.4310
## Elusimicrobia-Bacteria_none_none 9.790000e+02 -10798.9069
## Euryarchaeota-Bacteria_none_none 5.000000e-01 -14424.4310
## Fibrobacteres-Bacteria_none_none 2.280000e+02 -9971.9666
## Firmicutes-Bacteria_none_none 2.190580e+02 -8121.5638
## Fusobacteria-Bacteria_none_none 1.083333e+00 -8994.4416
## Gemmatimonadetes-Bacteria_none_none 8.144000e+03 -2055.9666
## Ignavibacteriae-Bacteria_none_none 8.650000e+01 -11691.4069
## Kiritimatiellaeota-Bacteria_none_none 7.100000e+01 -11706.9069
## Lentisphaerae-Bacteria_none_none 2.783333e+01 -10723.8755
## Nitrospinae-Bacteria_none_none 9.315000e+02 -13493.4310
## Nitrospirae-Bacteria_none_none 6.461167e+03 -4290.5421
## Planctomycetota-Bacteria_none_none 1.092617e+03 -7373.2873
## Proteobacteria-Bacteria_none_none 4.714766e+02 -7862.4950
## Rhodothermaeota-Bacteria_none_none 8.333333e-01 -9615.7874
## Spirochaetes-Bacteria_none_none 7.958333e+00 -8660.3464
## Synergistetes-Bacteria_none_none 2.033333e+00 -8864.0529
## Tenericutes-Bacteria_none_none 6.944444e+00 -8771.7890
## Thermodesulfobacteria-Bacteria_none_none 4.166667e+01 -9574.9540
## Thermotogae-Bacteria_none_none 1.150000e+01 -8934.4625
## Unknown-Bacteria_none_none 3.135000e+02 -14111.4310
## Verrucomicrobia-Bacteria_none_none 6.304688e+02 -7954.0823
## Balneolaeota-Bacteroidota -1.280450e+02 -4974.3663
## Caldiserica-Bacteroidota -1.257116e+02 -11919.1875
## Calditrichaeota-Bacteroidota -5.021164e+01 -8400.4528
## Candidatus Melainabacteria-Bacteroidota 5.432884e+02 -11250.1875
## Chlamydiae-Bacteroidota -1.180866e+02 -4326.0396
## Chlorobi-Bacteroidota -1.293116e+02 -5431.2735
## Chloroflexi-Bacteroidota -4.263056e+01 -2071.4594
## Chrysiogenetes-Bacteroidota -1.297116e+02 -8479.9528
## Coprothermobacterota-Bacteroidota -1.267116e+02 -11920.1875
## Cyanobacteria-Bacteroidota -1.145078e+02 -1126.6433
## Deferribacteres-Bacteroidota -1.244894e+02 -4096.9212
## Deinococcus-Thermus-Bacteroidota -1.205116e+02 -3893.9571
## Dictyoglomi-Bacteroidota -1.197116e+02 -11913.1875
## Elusimicrobia-Bacteroidota 8.497884e+02 -7500.4528
## Euryarchaeota-Bacteroidota -1.287116e+02 -11922.1875
## Fibrobacteres-Bacteroidota 9.878836e+01 -5821.2416
## Firmicutes-Bacteroidota 8.984640e+01 -667.3913
## Fusobacteria-Bacteroidota -1.281283e+02 -3581.6636
## Gemmatimonadetes-Bacteroidota 8.014788e+03 2094.7584
## Ignavibacteriae-Bacteroidota -4.271164e+01 -8392.9528
## Kiritimatiellaeota-Bacteroidota -5.821164e+01 -8408.4528
## Lentisphaerae-Bacteroidota -1.013783e+02 -6928.2867
## Nitrospinae-Bacteroidota 8.022884e+02 -10991.1875
## Nitrospirae-Bacteroidota 6.331955e+03 -494.9534
## Planctomycetota-Bacteroidota 9.634050e+02 -673.3499
## Proteobacteria-Bacteroidota 3.422649e+02 -337.8220
## Rhodothermaeota-Bacteroidota -1.283783e+02 -4974.6996
## Spirochaetes-Bacteroidota -1.212533e+02 -2600.5564
## Synergistetes-Bacteroidota -1.271783e+02 -3227.9719
## Tenericutes-Bacteroidota -1.222672e+02 -2963.6749
## Thermodesulfobacteria-Bacteroidota -8.754497e+01 -4933.8663
## Thermotogae-Bacteroidota -1.177116e+02 -3440.0122
## Unknown-Bacteroidota 1.842884e+02 -11609.1875
## Verrucomicrobia-Bacteroidota 5.012571e+02 -1667.1417
## Caldiserica-Balneolaeota 2.333333e+00 -12719.2601
## Calditrichaeota-Balneolaeota 7.783333e+01 -9538.7874
## Candidatus Melainabacteria-Balneolaeota 6.713333e+02 -12050.2601
## Chlamydiae-Balneolaeota 9.958333e+00 -6350.8384
## Chlorobi-Balneolaeota -1.266667e+00 -7133.1435
## Chloroflexi-Balneolaeota 8.541441e+01 -5098.1185
## Chrysiogenetes-Balneolaeota -1.666667e+00 -9618.2874
## Coprothermobacterota-Balneolaeota 1.333333e+00 -12720.2601
## Cyanobacteria-Balneolaeota 1.353712e+01 -4862.6586
## Deferribacteres-Balneolaeota 3.555556e+00 -6203.9464
## Deinococcus-Thermus-Balneolaeota 7.533333e+00 -6074.5516
## Dictyoglomi-Balneolaeota 8.333333e+00 -12713.2601
## Elusimicrobia-Balneolaeota 9.778333e+02 -8638.7874
## Euryarchaeota-Balneolaeota -6.666667e-01 -12722.2601
## Fibrobacteres-Balneolaeota 2.268333e+02 -7375.7729
## Firmicutes-Balneolaeota 2.178914e+02 -4611.8369
## Fusobacteria-Balneolaeota -8.333333e-02 -5889.0368
## Gemmatimonadetes-Balneolaeota 8.142833e+03 540.2271
## Ignavibacteriae-Balneolaeota 8.533333e+01 -9531.2874
## Kiritimatiellaeota-Balneolaeota 6.983333e+01 -9546.7874
## Lentisphaerae-Balneolaeota 2.666667e+01 -8301.5712
## Nitrospinae-Balneolaeota 9.303333e+02 -11791.2601
## Nitrospirae-Balneolaeota 6.460000e+03 -1868.2378
## Planctomycetota-Balneolaeota 1.091450e+03 -3951.5484
## Proteobacteria-Balneolaeota 4.703099e+02 -4347.9247
## Rhodothermaeota-Balneolaeota -3.333333e-01 -6800.3110
## Spirochaetes-Balneolaeota 6.791667e+00 -5369.0627
## Synergistetes-Balneolaeota 8.666667e-01 -5688.4029
## Tenericutes-Balneolaeota 5.777778e+00 -5546.3808
## Thermodesulfobacteria-Balneolaeota 4.050000e+01 -6759.4777
## Thermotogae-Balneolaeota 1.033333e+01 -5802.6304
## Unknown-Balneolaeota 3.123333e+02 -12409.2601
## Verrucomicrobia-Balneolaeota 6.293021e+02 -4610.4326
## Calditrichaeota-Caldiserica 7.550000e+01 -14349.4310
## Candidatus Melainabacteria-Caldiserica 6.690000e+02 -15987.4756
## Chlamydiae-Caldiserica 7.625000e+00 -12484.7317
## Chlorobi-Caldiserica -3.600000e+00 -12905.6506
## Chloroflexi-Caldiserica 8.308108e+01 -11852.9256
## Chrysiogenetes-Caldiserica -4.000000e+00 -14428.9310
## Coprothermobacterota-Caldiserica -1.000000e+00 -16657.4756
## Cyanobacteria-Caldiserica 1.120379e+01 -11794.5798
## Deferribacteres-Caldiserica 1.222222e+00 -12413.7817
## Deinococcus-Thermus-Caldiserica 5.200000e+00 -12347.5729
## Dictyoglomi-Caldiserica 6.000000e+00 -16650.4756
## Elusimicrobia-Caldiserica 9.755000e+02 -13449.4310
## Euryarchaeota-Caldiserica -3.000000e+00 -16659.4756
## Fibrobacteres-Caldiserica 2.245000e+02 -12943.6002
## Firmicutes-Caldiserica 2.155580e+02 -11571.1089
## Fusobacteria-Caldiserica -2.416667e+00 -12261.2508
## Gemmatimonadetes-Caldiserica 8.140500e+03 -5027.6002
## Ignavibacteriae-Caldiserica 8.300000e+01 -14341.9310
## Kiritimatiellaeota-Caldiserica 6.750000e+01 -14357.4310
## Lentisphaerae-Caldiserica 2.433333e+01 -13575.6221
## Nitrospinae-Caldiserica 9.280000e+02 -15728.4756
## Nitrospirae-Caldiserica 6.457667e+03 -7142.2887
## Planctomycetota-Caldiserica 1.089117e+03 -10786.5339
## Proteobacteria-Caldiserica 4.679766e+02 -11313.9854
## Rhodothermaeota-Caldiserica -2.666667e+00 -12724.2601
## Spirochaetes-Caldiserica 4.458333e+00 -12016.3175
## Synergistetes-Caldiserica -1.466667e+00 -12165.6366
## Tenericutes-Caldiserica 3.444444e+00 -12097.2046
## Thermodesulfobacteria-Caldiserica 3.816667e+01 -12683.4267
## Thermotogae-Caldiserica 8.000000e+00 -12214.5116
## Unknown-Caldiserica 3.100000e+02 -16346.4756
## Verrucomicrobia-Caldiserica 6.269688e+02 -11333.5522
## Candidatus Melainabacteria-Calditrichaeota 5.935000e+02 -13831.4310
## Chlamydiae-Calditrichaeota -6.787500e+01 -9379.1280
## Chlorobi-Calditrichaeota -7.910000e+01 -9933.2039
## Chloroflexi-Calditrichaeota 7.581081e+00 -8542.7821
## Chrysiogenetes-Calditrichaeota -7.950000e+01 -11857.4069
## Coprothermobacterota-Calditrichaeota -7.650000e+01 -14501.4310
## Cyanobacteria-Calditrichaeota -6.429621e+01 -8431.9113
## Deferribacteres-Calditrichaeota -7.427778e+01 -9281.4911
## Deinococcus-Thermus-Calditrichaeota -7.030000e+01 -9193.4274
## Dictyoglomi-Calditrichaeota -6.950000e+01 -14494.4310
## Elusimicrobia-Calditrichaeota 9.000000e+02 -10877.9069
## Euryarchaeota-Calditrichaeota -7.850000e+01 -14503.4310
## Fibrobacteres-Calditrichaeota 1.490000e+02 -10050.9666
## Firmicutes-Calditrichaeota 1.400580e+02 -8200.5638
## Fusobacteria-Calditrichaeota -7.791667e+01 -9073.4416
## Gemmatimonadetes-Calditrichaeota 8.065000e+03 -2134.9666
## Ignavibacteriae-Calditrichaeota 7.500000e+00 -11770.4069
## Kiritimatiellaeota-Calditrichaeota -8.000000e+00 -11785.9069
## Lentisphaerae-Calditrichaeota -5.116667e+01 -10802.8755
## Nitrospinae-Calditrichaeota 8.525000e+02 -13572.4310
## Nitrospirae-Calditrichaeota 6.382167e+03 -4369.5421
## Planctomycetota-Calditrichaeota 1.013617e+03 -7452.2873
## Proteobacteria-Calditrichaeota 3.924766e+02 -7941.4950
## Rhodothermaeota-Calditrichaeota -7.816667e+01 -9694.7874
## Spirochaetes-Calditrichaeota -7.104167e+01 -8739.3464
## Synergistetes-Calditrichaeota -7.696667e+01 -8943.0529
## Tenericutes-Calditrichaeota -7.205556e+01 -8850.7890
## Thermodesulfobacteria-Calditrichaeota -3.733333e+01 -9653.9540
## Thermotogae-Calditrichaeota -6.750000e+01 -9013.4625
## Unknown-Calditrichaeota 2.345000e+02 -14190.4310
## Verrucomicrobia-Calditrichaeota 5.514688e+02 -8033.0823
## Chlamydiae-Candidatus Melainabacteria -6.613750e+02 -13153.7317
## Chlorobi-Candidatus Melainabacteria -6.726000e+02 -13574.6506
## Chloroflexi-Candidatus Melainabacteria -5.859189e+02 -12521.9256
## Chrysiogenetes-Candidatus Melainabacteria -6.730000e+02 -15097.9310
## Coprothermobacterota-Candidatus Melainabacteria -6.700000e+02 -17326.4756
## Cyanobacteria-Candidatus Melainabacteria -6.577962e+02 -12463.5798
## Deferribacteres-Candidatus Melainabacteria -6.677778e+02 -13082.7817
## Deinococcus-Thermus-Candidatus Melainabacteria -6.638000e+02 -13016.5729
## Dictyoglomi-Candidatus Melainabacteria -6.630000e+02 -17319.4756
## Elusimicrobia-Candidatus Melainabacteria 3.065000e+02 -14118.4310
## Euryarchaeota-Candidatus Melainabacteria -6.720000e+02 -17328.4756
## Fibrobacteres-Candidatus Melainabacteria -4.445000e+02 -13612.6002
## Firmicutes-Candidatus Melainabacteria -4.534420e+02 -12240.1089
## Fusobacteria-Candidatus Melainabacteria -6.714167e+02 -12930.2508
## Gemmatimonadetes-Candidatus Melainabacteria 7.471500e+03 -5696.6002
## Ignavibacteriae-Candidatus Melainabacteria -5.860000e+02 -15010.9310
## Kiritimatiellaeota-Candidatus Melainabacteria -6.015000e+02 -15026.4310
## Lentisphaerae-Candidatus Melainabacteria -6.446667e+02 -14244.6221
## Nitrospinae-Candidatus Melainabacteria 2.590000e+02 -16397.4756
## Nitrospirae-Candidatus Melainabacteria 5.788667e+03 -7811.2887
## Planctomycetota-Candidatus Melainabacteria 4.201167e+02 -11455.5339
## Proteobacteria-Candidatus Melainabacteria -2.010234e+02 -11982.9854
## Rhodothermaeota-Candidatus Melainabacteria -6.716667e+02 -13393.2601
## Spirochaetes-Candidatus Melainabacteria -6.645417e+02 -12685.3175
## Synergistetes-Candidatus Melainabacteria -6.704667e+02 -12834.6366
## Tenericutes-Candidatus Melainabacteria -6.655556e+02 -12766.2046
## Thermodesulfobacteria-Candidatus Melainabacteria -6.308333e+02 -13352.4267
## Thermotogae-Candidatus Melainabacteria -6.610000e+02 -12883.5116
## Unknown-Candidatus Melainabacteria -3.590000e+02 -17015.4756
## Verrucomicrobia-Candidatus Melainabacteria -4.203125e+01 -12002.5522
## Chlorobi-Chlamydiae -1.122500e+01 -6725.6650
## Chloroflexi-Chlamydiae 7.545608e+01 -4516.8256
## Chrysiogenetes-Chlamydiae -1.162500e+01 -9322.8780
## Coprothermobacterota-Chlamydiae -8.625000e+00 -12500.9817
## Cyanobacteria-Chlamydiae 3.578791e+00 -4238.7464
## Deferribacteres-Chlamydiae -6.402778e+00 -5729.4368
## Deinococcus-Thermus-Chlamydiae -2.425000e+00 -5589.1768
## Dictyoglomi-Chlamydiae -1.625000e+00 -12493.9817
## Elusimicrobia-Chlamydiae 9.678750e+02 -8343.3780
## Euryarchaeota-Chlamydiae -1.062500e+01 -12502.9817
## Fibrobacteres-Chlamydiae 2.168750e+02 -6995.5905
## Firmicutes-Chlamydiae 2.079330e+02 -3980.8990
## Fusobacteria-Chlamydiae -1.004167e+01 -5385.8961
## Gemmatimonadetes-Chlamydiae 8.132875e+03 920.4095
## Ignavibacteriae-Chlamydiae 7.537500e+01 -9235.8780
## Kiritimatiellaeota-Chlamydiae 5.987500e+01 -9251.3780
## Lentisphaerae-Chlamydiae 1.670833e+01 -7956.9723
## Nitrospinae-Chlamydiae 9.203750e+02 -11571.9817
## Nitrospirae-Chlamydiae 6.450042e+03 -1523.6390
## Planctomycetota-Chlamydiae 1.081492e+03 -3351.5514
## Proteobacteria-Chlamydiae 4.603516e+02 -3715.2230
## Rhodothermaeota-Chlamydiae -1.029167e+01 -6371.0884
## Spirochaetes-Chlamydiae -3.166667e+00 -4811.4770
## Synergistetes-Chlamydiae -9.091667e+00 -5165.4301
## Tenericutes-Chlamydiae -4.180556e+00 -5008.8286
## Thermodesulfobacteria-Chlamydiae 3.054167e+01 -6330.2550
## Thermotogae-Chlamydiae 3.750000e-01 -5292.1278
## Unknown-Chlamydiae 3.023750e+02 -12189.9817
## Verrucomicrobia-Chlamydiae 6.193438e+02 -4036.2827
## Chloroflexi-Chlorobi 8.668108e+01 -5525.1798
## Chrysiogenetes-Chlorobi -4.000000e-01 -9854.5039
## Coprothermobacterota-Chlorobi 2.600000e+00 -12899.4506
## Cyanobacteria-Chlorobi 1.480379e+01 -5314.4790
## Deferribacteres-Chlorobi 4.822222e+00 -6564.5804
## Deinococcus-Thermus-Chlorobi 8.800000e+00 -6442.2253
## Dictyoglomi-Chlorobi 9.600000e+00 -12892.4506
## Elusimicrobia-Chlorobi 9.791000e+02 -8875.0039
## Euryarchaeota-Chlorobi 6.000000e-01 -12901.4506
## Fibrobacteres-Chlorobi 2.281000e+02 -7672.7601
## Firmicutes-Chlorobi 2.191580e+02 -5067.6411
## Fusobacteria-Chlorobi 1.183333e+00 -6268.0863
## Gemmatimonadetes-Chlorobi 8.144100e+03 243.2399
## Ignavibacteriae-Chlorobi 8.660000e+01 -9767.5039
## Kiritimatiellaeota-Chlorobi 7.110000e+01 -9783.0039
## Lentisphaerae-Chlorobi 2.793333e+01 -8573.4337
## Nitrospinae-Chlorobi 9.316000e+02 -11970.4506
## Nitrospirae-Chlorobi 6.461267e+03 -2140.1004
## Planctomycetota-Chlorobi 1.092717e+03 -4389.6006
## Proteobacteria-Chlorobi 4.715766e+02 -4804.7246
## Rhodothermaeota-Chlorobi 9.333333e-01 -7130.9435
## Spirochaetes-Chlorobi 8.058333e+00 -5781.9141
## Synergistetes-Chlorobi 2.133333e+00 -6079.9516
## Tenericutes-Chlorobi 7.044444e+00 -5946.9823
## Thermodesulfobacteria-Chlorobi 4.176667e+01 -7090.1101
## Thermotogae-Chlorobi 1.160000e+01 -6186.3446
## Unknown-Chlorobi 3.136000e+02 -12588.4506
## Verrucomicrobia-Chlorobi 6.305687e+02 -5033.2453
## Chrysiogenetes-Chloroflexi -8.708108e+01 -8637.4442
## Coprothermobacterota-Chloroflexi -8.408108e+01 -12020.0877
## Cyanobacteria-Chloroflexi -7.187729e+01 -2171.0679
## Deferribacteres-Chloroflexi -8.185886e+01 -4459.3464
## Deinococcus-Thermus-Chloroflexi -7.788108e+01 -4275.6273
## Dictyoglomi-Chloroflexi -7.708108e+01 -12013.0877
## Elusimicrobia-Chloroflexi 8.924189e+02 -7657.9442
## Euryarchaeota-Chloroflexi -8.608108e+01 -12022.0877
## Fibrobacteres-Chloroflexi 1.414189e+02 -6057.6889
## Firmicutes-Chloroflexi 1.324770e+02 -1856.3900
## Fusobacteria-Chloroflexi -8.549775e+01 -3998.1808
## Gemmatimonadetes-Chloroflexi 8.057419e+03 1858.3111
## Ignavibacteriae-Chloroflexi -8.108108e-02 -8550.4442
## Kiritimatiellaeota-Chloroflexi -1.558108e+01 -8565.9442
## Lentisphaerae-Chloroflexi -5.874775e+01 -7129.0279
## Nitrospinae-Chloroflexi 8.449189e+02 -11091.0877
## Nitrospirae-Chloroflexi 6.374586e+03 -695.6946
## Planctomycetota-Chloroflexi 1.006036e+03 -1455.9046
## Proteobacteria-Chloroflexi 3.848955e+02 -1575.8955
## Rhodothermaeota-Chloroflexi -8.574775e+01 -5269.2806
## Spirochaetes-Chloroflexi -7.862275e+01 -3165.5511
## Synergistetes-Chloroflexi -8.454775e+01 -3689.6974
## Tenericutes-Chloroflexi -7.963664e+01 -3464.2756
## Thermodesulfobacteria-Chloroflexi -4.491441e+01 -5228.4473
## Thermotogae-Chloroflexi -7.508108e+01 -3872.4307
## Unknown-Chloroflexi 2.269189e+02 -11709.0877
## Verrucomicrobia-Chloroflexi 5.438877e+02 -2299.3739
## Coprothermobacterota-Chrysiogenetes 3.000000e+00 -14421.9310
## Cyanobacteria-Chrysiogenetes 1.520379e+01 -8352.4113
## Deferribacteres-Chrysiogenetes 5.222222e+00 -9201.9911
## Deinococcus-Thermus-Chrysiogenetes 9.200000e+00 -9113.9274
## Dictyoglomi-Chrysiogenetes 1.000000e+01 -14414.9310
## Elusimicrobia-Chrysiogenetes 9.795000e+02 -10798.4069
## Euryarchaeota-Chrysiogenetes 1.000000e+00 -14423.9310
## Fibrobacteres-Chrysiogenetes 2.285000e+02 -9971.4666
## Firmicutes-Chrysiogenetes 2.195580e+02 -8121.0638
## Fusobacteria-Chrysiogenetes 1.583333e+00 -8993.9416
## Gemmatimonadetes-Chrysiogenetes 8.144500e+03 -2055.4666
## Ignavibacteriae-Chrysiogenetes 8.700000e+01 -11690.9069
## Kiritimatiellaeota-Chrysiogenetes 7.150000e+01 -11706.4069
## Lentisphaerae-Chrysiogenetes 2.833333e+01 -10723.3755
## Nitrospinae-Chrysiogenetes 9.320000e+02 -13492.9310
## Nitrospirae-Chrysiogenetes 6.461667e+03 -4290.0421
## Planctomycetota-Chrysiogenetes 1.093117e+03 -7372.7873
## Proteobacteria-Chrysiogenetes 4.719766e+02 -7861.9950
## Rhodothermaeota-Chrysiogenetes 1.333333e+00 -9615.2874
## Spirochaetes-Chrysiogenetes 8.458333e+00 -8659.8464
## Synergistetes-Chrysiogenetes 2.533333e+00 -8863.5529
## Tenericutes-Chrysiogenetes 7.444444e+00 -8771.2890
## Thermodesulfobacteria-Chrysiogenetes 4.216667e+01 -9574.4540
## Thermotogae-Chrysiogenetes 1.200000e+01 -8933.9625
## Unknown-Chrysiogenetes 3.140000e+02 -14110.9310
## Verrucomicrobia-Chrysiogenetes 6.309688e+02 -7953.5823
## Cyanobacteria-Coprothermobacterota 1.220379e+01 -11793.5798
## Deferribacteres-Coprothermobacterota 2.222222e+00 -12412.7817
## Deinococcus-Thermus-Coprothermobacterota 6.200000e+00 -12346.5729
## Dictyoglomi-Coprothermobacterota 7.000000e+00 -16649.4756
## Elusimicrobia-Coprothermobacterota 9.765000e+02 -13448.4310
## Euryarchaeota-Coprothermobacterota -2.000000e+00 -16658.4756
## Fibrobacteres-Coprothermobacterota 2.255000e+02 -12942.6002
## Firmicutes-Coprothermobacterota 2.165580e+02 -11570.1089
## Fusobacteria-Coprothermobacterota -1.416667e+00 -12260.2508
## Gemmatimonadetes-Coprothermobacterota 8.141500e+03 -5026.6002
## Ignavibacteriae-Coprothermobacterota 8.400000e+01 -14340.9310
## Kiritimatiellaeota-Coprothermobacterota 6.850000e+01 -14356.4310
## Lentisphaerae-Coprothermobacterota 2.533333e+01 -13574.6221
## Nitrospinae-Coprothermobacterota 9.290000e+02 -15727.4756
## Nitrospirae-Coprothermobacterota 6.458667e+03 -7141.2887
## Planctomycetota-Coprothermobacterota 1.090117e+03 -10785.5339
## Proteobacteria-Coprothermobacterota 4.689766e+02 -11312.9854
## Rhodothermaeota-Coprothermobacterota -1.666667e+00 -12723.2601
## Spirochaetes-Coprothermobacterota 5.458333e+00 -12015.3175
## Synergistetes-Coprothermobacterota -4.666667e-01 -12164.6366
## Tenericutes-Coprothermobacterota 4.444444e+00 -12096.2046
## Thermodesulfobacteria-Coprothermobacterota 3.916667e+01 -12682.4267
## Thermotogae-Coprothermobacterota 9.000000e+00 -12213.5116
## Unknown-Coprothermobacterota 3.110000e+02 -16345.4756
## Verrucomicrobia-Coprothermobacterota 6.279688e+02 -11332.5522
## Deferribacteres-Cyanobacteria -9.981569e+00 -4018.8054
## Deinococcus-Thermus-Cyanobacteria -6.003791e+00 -3817.7416
## Dictyoglomi-Cyanobacteria -5.203791e+00 -11810.9874
## Elusimicrobia-Cyanobacteria 9.642962e+02 -7403.3188
## Euryarchaeota-Cyanobacteria -1.420379e+01 -11819.9874
## Fibrobacteres-Cyanobacteria 2.132962e+02 -5731.2146
## Firmicutes-Cyanobacteria 2.043542e+02 -725.0884
## Fusobacteria-Cyanobacteria -1.362046e+01 -3508.9546
## Gemmatimonadetes-Cyanobacteria 8.129296e+03 2184.7854
## Ignavibacteriae-Cyanobacteria 7.179621e+01 -8295.8188
## Kiritimatiellaeota-Cyanobacteria 5.629621e+01 -8311.3188
## Lentisphaerae-Cyanobacteria 1.312954e+01 -6835.0186
## Nitrospinae-Cyanobacteria 9.167962e+02 -10888.9874
## Nitrospirae-Cyanobacteria 6.446463e+03 -401.6853
## Planctomycetota-Cyanobacteria 1.077913e+03 -645.2880
## Proteobacteria-Cyanobacteria 4.567728e+02 -410.9674
## Rhodothermaeota-Cyanobacteria -1.387046e+01 -4890.0662
## Spirochaetes-Cyanobacteria -6.745458e+00 -2543.9484
## Synergistetes-Cyanobacteria -1.267046e+01 -3159.9512
## Tenericutes-Cyanobacteria -7.759347e+00 -2899.8265
## Thermodesulfobacteria-Cyanobacteria 2.696288e+01 -4849.2329
## Thermotogae-Cyanobacteria -3.203791e+00 -3368.9334
## Unknown-Cyanobacteria 2.987962e+02 -11506.9874
## Verrucomicrobia-Cyanobacteria 6.157650e+02 -1618.6048
## Deinococcus-Thermus-Deferribacteres 3.977778e+00 -5407.5970
## Dictyoglomi-Deferribacteres 4.777778e+00 -12410.2262
## Elusimicrobia-Deferribacteres 9.742778e+02 -8232.9356
## Euryarchaeota-Deferribacteres -4.222222e+00 -12419.2262
## Fibrobacteres-Deferribacteres 2.232778e+02 -6854.3634
## Firmicutes-Deferribacteres 2.143358e+02 -3737.8357
## Fusobacteria-Deferribacteres -3.638889e+00 -5197.2077
## Gemmatimonadetes-Deferribacteres 8.139278e+03 1061.6366
## Ignavibacteriae-Deferribacteres 8.177778e+01 -9125.4356
## Kiritimatiellaeota-Deferribacteres 6.627778e+01 -9140.9356
## Lentisphaerae-Deferribacteres 2.311111e+01 -7828.8268
## Nitrospinae-Deferribacteres 9.267778e+02 -11488.2262
## Nitrospirae-Deferribacteres 6.456444e+03 -1395.4935
## Planctomycetota-Deferribacteres 1.087894e+03 -3122.2382
## Proteobacteria-Deferribacteres 4.667544e+02 -3471.3631
## Rhodothermaeota-Deferribacteres -3.888889e+00 -6211.3909
## Spirochaetes-Deferribacteres 3.236111e+00 -4600.3706
## Synergistetes-Deferribacteres -2.688889e+00 -4968.6905
## Tenericutes-Deferribacteres 2.222222e+00 -4806.0881
## Thermodesulfobacteria-Deferribacteres 3.694444e+01 -6170.5575
## Thermotogae-Deferribacteres 6.777778e+00 -5100.4653
## Unknown-Deferribacteres 3.087778e+02 -12106.2262
## Verrucomicrobia-Deferribacteres 6.257465e+02 -3818.1486
## Dictyoglomi-Deinococcus-Thermus 8.000000e-01 -12351.9729
## Elusimicrobia-Deinococcus-Thermus 9.703000e+02 -8152.8274
## Euryarchaeota-Deinococcus-Thermus -8.200000e+00 -12360.9729
## Fibrobacteres-Deinococcus-Thermus 2.193000e+02 -6748.6037
## Firmicutes-Deinococcus-Thermus 2.103580e+02 -3541.7529
## Fusobacteria-Deinococcus-Thermus -7.616667e+00 -5050.6151
## Gemmatimonadetes-Deinococcus-Thermus 8.135300e+03 1167.3963
## Ignavibacteriae-Deinococcus-Thermus 7.780000e+01 -9045.3274
## Kiritimatiellaeota-Deinococcus-Thermus 6.230000e+01 -9060.8274
## Lentisphaerae-Deinococcus-Thermus 1.913333e+01 -7734.0341
## Nitrospinae-Deinococcus-Thermus 9.228000e+02 -11429.9729
## Nitrospirae-Deinococcus-Thermus 6.452467e+03 -1300.7008
## Planctomycetota-Deinococcus-Thermus 1.083917e+03 -2939.0044
## Proteobacteria-Deinococcus-Thermus 4.627766e+02 -3274.5280
## Rhodothermaeota-Deinococcus-Thermus -7.866667e+00 -6089.9516
## Spirochaetes-Deinococcus-Thermus -7.416667e-01 -4433.7848
## Synergistetes-Deinococcus-Thermus -6.666667e+00 -4814.9770
## Tenericutes-Deinococcus-Thermus -1.755556e+00 -4647.0247
## Thermodesulfobacteria-Deinococcus-Thermus 3.296667e+01 -6049.1183
## Thermotogae-Deinococcus-Thermus 2.800000e+00 -4951.2497
## Unknown-Deinococcus-Thermus 3.048000e+02 -12047.9729
## Verrucomicrobia-Deinococcus-Thermus 6.217688e+02 -3645.1834
## Elusimicrobia-Dictyoglomi 9.695000e+02 -13455.4310
## Euryarchaeota-Dictyoglomi -9.000000e+00 -16665.4756
## Fibrobacteres-Dictyoglomi 2.185000e+02 -12949.6002
## Firmicutes-Dictyoglomi 2.095580e+02 -11577.1089
## Fusobacteria-Dictyoglomi -8.416667e+00 -12267.2508
## Gemmatimonadetes-Dictyoglomi 8.134500e+03 -5033.6002
## Ignavibacteriae-Dictyoglomi 7.700000e+01 -14347.9310
## Kiritimatiellaeota-Dictyoglomi 6.150000e+01 -14363.4310
## Lentisphaerae-Dictyoglomi 1.833333e+01 -13581.6221
## Nitrospinae-Dictyoglomi 9.220000e+02 -15734.4756
## Nitrospirae-Dictyoglomi 6.451667e+03 -7148.2887
## Planctomycetota-Dictyoglomi 1.083117e+03 -10792.5339
## Proteobacteria-Dictyoglomi 4.619766e+02 -11319.9854
## Rhodothermaeota-Dictyoglomi -8.666667e+00 -12730.2601
## Spirochaetes-Dictyoglomi -1.541667e+00 -12022.3175
## Synergistetes-Dictyoglomi -7.466667e+00 -12171.6366
## Tenericutes-Dictyoglomi -2.555556e+00 -12103.2046
## Thermodesulfobacteria-Dictyoglomi 3.216667e+01 -12689.4267
## Thermotogae-Dictyoglomi 2.000000e+00 -12220.5116
## Unknown-Dictyoglomi 3.040000e+02 -16352.4756
## Verrucomicrobia-Dictyoglomi 6.209688e+02 -11339.5522
## Euryarchaeota-Elusimicrobia -9.785000e+02 -15403.4310
## Fibrobacteres-Elusimicrobia -7.510000e+02 -10950.9666
## Firmicutes-Elusimicrobia -7.599420e+02 -9100.5638
## Fusobacteria-Elusimicrobia -9.779167e+02 -9973.4416
## Gemmatimonadetes-Elusimicrobia 7.165000e+03 -3034.9666
## Ignavibacteriae-Elusimicrobia -8.925000e+02 -12670.4069
## Kiritimatiellaeota-Elusimicrobia -9.080000e+02 -12685.9069
## Lentisphaerae-Elusimicrobia -9.511667e+02 -11702.8755
## Nitrospinae-Elusimicrobia -4.750000e+01 -14472.4310
## Nitrospirae-Elusimicrobia 5.482167e+03 -5269.5421
## Planctomycetota-Elusimicrobia 1.136167e+02 -8352.2873
## Proteobacteria-Elusimicrobia -5.075234e+02 -8841.4950
## Rhodothermaeota-Elusimicrobia -9.781667e+02 -10594.7874
## Spirochaetes-Elusimicrobia -9.710417e+02 -9639.3464
## Synergistetes-Elusimicrobia -9.769667e+02 -9843.0529
## Tenericutes-Elusimicrobia -9.720556e+02 -9750.7890
## Thermodesulfobacteria-Elusimicrobia -9.373333e+02 -10553.9540
## Thermotogae-Elusimicrobia -9.675000e+02 -9913.4625
## Unknown-Elusimicrobia -6.655000e+02 -15090.4310
## Verrucomicrobia-Elusimicrobia -3.485312e+02 -8933.0823
## Fibrobacteres-Euryarchaeota 2.275000e+02 -12940.6002
## Firmicutes-Euryarchaeota 2.185580e+02 -11568.1089
## Fusobacteria-Euryarchaeota 5.833333e-01 -12258.2508
## Gemmatimonadetes-Euryarchaeota 8.143500e+03 -5024.6002
## Ignavibacteriae-Euryarchaeota 8.600000e+01 -14338.9310
## Kiritimatiellaeota-Euryarchaeota 7.050000e+01 -14354.4310
## Lentisphaerae-Euryarchaeota 2.733333e+01 -13572.6221
## Nitrospinae-Euryarchaeota 9.310000e+02 -15725.4756
## Nitrospirae-Euryarchaeota 6.460667e+03 -7139.2887
## Planctomycetota-Euryarchaeota 1.092117e+03 -10783.5339
## Proteobacteria-Euryarchaeota 4.709766e+02 -11310.9854
## Rhodothermaeota-Euryarchaeota 3.333333e-01 -12721.2601
## Spirochaetes-Euryarchaeota 7.458333e+00 -12013.3175
## Synergistetes-Euryarchaeota 1.533333e+00 -12162.6366
## Tenericutes-Euryarchaeota 6.444444e+00 -12094.2046
## Thermodesulfobacteria-Euryarchaeota 4.116667e+01 -12680.4267
## Thermotogae-Euryarchaeota 1.100000e+01 -12211.5116
## Unknown-Euryarchaeota 3.130000e+02 -16343.4756
## Verrucomicrobia-Euryarchaeota 6.299687e+02 -11330.5522
## Firmicutes-Fibrobacteres -8.941964e+00 -5915.3960
## Fusobacteria-Fibrobacteres -2.269167e+02 -7026.8944
## Gemmatimonadetes-Fibrobacteres 7.916000e+03 -412.2378
## Ignavibacteriae-Fibrobacteres -1.415000e+02 -10341.4666
## Kiritimatiellaeota-Fibrobacteres -1.570000e+02 -10356.9666
## Lentisphaerae-Fibrobacteres -2.001667e+02 -9195.6916
## Nitrospinae-Fibrobacteres 7.035000e+02 -12464.6002
## Nitrospirae-Fibrobacteres 6.233167e+03 -2762.3583
## Planctomycetota-Fibrobacteres 8.646167e+02 -5217.4683
## Proteobacteria-Fibrobacteres 2.434766e+02 -5653.5828
## Rhodothermaeota-Fibrobacteres -2.271667e+02 -7829.7729
## Spirochaetes-Fibrobacteres -2.200417e+02 -6580.8384
## Synergistetes-Fibrobacteres -2.259667e+02 -6853.7651
## Tenericutes-Fibrobacteres -2.210556e+02 -6731.5385
## Thermodesulfobacteria-Fibrobacteres -1.863333e+02 -7788.9395
## Thermotogae-Fibrobacteres -2.165000e+02 -6950.7759
## Unknown-Fibrobacteres 8.550000e+01 -13082.6002
## Verrucomicrobia-Fibrobacteres 4.024688e+02 -5843.7096
## Fusobacteria-Firmicutes -2.179747e+02 -3648.1863
## Gemmatimonadetes-Firmicutes 7.924942e+03 2018.4879
## Ignavibacteriae-Firmicutes -1.325580e+02 -8473.1799
## Kiritimatiellaeota-Firmicutes -1.480580e+02 -8488.6799
## Lentisphaerae-Firmicutes -1.912247e+02 -7006.3640
## Nitrospinae-Firmicutes 7.124420e+02 -11074.2250
## Nitrospirae-Firmicutes 6.242109e+03 -573.0307
## Planctomycetota-Firmicutes 8.735586e+02 -713.3919
## Proteobacteria-Firmicutes 2.524185e+02 -297.0938
## Rhodothermaeota-Firmicutes -2.182247e+02 -5047.9530
## Spirochaetes-Firmicutes -2.110997e+02 -2657.8096
## Synergistetes-Firmicutes -2.170247e+02 -3291.8201
## Tenericutes-Firmicutes -2.121136e+02 -3025.1268
## Thermodesulfobacteria-Firmicutes -1.773914e+02 -5007.1197
## Thermotogae-Firmicutes -2.075580e+02 -3505.6069
## Unknown-Firmicutes 9.444196e+01 -11692.2250
## Verrucomicrobia-Firmicutes 4.114107e+02 -1719.6451
## Gemmatimonadetes-Fusobacteria 8.142917e+03 1342.9390
## Ignavibacteriae-Fusobacteria 8.541667e+01 -8910.1083
## Kiritimatiellaeota-Fusobacteria 6.991667e+01 -8925.6083
## Lentisphaerae-Fusobacteria 2.675000e+01 -7575.8562
## Nitrospinae-Fusobacteria 9.304167e+02 -11328.4175
## Nitrospirae-Fusobacteria 6.460083e+03 -1142.5229
## Planctomycetota-Fusobacteria 1.091533e+03 -2632.9678
## Proteobacteria-Fusobacteria 4.703933e+02 -2943.6162
## Rhodothermaeota-Fusobacteria -2.500000e-01 -5889.2034
## Spirochaetes-Fusobacteria 6.875000e+00 -4157.2439
## Synergistetes-Fusobacteria 9.500000e-01 -4560.6137
## Tenericutes-Fusobacteria 5.861111e+00 -4383.5056
## Thermodesulfobacteria-Fusobacteria 4.058333e+01 -5848.3701
## Thermotogae-Fusobacteria 1.041667e+01 -4704.5195
## Unknown-Fusobacteria 3.124167e+02 -11946.4175
## Verrucomicrobia-Fusobacteria 6.293854e+02 -3357.4549
## Ignavibacteriae-Gemmatimonadetes -8.057500e+03 -18257.4666
## Kiritimatiellaeota-Gemmatimonadetes -8.073000e+03 -18272.9666
## Lentisphaerae-Gemmatimonadetes -8.116167e+03 -17111.6916
## Nitrospinae-Gemmatimonadetes -7.212500e+03 -20380.6002
## Nitrospirae-Gemmatimonadetes -1.682833e+03 -10678.3583
## Planctomycetota-Gemmatimonadetes -7.051383e+03 -13133.4683
## Proteobacteria-Gemmatimonadetes -7.672523e+03 -13569.5828
## Rhodothermaeota-Gemmatimonadetes -8.143167e+03 -15745.7729
## Spirochaetes-Gemmatimonadetes -8.136042e+03 -14496.8384
## Synergistetes-Gemmatimonadetes -8.141967e+03 -14769.7651
## Tenericutes-Gemmatimonadetes -8.137056e+03 -14647.5385
## Thermodesulfobacteria-Gemmatimonadetes -8.102333e+03 -15704.9395
## Thermotogae-Gemmatimonadetes -8.132500e+03 -14866.7759
## Unknown-Gemmatimonadetes -7.830500e+03 -20998.6002
## Verrucomicrobia-Gemmatimonadetes -7.513531e+03 -13759.7096
## Kiritimatiellaeota-Ignavibacteriae -1.550000e+01 -11793.4069
## Lentisphaerae-Ignavibacteriae -5.866667e+01 -10810.3755
## Nitrospinae-Ignavibacteriae 8.450000e+02 -13579.9310
## Nitrospirae-Ignavibacteriae 6.374667e+03 -4377.0421
## Planctomycetota-Ignavibacteriae 1.006117e+03 -7459.7873
## Proteobacteria-Ignavibacteriae 3.849766e+02 -7948.9950
## Rhodothermaeota-Ignavibacteriae -8.566667e+01 -9702.2874
## Spirochaetes-Ignavibacteriae -7.854167e+01 -8746.8464
## Synergistetes-Ignavibacteriae -8.446667e+01 -8950.5529
## Tenericutes-Ignavibacteriae -7.955556e+01 -8858.2890
## Thermodesulfobacteria-Ignavibacteriae -4.483333e+01 -9661.4540
## Thermotogae-Ignavibacteriae -7.500000e+01 -9020.9625
## Unknown-Ignavibacteriae 2.270000e+02 -14197.9310
## Verrucomicrobia-Ignavibacteriae 5.439688e+02 -8040.5823
## Lentisphaerae-Kiritimatiellaeota -4.316667e+01 -10794.8755
## Nitrospinae-Kiritimatiellaeota 8.605000e+02 -13564.4310
## Nitrospirae-Kiritimatiellaeota 6.390167e+03 -4361.5421
## Planctomycetota-Kiritimatiellaeota 1.021617e+03 -7444.2873
## Proteobacteria-Kiritimatiellaeota 4.004766e+02 -7933.4950
## Rhodothermaeota-Kiritimatiellaeota -7.016667e+01 -9686.7874
## Spirochaetes-Kiritimatiellaeota -6.304167e+01 -8731.3464
## Synergistetes-Kiritimatiellaeota -6.896667e+01 -8935.0529
## Tenericutes-Kiritimatiellaeota -6.405556e+01 -8842.7890
## Thermodesulfobacteria-Kiritimatiellaeota -2.933333e+01 -9645.9540
## Thermotogae-Kiritimatiellaeota -5.950000e+01 -9005.4625
## Unknown-Kiritimatiellaeota 2.425000e+02 -14182.4310
## Verrucomicrobia-Kiritimatiellaeota 5.594687e+02 -8025.0823
## Nitrospinae-Lentisphaerae 9.036667e+02 -12696.2887
## Nitrospirae-Lentisphaerae 6.433333e+03 -3183.2874
## Planctomycetota-Lentisphaerae 1.064783e+03 -5903.1203
## Proteobacteria-Lentisphaerae 4.436433e+02 -6363.3556
## Rhodothermaeota-Lentisphaerae -2.700000e+01 -8355.2378
## Spirochaetes-Lentisphaerae -1.987500e+01 -7232.3405
## Synergistetes-Lentisphaerae -2.580000e+01 -7474.8024
## Tenericutes-Lentisphaerae -2.088889e+01 -7365.7043
## Thermodesulfobacteria-Lentisphaerae 1.383333e+01 -8314.4045
## Thermotogae-Lentisphaerae -1.633333e+01 -7560.2313
## Unknown-Lentisphaerae 2.856667e+02 -13314.2887
## Verrucomicrobia-Lentisphaerae 6.026354e+02 -6508.9515
## Nitrospirae-Nitrospinae 5.529667e+03 -8070.2887
## Planctomycetota-Nitrospinae 1.611167e+02 -11714.5339
## Proteobacteria-Nitrospinae -4.600234e+02 -12241.9854
## Rhodothermaeota-Nitrospinae -9.306667e+02 -13652.2601
## Spirochaetes-Nitrospinae -9.235417e+02 -12944.3175
## Synergistetes-Nitrospinae -9.294667e+02 -13093.6366
## Tenericutes-Nitrospinae -9.245556e+02 -13025.2046
## Thermodesulfobacteria-Nitrospinae -8.898333e+02 -13611.4267
## Thermotogae-Nitrospinae -9.200000e+02 -13142.5116
## Unknown-Nitrospinae -6.180000e+02 -17274.4756
## Verrucomicrobia-Nitrospinae -3.010312e+02 -12261.5522
## Planctomycetota-Nitrospirae -5.368550e+03 -12336.4537
## Proteobacteria-Nitrospirae -5.989690e+03 -12796.6889
## Rhodothermaeota-Nitrospirae -6.460333e+03 -14788.5712
## Spirochaetes-Nitrospirae -6.453208e+03 -13665.6739
## Synergistetes-Nitrospirae -6.459133e+03 -13908.1357
## Tenericutes-Nitrospirae -6.454222e+03 -13799.0376
## Thermodesulfobacteria-Nitrospirae -6.419500e+03 -14747.7378
## Thermotogae-Nitrospirae -6.449667e+03 -13993.5646
## Unknown-Nitrospirae -6.147667e+03 -19747.6221
## Verrucomicrobia-Nitrospirae -5.830698e+03 -12942.2848
## Proteobacteria-Planctomycetota -6.211401e+02 -2172.7590
## Rhodothermaeota-Planctomycetota -1.091783e+03 -6134.7818
## Spirochaetes-Planctomycetota -1.084658e+03 -3929.2931
## Synergistetes-Planctomycetota -1.090583e+03 -4490.5722
## Tenericutes-Planctomycetota -1.085672e+03 -4250.8896
## Thermodesulfobacteria-Planctomycetota -1.050950e+03 -6093.9484
## Thermotogae-Planctomycetota -1.081117e+03 -4684.2659
## Unknown-Planctomycetota -7.791167e+02 -12654.7672
## Verrucomicrobia-Planctomycetota -4.621479e+02 -3040.3171
## Rhodothermaeota-Proteobacteria -4.706433e+02 -5288.8779
## Spirochaetes-Proteobacteria -4.635183e+02 -2887.4610
## Synergistetes-Proteobacteria -4.694433e+02 -3526.1532
## Tenericutes-Proteobacteria -4.645321e+02 -3257.7655
## Thermodesulfobacteria-Proteobacteria -4.298099e+02 -5248.0446
## Thermotogae-Proteobacteria -4.599766e+02 -3741.1709
## Unknown-Proteobacteria -1.579766e+02 -11939.9385
## Verrucomicrobia-Proteobacteria 1.589922e+02 -1945.8851
## Spirochaetes-Rhodothermaeota 7.125000e+00 -5368.7294
## Synergistetes-Rhodothermaeota 1.200000e+00 -5688.0695
## Tenericutes-Rhodothermaeota 6.111111e+00 -5546.0474
## Thermodesulfobacteria-Rhodothermaeota 4.083333e+01 -6759.1444
## Thermotogae-Rhodothermaeota 1.066667e+01 -5802.2971
## Unknown-Rhodothermaeota 3.126667e+02 -12408.9267
## Verrucomicrobia-Rhodothermaeota 6.296354e+02 -4610.0993
## Synergistetes-Spirochaetes -5.925000e+00 -3882.5087
## Tenericutes-Spirochaetes -1.013889e+00 -3673.4216
## Thermodesulfobacteria-Spirochaetes 3.370833e+01 -5342.1461
## Thermotogae-Spirochaetes 3.541667e+00 -4052.3998
## Unknown-Spirochaetes 3.055417e+02 -11715.2342
## Verrucomicrobia-Spirochaetes 6.225104e+02 -2557.8879
## Tenericutes-Synergistetes 4.911111e+00 -4112.6799
## Thermodesulfobacteria-Synergistetes 3.963333e+01 -5649.6362
## Thermotogae-Synergistetes 9.466667e+00 -4453.5635
## Unknown-Synergistetes 3.114667e+02 -11852.7033
## Verrucomicrobia-Synergistetes 6.284354e+02 -3057.0647
## Thermodesulfobacteria-Tenericutes 3.472222e+01 -5517.4363
## Thermotogae-Tenericutes 4.555556e+00 -4282.3216
## Unknown-Tenericutes 3.065556e+02 -11794.0935
## Verrucomicrobia-Tenericutes 6.235243e+02 -2846.5748
## Thermotogae-Thermodesulfobacteria -3.016667e+01 -5843.1304
## Unknown-Thermodesulfobacteria 2.718333e+02 -12449.7601
## Verrucomicrobia-Thermodesulfobacteria 5.888021e+02 -4650.9326
## Unknown-Thermotogae 3.020000e+02 -11920.5116
## Verrucomicrobia-Thermotogae 6.189688e+02 -3254.7466
## Verrucomicrobia-Unknown 3.169688e+02 -11643.5522
## upr p adj
## Acidobacteria-Abditibacteriota 16811.9676 0.9999811
## Actinobacteria-Abditibacteriota 11876.2856 1.0000000
## Aquificae-Abditibacteriota 12151.6225 1.0000000
## Armatimonadetes-Abditibacteriota 13437.1002 1.0000000
## Atribacterota-Abditibacteriota 16562.4756 1.0000000
## Bacteria_none_none-Abditibacteriota 14268.4310 1.0000000
## Bacteroidota-Abditibacteriota 11766.1875 1.0000000
## Balneolaeota-Abditibacteriota 12566.2601 1.0000000
## Caldiserica-Abditibacteriota 16503.4756 1.0000000
## Calditrichaeota-Abditibacteriota 14347.4310 1.0000000
## Candidatus Melainabacteria-Abditibacteriota 17172.4756 1.0000000
## Chlamydiae-Abditibacteriota 12346.9817 1.0000000
## Chlorobi-Abditibacteriota 12745.4506 1.0000000
## Chloroflexi-Abditibacteriota 11866.0877 1.0000000
## Chrysiogenetes-Abditibacteriota 14267.9310 1.0000000
## Coprothermobacterota-Abditibacteriota 16502.4756 1.0000000
## Cyanobacteria-Abditibacteriota 11663.9874 1.0000000
## Deferribacteres-Abditibacteriota 12263.2262 1.0000000
## Deinococcus-Thermus-Abditibacteriota 12204.9729 1.0000000
## Dictyoglomi-Abditibacteriota 16509.4756 1.0000000
## Elusimicrobia-Abditibacteriota 15247.4310 1.0000000
## Euryarchaeota-Abditibacteriota 16500.4756 1.0000000
## Fibrobacteres-Abditibacteriota 13239.6002 1.0000000
## Firmicutes-Abditibacteriota 11849.2250 1.0000000
## Fusobacteria-Abditibacteriota 12103.4175 1.0000000
## Gemmatimonadetes-Abditibacteriota 21155.6002 0.9487809
## Ignavibacteriae-Abditibacteriota 14354.9310 1.0000000
## Kiritimatiellaeota-Abditibacteriota 14339.4310 1.0000000
## Lentisphaerae-Abditibacteriota 13471.2887 1.0000000
## Nitrospinae-Abditibacteriota 17431.4756 1.0000000
## Nitrospirae-Abditibacteriota 19904.6221 0.9995616
## Planctomycetota-Abditibacteriota 12811.7672 1.0000000
## Proteobacteria-Abditibacteriota 12096.9385 1.0000000
## Rhodothermaeota-Abditibacteriota 12565.9267 1.0000000
## Spirochaetes-Abditibacteriota 11872.2342 1.0000000
## Synergistetes-Abditibacteriota 12009.7033 1.0000000
## Tenericutes-Abditibacteriota 11951.0935 1.0000000
## Thermodesulfobacteria-Abditibacteriota 12606.7601 1.0000000
## Thermotogae-Abditibacteriota 12077.5116 1.0000000
## Unknown-Abditibacteriota 16813.4756 1.0000000
## Verrucomicrobia-Abditibacteriota 12434.4897 1.0000000
## Actinobacteria-Acidobacteria -2635.6736 0.0000000
## Aquificae-Acidobacteria -906.3986 0.0013803
## Armatimonadetes-Acidobacteria 1647.7147 0.6465781
## Atribacterota-Acidobacteria 7004.0888 0.9999692
## Bacteria_none_none-Acidobacteria 3563.4571 0.9693575
## Bacteroidota-Acidobacteria -2746.3338 0.0000000
## Balneolaeota-Acidobacteria 214.9117 0.0858831
## Caldiserica-Acidobacteria 6945.0888 0.9999587
## Calditrichaeota-Acidobacteria 3642.4571 0.9757664
## Candidatus Melainabacteria-Acidobacteria 7614.0888 0.9999991
## Chlamydiae-Acidobacteria -360.8173 0.0159970
## Chlorobi-Acidobacteria 638.6661 0.1970463
## Chloroflexi-Acidobacteria -2106.7921 0.0000000
## Chrysiogenetes-Acidobacteria 3562.9571 0.9693132
## Coprothermobacterota-Acidobacteria 6944.0888 0.9999585
## Cyanobacteria-Acidobacteria -2793.9578 0.0000000
## Deferribacteres-Acidobacteria -579.6268 0.0067774
## Deinococcus-Thermus-Acidobacteria -753.2082 0.0030551
## Dictyoglomi-Acidobacteria 6951.0888 0.9999599
## Elusimicrobia-Acidobacteria 4542.4571 0.9993982
## Euryarchaeota-Acidobacteria 6942.0888 0.9999581
## Fibrobacteres-Acidobacteria 1450.2147 0.5397202
## Firmicutes-Acidobacteria -2694.3728 0.0000000
## Fusobacteria-Acidobacteria -1042.0245 0.0006308
## Gemmatimonadetes-Acidobacteria 9366.2147 0.9977076
## Ignavibacteriae-Acidobacteria 3649.9571 0.9763156
## Kiritimatiellaeota-Acidobacteria 3634.4571 0.9751698
## Lentisphaerae-Acidobacteria 2116.7390 0.7529634
## Nitrospinae-Acidobacteria 7873.0888 0.9999998
## Nitrospirae-Acidobacteria 8550.0724 1.0000000
## Planctomycetota-Acidobacteria -1368.2566 0.0000017
## Proteobacteria-Acidobacteria -2468.5248 0.0000000
## Rhodothermaeota-Acidobacteria 214.5784 0.0858141
## Spirochaetes-Acidobacteria -1845.8021 0.0000005
## Synergistetes-Acidobacteria -1343.7708 0.0000773
## Tenericutes-Acidobacteria -1555.3756 0.0000123
## Thermodesulfobacteria-Acidobacteria 255.4117 0.0946109
## Thermotogae-Acidobacteria -1145.2169 0.0003209
## Unknown-Acidobacteria 7255.0888 0.9999919
## Verrucomicrobia-Acidobacteria -1460.8857 0.0000040
## Aquificae-Actinobacteria 3370.1946 1.0000000
## Armatimonadetes-Actinobacteria 6106.5925 1.0000000
## Atribacterota-Actinobacteria 11616.9150 1.0000000
## Bacteria_none_none-Actinobacteria 8111.2316 1.0000000
## Bacteroidota-Actinobacteria 748.4547 1.0000000
## Balneolaeota-Actinobacteria 4608.6055 1.0000000
## Caldiserica-Actinobacteria 11557.9150 1.0000000
## Calditrichaeota-Actinobacteria 8190.2316 1.0000000
## Candidatus Melainabacteria-Actinobacteria 12226.9150 1.0000000
## Chlamydiae-Actinobacteria 3980.2414 1.0000000
## Chlorobi-Actinobacteria 5062.9534 1.0000000
## Chloroflexi-Actinobacteria 1876.9480 1.0000000
## Chrysiogenetes-Actinobacteria 8110.7316 1.0000000
## Coprothermobacterota-Actinobacteria 11556.9150 1.0000000
## Cyanobacteria-Actinobacteria 789.1032 1.0000000
## Deferribacteres-Actinobacteria 3738.3381 1.0000000
## Deinococcus-Thermus-Actinobacteria 3543.3491 1.0000000
## Dictyoglomi-Actinobacteria 11563.9150 1.0000000
## Elusimicrobia-Actinobacteria 9090.2316 1.0000000
## Euryarchaeota-Actinobacteria 11554.9150 1.0000000
## Fibrobacteres-Actinobacteria 5909.0925 1.0000000
## Firmicutes-Actinobacteria 739.0465 1.0000000
## Fusobacteria-Actinobacteria 3215.8583 1.0000000
## Gemmatimonadetes-Actinobacteria 13825.0925 0.0001479
## Ignavibacteriae-Actinobacteria 8197.7316 1.0000000
## Kiritimatiellaeota-Actinobacteria 8182.2316 1.0000000
## Lentisphaerae-Actinobacteria 6615.7714 1.0000000
## Nitrospinae-Actinobacteria 12485.9150 1.0000000
## Nitrospirae-Actinobacteria 13049.1048 0.1513221
## Planctomycetota-Actinobacteria 2491.0828 0.9953543
## Proteobacteria-Actinobacteria 914.5332 0.9999999
## Rhodothermaeota-Actinobacteria 4608.2722 1.0000000
## Spirochaetes-Actinobacteria 2248.6681 1.0000000
## Synergistetes-Actinobacteria 2864.1150 1.0000000
## Tenericutes-Actinobacteria 2609.6834 1.0000000
## Thermodesulfobacteria-Actinobacteria 4649.1055 1.0000000
## Thermotogae-Actinobacteria 3095.0570 1.0000000
## Unknown-Actinobacteria 11867.9150 1.0000000
## Verrucomicrobia-Actinobacteria 2560.3591 1.0000000
## Armatimonadetes-Aquificae 7295.8161 1.0000000
## Atribacterota-Aquificae 12357.6225 1.0000000
## Bacteria_none_none-Aquificae 9047.2490 1.0000000
## Bacteroidota-Aquificae 3725.1841 1.0000000
## Balneolaeota-Aquificae 5972.1808 1.0000000
## Caldiserica-Aquificae 12298.6225 1.0000000
## Calditrichaeota-Aquificae 9126.2490 1.0000000
## Candidatus Melainabacteria-Aquificae 12967.6225 1.0000000
## Chlamydiae-Aquificae 5477.3494 1.0000000
## Chlorobi-Aquificae 6345.9306 1.0000000
## Chloroflexi-Aquificae 4124.8297 1.0000000
## Chrysiogenetes-Aquificae 9046.7490 1.0000000
## Coprothermobacterota-Aquificae 12297.6225 1.0000000
## Cyanobacteria-Aquificae 3650.7665 1.0000000
## Deferribacteres-Aquificae 5291.9977 1.0000000
## Deinococcus-Thermus-Aquificae 5148.3379 1.0000000
## Dictyoglomi-Aquificae 12304.6225 1.0000000
## Elusimicrobia-Aquificae 10026.2490 1.0000000
## Euryarchaeota-Aquificae 12295.6225 1.0000000
## Fibrobacteres-Aquificae 7098.3161 1.0000000
## Firmicutes-Aquificae 3792.6773 1.0000000
## Fusobacteria-Aquificae 4910.9591 1.0000000
## Gemmatimonadetes-Aquificae 15014.3161 0.0027387
## Ignavibacteriae-Aquificae 9133.7490 1.0000000
## Kiritimatiellaeota-Aquificae 9118.2490 1.0000000
## Lentisphaerae-Aquificae 7692.7428 1.0000000
## Nitrospinae-Aquificae 13226.6225 1.0000000
## Nitrospirae-Aquificae 14126.0761 0.3068751
## Planctomycetota-Aquificae 4949.1221 1.0000000
## Proteobacteria-Aquificae 4029.5752 1.0000000
## Rhodothermaeota-Aquificae 5971.8474 1.0000000
## Spirochaetes-Aquificae 4289.9066 1.0000000
## Synergistetes-Aquificae 4670.8692 1.0000000
## Tenericutes-Aquificae 4507.9318 1.0000000
## Thermodesulfobacteria-Aquificae 6012.6808 1.0000000
## Thermotogae-Aquificae 4830.0933 1.0000000
## Unknown-Aquificae 12608.6225 1.0000000
## Verrucomicrobia-Aquificae 4740.4962 1.0000000
## Atribacterota-Armatimonadetes 12805.1002 1.0000000
## Bacteria_none_none-Armatimonadetes 9774.4666 1.0000000
## Bacteroidota-Armatimonadetes 5623.7416 1.0000000
## Balneolaeota-Armatimonadetes 7178.2729 1.0000000
## Caldiserica-Armatimonadetes 12746.1002 1.0000000
## Calditrichaeota-Armatimonadetes 9853.4666 1.0000000
## Candidatus Melainabacteria-Armatimonadetes 13415.1002 1.0000000
## Chlamydiae-Armatimonadetes 6798.0905 1.0000000
## Chlorobi-Armatimonadetes 7475.2601 1.0000000
## Chloroflexi-Armatimonadetes 5860.1889 1.0000000
## Chrysiogenetes-Armatimonadetes 9773.9666 1.0000000
## Coprothermobacterota-Armatimonadetes 12745.1002 1.0000000
## Cyanobacteria-Armatimonadetes 5533.7146 1.0000000
## Deferribacteres-Armatimonadetes 6656.8634 1.0000000
## Deinococcus-Thermus-Armatimonadetes 6551.1037 1.0000000
## Dictyoglomi-Armatimonadetes 12752.1002 1.0000000
## Elusimicrobia-Armatimonadetes 10753.4666 1.0000000
## Euryarchaeota-Armatimonadetes 12743.1002 1.0000000
## Fibrobacteres-Armatimonadetes 8130.7378 1.0000000
## Firmicutes-Armatimonadetes 5700.0121 1.0000000
## Fusobacteria-Armatimonadetes 6375.5610 1.0000000
## Gemmatimonadetes-Armatimonadetes 16046.7378 0.1268254
## Ignavibacteriae-Armatimonadetes 9860.9666 1.0000000
## Kiritimatiellaeota-Armatimonadetes 9845.4666 1.0000000
## Lentisphaerae-Armatimonadetes 8597.8583 1.0000000
## Nitrospinae-Armatimonadetes 13674.1002 1.0000000
## Nitrospirae-Armatimonadetes 15031.1916 0.8361427
## Planctomycetota-Armatimonadetes 6749.2016 1.0000000
## Proteobacteria-Armatimonadetes 5943.0360 1.0000000
## Rhodothermaeota-Armatimonadetes 7177.9395 1.0000000
## Spirochaetes-Armatimonadetes 5943.2550 1.0000000
## Synergistetes-Armatimonadetes 6204.3318 1.0000000
## Tenericutes-Armatimonadetes 6091.9274 1.0000000
## Thermodesulfobacteria-Armatimonadetes 7218.7729 1.0000000
## Thermotogae-Armatimonadetes 6320.2759 1.0000000
## Unknown-Armatimonadetes 13056.1002 1.0000000
## Verrucomicrobia-Armatimonadetes 6451.1471 1.0000000
## Bacteria_none_none-Atribacterota 14362.4310 1.0000000
## Bacteroidota-Atribacterota 11860.1875 1.0000000
## Balneolaeota-Atribacterota 12660.2601 1.0000000
## Caldiserica-Atribacterota 16597.4756 1.0000000
## Calditrichaeota-Atribacterota 14441.4310 1.0000000
## Candidatus Melainabacteria-Atribacterota 17266.4756 1.0000000
## Chlamydiae-Atribacterota 12440.9817 1.0000000
## Chlorobi-Atribacterota 12839.4506 1.0000000
## Chloroflexi-Atribacterota 11960.0877 1.0000000
## Chrysiogenetes-Atribacterota 14361.9310 1.0000000
## Coprothermobacterota-Atribacterota 16596.4756 1.0000000
## Cyanobacteria-Atribacterota 11757.9874 1.0000000
## Deferribacteres-Atribacterota 12357.2262 1.0000000
## Deinococcus-Thermus-Atribacterota 12298.9729 1.0000000
## Dictyoglomi-Atribacterota 16603.4756 1.0000000
## Elusimicrobia-Atribacterota 15341.4310 1.0000000
## Euryarchaeota-Atribacterota 16594.4756 1.0000000
## Fibrobacteres-Atribacterota 13333.6002 1.0000000
## Firmicutes-Atribacterota 11943.2250 1.0000000
## Fusobacteria-Atribacterota 12197.4175 1.0000000
## Gemmatimonadetes-Atribacterota 21249.6002 0.9403378
## Ignavibacteriae-Atribacterota 14448.9310 1.0000000
## Kiritimatiellaeota-Atribacterota 14433.4310 1.0000000
## Lentisphaerae-Atribacterota 13565.2887 1.0000000
## Nitrospinae-Atribacterota 17525.4756 1.0000000
## Nitrospirae-Atribacterota 19998.6221 0.9993952
## Planctomycetota-Atribacterota 12905.7672 1.0000000
## Proteobacteria-Atribacterota 12190.9385 1.0000000
## Rhodothermaeota-Atribacterota 12659.9267 1.0000000
## Spirochaetes-Atribacterota 11966.2342 1.0000000
## Synergistetes-Atribacterota 12103.7033 1.0000000
## Tenericutes-Atribacterota 12045.0935 1.0000000
## Thermodesulfobacteria-Atribacterota 12700.7601 1.0000000
## Thermotogae-Atribacterota 12171.5116 1.0000000
## Unknown-Atribacterota 16907.4756 1.0000000
## Verrucomicrobia-Atribacterota 12528.4897 1.0000000
## Bacteroidota-Bacteria_none_none 8479.4528 1.0000000
## Balneolaeota-Bacteria_none_none 9617.7874 1.0000000
## Caldiserica-Bacteria_none_none 14428.4310 1.0000000
## Calditrichaeota-Bacteria_none_none 11856.9069 1.0000000
## Candidatus Melainabacteria-Bacteria_none_none 15097.4310 1.0000000
## Chlamydiae-Bacteria_none_none 9322.3780 1.0000000
## Chlorobi-Bacteria_none_none 9854.0039 1.0000000
## Chloroflexi-Bacteria_none_none 8636.9442 1.0000000
## Chrysiogenetes-Bacteria_none_none 11777.4069 1.0000000
## Coprothermobacterota-Bacteria_none_none 14427.4310 1.0000000
## Cyanobacteria-Bacteria_none_none 8382.3188 1.0000000
## Deferribacteres-Bacteria_none_none 9211.9356 1.0000000
## Deinococcus-Thermus-Bacteria_none_none 9131.8274 1.0000000
## Dictyoglomi-Bacteria_none_none 14434.4310 1.0000000
## Elusimicrobia-Bacteria_none_none 12756.9069 1.0000000
## Euryarchaeota-Bacteria_none_none 14425.4310 1.0000000
## Fibrobacteres-Bacteria_none_none 10427.9666 1.0000000
## Firmicutes-Bacteria_none_none 8559.6799 1.0000000
## Fusobacteria-Bacteria_none_none 8996.6083 1.0000000
## Gemmatimonadetes-Bacteria_none_none 18343.9666 0.4363322
## Ignavibacteriae-Bacteria_none_none 11864.4069 1.0000000
## Kiritimatiellaeota-Bacteria_none_none 11848.9069 1.0000000
## Lentisphaerae-Bacteria_none_none 10779.5421 1.0000000
## Nitrospinae-Bacteria_none_none 15356.4310 1.0000000
## Nitrospirae-Bacteria_none_none 17212.8755 0.9548039
## Planctomycetota-Bacteria_none_none 9558.5206 1.0000000
## Proteobacteria-Bacteria_none_none 8805.4481 1.0000000
## Rhodothermaeota-Bacteria_none_none 9617.4540 1.0000000
## Spirochaetes-Bacteria_none_none 8676.2631 1.0000000
## Synergistetes-Bacteria_none_none 8868.1195 1.0000000
## Tenericutes-Bacteria_none_none 8785.6779 1.0000000
## Thermodesulfobacteria-Bacteria_none_none 9658.2874 1.0000000
## Thermotogae-Bacteria_none_none 8957.4625 1.0000000
## Unknown-Bacteria_none_none 14738.4310 1.0000000
## Verrucomicrobia-Bacteria_none_none 9215.0198 1.0000000
## Balneolaeota-Bacteroidota 4718.2763 1.0000000
## Caldiserica-Bacteroidota 11667.7642 1.0000000
## Calditrichaeota-Bacteroidota 8300.0295 1.0000000
## Candidatus Melainabacteria-Bacteroidota 12336.7642 1.0000000
## Chlamydiae-Bacteroidota 4089.8663 1.0000000
## Chlorobi-Bacteroidota 5172.6502 1.0000000
## Chloroflexi-Bacteroidota 1986.1982 1.0000000
## Chrysiogenetes-Bacteroidota 8220.5295 1.0000000
## Coprothermobacterota-Bacteroidota 11666.7642 1.0000000
## Cyanobacteria-Bacteroidota 897.6276 1.0000000
## Deferribacteres-Bacteroidota 3847.9423 1.0000000
## Deinococcus-Thermus-Bacteroidota 3652.9338 1.0000000
## Dictyoglomi-Bacteroidota 11673.7642 1.0000000
## Elusimicrobia-Bacteroidota 9200.0295 1.0000000
## Euryarchaeota-Bacteroidota 11664.7642 1.0000000
## Fibrobacteres-Bacteroidota 6018.8183 1.0000000
## Firmicutes-Bacteroidota 847.0841 1.0000000
## Fusobacteria-Bacteroidota 3325.4070 1.0000000
## Gemmatimonadetes-Bacteroidota 13934.8183 0.0001005
## Ignavibacteriae-Bacteroidota 8307.5295 1.0000000
## Kiritimatiellaeota-Bacteroidota 8292.0295 1.0000000
## Lentisphaerae-Bacteroidota 6725.5301 1.0000000
## Nitrospinae-Bacteroidota 12595.7642 1.0000000
## Nitrospirae-Bacteroidota 13158.8634 0.1257728
## Planctomycetota-Bacteroidota 2600.1599 0.9661340
## Proteobacteria-Bacteroidota 1022.3519 0.9975962
## Rhodothermaeota-Bacteroidota 4717.9430 1.0000000
## Spirochaetes-Bacteroidota 2358.0498 1.0000000
## Synergistetes-Bacteroidota 2973.6153 1.0000000
## Tenericutes-Bacteroidota 2719.1405 1.0000000
## Thermodesulfobacteria-Bacteroidota 4758.7763 1.0000000
## Thermotogae-Bacteroidota 3204.5889 1.0000000
## Unknown-Bacteroidota 11977.7642 1.0000000
## Verrucomicrobia-Bacteroidota 2669.6559 1.0000000
## Caldiserica-Balneolaeota 12723.9267 1.0000000
## Calditrichaeota-Balneolaeota 9694.4540 1.0000000
## Candidatus Melainabacteria-Balneolaeota 13392.9267 1.0000000
## Chlamydiae-Balneolaeota 6370.7550 1.0000000
## Chlorobi-Balneolaeota 7130.6101 1.0000000
## Chloroflexi-Balneolaeota 5268.9473 1.0000000
## Chrysiogenetes-Balneolaeota 9614.9540 1.0000000
## Coprothermobacterota-Balneolaeota 12722.9267 1.0000000
## Cyanobacteria-Balneolaeota 4889.7329 1.0000000
## Deferribacteres-Balneolaeota 6211.0575 1.0000000
## Deinococcus-Thermus-Balneolaeota 6089.6183 1.0000000
## Dictyoglomi-Balneolaeota 12729.9267 1.0000000
## Elusimicrobia-Balneolaeota 10594.4540 1.0000000
## Euryarchaeota-Balneolaeota 12720.9267 1.0000000
## Fibrobacteres-Balneolaeota 7829.4395 1.0000000
## Firmicutes-Balneolaeota 5047.6197 1.0000000
## Fusobacteria-Balneolaeota 5888.8701 1.0000000
## Gemmatimonadetes-Balneolaeota 15745.4395 0.0177421
## Ignavibacteriae-Balneolaeota 9701.9540 1.0000000
## Kiritimatiellaeota-Balneolaeota 9686.4540 1.0000000
## Lentisphaerae-Balneolaeota 8354.9045 1.0000000
## Nitrospinae-Balneolaeota 13651.9267 1.0000000
## Nitrospirae-Balneolaeota 14788.2378 0.5118142
## Planctomycetota-Balneolaeota 6134.4484 1.0000000
## Proteobacteria-Balneolaeota 5288.5446 1.0000000
## Rhodothermaeota-Balneolaeota 6799.6444 1.0000000
## Spirochaetes-Balneolaeota 5382.6461 1.0000000
## Synergistetes-Balneolaeota 5690.1362 1.0000000
## Tenericutes-Balneolaeota 5557.9363 1.0000000
## Thermodesulfobacteria-Balneolaeota 6840.4777 1.0000000
## Thermotogae-Balneolaeota 5823.2971 1.0000000
## Unknown-Balneolaeota 13033.9267 1.0000000
## Verrucomicrobia-Balneolaeota 5869.0368 1.0000000
## Calditrichaeota-Caldiserica 14500.4310 1.0000000
## Candidatus Melainabacteria-Caldiserica 17325.4756 1.0000000
## Chlamydiae-Caldiserica 12499.9817 1.0000000
## Chlorobi-Caldiserica 12898.4506 1.0000000
## Chloroflexi-Caldiserica 12019.0877 1.0000000
## Chrysiogenetes-Caldiserica 14420.9310 1.0000000
## Coprothermobacterota-Caldiserica 16655.4756 1.0000000
## Cyanobacteria-Caldiserica 11816.9874 1.0000000
## Deferribacteres-Caldiserica 12416.2262 1.0000000
## Deinococcus-Thermus-Caldiserica 12357.9729 1.0000000
## Dictyoglomi-Caldiserica 16662.4756 1.0000000
## Elusimicrobia-Caldiserica 15400.4310 1.0000000
## Euryarchaeota-Caldiserica 16653.4756 1.0000000
## Fibrobacteres-Caldiserica 13392.6002 1.0000000
## Firmicutes-Caldiserica 12002.2250 1.0000000
## Fusobacteria-Caldiserica 12256.4175 1.0000000
## Gemmatimonadetes-Caldiserica 21308.6002 0.9345549
## Ignavibacteriae-Caldiserica 14507.9310 1.0000000
## Kiritimatiellaeota-Caldiserica 14492.4310 1.0000000
## Lentisphaerae-Caldiserica 13624.2887 1.0000000
## Nitrospinae-Caldiserica 17584.4756 1.0000000
## Nitrospirae-Caldiserica 20057.6221 0.9992641
## Planctomycetota-Caldiserica 12964.7672 1.0000000
## Proteobacteria-Caldiserica 12249.9385 1.0000000
## Rhodothermaeota-Caldiserica 12718.9267 1.0000000
## Spirochaetes-Caldiserica 12025.2342 1.0000000
## Synergistetes-Caldiserica 12162.7033 1.0000000
## Tenericutes-Caldiserica 12104.0935 1.0000000
## Thermodesulfobacteria-Caldiserica 12759.7601 1.0000000
## Thermotogae-Caldiserica 12230.5116 1.0000000
## Unknown-Caldiserica 16966.4756 1.0000000
## Verrucomicrobia-Caldiserica 12587.4897 1.0000000
## Candidatus Melainabacteria-Calditrichaeota 15018.4310 1.0000000
## Chlamydiae-Calditrichaeota 9243.3780 1.0000000
## Chlorobi-Calditrichaeota 9775.0039 1.0000000
## Chloroflexi-Calditrichaeota 8557.9442 1.0000000
## Chrysiogenetes-Calditrichaeota 11698.4069 1.0000000
## Coprothermobacterota-Calditrichaeota 14348.4310 1.0000000
## Cyanobacteria-Calditrichaeota 8303.3188 1.0000000
## Deferribacteres-Calditrichaeota 9132.9356 1.0000000
## Deinococcus-Thermus-Calditrichaeota 9052.8274 1.0000000
## Dictyoglomi-Calditrichaeota 14355.4310 1.0000000
## Elusimicrobia-Calditrichaeota 12677.9069 1.0000000
## Euryarchaeota-Calditrichaeota 14346.4310 1.0000000
## Fibrobacteres-Calditrichaeota 10348.9666 1.0000000
## Firmicutes-Calditrichaeota 8480.6799 1.0000000
## Fusobacteria-Calditrichaeota 8917.6083 1.0000000
## Gemmatimonadetes-Calditrichaeota 18264.9666 0.4616597
## Ignavibacteriae-Calditrichaeota 11785.4069 1.0000000
## Kiritimatiellaeota-Calditrichaeota 11769.9069 1.0000000
## Lentisphaerae-Calditrichaeota 10700.5421 1.0000000
## Nitrospinae-Calditrichaeota 15277.4310 1.0000000
## Nitrospirae-Calditrichaeota 17133.8755 0.9618468
## Planctomycetota-Calditrichaeota 9479.5206 1.0000000
## Proteobacteria-Calditrichaeota 8726.4481 1.0000000
## Rhodothermaeota-Calditrichaeota 9538.4540 1.0000000
## Spirochaetes-Calditrichaeota 8597.2631 1.0000000
## Synergistetes-Calditrichaeota 8789.1195 1.0000000
## Tenericutes-Calditrichaeota 8706.6779 1.0000000
## Thermodesulfobacteria-Calditrichaeota 9579.2874 1.0000000
## Thermotogae-Calditrichaeota 8878.4625 1.0000000
## Unknown-Calditrichaeota 14659.4310 1.0000000
## Verrucomicrobia-Calditrichaeota 9136.0198 1.0000000
## Chlamydiae-Candidatus Melainabacteria 11830.9817 1.0000000
## Chlorobi-Candidatus Melainabacteria 12229.4506 1.0000000
## Chloroflexi-Candidatus Melainabacteria 11350.0877 1.0000000
## Chrysiogenetes-Candidatus Melainabacteria 13751.9310 1.0000000
## Coprothermobacterota-Candidatus Melainabacteria 15986.4756 1.0000000
## Cyanobacteria-Candidatus Melainabacteria 11147.9874 1.0000000
## Deferribacteres-Candidatus Melainabacteria 11747.2262 1.0000000
## Deinococcus-Thermus-Candidatus Melainabacteria 11688.9729 1.0000000
## Dictyoglomi-Candidatus Melainabacteria 15993.4756 1.0000000
## Elusimicrobia-Candidatus Melainabacteria 14731.4310 1.0000000
## Euryarchaeota-Candidatus Melainabacteria 15984.4756 1.0000000
## Fibrobacteres-Candidatus Melainabacteria 12723.6002 1.0000000
## Firmicutes-Candidatus Melainabacteria 11333.2250 1.0000000
## Fusobacteria-Candidatus Melainabacteria 11587.4175 1.0000000
## Gemmatimonadetes-Candidatus Melainabacteria 20639.6002 0.9803935
## Ignavibacteriae-Candidatus Melainabacteria 13838.9310 1.0000000
## Kiritimatiellaeota-Candidatus Melainabacteria 13823.4310 1.0000000
## Lentisphaerae-Candidatus Melainabacteria 12955.2887 1.0000000
## Nitrospinae-Candidatus Melainabacteria 16915.4756 1.0000000
## Nitrospirae-Candidatus Melainabacteria 19388.6221 0.9999394
## Planctomycetota-Candidatus Melainabacteria 12295.7672 1.0000000
## Proteobacteria-Candidatus Melainabacteria 11580.9385 1.0000000
## Rhodothermaeota-Candidatus Melainabacteria 12049.9267 1.0000000
## Spirochaetes-Candidatus Melainabacteria 11356.2342 1.0000000
## Synergistetes-Candidatus Melainabacteria 11493.7033 1.0000000
## Tenericutes-Candidatus Melainabacteria 11435.0935 1.0000000
## Thermodesulfobacteria-Candidatus Melainabacteria 12090.7601 1.0000000
## Thermotogae-Candidatus Melainabacteria 11561.5116 1.0000000
## Unknown-Candidatus Melainabacteria 16297.4756 1.0000000
## Verrucomicrobia-Candidatus Melainabacteria 11918.4897 1.0000000
## Chlorobi-Chlamydiae 6703.2150 1.0000000
## Chloroflexi-Chlamydiae 4667.7377 1.0000000
## Chrysiogenetes-Chlamydiae 9299.6280 1.0000000
## Coprothermobacterota-Chlamydiae 12483.7317 1.0000000
## Cyanobacteria-Chlamydiae 4245.9040 1.0000000
## Deferribacteres-Chlamydiae 5716.6313 1.0000000
## Deinococcus-Thermus-Chlamydiae 5584.3268 1.0000000
## Dictyoglomi-Chlamydiae 12490.7317 1.0000000
## Elusimicrobia-Chlamydiae 10279.1280 1.0000000
## Euryarchaeota-Chlamydiae 12481.7317 1.0000000
## Fibrobacteres-Chlamydiae 7429.3405 1.0000000
## Firmicutes-Chlamydiae 4396.7650 1.0000000
## Fusobacteria-Chlamydiae 5365.8127 1.0000000
## Gemmatimonadetes-Chlamydiae 15345.3405 0.0071560
## Ignavibacteriae-Chlamydiae 9386.6280 1.0000000
## Kiritimatiellaeota-Chlamydiae 9371.1280 1.0000000
## Lentisphaerae-Chlamydiae 7990.3890 1.0000000
## Nitrospinae-Chlamydiae 13412.7317 1.0000000
## Nitrospirae-Chlamydiae 14423.7223 0.4028544
## Planctomycetota-Chlamydiae 5514.5348 1.0000000
## Proteobacteria-Chlamydiae 4635.9261 1.0000000
## Rhodothermaeota-Chlamydiae 6350.5050 1.0000000
## Spirochaetes-Chlamydiae 4805.1437 1.0000000
## Synergistetes-Chlamydiae 5147.2467 1.0000000
## Tenericutes-Chlamydiae 5000.4675 1.0000000
## Thermodesulfobacteria-Chlamydiae 6391.3384 1.0000000
## Thermotogae-Chlamydiae 5292.8778 1.0000000
## Unknown-Chlamydiae 12794.7317 1.0000000
## Verrucomicrobia-Chlamydiae 5274.9702 1.0000000
## Chloroflexi-Chlorobi 5698.5420 1.0000000
## Chrysiogenetes-Chlorobi 9853.7039 1.0000000
## Coprothermobacterota-Chlorobi 12904.6506 1.0000000
## Cyanobacteria-Chlorobi 5344.0865 1.0000000
## Deferribacteres-Chlorobi 6574.2248 1.0000000
## Deinococcus-Thermus-Chlorobi 6459.8253 1.0000000
## Dictyoglomi-Chlorobi 12911.6506 1.0000000
## Elusimicrobia-Chlorobi 10833.2039 1.0000000
## Euryarchaeota-Chlorobi 12902.6506 1.0000000
## Fibrobacteres-Chlorobi 8128.9601 1.0000000
## Firmicutes-Chlorobi 5505.9572 1.0000000
## Fusobacteria-Chlorobi 6270.4530 1.0000000
## Gemmatimonadetes-Chlorobi 16044.9601 0.0324017
## Ignavibacteriae-Chlorobi 9940.7039 1.0000000
## Kiritimatiellaeota-Chlorobi 9925.2039 1.0000000
## Lentisphaerae-Chlorobi 8629.3004 1.0000000
## Nitrospinae-Chlorobi 13833.6506 1.0000000
## Nitrospirae-Chlorobi 15062.6337 0.5948505
## Planctomycetota-Chlorobi 6575.0340 1.0000000
## Proteobacteria-Chlorobi 5747.8778 1.0000000
## Rhodothermaeota-Chlorobi 7132.8101 1.0000000
## Spirochaetes-Chlorobi 5798.0307 1.0000000
## Synergistetes-Chlorobi 6084.2183 1.0000000
## Tenericutes-Chlorobi 5961.0712 1.0000000
## Thermodesulfobacteria-Chlorobi 7173.6435 1.0000000
## Thermotogae-Chlorobi 6209.5446 1.0000000
## Unknown-Chlorobi 13215.6506 1.0000000
## Verrucomicrobia-Chlorobi 6294.3828 1.0000000
## Chrysiogenetes-Chloroflexi 8463.2821 1.0000000
## Coprothermobacterota-Chloroflexi 11851.9256 1.0000000
## Cyanobacteria-Chloroflexi 2027.3133 1.0000000
## Deferribacteres-Chloroflexi 4295.6286 1.0000000
## Deinococcus-Thermus-Chloroflexi 4119.8652 1.0000000
## Dictyoglomi-Chloroflexi 11858.9256 1.0000000
## Elusimicrobia-Chloroflexi 9442.7821 1.0000000
## Euryarchaeota-Chloroflexi 11849.9256 1.0000000
## Fibrobacteres-Chloroflexi 6340.5267 1.0000000
## Firmicutes-Chloroflexi 2121.3439 1.0000000
## Fusobacteria-Chloroflexi 3827.1853 1.0000000
## Gemmatimonadetes-Chloroflexi 14256.5267 0.0003033
## Ignavibacteriae-Chloroflexi 8550.2821 1.0000000
## Kiritimatiellaeota-Chloroflexi 8534.7821 1.0000000
## Lentisphaerae-Chloroflexi 7011.5324 1.0000000
## Nitrospinae-Chloroflexi 12780.9256 1.0000000
## Nitrospirae-Chloroflexi 13444.8657 0.1685810
## Planctomycetota-Chloroflexi 3467.9758 0.9999781
## Proteobacteria-Chloroflexi 2345.6865 1.0000000
## Rhodothermaeota-Chloroflexi 5097.7851 1.0000000
## Spirochaetes-Chloroflexi 3008.3056 1.0000000
## Synergistetes-Chloroflexi 3520.6019 1.0000000
## Tenericutes-Chloroflexi 3305.0023 1.0000000
## Thermodesulfobacteria-Chloroflexi 5138.6185 1.0000000
## Thermotogae-Chloroflexi 3722.2685 1.0000000
## Unknown-Chloroflexi 12162.9256 1.0000000
## Verrucomicrobia-Chloroflexi 3387.1492 1.0000000
## Coprothermobacterota-Chrysiogenetes 14427.9310 1.0000000
## Cyanobacteria-Chrysiogenetes 8382.8188 1.0000000
## Deferribacteres-Chrysiogenetes 9212.4356 1.0000000
## Deinococcus-Thermus-Chrysiogenetes 9132.3274 1.0000000
## Dictyoglomi-Chrysiogenetes 14434.9310 1.0000000
## Elusimicrobia-Chrysiogenetes 12757.4069 1.0000000
## Euryarchaeota-Chrysiogenetes 14425.9310 1.0000000
## Fibrobacteres-Chrysiogenetes 10428.4666 1.0000000
## Firmicutes-Chrysiogenetes 8560.1799 1.0000000
## Fusobacteria-Chrysiogenetes 8997.1083 1.0000000
## Gemmatimonadetes-Chrysiogenetes 18344.4666 0.4361733
## Ignavibacteriae-Chrysiogenetes 11864.9069 1.0000000
## Kiritimatiellaeota-Chrysiogenetes 11849.4069 1.0000000
## Lentisphaerae-Chrysiogenetes 10780.0421 1.0000000
## Nitrospinae-Chrysiogenetes 15356.9310 1.0000000
## Nitrospirae-Chrysiogenetes 17213.3755 0.9547564
## Planctomycetota-Chrysiogenetes 9559.0206 1.0000000
## Proteobacteria-Chrysiogenetes 8805.9481 1.0000000
## Rhodothermaeota-Chrysiogenetes 9617.9540 1.0000000
## Spirochaetes-Chrysiogenetes 8676.7631 1.0000000
## Synergistetes-Chrysiogenetes 8868.6195 1.0000000
## Tenericutes-Chrysiogenetes 8786.1779 1.0000000
## Thermodesulfobacteria-Chrysiogenetes 9658.7874 1.0000000
## Thermotogae-Chrysiogenetes 8957.9625 1.0000000
## Unknown-Chrysiogenetes 14738.9310 1.0000000
## Verrucomicrobia-Chrysiogenetes 9215.5198 1.0000000
## Cyanobacteria-Coprothermobacterota 11817.9874 1.0000000
## Deferribacteres-Coprothermobacterota 12417.2262 1.0000000
## Deinococcus-Thermus-Coprothermobacterota 12358.9729 1.0000000
## Dictyoglomi-Coprothermobacterota 16663.4756 1.0000000
## Elusimicrobia-Coprothermobacterota 15401.4310 1.0000000
## Euryarchaeota-Coprothermobacterota 16654.4756 1.0000000
## Fibrobacteres-Coprothermobacterota 13393.6002 1.0000000
## Firmicutes-Coprothermobacterota 12003.2250 1.0000000
## Fusobacteria-Coprothermobacterota 12257.4175 1.0000000
## Gemmatimonadetes-Coprothermobacterota 21309.6002 0.9344536
## Ignavibacteriae-Coprothermobacterota 14508.9310 1.0000000
## Kiritimatiellaeota-Coprothermobacterota 14493.4310 1.0000000
## Lentisphaerae-Coprothermobacterota 13625.2887 1.0000000
## Nitrospinae-Coprothermobacterota 17585.4756 1.0000000
## Nitrospirae-Coprothermobacterota 20058.6221 0.9992616
## Planctomycetota-Coprothermobacterota 12965.7672 1.0000000
## Proteobacteria-Coprothermobacterota 12250.9385 1.0000000
## Rhodothermaeota-Coprothermobacterota 12719.9267 1.0000000
## Spirochaetes-Coprothermobacterota 12026.2342 1.0000000
## Synergistetes-Coprothermobacterota 12163.7033 1.0000000
## Tenericutes-Coprothermobacterota 12105.0935 1.0000000
## Thermodesulfobacteria-Coprothermobacterota 12760.7601 1.0000000
## Thermotogae-Coprothermobacterota 12231.5116 1.0000000
## Unknown-Coprothermobacterota 16967.4756 1.0000000
## Verrucomicrobia-Coprothermobacterota 12588.4897 1.0000000
## Deferribacteres-Cyanobacteria 3998.8423 1.0000000
## Deinococcus-Thermus-Cyanobacteria 3805.7341 1.0000000
## Dictyoglomi-Cyanobacteria 11800.5798 1.0000000
## Elusimicrobia-Cyanobacteria 9331.9113 1.0000000
## Euryarchaeota-Cyanobacteria 11791.5798 1.0000000
## Fibrobacteres-Cyanobacteria 6157.8070 1.0000000
## Firmicutes-Cyanobacteria 1133.7969 1.0000000
## Fusobacteria-Cyanobacteria 3481.7137 1.0000000
## Gemmatimonadetes-Cyanobacteria 14073.8070 0.0000754
## Ignavibacteriae-Cyanobacteria 8439.4113 1.0000000
## Kiritimatiellaeota-Cyanobacteria 8423.9113 1.0000000
## Lentisphaerae-Cyanobacteria 6861.2777 1.0000000
## Nitrospinae-Cyanobacteria 12722.5798 1.0000000
## Nitrospirae-Cyanobacteria 13294.6110 0.1066644
## Planctomycetota-Cyanobacteria 2801.1138 0.9242596
## Proteobacteria-Cyanobacteria 1324.5130 0.9944240
## Rhodothermaeota-Cyanobacteria 4862.3253 1.0000000
## Spirochaetes-Cyanobacteria 2530.4574 1.0000000
## Synergistetes-Cyanobacteria 3134.6102 1.0000000
## Tenericutes-Cyanobacteria 2884.3078 1.0000000
## Thermodesulfobacteria-Cyanobacteria 4903.1586 1.0000000
## Thermotogae-Cyanobacteria 3362.5258 1.0000000
## Unknown-Cyanobacteria 12104.5798 1.0000000
## Verrucomicrobia-Cyanobacteria 2850.1347 1.0000000
## Deinococcus-Thermus-Deferribacteres 5415.5525 1.0000000
## Dictyoglomi-Deferribacteres 12419.7817 1.0000000
## Elusimicrobia-Deferribacteres 10181.4911 1.0000000
## Euryarchaeota-Deferribacteres 12410.7817 1.0000000
## Fibrobacteres-Deferribacteres 7300.9190 1.0000000
## Firmicutes-Deferribacteres 4166.5073 1.0000000
## Fusobacteria-Deferribacteres 5189.9299 1.0000000
## Gemmatimonadetes-Deferribacteres 15216.9190 0.0049019
## Ignavibacteriae-Deferribacteres 9288.9911 1.0000000
## Kiritimatiellaeota-Deferribacteres 9273.4911 1.0000000
## Lentisphaerae-Deferribacteres 7875.0490 1.0000000
## Nitrospinae-Deferribacteres 13341.7817 1.0000000
## Nitrospirae-Deferribacteres 14308.3824 0.3618188
## Planctomycetota-Deferribacteres 5298.0271 1.0000000
## Proteobacteria-Deferribacteres 4404.8718 1.0000000
## Rhodothermaeota-Deferribacteres 6203.6131 1.0000000
## Spirochaetes-Deferribacteres 4606.8428 1.0000000
## Synergistetes-Deferribacteres 4963.3127 1.0000000
## Tenericutes-Deferribacteres 4810.5326 1.0000000
## Thermodesulfobacteria-Deferribacteres 6244.4464 1.0000000
## Thermotogae-Deferribacteres 5114.0208 1.0000000
## Unknown-Deferribacteres 12723.7817 1.0000000
## Verrucomicrobia-Deferribacteres 5069.6416 1.0000000
## Dictyoglomi-Deinococcus-Thermus 12353.5729 1.0000000
## Elusimicrobia-Deinococcus-Thermus 10093.4274 1.0000000
## Euryarchaeota-Deinococcus-Thermus 12344.5729 1.0000000
## Fibrobacteres-Deinococcus-Thermus 7187.2037 1.0000000
## Firmicutes-Deinococcus-Thermus 3962.4689 1.0000000
## Fusobacteria-Deinococcus-Thermus 5035.3818 1.0000000
## Gemmatimonadetes-Deinococcus-Thermus 15103.2037 0.0036183
## Ignavibacteriae-Deinococcus-Thermus 9200.9274 1.0000000
## Kiritimatiellaeota-Deinococcus-Thermus 9185.4274 1.0000000
## Lentisphaerae-Deinococcus-Thermus 7772.3008 1.0000000
## Nitrospinae-Deinococcus-Thermus 13275.5729 1.0000000
## Nitrospirae-Deinococcus-Thermus 14205.6341 0.3325902
## Planctomycetota-Deinococcus-Thermus 5106.8377 1.0000000
## Proteobacteria-Deinococcus-Thermus 4200.0812 1.0000000
## Rhodothermaeota-Deinococcus-Thermus 6074.2183 1.0000000
## Spirochaetes-Deinococcus-Thermus 4432.3014 1.0000000
## Synergistetes-Deinococcus-Thermus 4801.6437 1.0000000
## Tenericutes-Deinococcus-Thermus 4643.5136 1.0000000
## Thermodesulfobacteria-Deinococcus-Thermus 6115.0516 1.0000000
## Thermotogae-Deinococcus-Thermus 4956.8497 1.0000000
## Unknown-Deinococcus-Thermus 12657.5729 1.0000000
## Verrucomicrobia-Deinococcus-Thermus 4888.7209 1.0000000
## Elusimicrobia-Dictyoglomi 15394.4310 1.0000000
## Euryarchaeota-Dictyoglomi 16647.4756 1.0000000
## Fibrobacteres-Dictyoglomi 13386.6002 1.0000000
## Firmicutes-Dictyoglomi 11996.2250 1.0000000
## Fusobacteria-Dictyoglomi 12250.4175 1.0000000
## Gemmatimonadetes-Dictyoglomi 21302.6002 0.9351604
## Ignavibacteriae-Dictyoglomi 14501.9310 1.0000000
## Kiritimatiellaeota-Dictyoglomi 14486.4310 1.0000000
## Lentisphaerae-Dictyoglomi 13618.2887 1.0000000
## Nitrospinae-Dictyoglomi 17578.4756 1.0000000
## Nitrospirae-Dictyoglomi 20051.6221 0.9992785
## Planctomycetota-Dictyoglomi 12958.7672 1.0000000
## Proteobacteria-Dictyoglomi 12243.9385 1.0000000
## Rhodothermaeota-Dictyoglomi 12712.9267 1.0000000
## Spirochaetes-Dictyoglomi 12019.2342 1.0000000
## Synergistetes-Dictyoglomi 12156.7033 1.0000000
## Tenericutes-Dictyoglomi 12098.0935 1.0000000
## Thermodesulfobacteria-Dictyoglomi 12753.7601 1.0000000
## Thermotogae-Dictyoglomi 12224.5116 1.0000000
## Unknown-Dictyoglomi 16960.4756 1.0000000
## Verrucomicrobia-Dictyoglomi 12581.4897 1.0000000
## Euryarchaeota-Elusimicrobia 13446.4310 1.0000000
## Fibrobacteres-Elusimicrobia 9448.9666 1.0000000
## Firmicutes-Elusimicrobia 7580.6799 1.0000000
## Fusobacteria-Elusimicrobia 8017.6083 1.0000000
## Gemmatimonadetes-Elusimicrobia 17364.9666 0.7515292
## Ignavibacteriae-Elusimicrobia 10885.4069 1.0000000
## Kiritimatiellaeota-Elusimicrobia 10869.9069 1.0000000
## Lentisphaerae-Elusimicrobia 9800.5421 1.0000000
## Nitrospinae-Elusimicrobia 14377.4310 1.0000000
## Nitrospirae-Elusimicrobia 16233.8755 0.9969090
## Planctomycetota-Elusimicrobia 8579.5206 1.0000000
## Proteobacteria-Elusimicrobia 7826.4481 1.0000000
## Rhodothermaeota-Elusimicrobia 8638.4540 1.0000000
## Spirochaetes-Elusimicrobia 7697.2631 1.0000000
## Synergistetes-Elusimicrobia 7889.1195 1.0000000
## Tenericutes-Elusimicrobia 7806.6779 1.0000000
## Thermodesulfobacteria-Elusimicrobia 8679.2874 1.0000000
## Thermotogae-Elusimicrobia 7978.4625 1.0000000
## Unknown-Elusimicrobia 13759.4310 1.0000000
## Verrucomicrobia-Elusimicrobia 8236.0198 1.0000000
## Fibrobacteres-Euryarchaeota 13395.6002 1.0000000
## Firmicutes-Euryarchaeota 12005.2250 1.0000000
## Fusobacteria-Euryarchaeota 12259.4175 1.0000000
## Gemmatimonadetes-Euryarchaeota 21311.6002 0.9342506
## Ignavibacteriae-Euryarchaeota 14510.9310 1.0000000
## Kiritimatiellaeota-Euryarchaeota 14495.4310 1.0000000
## Lentisphaerae-Euryarchaeota 13627.2887 1.0000000
## Nitrospinae-Euryarchaeota 17587.4756 1.0000000
## Nitrospirae-Euryarchaeota 20060.6221 0.9992568
## Planctomycetota-Euryarchaeota 12967.7672 1.0000000
## Proteobacteria-Euryarchaeota 12252.9385 1.0000000
## Rhodothermaeota-Euryarchaeota 12721.9267 1.0000000
## Spirochaetes-Euryarchaeota 12028.2342 1.0000000
## Synergistetes-Euryarchaeota 12165.7033 1.0000000
## Tenericutes-Euryarchaeota 12107.0935 1.0000000
## Thermodesulfobacteria-Euryarchaeota 12762.7601 1.0000000
## Thermotogae-Euryarchaeota 12233.5116 1.0000000
## Unknown-Euryarchaeota 16969.4756 1.0000000
## Verrucomicrobia-Euryarchaeota 12590.4897 1.0000000
## Firmicutes-Fibrobacteres 5897.5121 1.0000000
## Fusobacteria-Fibrobacteres 6573.0610 1.0000000
## Gemmatimonadetes-Fibrobacteres 16244.2378 0.0953591
## Ignavibacteriae-Fibrobacteres 10058.4666 1.0000000
## Kiritimatiellaeota-Fibrobacteres 10042.9666 1.0000000
## Lentisphaerae-Fibrobacteres 8795.3583 1.0000000
## Nitrospinae-Fibrobacteres 13871.6002 1.0000000
## Nitrospirae-Fibrobacteres 15228.6916 0.7789410
## Planctomycetota-Fibrobacteres 6946.7016 1.0000000
## Proteobacteria-Fibrobacteres 6140.5360 1.0000000
## Rhodothermaeota-Fibrobacteres 7375.4395 1.0000000
## Spirochaetes-Fibrobacteres 6140.7550 1.0000000
## Synergistetes-Fibrobacteres 6401.8318 1.0000000
## Tenericutes-Fibrobacteres 6289.4274 1.0000000
## Thermodesulfobacteria-Fibrobacteres 7416.2729 1.0000000
## Thermotogae-Fibrobacteres 6517.7759 1.0000000
## Unknown-Fibrobacteres 13253.6002 1.0000000
## Verrucomicrobia-Fibrobacteres 6648.6471 1.0000000
## Fusobacteria-Firmicutes 3212.2369 1.0000000
## Gemmatimonadetes-Firmicutes 13831.3960 0.0001293
## Ignavibacteriae-Firmicutes 8208.0638 1.0000000
## Kiritimatiellaeota-Firmicutes 8192.5638 1.0000000
## Lentisphaerae-Firmicutes 6623.9146 1.0000000
## Nitrospinae-Firmicutes 12499.1089 1.0000000
## Nitrospirae-Firmicutes 13057.2480 0.1437381
## Planctomycetota-Firmicutes 2460.5092 0.9879323
## Proteobacteria-Firmicutes 801.9309 0.9996419
## Rhodothermaeota-Firmicutes 4611.5036 1.0000000
## Spirochaetes-Firmicutes 2235.6102 1.0000000
## Synergistetes-Firmicutes 2857.7707 1.0000000
## Tenericutes-Firmicutes 2600.8996 1.0000000
## Thermodesulfobacteria-Firmicutes 4652.3369 1.0000000
## Thermotogae-Firmicutes 3090.4909 1.0000000
## Unknown-Firmicutes 11881.1089 1.0000000
## Verrucomicrobia-Firmicutes 2542.4665 1.0000000
## Gemmatimonadetes-Fusobacteria 14942.8944 0.0021241
## Ignavibacteriae-Fusobacteria 9080.9416 1.0000000
## Kiritimatiellaeota-Fusobacteria 9065.4416 1.0000000
## Lentisphaerae-Fusobacteria 7629.3562 1.0000000
## Nitrospinae-Fusobacteria 13189.2508 1.0000000
## Nitrospirae-Fusobacteria 14062.6895 0.2845061
## Planctomycetota-Fusobacteria 4816.0345 1.0000000
## Proteobacteria-Fusobacteria 3884.4027 1.0000000
## Rhodothermaeota-Fusobacteria 5888.7034 1.0000000
## Spirochaetes-Fusobacteria 4170.9939 1.0000000
## Synergistetes-Fusobacteria 4562.5137 1.0000000
## Tenericutes-Fusobacteria 4395.2278 1.0000000
## Thermodesulfobacteria-Fusobacteria 5929.5368 1.0000000
## Thermotogae-Fusobacteria 4725.3529 1.0000000
## Unknown-Fusobacteria 12571.2508 1.0000000
## Verrucomicrobia-Fusobacteria 4616.2257 1.0000000
## Ignavibacteriae-Gemmatimonadetes 2142.4666 0.4640865
## Kiritimatiellaeota-Gemmatimonadetes 2126.9666 0.4590750
## Lentisphaerae-Gemmatimonadetes 879.3583 0.1674027
## Nitrospinae-Gemmatimonadetes 5955.6002 0.9888917
## Nitrospirae-Gemmatimonadetes 7312.6916 1.0000000
## Planctomycetota-Gemmatimonadetes -969.2984 0.0041712
## Proteobacteria-Gemmatimonadetes -1775.4640 0.0002955
## Rhodothermaeota-Gemmatimonadetes -540.5605 0.0177302
## Spirochaetes-Gemmatimonadetes -1775.2450 0.0004565
## Synergistetes-Gemmatimonadetes -1514.1682 0.0012026
## Tenericutes-Gemmatimonadetes -1626.5726 0.0008034
## Thermodesulfobacteria-Gemmatimonadetes -499.7271 0.0192554
## Thermotogae-Gemmatimonadetes -1398.2241 0.0017667
## Unknown-Gemmatimonadetes 5337.6002 0.9608842
## Verrucomicrobia-Gemmatimonadetes -1267.3529 0.0019257
## Kiritimatiellaeota-Ignavibacteriae 11762.4069 1.0000000
## Lentisphaerae-Ignavibacteriae 10693.0421 1.0000000
## Nitrospinae-Ignavibacteriae 15269.9310 1.0000000
## Nitrospirae-Ignavibacteriae 17126.3755 0.9624697
## Planctomycetota-Ignavibacteriae 9472.0206 1.0000000
## Proteobacteria-Ignavibacteriae 8718.9481 1.0000000
## Rhodothermaeota-Ignavibacteriae 9530.9540 1.0000000
## Spirochaetes-Ignavibacteriae 8589.7631 1.0000000
## Synergistetes-Ignavibacteriae 8781.6195 1.0000000
## Tenericutes-Ignavibacteriae 8699.1779 1.0000000
## Thermodesulfobacteria-Ignavibacteriae 9571.7874 1.0000000
## Thermotogae-Ignavibacteriae 8870.9625 1.0000000
## Unknown-Ignavibacteriae 14651.9310 1.0000000
## Verrucomicrobia-Ignavibacteriae 9128.5198 1.0000000
## Lentisphaerae-Kiritimatiellaeota 10708.5421 1.0000000
## Nitrospinae-Kiritimatiellaeota 15285.4310 1.0000000
## Nitrospirae-Kiritimatiellaeota 17141.8755 0.9611738
## Planctomycetota-Kiritimatiellaeota 9487.5206 1.0000000
## Proteobacteria-Kiritimatiellaeota 8734.4481 1.0000000
## Rhodothermaeota-Kiritimatiellaeota 9546.4540 1.0000000
## Spirochaetes-Kiritimatiellaeota 8605.2631 1.0000000
## Synergistetes-Kiritimatiellaeota 8797.1195 1.0000000
## Tenericutes-Kiritimatiellaeota 8714.6779 1.0000000
## Thermodesulfobacteria-Kiritimatiellaeota 9587.2874 1.0000000
## Thermotogae-Kiritimatiellaeota 8886.4625 1.0000000
## Unknown-Kiritimatiellaeota 14667.4310 1.0000000
## Verrucomicrobia-Kiritimatiellaeota 9144.0198 1.0000000
## Nitrospinae-Lentisphaerae 14503.6221 1.0000000
## Nitrospirae-Lentisphaerae 16049.9540 0.8408635
## Planctomycetota-Lentisphaerae 8032.6870 1.0000000
## Proteobacteria-Lentisphaerae 7250.6421 1.0000000
## Rhodothermaeota-Lentisphaerae 8301.2378 1.0000000
## Spirochaetes-Lentisphaerae 7192.5905 1.0000000
## Synergistetes-Lentisphaerae 7423.2024 1.0000000
## Tenericutes-Lentisphaerae 7323.9265 1.0000000
## Thermodesulfobacteria-Lentisphaerae 8342.0712 1.0000000
## Thermotogae-Lentisphaerae 7527.5646 1.0000000
## Unknown-Lentisphaerae 13885.6221 1.0000000
## Verrucomicrobia-Lentisphaerae 7714.2223 1.0000000
## Nitrospirae-Nitrospinae 19129.6221 0.9999807
## Planctomycetota-Nitrospinae 12036.7672 1.0000000
## Proteobacteria-Nitrospinae 11321.9385 1.0000000
## Rhodothermaeota-Nitrospinae 11790.9267 1.0000000
## Spirochaetes-Nitrospinae 11097.2342 1.0000000
## Synergistetes-Nitrospinae 11234.7033 1.0000000
## Tenericutes-Nitrospinae 11176.0935 1.0000000
## Thermodesulfobacteria-Nitrospinae 11831.7601 1.0000000
## Thermotogae-Nitrospinae 11302.5116 1.0000000
## Unknown-Nitrospinae 16038.4756 1.0000000
## Verrucomicrobia-Nitrospinae 11659.4897 1.0000000
## Planctomycetota-Nitrospirae 1599.3537 0.5294210
## Proteobacteria-Nitrospirae 817.3088 0.2120087
## Rhodothermaeota-Nitrospirae 1867.9045 0.5116792
## Spirochaetes-Nitrospirae 759.2572 0.1815832
## Synergistetes-Nitrospirae 989.8690 0.2410724
## Tenericutes-Nitrospirae 890.5932 0.2145917
## Thermodesulfobacteria-Nitrospirae 1908.7378 0.5282592
## Thermotogae-Nitrospirae 1094.2313 0.2709664
## Unknown-Nitrospirae 7452.2887 0.9997503
## Verrucomicrobia-Nitrospirae 1280.8890 0.3690038
## Proteobacteria-Planctomycetota 930.4789 0.9999871
## Rhodothermaeota-Planctomycetota 3951.2151 1.0000000
## Spirochaetes-Planctomycetota 1759.9764 0.9999964
## Synergistetes-Planctomycetota 2309.4055 1.0000000
## Tenericutes-Planctomycetota 2079.5451 0.9999998
## Thermodesulfobacteria-Planctomycetota 3992.0484 1.0000000
## Thermotogae-Planctomycetota 2522.0325 1.0000000
## Unknown-Planctomycetota 11096.5339 1.0000000
## Verrucomicrobia-Planctomycetota 2116.0213 1.0000000
## Rhodothermaeota-Proteobacteria 4347.5914 1.0000000
## Spirochaetes-Proteobacteria 1960.4245 1.0000000
## Synergistetes-Proteobacteria 2587.2667 1.0000000
## Tenericutes-Proteobacteria 2328.7012 1.0000000
## Thermodesulfobacteria-Proteobacteria 4388.4247 1.0000000
## Thermotogae-Proteobacteria 2821.2177 1.0000000
## Unknown-Proteobacteria 11623.9854 1.0000000
## Verrucomicrobia-Proteobacteria 2263.8694 1.0000000
## Spirochaetes-Rhodothermaeota 5382.9794 1.0000000
## Synergistetes-Rhodothermaeota 5690.4695 1.0000000
## Tenericutes-Rhodothermaeota 5558.2697 1.0000000
## Thermodesulfobacteria-Rhodothermaeota 6840.8110 1.0000000
## Thermotogae-Rhodothermaeota 5823.6304 1.0000000
## Unknown-Rhodothermaeota 13034.2601 1.0000000
## Verrucomicrobia-Rhodothermaeota 5869.3701 1.0000000
## Synergistetes-Spirochaetes 3870.6587 1.0000000
## Tenericutes-Spirochaetes 3671.3938 1.0000000
## Thermodesulfobacteria-Spirochaetes 5409.5627 1.0000000
## Thermotogae-Spirochaetes 4059.4832 1.0000000
## Unknown-Spirochaetes 12326.3175 1.0000000
## Verrucomicrobia-Spirochaetes 3802.9088 1.0000000
## Tenericutes-Synergistetes 4122.5021 1.0000000
## Thermodesulfobacteria-Synergistetes 5728.9029 1.0000000
## Thermotogae-Synergistetes 4472.4969 1.0000000
## Unknown-Synergistetes 12475.6366 1.0000000
## Verrucomicrobia-Synergistetes 4313.9355 1.0000000
## Thermodesulfobacteria-Tenericutes 5586.8808 1.0000000
## Thermotogae-Tenericutes 4291.4327 1.0000000
## Unknown-Tenericutes 12407.2046 1.0000000
## Verrucomicrobia-Tenericutes 4093.6234 1.0000000
## Thermotogae-Thermodesulfobacteria 5782.7971 1.0000000
## Unknown-Thermodesulfobacteria 12993.4267 1.0000000
## Verrucomicrobia-Thermodesulfobacteria 5828.5368 1.0000000
## Unknown-Thermotogae 12524.5116 1.0000000
## Verrucomicrobia-Thermotogae 4492.6841 1.0000000
## Verrucomicrobia-Unknown 12277.4897 1.0000000
