Rodent_16s.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "setwd(\"/projects/gilbert_lab/Lutz/Batmicrobiome/batrun_finaldata_for_phyloseq_Oct2017\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "library(phyloseq)\n",
    "library(ggplot2)\n",
    "library(vegan)\n",
    "library(readr)\n",
    "library(data.table)\n",
    "library(dplyr)\n",
    "library(viridis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in strsplit(conditionMessage(e), \"\\n\"):\n",
      "“input string 1 is invalid in this locale”\n",
      "Warning message:\n",
      "“'sampleSums' is deprecated.\n",
      "Use 'sample_sums' instead.\n",
      "See help(\"Deprecated\") and help(\"phyloseq-deprecated\").”\n"
     ]
    }
   ],
   "source": [
    "biom <- import_biom(\"BIOMfiles/final.alldata.biom\")\n",
    "map <- import_qiime_sample_data(\"FullMetaData.txt\")\n",
    "tree <- read_tree(\"make_phylo.tre\")\n",
    "batrun_nt <- merge_phyloseq(biom,tree,map)%>%\n",
    "    prune_samples((sample_sums(.) > 1000), .)\n",
    "\n",
    "batrun = merge_phyloseq(biom,tree,map) %>%\n",
    "    prune_samples((sampleSums(.) > 1000), .) %>%\n",
    "    transform_sample_counts(function(x) x / sum(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "batrun_nt= readRDS(\"/projects/gilbert_lab/Lutz/Batmicrobiome/batrun_finaldata_for_phyloseq_Oct2017/RDSfiles/batrun_nt.rds\")\n",
    "batrun = readRDS(\"/projects/gilbert_lab/Lutz/Batmicrobiome/batrun_finaldata_for_phyloseq_Oct2017/RDSfiles/batrun.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "rodent_nt = subset_samples(batrun_nt, Host==\"Rodent\")\n",
    "shrew_nt = subset_samples(batrun_nt, Host==\"Shrew\")\n",
    "both_nt = merge_phyloseq(rodent_nt,shrew_nt)\n",
    "skin_nt = subset_samples(both_nt, SampleType==\"SkinEtOH\")\n",
    "gut_nt = subset_samples(both_nt, SampleType==\"FecalFTA\")\n",
    "oral_nt = subset_samples(both_nt, SampleType==\"TongueEtOH\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "rodent_t = subset_samples(batrun, Host==\"Rodent\")\n",
    "shrew_t = subset_samples(batrun, Host==\"Shrew\")\n",
    "both_t = merge_phyloseq(rodent_t,shrew_t)\n",
    "skin_t = subset_samples(both_t, SampleType==\"SkinEtOH\")\n",
    "gut_t = subset_samples(both_t, SampleType==\"FecalFTA\")\n",
    "oral_t = subset_samples(both_t, SampleType==\"TongueEtOH\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "phyloseq-class experiment-level object\n",
       "otu_table()   OTU Table:         [ 64644 taxa and 213 samples ]\n",
       "sample_data() Sample Data:       [ 213 samples by 24 sample variables ]\n",
       "tax_table()   Taxonomy Table:    [ 64644 taxa by 7 taxonomic ranks ]\n",
       "phy_tree()    Phylogenetic Tree: [ 64644 tips and 64642 internal nodes ]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "phyloseq-class experiment-level object\n",
       "otu_table()   OTU Table:         [ 64644 taxa and 87 samples ]\n",
       "sample_data() Sample Data:       [ 87 samples by 24 sample variables ]\n",
       "tax_table()   Taxonomy Table:    [ 64644 taxa by 7 taxonomic ranks ]\n",
       "phy_tree()    Phylogenetic Tree: [ 64644 tips and 64642 internal nodes ]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` regrouping output by 'Genus' (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A grouped_df: 15 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Genus</th><th scope=col>SampleType</th><th scope=col>count</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>Aethomys   </td><td>TongueEtOH</td><td> 3</td></tr>\n",
       "\t<tr><td>Cricetomys </td><td>TongueEtOH</td><td> 2</td></tr>\n",
       "\t<tr><td>Crocidura  </td><td>TongueEtOH</td><td>30</td></tr>\n",
       "\t<tr><td>Cryptomys  </td><td>TongueEtOH</td><td> 6</td></tr>\n",
       "\t<tr><td>Dendromus  </td><td>TongueEtOH</td><td>13</td></tr>\n",
       "\t<tr><td>Grammomys  </td><td>TongueEtOH</td><td> 8</td></tr>\n",
       "\t<tr><td>Graphiurus </td><td>TongueEtOH</td><td> 7</td></tr>\n",
       "\t<tr><td>Hylomyscus </td><td>TongueEtOH</td><td>10</td></tr>\n",
       "\t<tr><td>Lemniscomys</td><td>TongueEtOH</td><td> 1</td></tr>\n",
       "\t<tr><td>Lophuromys </td><td>TongueEtOH</td><td>35</td></tr>\n",
       "\t<tr><td>Mastomys   </td><td>TongueEtOH</td><td> 6</td></tr>\n",
       "\t<tr><td>Mus        </td><td>TongueEtOH</td><td>15</td></tr>\n",
       "\t<tr><td>Myomyscus  </td><td>TongueEtOH</td><td> 3</td></tr>\n",
       "\t<tr><td>Otomys     </td><td>TongueEtOH</td><td> 2</td></tr>\n",
       "\t<tr><td>Praomys    </td><td>TongueEtOH</td><td>72</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A grouped\\_df: 15 × 3\n",
       "\\begin{tabular}{lll}\n",
       " Genus & SampleType & count\\\\\n",
       " <chr> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t Aethomys    & TongueEtOH &  3\\\\\n",
       "\t Cricetomys  & TongueEtOH &  2\\\\\n",
       "\t Crocidura   & TongueEtOH & 30\\\\\n",
       "\t Cryptomys   & TongueEtOH &  6\\\\\n",
       "\t Dendromus   & TongueEtOH & 13\\\\\n",
       "\t Grammomys   & TongueEtOH &  8\\\\\n",
       "\t Graphiurus  & TongueEtOH &  7\\\\\n",
       "\t Hylomyscus  & TongueEtOH & 10\\\\\n",
       "\t Lemniscomys & TongueEtOH &  1\\\\\n",
       "\t Lophuromys  & TongueEtOH & 35\\\\\n",
       "\t Mastomys    & TongueEtOH &  6\\\\\n",
       "\t Mus         & TongueEtOH & 15\\\\\n",
       "\t Myomyscus   & TongueEtOH &  3\\\\\n",
       "\t Otomys      & TongueEtOH &  2\\\\\n",
       "\t Praomys     & TongueEtOH & 72\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A grouped_df: 15 × 3\n",
       "\n",
       "| Genus &lt;chr&gt; | SampleType &lt;fct&gt; | count &lt;int&gt; |\n",
       "|---|---|---|\n",
       "| Aethomys    | TongueEtOH |  3 |\n",
       "| Cricetomys  | TongueEtOH |  2 |\n",
       "| Crocidura   | TongueEtOH | 30 |\n",
       "| Cryptomys   | TongueEtOH |  6 |\n",
       "| Dendromus   | TongueEtOH | 13 |\n",
       "| Grammomys   | TongueEtOH |  8 |\n",
       "| Graphiurus  | TongueEtOH |  7 |\n",
       "| Hylomyscus  | TongueEtOH | 10 |\n",
       "| Lemniscomys | TongueEtOH |  1 |\n",
       "| Lophuromys  | TongueEtOH | 35 |\n",
       "| Mastomys    | TongueEtOH |  6 |\n",
       "| Mus         | TongueEtOH | 15 |\n",
       "| Myomyscus   | TongueEtOH |  3 |\n",
       "| Otomys      | TongueEtOH |  2 |\n",
       "| Praomys     | TongueEtOH | 72 |\n",
       "\n"
      ],
      "text/plain": [
       "   Genus       SampleType count\n",
       "1  Aethomys    TongueEtOH  3   \n",
       "2  Cricetomys  TongueEtOH  2   \n",
       "3  Crocidura   TongueEtOH 30   \n",
       "4  Cryptomys   TongueEtOH  6   \n",
       "5  Dendromus   TongueEtOH 13   \n",
       "6  Grammomys   TongueEtOH  8   \n",
       "7  Graphiurus  TongueEtOH  7   \n",
       "8  Hylomyscus  TongueEtOH 10   \n",
       "9  Lemniscomys TongueEtOH  1   \n",
       "10 Lophuromys  TongueEtOH 35   \n",
       "11 Mastomys    TongueEtOH  6   \n",
       "12 Mus         TongueEtOH 15   \n",
       "13 Myomyscus   TongueEtOH  3   \n",
       "14 Otomys      TongueEtOH  2   \n",
       "15 Praomys     TongueEtOH 72   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` regrouping output by 'Genus' (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A grouped_df: 9 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Genus</th><th scope=col>SampleType</th><th scope=col>count</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>Aethomys  </td><td>SkinEtOH</td><td> 1</td></tr>\n",
       "\t<tr><td>Grammomys </td><td>SkinEtOH</td><td> 3</td></tr>\n",
       "\t<tr><td>Graphiurus</td><td>SkinEtOH</td><td> 1</td></tr>\n",
       "\t<tr><td>Hylomyscus</td><td>SkinEtOH</td><td>10</td></tr>\n",
       "\t<tr><td>Lophuromys</td><td>SkinEtOH</td><td>16</td></tr>\n",
       "\t<tr><td>Mastomys  </td><td>SkinEtOH</td><td> 4</td></tr>\n",
       "\t<tr><td>Mus       </td><td>SkinEtOH</td><td> 3</td></tr>\n",
       "\t<tr><td>Myomyscus </td><td>SkinEtOH</td><td> 1</td></tr>\n",
       "\t<tr><td>Praomys   </td><td>SkinEtOH</td><td>48</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A grouped\\_df: 9 × 3\n",
       "\\begin{tabular}{lll}\n",
       " Genus & SampleType & count\\\\\n",
       " <chr> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t Aethomys   & SkinEtOH &  1\\\\\n",
       "\t Grammomys  & SkinEtOH &  3\\\\\n",
       "\t Graphiurus & SkinEtOH &  1\\\\\n",
       "\t Hylomyscus & SkinEtOH & 10\\\\\n",
       "\t Lophuromys & SkinEtOH & 16\\\\\n",
       "\t Mastomys   & SkinEtOH &  4\\\\\n",
       "\t Mus        & SkinEtOH &  3\\\\\n",
       "\t Myomyscus  & SkinEtOH &  1\\\\\n",
       "\t Praomys    & SkinEtOH & 48\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A grouped_df: 9 × 3\n",
       "\n",
       "| Genus &lt;chr&gt; | SampleType &lt;fct&gt; | count &lt;int&gt; |\n",
       "|---|---|---|\n",
       "| Aethomys   | SkinEtOH |  1 |\n",
       "| Grammomys  | SkinEtOH |  3 |\n",
       "| Graphiurus | SkinEtOH |  1 |\n",
       "| Hylomyscus | SkinEtOH | 10 |\n",
       "| Lophuromys | SkinEtOH | 16 |\n",
       "| Mastomys   | SkinEtOH |  4 |\n",
       "| Mus        | SkinEtOH |  3 |\n",
       "| Myomyscus  | SkinEtOH |  1 |\n",
       "| Praomys    | SkinEtOH | 48 |\n",
       "\n"
      ],
      "text/plain": [
       "  Genus      SampleType count\n",
       "1 Aethomys   SkinEtOH    1   \n",
       "2 Grammomys  SkinEtOH    3   \n",
       "3 Graphiurus SkinEtOH    1   \n",
       "4 Hylomyscus SkinEtOH   10   \n",
       "5 Lophuromys SkinEtOH   16   \n",
       "6 Mastomys   SkinEtOH    4   \n",
       "7 Mus        SkinEtOH    3   \n",
       "8 Myomyscus  SkinEtOH    1   \n",
       "9 Praomys    SkinEtOH   48   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` regrouping output by 'Genus' (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A grouped_df: 8 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Genus</th><th scope=col>SampleType</th><th scope=col>count</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>Crocidura </td><td>FecalFTA</td><td> 7</td></tr>\n",
       "\t<tr><td>Grammomys </td><td>FecalFTA</td><td> 2</td></tr>\n",
       "\t<tr><td>Graphiurus</td><td>FecalFTA</td><td> 3</td></tr>\n",
       "\t<tr><td>Hylomyscus</td><td>FecalFTA</td><td> 5</td></tr>\n",
       "\t<tr><td>Lophuromys</td><td>FecalFTA</td><td> 3</td></tr>\n",
       "\t<tr><td>Mus       </td><td>FecalFTA</td><td> 1</td></tr>\n",
       "\t<tr><td>Otomys    </td><td>FecalFTA</td><td> 1</td></tr>\n",
       "\t<tr><td>Praomys   </td><td>FecalFTA</td><td>14</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A grouped\\_df: 8 × 3\n",
       "\\begin{tabular}{lll}\n",
       " Genus & SampleType & count\\\\\n",
       " <chr> & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t Crocidura  & FecalFTA &  7\\\\\n",
       "\t Grammomys  & FecalFTA &  2\\\\\n",
       "\t Graphiurus & FecalFTA &  3\\\\\n",
       "\t Hylomyscus & FecalFTA &  5\\\\\n",
       "\t Lophuromys & FecalFTA &  3\\\\\n",
       "\t Mus        & FecalFTA &  1\\\\\n",
       "\t Otomys     & FecalFTA &  1\\\\\n",
       "\t Praomys    & FecalFTA & 14\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A grouped_df: 8 × 3\n",
       "\n",
       "| Genus &lt;chr&gt; | SampleType &lt;fct&gt; | count &lt;int&gt; |\n",
       "|---|---|---|\n",
       "| Crocidura  | FecalFTA |  7 |\n",
       "| Grammomys  | FecalFTA |  2 |\n",
       "| Graphiurus | FecalFTA |  3 |\n",
       "| Hylomyscus | FecalFTA |  5 |\n",
       "| Lophuromys | FecalFTA |  3 |\n",
       "| Mus        | FecalFTA |  1 |\n",
       "| Otomys     | FecalFTA |  1 |\n",
       "| Praomys    | FecalFTA | 14 |\n",
       "\n"
      ],
      "text/plain": [
       "  Genus      SampleType count\n",
       "1 Crocidura  FecalFTA    7   \n",
       "2 Grammomys  FecalFTA    2   \n",
       "3 Graphiurus FecalFTA    3   \n",
       "4 Hylomyscus FecalFTA    5   \n",
       "5 Lophuromys FecalFTA    3   \n",
       "6 Mus        FecalFTA    1   \n",
       "7 Otomys     FecalFTA    1   \n",
       "8 Praomys    FecalFTA   14   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oral_nt\n",
    "skin_nt\n",
    "data.frame(sample_data(oral_nt)) %>% group_by(Genus, SampleType) %>% summarize(count=n())\n",
    "data.frame(sample_data(skin_nt)) %>% group_by(Genus, SampleType) %>% summarize(count=n())\n",
    "data.frame(sample_data(gut_nt)) %>% group_by(Genus, SampleType) %>% summarize(count=n())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "bird_nt = subset_samples(batrun_nt, Host==\"Bird\")\n",
    "birdgut_nt = subset_samples(bird_nt, SampleType==\"FecalFTA\")\n",
    "birdoral_nt = subset_samples(bird_nt, SampleType==\"TongueEtOH\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alpha Diversity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` ungrouping output (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 15 × 5</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Host_Genus</th><th scope=col>median</th><th scope=col>mean</th><th scope=col>sd</th><th scope=col>sem</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>Aethomys   </td><td>1.871588</td><td>1.735249</td><td>0.3353320</td><td>0.1936040</td></tr>\n",
       "\t<tr><td>Mus        </td><td>1.446063</td><td>1.771897</td><td>1.2600828</td><td>0.3253520</td></tr>\n",
       "\t<tr><td>Lemniscomys</td><td>2.104620</td><td>2.104620</td><td>       NA</td><td>       NA</td></tr>\n",
       "\t<tr><td>Praomys    </td><td>2.442512</td><td>2.844224</td><td>1.2268802</td><td>0.1445892</td></tr>\n",
       "\t<tr><td>Myomyscus  </td><td>2.176598</td><td>3.033768</td><td>1.8093856</td><td>1.0446493</td></tr>\n",
       "\t<tr><td>Hylomyscus </td><td>3.350107</td><td>3.082592</td><td>0.9168559</td><td>0.2899353</td></tr>\n",
       "\t<tr><td>Graphiurus </td><td>3.681883</td><td>3.129041</td><td>1.3134543</td><td>0.4964391</td></tr>\n",
       "\t<tr><td>Lophuromys </td><td>2.682745</td><td>3.282640</td><td>1.6059097</td><td>0.2714483</td></tr>\n",
       "\t<tr><td>Mastomys   </td><td>2.966607</td><td>3.354434</td><td>1.4501017</td><td>0.5920016</td></tr>\n",
       "\t<tr><td>Grammomys  </td><td>3.862112</td><td>3.471667</td><td>1.5563997</td><td>0.5502704</td></tr>\n",
       "\t<tr><td>Dendromus  </td><td>3.953371</td><td>3.631116</td><td>2.0801447</td><td>0.5769283</td></tr>\n",
       "\t<tr><td>Cryptomys  </td><td>3.764738</td><td>3.677577</td><td>2.2207408</td><td>0.9066136</td></tr>\n",
       "\t<tr><td>Otomys     </td><td>3.742048</td><td>3.742048</td><td>4.0178808</td><td>2.8410708</td></tr>\n",
       "\t<tr><td>Crocidura  </td><td>3.708097</td><td>3.834650</td><td>1.8730717</td><td>0.3419745</td></tr>\n",
       "\t<tr><td>Cricetomys </td><td>4.398905</td><td>4.398905</td><td>1.4498880</td><td>1.0252257</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 15 × 5\n",
       "\\begin{tabular}{lllll}\n",
       " Host\\_Genus & median & mean & sd & sem\\\\\n",
       " <fct> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t Aethomys    & 1.871588 & 1.735249 & 0.3353320 & 0.1936040\\\\\n",
       "\t Mus         & 1.446063 & 1.771897 & 1.2600828 & 0.3253520\\\\\n",
       "\t Lemniscomys & 2.104620 & 2.104620 &        NA &        NA\\\\\n",
       "\t Praomys     & 2.442512 & 2.844224 & 1.2268802 & 0.1445892\\\\\n",
       "\t Myomyscus   & 2.176598 & 3.033768 & 1.8093856 & 1.0446493\\\\\n",
       "\t Hylomyscus  & 3.350107 & 3.082592 & 0.9168559 & 0.2899353\\\\\n",
       "\t Graphiurus  & 3.681883 & 3.129041 & 1.3134543 & 0.4964391\\\\\n",
       "\t Lophuromys  & 2.682745 & 3.282640 & 1.6059097 & 0.2714483\\\\\n",
       "\t Mastomys    & 2.966607 & 3.354434 & 1.4501017 & 0.5920016\\\\\n",
       "\t Grammomys   & 3.862112 & 3.471667 & 1.5563997 & 0.5502704\\\\\n",
       "\t Dendromus   & 3.953371 & 3.631116 & 2.0801447 & 0.5769283\\\\\n",
       "\t Cryptomys   & 3.764738 & 3.677577 & 2.2207408 & 0.9066136\\\\\n",
       "\t Otomys      & 3.742048 & 3.742048 & 4.0178808 & 2.8410708\\\\\n",
       "\t Crocidura   & 3.708097 & 3.834650 & 1.8730717 & 0.3419745\\\\\n",
       "\t Cricetomys  & 4.398905 & 4.398905 & 1.4498880 & 1.0252257\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 15 × 5\n",
       "\n",
       "| Host_Genus &lt;fct&gt; | median &lt;dbl&gt; | mean &lt;dbl&gt; | sd &lt;dbl&gt; | sem &lt;dbl&gt; |\n",
       "|---|---|---|---|---|\n",
       "| Aethomys    | 1.871588 | 1.735249 | 0.3353320 | 0.1936040 |\n",
       "| Mus         | 1.446063 | 1.771897 | 1.2600828 | 0.3253520 |\n",
       "| Lemniscomys | 2.104620 | 2.104620 |        NA |        NA |\n",
       "| Praomys     | 2.442512 | 2.844224 | 1.2268802 | 0.1445892 |\n",
       "| Myomyscus   | 2.176598 | 3.033768 | 1.8093856 | 1.0446493 |\n",
       "| Hylomyscus  | 3.350107 | 3.082592 | 0.9168559 | 0.2899353 |\n",
       "| Graphiurus  | 3.681883 | 3.129041 | 1.3134543 | 0.4964391 |\n",
       "| Lophuromys  | 2.682745 | 3.282640 | 1.6059097 | 0.2714483 |\n",
       "| Mastomys    | 2.966607 | 3.354434 | 1.4501017 | 0.5920016 |\n",
       "| Grammomys   | 3.862112 | 3.471667 | 1.5563997 | 0.5502704 |\n",
       "| Dendromus   | 3.953371 | 3.631116 | 2.0801447 | 0.5769283 |\n",
       "| Cryptomys   | 3.764738 | 3.677577 | 2.2207408 | 0.9066136 |\n",
       "| Otomys      | 3.742048 | 3.742048 | 4.0178808 | 2.8410708 |\n",
       "| Crocidura   | 3.708097 | 3.834650 | 1.8730717 | 0.3419745 |\n",
       "| Cricetomys  | 4.398905 | 4.398905 | 1.4498880 | 1.0252257 |\n",
       "\n"
      ],
      "text/plain": [
       "   Host_Genus  median   mean     sd        sem      \n",
       "1  Aethomys    1.871588 1.735249 0.3353320 0.1936040\n",
       "2  Mus         1.446063 1.771897 1.2600828 0.3253520\n",
       "3  Lemniscomys 2.104620 2.104620        NA        NA\n",
       "4  Praomys     2.442512 2.844224 1.2268802 0.1445892\n",
       "5  Myomyscus   2.176598 3.033768 1.8093856 1.0446493\n",
       "6  Hylomyscus  3.350107 3.082592 0.9168559 0.2899353\n",
       "7  Graphiurus  3.681883 3.129041 1.3134543 0.4964391\n",
       "8  Lophuromys  2.682745 3.282640 1.6059097 0.2714483\n",
       "9  Mastomys    2.966607 3.354434 1.4501017 0.5920016\n",
       "10 Grammomys   3.862112 3.471667 1.5563997 0.5502704\n",
       "11 Dendromus   3.953371 3.631116 2.0801447 0.5769283\n",
       "12 Cryptomys   3.764738 3.677577 2.2207408 0.9066136\n",
       "13 Otomys      3.742048 3.742048 4.0178808 2.8410708\n",
       "14 Crocidura   3.708097 3.834650 1.8730717 0.3419745\n",
       "15 Cricetomys  4.398905 4.398905 1.4498880 1.0252257"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "\tKruskal-Wallis rank sum test\n",
       "\n",
       "data:  Shannon by Host_Genus\n",
       "Kruskal-Wallis chi-squared = 25.221, df = 14, p-value = 0.03245\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sha = estimate_richness(oral_nt, split = TRUE, measures = \"Shannon\")\n",
    "sha$SampleID = rownames(sha)\n",
    "\n",
    "sample_tab = (data.frame(sample_data(oral_t))) \n",
    "sample_tab['sample_id'] <- row.names(sample_tab)\n",
    "\n",
    "dfsha = merge(sha, sample_tab, on=\"SampleID\")\n",
    "\n",
    "dfsha$Shannon = as.numeric(dfsha$Shannon)\n",
    "\n",
    "stats = dfsha %>%\n",
    "    group_by(Host_Genus) %>%\n",
    "    summarize(median = median(Shannon),\n",
    "              mean = mean(Shannon),\n",
    "              sd = sd(Shannon),\n",
    "              sem = sd(Shannon/sqrt(length(Shannon)))) %>%\n",
    "    arrange(-desc(mean))\n",
    "stats\n",
    "\n",
    "stats.krusk = kruskal.test(Shannon~Host_Genus, data=dfsha)\n",
    "stats.krusk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MFh1aLc/VqxYsVvv/2mbKGUvvTSS76p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4GrV8dhlZrrip7vPTRb0RJnHN4oGyAvi/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\n0LCeqfsuXHT6AwZBaPRFQQFkVfUF5dv7pCWaT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wCbmy+VQBiBAZABAQBxIxQPYtg0osMFj7BNrwOAgKJ8c7HEFQxYRbE+Nsc1uG40YUHE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\n/FhR8kXhmdpgVKuCMToAkUsGhCklQFWgat0+LA21naCAADAFCghRCgQDA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odNPUd19XWGuGS5PR6LW4ZbHkH9zmF6oMrlgDKQkWw+ATRi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\nCMEOACAQgh0AQCAEOwCAQPwGRUDEOjRB++wAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(dfsha, aes(x = Host_Genus, y = Shannon, fill=Host_Genus, color=Host_Genus)) + ggtitle(\"Shannon Index by Host Genus\")\n",
    "\n",
    "p = p + geom_boxplot(alpha = 0.5) + ylab(\"Shannon Index\") +\n",
    "    scale_fill_viridis(discrete=TRUE) #+\n",
    "    #scale_y_continuous(limits=c(2,4.5))\n",
    "\n",
    "p = p + geom_point(size = 4, position = position_jitter(h = 0, w = 0.1), alpha = 0.8) +\n",
    "    scale_color_viridis(discrete=TRUE)\n",
    "\n",
    "p = p + theme_bw() + theme(panel.grid.major = element_blank(),\n",
    "              axis.title.y=element_text(margin=margin(0,20,0,0)),\n",
    "              text=element_text(size=12, color=\"black\",family=\"Arial\"),\n",
    "              panel.grid.minor = element_blank(),\n",
    "              #axis.text.x = element_blank(),\n",
    "              axis.ticks = element_blank(),\n",
    "              axis.text.x=element_text(angle=90,hjust=1),\n",
    "              #legend.key.size = unit(.25, \"mm\"),\n",
    "              legend.spacing.x = unit(.2,\"in\"),\n",
    "              axis.title.x=element_blank())\n",
    "p\n",
    "\n",
    "#png('/home/holutz/projects/DolphinMP/Phase1/Plots/ShannonIndex.status.boxplot.png', width=6, height=6, units='in', res=300)\n",
    "#plot(p)\n",
    "#dev.off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Beta Diversity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distance calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "oral.dist.wunif = readRDS(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.wuf.dist.rds\")\n",
    "oral.out.wuf.log = readRDS(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.wuf.log.rds\")\n",
    "oral.bdisp.wuf2 = readRDS(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.beta.disp.wuf.rds\")\n",
    "oral.dist.unif = readRDS(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.uf.dist.rds\")\n",
    "oral.out.uf.log = readRDS(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.uf.log.rds\")\n",
    "oral.bdisp.uf2 = readRDS(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.beta.disp.uf.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "oral.dist.wunif <- distance(oral_t, method = \"wunifrac\", type = \"samples\")\n",
    "oral.out.wuf.log <- ordinate(oral_t, method = \"PCoA\", distance = \"wunifrac\")\n",
    "oral.wuf.evals <- oral.out.wuf.log$values$Eigenvalues\n",
    "\n",
    "sample_tab = (data.frame(sample_data(oral_t)))\n",
    "sample_tab['sample_id'] <- row.names(sample_tab)\n",
    "\n",
    "beta.disp.wuf = betadisper(oral.dist.wunif, group = sample_data(oral_nt)$Host_Genus)\n",
    "beta.disp.wuf = beta.disp.wuf$distances\n",
    "beta.disp.wuf = data.frame(d = beta.disp.wuf, sample_id = names(beta.disp.wuf))\n",
    "beta.disp.wuf2 = left_join(beta.disp.wuf, sample_tab, by=\"sample_id\")\n",
    "\n",
    "saveRDS(oral.dist.wunif, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.wuf.dist.rds\")\n",
    "saveRDS(oral.out.wuf.log, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.wuf.log.rds\")\n",
    "saveRDS(beta.disp.wuf2, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.beta.disp.wuf.rds\")\n",
    "\n",
    "oral.dist.unif <- distance(oral_t, method = \"unifrac\", type = \"samples\")\n",
    "oral.out.uf.log <- ordinate(oral_nt, method = \"PCoA\", distance = \"unifrac\")\n",
    "oral.uf.evals <- oral.out.uf.log$values$Eigenvalues\n",
    "\n",
    "beta.disp.uf = betadisper(oral.dist.unif, group = sample_data(oral_nt)$Host_Genus)\n",
    "beta.disp.uf = beta.disp.uf$distances\n",
    "beta.disp.uf = data.frame(d = beta.disp.uf, sample_id = names(beta.disp.uf))\n",
    "beta.disp.uf2 = left_join(beta.disp.uf, sample_tab, by=\"sample_id\")\n",
    "\n",
    "saveRDS(oral.dist.unif, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.uf.dist.rds\")\n",
    "saveRDS(oral.out.uf.log, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.uf.log.rds\")\n",
    "saveRDS(beta.disp.uf2, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/oral.beta.disp.uf.rds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "skin.dist.wunif <- distance(skin_t, method = \"wunifrac\", type = \"samples\")\n",
    "skin.out.wuf.log <- ordinate(skin_t, method = \"PCoA\", distance = \"wunifrac\")\n",
    "skin.wuf.evals <- skin.out.wuf.log$values$Eigenvalues\n",
    "\n",
    "sample_tab = (data.frame(sample_data(skin_t)))\n",
    "sample_tab['sample_id'] <- row.names(sample_tab)\n",
    "\n",
    "beta.disp.wuf = betadisper(skin.dist.wunif, group = sample_data(skin_nt)$Host_Genus)\n",
    "beta.disp.wuf = beta.disp.wuf$distances\n",
    "beta.disp.wuf = data.frame(d = beta.disp.wuf, sample_id = names(beta.disp.wuf))\n",
    "beta.disp.wuf2 = left_join(beta.disp.wuf, sample_tab, by=\"sample_id\")\n",
    "\n",
    "saveRDS(skin.dist.wunif, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/skin.wuf.dist.rds\")\n",
    "saveRDS(skin.out.wuf.log, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/skin.wuf.log.rds\")\n",
    "saveRDS(beta.disp.uf2, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/skin.beta.disp.wuf.rds\")\n",
    "\n",
    "skin.dist.unif <- distance(skin_t, method = \"unifrac\", type = \"samples\")\n",
    "skin.out.uf.log <- ordinate(skin_nt, method = \"PCoA\", distance = \"unifrac\")\n",
    "skin.uf.evals <- skin.out.uf.log$values$Eigenvalues\n",
    "\n",
    "beta.disp.uf = betadisper(skin.dist.unif, group = sample_data(skin_nt)$Host_Genus)\n",
    "beta.disp.uf = beta.disp.uf$distances\n",
    "beta.disp.uf = data.frame(d = beta.disp.uf, sample_id = names(beta.disp.uf))\n",
    "beta.disp.uf2 = left_join(beta.disp.uf, sample_tab, by=\"sample_id\")\n",
    "\n",
    "saveRDS(skin.dist.wunif, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/skin.uf.dist.rds\")\n",
    "saveRDS(skin.out.wuf.log, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/skin.uf.log.rds\")\n",
    "saveRDS(beta.disp.uf2, \"/projects/gilbert_lab/Lutz/Rodent_Shrew/Bdiv/skin.beta.disp.uf.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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7a2Njc3T0lJ6dixo6GhISFEJBIFBQUZ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rcUz1YsAAAVJjcl9Jzr+feXnn/9X8JgRtvV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\nx567PN1mzzKbqrsZKxsNFd2MviZjFbOpZk7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atBg/fvzUqVNffvnl2rVr//jjj19++WXTpk1v+sHY2NgrV65EREQkJSUlJydHR0fPmzdv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\nAKATBDsAAACd+P97BDlAUvTEOwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = plot_ordination(oral_nt, oral.out.wuf.log, color = \"Host_Genus\", shape = \"Host_Family\") + \n",
    "    ggtitle(\"Oral Microbiome Wunif PCoA\") + \n",
    "    geom_point(size=4, alpha=0.8) + \n",
    "    #geom_path(data=oral_nt, aes(x=x, y=y, colour=Genus)\n",
    "    scale_colour_viridis(discrete=TRUE) +\n",
    "    coord_fixed(sqrt(oral.wuf.evals[2] / oral.wuf.evals[1]))\n",
    "\n",
    "p = p + guides(colour = guide_legend(title = \"Host Genus\", ncol = 1, keywidth = 1, keyheight = 1))\n",
    "\n",
    "p = p + theme_bw() + \n",
    "        theme(panel.grid.major = element_blank(),\n",
    "              axis.title.y=element_text(margin=margin(0,20,0,0)),\n",
    "              text=element_text(size=14, color=\"black\",family=\"Arial\"),\n",
    "              panel.grid.minor = element_blank(),\n",
    "              legend.position = \"right\")\n",
    "\n",
    "p$layers <- p$layers[-1]\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tKruskal-Wallis rank sum test\n",
       "\n",
       "data:  d by Host_Genus\n",
       "Kruskal-Wallis chi-squared = 47.061, df = 14, p-value = 1.878e-05\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_obs <- aggregate(d ~ Host_Genus, data = oral.bdisp.wuf2, mean)\n",
    "oral.bdisp.wuf2$Host_Genus <-factor(oral.bdisp.wuf2$Host_Genus, levels=avg_obs[order(avg_obs$d), \"Host_Genus\"])\n",
    "\n",
    "wuf2.betadisper.kw = kruskal.test(d~Host_Genus, data=oral.bdisp.wuf2)\n",
    "wuf2.betadisper.kw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>png:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{png:} 2"
      ],
      "text/markdown": [
       "**png:** 2"
      ],
      "text/plain": [
       "png \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7zCSCDtcHcHCZ4GfewAAAAqHy/Zzou/J8GXSLRfxlScvLn+Y7Jcc0do4MmQ2AEA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6UlrCg+2K07cQeOsVqt3rJlSz3Hbvv27RRF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\nHQAAAICeQGEHAAAAoCdQ2AEAAADoif8Bvwcta0WvdLcAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(oral.bdisp.wuf2, aes(x = Host_Genus, y = d, fill = Host_Genus, color = Host_Genus)) + ggtitle(\"Host Genus Oral Betadispersion - Weighted Unifrac\")\n",
    "\n",
    "p = p + geom_boxplot(outlier.stroke = 0.2, outlier.shape=20, alpha = 0.5) + \n",
    "        ylab(\"Distance of samples from group centroid \") + \n",
    "        xlab(\"Host Genus\") +\n",
    "        #scale_y_continuous(limits=c(0,0.15)) +\n",
    "        scale_fill_viridis(discrete=TRUE)\n",
    "        #scale_fill_manual(values=c(\"cadetblue1\", \"cadetblue4\"))\n",
    "        #coord_flip(ylim = c(0,0.15))\n",
    "\n",
    "p = p + geom_point(size = 3, position = position_jitter(h = 0, w = 0), alpha = 0.9) +\n",
    "    scale_color_viridis(discrete=TRUE)\n",
    "\n",
    "p = p + theme_bw() + theme(text=element_text(size=12, color=\"black\",family = \"Arial\"),\n",
    "                           legend.key = element_blank(),\n",
    "                           panel.grid.major = element_blank(),\n",
    "                           panel.grid.minor = element_blank(),\n",
    "                           legend.position=\"right\",\n",
    "                           axis.text.x = element_text(angle = 45, hjust=1))\n",
    "                           #axis.title.x=element_blank(),\n",
    "                           #axis.title.y=element_text(margin=margin(0,10,0,0)))\n",
    "\n",
    "p\n",
    "\n",
    "png('/projects/gilbert_lab/Lutz/Rodent_Shrew/Plots/oral.bdisp.wunif.viridis.png', width=6, height=5, units='in', res=300)\n",
    "plot(p)\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "\tKruskal-Wallis rank sum test\n",
       "\n",
       "data:  d by Host_Genus\n",
       "Kruskal-Wallis chi-squared = 49.116, df = 14, p-value = 8.581e-06\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_obs <- aggregate(d ~ Host_Genus, data = oral.bdisp.uf2, mean)\n",
    "oral.bdisp.uf2$Host_Genus <-factor(oral.bdisp.uf2$Host_Genus, levels=avg_obs[order(avg_obs$d), \"Host_Genus\"])\n",
    "\n",
    "uf2.betadisper.kw = kruskal.test(d~Host_Genus, data=oral.bdisp.uf2)\n",
    "uf2.betadisper.kw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>png:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{png:} 2"
      ],
      "text/markdown": [
       "**png:** 2"
      ],
      "text/plain": [
       "png \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WvX/PnzlyxZsn///gMHDrzxxhtRUVGP\nPvroU089pTfdB07/9Dl06FD57f7ZyZ49e3z9KTq9Dcx3t0F5/lmUPrr5ytX42Js3b75t27by\nh1mG1+vVf8v6uoR0+u9gf3v37h0wYEBRUVHXrl3/9Kc/NW3aVB+y/frrr9esH7YMRVGaNm06\nZcqU0aNHd+zY8T//+c/y5csnTZoE1TzzNQtbr4rl0yCj0VhFzIFfHb1ZtAybzVZYWKi3Z1Tr\nGMtfnRrUkwDffbqa1edOnTr5t9bExsZW0VzkC7KKPEDvHfb/uRVIbKmpqS+//PKPP/547733\nHj9+/OTJk7NnzwaAQYMGAcD69eu7du26YcMGIvLd31qzKqefsfKnVL9FoAxJkqoOu0IBBlaz\n+qyrvQsRuBp//ugTm/OcPuwqET5j7AKndxTqn0Fl6Bt9X4cRERGPPfbYvn37zp49u3jxYn1Z\niGeeeUYfFVsteo/Ypk2bynQ+XpYezJo1ayobJlmzruEy3G53+XJrcOz6YX777bdVL8+1efNm\nfYGvgQMHVh3Yk08+WVRUNG7cuN27dz/11FPTp08fP378+PHj9fsog0i/qw4AfC12V3LmAwxb\n/wp0uVxlnn7Z1UcCvDrlXxkufgfHxsZe4TFWKxKfwN99NZb+W1VPOeFrM7bb7ZXtoy+CV90q\n179/f4vFok9iondl6n2UKSkpiqLow+z8+2GhppdDT5tqUIsCF2BgNa7PUJsX4koE+EbWa3Vu\nbm6dBcZYFa7FxE7v9Sg/+iE/P19/Z5bvOEhOTp4+ffrKlSv1G9Dmz59f3XVFx44da7PZioqK\nXn/99Wo9Ue9NC9bwW/1ncflulxMnTlT2lGod+8SJEw0Gw4ULF6pemfef//wnANxyyy16elGF\nrVu3AsADDzxQpvlHv3cvuPQf3PpoSLiyMx9g2PrszeUzj8vOF+hT9dUpH7zL5dJ/WiQmJkJQ\na1eA9aQG777qysvL8885srOzq9g5Nja2QYMGAFDZ9HinTp3SZ/4r05R+WUajcdCgQadPnz55\n8uQPP/yAiPpNnRaLpVevXvowux9++MFgMPhG3Nfscujxl19idf/+/dV6nSoEGNiV1OfauxBX\nIsA3sn9Puj+Hw1FUVKQ3NDJWZ67FxE7/3fzVV1+V2a5PxdmoUaM2bdrk5uYuW7bsk08+KbPP\niBEjTCaT2+3OysrybQxkpFdkZORjjz0GAC+++OKaNWsq3EfTtMWLF5fZqI+JLh+Jy+VatmxZ\nFQtmVxYGXByU4+PxePynIa3WsZeRmJj4u9/9DgD+/Oc/V7Yw0Ztvvrlq1SpZlgNfzKdM586K\nFSv0zKBmY+wq5PV69fsWffdPVOvMVxjJZcPu3r07AJRZaERV1cpqCFTz6qSnp5fpFte/NS0W\ni54/XUntqlk9CeTdV0WhtUGfeu3VV1/15fT+9LXv2rdv37Nnz+q+cmpqKgBs3rx5w4YN+gA7\nffugQYNycnI2bdp08ODBAQMG+G42qtnl0IcklhmZUFJSsmLFiuoG7FOmPgcYWA3qs7/auxBX\n6LJvZD019zX261RVbdq0aWRkZJit5MHqgcqa1uuLGsxjl5aWZjQaEfHLL7/07XP+/Hl9t7lz\n5xJRenq6oihWq9V/riMi0j/akpKS9Dk59Z9oiJidnX3ZUL1er/5BL8vyH/7wB/9JYnNycpYs\nWaJ/QEuS9Oabb/oeOnnypD6qY968eb6Nbrdbn0fUN/OcPklV3759yxSqb+/Vq5f+T1+y5Tsu\nt9s9e/ZsveVMf7UAj70yJSUl+q0JFovl+eefT09P9z20d+9e33QJr732Wvk4y8ev38X52GOP\n+bbs3LkzOTlZH6g0e/ZsfeMVTlB86tSpyZMn65dm7969+sYAz3yFdSDAsPVvArPZvHPnTn2L\npml//etf9XIrnMcuwKujnxBFUVJTU51Op+8M6AFMmTKlWsdY4dUJMJIys4gF8u6rrEQqV5+D\n4sKFCwkJCQDQr1+/nTt3apqmbz9y5Mgdd9yhvyXXrVtXJoZAYtPbzPRbgB988EHfdj2vHT16\nNAC8/PLLvu0BXo4yp1RvHY+Jifn111/1LR6PZ9q0aXp3YZl57C4bdoX1OcDAAqzPlamlCxHI\nPHZX+PmTlpamD/X78MMP9S2qquqZaOvWrX0HwljduBYTOyL68MMPhRB658isWbNGjRql3845\natQoj8ej76OvvgUAvXv3vuOOO+68887evXsjoiRJy5cv1/fxer36zGfNmzcfOXLku+++W3W0\nLpfLv1U/Pj6+bdu28fHxvluxevTosX79+jLPWr58ud5L2L179xkzZowfP97Xj3b27Fl9n8C/\nbPTZVRRFGTp06IQJE1q0aJGcnKzPRKXPkhrgsVehoKBgwoQJ+hEhYsOGDdu0aeMbQxMVFaXP\n9l4+zvLxr1q1Sn/WiBEjHnroodTUVEmS5s2bpy9cZjKZ7r///h07dlQrsevQoUOvi3r06NG4\ncWP9isiy/MEHH1T3zFdYBwIMW9M0fYoEg8Fw44036nMxRkZG6gt4VDZBcSBXRz8hI0eOTElJ\nSU5OnjBhwqxZs/QOo4SEBN/8tAEeY2VXJ5BIyn+tBvLuq8vEjoh27drlu4/HZDK1atXK14oW\nGRn5ySeflI8hwNiSk5P12vXZZ5/5Nubl5Qkh9O2+HxK6QC5HmVPq8Xiuu+46PdRRo0bdd999\nbdq0admypT7gobqJXWWfaYEEFmB9ruMLcSWJXYBvZCLSFy4DgK5du95yyy16i7jVat20adNl\nj5qx4LpGEzsi2rp16/jx4xs2bKgoSnR09KBBg/TJUf33+fbbbydOnNi8eXOLxWIwGJo2bXrH\nHXds377df59169a1a9fOYDAkJib6fq5V7cCBA4899ljPnj0TEhIURUlMTOzZs+dDDz20bt26\nyn7b7du3T1+l0WAwWCyWLl26PPnkkzk5Ob4dAv+yyc7Ovueee5KSkhRFSU5Ovueee86cOfO/\n//0PAFJTU6t17FX76aefZs+e3bFjx+joaEVRkpKSBg8e/Morr/gWQigfZ/n4iWjRokVdu3Y1\nGAxxcXGDBw9etWoVEblcrkmTJlmt1vj4+O+//75aiV0ZVqu1S5cujzzySIUrwl32zFMldSCQ\nsImoqKjoiSeeaNmypcFgSEhIGDdu3IEDB/RO4f79++svVf6b6bJXRz8hqampRUVFjz32WKtW\nrYxGY0JCwh133OGf1QV4jFVcnctGUj54CuDdV8eJHREVFBS89tprN9xwQ1xcnCzL0dHRffv2\nfeaZZ3yr3tUsNn1BKkTMzMz03673WjZs2LB8JJe9HOVPqd1uf+SRRxo3bmwwGJo3b/7QQw9l\nZGQsWbIEAG688cbqhl3ZZ1og74VA6nPVgn4hriSxo4DfyET0008/jRs3LjExUf+4mzp1ahDX\nvmMscEjBG6XEGLtKLFq06O677x42bFgVU1Sw8Pbmm28+8sgj48eP17MWxtg14lqcx44xxsLG\nhQsXNm3a5PF49IFoPvocK77Znhlj1whO7BhjrB7LzMycMGGCLMtJSUm+mVO+/PLLlStXIqJv\nRSzG2DWCEzvGGKvH9EURXn311WHDhvXr169x48YnT57ctm0bADz33HMdOnQIdYCMsTrFiR1j\njNVv//jHP/r27Tt//vwjR45s377dZrONGDFi9uzZ+owqjLFrCt88wRhjjDEWJq7FlScYY4wx\nxsISJ3aMMcYYY2GCEzvGGGOMsTDBiR1jjDHGWJjgxI4xxhhjLExwYscYY4wxFiY4sWOMMcYY\nCxOc2DHGGGOMhYl6vPJEUVHR448/HuooGGOMsbpjs9nmzp0b6ijY1aseJ3Yejyc7O/u1114L\ndSCMMcZYHZk1a1aoQ2BXtXqc2AGAoijJycmhjoIxxhhj7KrAY+wYY4wxxsIEJ3aMMcYYY2GC\nEzvGGGOMsTDBiR1jjDHGWJjgxI4xxhhjLExwYscYY4wxFiY4sWOMMcYYCxOc2DHGGGOMhQlO\n7BhjjDHGwgQndowxxhhjYYITO8YYY4yxMMGJHWOMMcZYmODEjjHGGGMsTHBixxhjjDEWJjix\nY4wxxhgLE5zYMcYYY4yFCU7sGGOMMcbCBCd2jDHGGGNhghM7xhhjjLEwwYkdY4wxxliY4MSO\nMcYYYyxMyKEOgDHGGAt3WjZ4DwEVAsaC0hXQEuqAWNjixI4xxhirNeppKHqD3FtBswMggAoi\nEc2jyXIfiohQB8fCEHfFMsYYY7XDsxfyZpHzf4AqiGgQUSBiAUqgZAHk3UdqdqjjY2GIEzvG\nGGOsFmg5lP+E5s0EEQnk/22rEEahdx8U/hWAQhYeC1Oc2DHGGGPBRyVLUTuDouLhdISR4FoP\nrg11HBULe5zYMcYYY0FH4PqewHjpn+ABcgN4Lm5BQBO4vgtNdCx88c0TjDHGWLBRAWg5gAqA\nBlQM5AbQAPSuVwnQBGgGlEg9gSEOlIUbbrFjjDHGgo28oOUAqKDlATkBCEBP4bA01dPygQDI\nc5nXYayaOLFjjDHGgg2jQUomtRBAAxAXs7rSxwAEgIe0YpAahyxCFqY4sWOMMcaCDSUQ0Yjq\nb1O6S4iEQC+IxDqOi4U9TuwYY4yx4COtBAgrn9CECCTQCuo0JnYN4MSOMcYYCzYqRCoAyQpE\nAERlsjsiRARhAe1kSKJjYYwTO8YYYyzISHOBlgNgAikKQELUAAgBEAlAQ6EARgNJoLlDHSkL\nNzzdCWOMMRZkKGJIagxUAGAASQHNTeQA8gCaQRgJFAAgcqPUKNSRsnDDLXaMMcZYsKEEhr5A\nLgAAQkAjogIIAAYABQCAAMmFxv4hjZKFIU7sGGOMseBDy3Qgl99SE2U4QG4DplvrNCZ2DeDE\njjHGGKsFcju0PQ9aYWm73SUEVAIiBqNeBDSHJjYWvjixY4wxxmqHeSJGvwFSIpAdyE0EQA7Q\n7KB0xuh3QO4c6vhYGOKbJxhjjLFaY7wRDf3BtZGKF4FnJ5huRvNtoPQBlEIdGQtP3GLHGGOM\n1Sa0gGkEGFMAEEyjwZDCWR2rPZzYMcYYY4yFCU7sGGOMMcbCBCd2jDF21fGSGuoQGGP1Et88\nwRhjV4t9ecfWZWw7XHDCobqMwtA2sunQxD69YzuGOi7GWL3BiR1jjIWeSuqC4ytXndtgFAZF\nyAKwRHXsyD2wKXvPsMQ+v2s93igMoY6RMVYPcGLHGGOht+jE6q/PbbTJVoGXRshIkmQQhh8y\ndwDA79veGbroGGP1Bo+xY4yxEDtSePLLsz9YZbN/VqcTiFbJ8l3G9p/th0ISG2OsfuHEjjHG\nQuy7jO0GofiyOi+p+v/0fwpEg1C+u7AtdAEyxuoN7opljLEQO1Z4WhGln8YqqW7Ng4AEBAJk\nlADAIOSjhadDGiNjrH7gFjvGGAuxYq9DIOp/EwACwsX/6hCES3N7NG9o4mOM1R+c2DHGWIjZ\nlAiVSP+7tK0OgIB8mZ1Gmlky+Vr1GGOsMpzYMcZYiLWLbOa92BonodBnPDEKRbq4oqiHvB1s\nzUMWH2Os/uDEjjHGQuzGpOs95FEv3i0hoZBR8mV1GmluzZOalBK6ABlj9QYndowxFmLNrY2m\nNLu5yOtwqe5iryPfU5TnKcz3FBV5HS7VU6Q6xiQP7hTVKtRhshrTyHMAvAcAiNw/gZYe6nhY\nOOPEjjHGQu/2xsPaRjYr0ZwuzUOkAQEReVRPsepoYk6a3HREqANkNeX5BewzIOd2cP2ICFiy\niLKGUf7joGWGOjIWnjixY4yx0Ft88qu0wtMRwmIQCqIABEQ0yHKkYjnruPDB8S9CHSCrEdd6\nyntE8/wCIhbQCICAVsBocH5D9ntBPRPq+FgY4sSOMcZCTF95wiQZnOTyaB4NNCLSSHOrXqfX\nZRJGXnmiPiI1nQpfAChCtAJemrwGUAIRCd6TVPAEXBxYyViwcGLHGGMh9l3GdhmlYtXpJQ0R\nkBABERARVVCLvQ5ZSLzyRP1TvAjULABjxY+KCHDvItc3dRsTC3+c2DHGWIgdLjylkkoACACE\nBKT/DwgAkJC8mvdwwckQR8mqRwP3RsBKsjoAACQ0gGtD3UXErg2c2DHGWIhlO3I1v+mIy0BA\njajAW8wrT9QnWj5QIaA+p7QXqAjICQBAxUAlABoAAMg8zI4FHc9jzhhjIeYFrcttP+MAACAA\nSURBVLS5rhIIoJLGK0/UKwgARICgZ3I+KlAxkAPQWuU1Z6yGuMWOMcZCTFzuG54AEMGr8UD7\n+kNEAUYBFAGVAOBvL7IAIKBCACdIzUIZJAtHnNgxxliIRSoRAABU1T5mYRTIDTz1CILcEskF\ngBXl7QiAAtxo6BmC0FhY48SOMcZCrLm1kSLk0rsl/HMABH2mYllITa1JAvkTu14hR9VNsaQh\nqPY6C4ddI/hjgjHGQqxvbGeNyCQZCYhI73dFBCQiDcgkGQCgb2yXUIfJqsUD6jEQViCsqDGW\nACQSVvLsCkFoLKxxYscYYyE2OLF3O1tzIrLJVqNkkFAgokBhFAabYgXAZpZGIxr2C3WYrDq0\nPFAzAYwkogAUIA2IAACIADRAI4goRAkoN9SBsnDDiR1jjIWYjNKj7aY2tjRwaC49mYtSImyK\n1SQZXKq7gTHmj+2mmKUqZkRjVx+MABEHQIgyiCiQYggNAACSBTAWMBJAABFgZKgDZeGGEzvG\nGAu9JFPcc50fSE1KUYRc4C0q9JYUeIsllG5o0Ou5Lg80tzYKdYCsmtAMcksiz8V/y6jPaUcK\noHRxoxuVTqEIjoUznhWJMcauCtGGyAdaT5ja/JZf8o5mu+wxiq1rdNtoA7fo1FdoGg2enwGM\nldxC4UVwg+nWug6LhTtO7Bhj7KqgkfZj1q51F7aeLrmQ5ymMViIbmROGJfYZlthHutTGw+oP\n823gWgvubYCR5XI7FaiQLL9DuV1oYmPhixM7xhgLPYfqevPovzfn7DWggoBmyehSPceL0g8X\nfLo1e98f20+NlC2hjpFVl4y2V6BgDrk2gzBfvDdWIypGcoJ5GlofDnGALBzxGDvGGAu9d9M+\n/yl7rwTo1FwlqqPE6yxRHU7NJYHYZT/0xtGPNdJCHSOrPhEL0fPR9jxInUsb7VAWxkEQvQBt\nfwFuiGW1gBM7xhgLsd32wz9k7iAkt+YFArwIANzkUZG25ezfnL031GGympHBPB5jF4N5OhFQ\n5CsQ9QYaefIaVls4sWOMsRBbn/UzAaiahoC+1Sb0jjtEJE0joO8ztoc6THZlUAYA5FY6Vss4\nsWOMsRD7xX6USEO8mNUBwaX/BwTUiA4VnKCqV5NljDFO7BhjLOQKvSVVPYyAgE7V5dXUuoqI\nMVZfcWLHGGMhRkR4cToM/0Y5398IpAFIyJ/YjLHL4I8JxhgLMYOkEJVmcf7Tnfn+JgJFSBpx\nVyxj7DI4sWOMsRBrZm2EAstnbVT6XwIBicY4WdTWuHsiynClHyn85VTxMYdaXEulMMbqAE9Q\nzBhjIZYS1+VgfppG5VvkCDQgBBml/gndaqNojbQd9g2bsr457zwNIADIpkS3ieh8Y+K4eGNS\nbZTIGKtVnNgxxliI3Zh0/er0H887sxHK3vhKCAgYbbDd0mhg0MtVybv8zL922X8yCqNVtunj\n/LyaZ2/e1hPFRyY2ub91RMegF3qxaM+JwnXpJdsKveeQhM3QuLGlX7OIwYJnA2HsynBixxhj\noUbgBRUACAgBCchvfJ1GILyatzaK/e+FT3fnbbHKVvQbliNQMkmWYm/BZ2feu7/VX2INCUEv\nN99zclPG33JcRyQ0CJABKM99/HjhuqSClf0bPBGhNAx6iYxdO3iMHWOMhdh/L2zOdtqRSqex\nK53ODgiAEAQCFniKvkj/IbiFZrrOrc9cbRZmrOiLQBHGPE/udxlfBrdQACjynv/+3JN213Gj\nZJPRLFARaJCF2SRFZToPfH/+SYc3N+iFMnbt4MSOMcZC7LsL2wkIBAJebKgj1Bvt9HF3BLQh\n4+fgFro/f4eEShVdnwY0Hin8xa25glvuzuy3iz0ZirAA4W8fQYOw5HtO7c79ILglMnZN4cSO\nMcZCLNOVgyio9O4JJPD1xCIIfQ47yHMXBHeC4gxnulTlgDYJpTxPdo47I4iF5ntOniraIAtz\nJY+jgpazxT851bBqtCP3Fip4EhzLEQkKXqLCV8B7ItRBsbDFiR1jjIWYV1UBCLCixwgIkQC8\nQMFdUsyjefz/qYFW7C10ac5LmxAA0aO5g1hohmMfooyVz7SMKJyqPcO5L4iFhhI5qOAvYL8b\nnGtIKyBA0s6jcxnkzaCSxaEOjoUnvnmCMcZCDeGycw8jXFqdIiiiDbFE2qV/E6ikChJ+GzQi\nijHEB7FQp2oXvz0KL7kQQELjpU0owmWYnQaFz0DJ1yDFAAiEYiAAVAgMQA4onAsog3lKqINk\n4YZb7BhjLMQkIV22MQ5BBHeC4raRXTzkqaIV0KN5Wkd0ipSjg1ioQURovy3RoxV7NMdvdiIy\nSrYgFhoyznXkWE3CVtFXrQIikoreIzU9BIGxsMaJHWOMhZhJGPByjXEGIXuCOulJ24iurSI6\nuFQnAGik6l2uGqke8hCRRqqbXDck3BzEEgEgztiOSK2ifZJI08AbZ2wX3HJDw/kfQHPl/c4K\nkB2dK+s0JHYN4MSOMcZCLMEY63dDbAUEQpRiVUQwB88IFOMbz7Ip0UWegiJvoUtzIoBKmlMt\nLlILi9WiwQm3drT1DGKJABBv7NDA3MVLzsp28JCjqXWgTWkc3HJDwU2eQwCGKvYgUMCzu84C\nYtcITuwYYyzE2tmaKUIWKMrndgggEBVU2ttaBL1cBRVJyHBxldrSpWkJAAkJjMIU9BIRRe+4\n2QbJplIF92R4NadFjusZd3/Qyw0BLR+0rCrTdUAUpOXVWUTsGsGJHWOMhdiwxD4ezWuRTHqb\nnJ4L6P+VhRwhmb2kDkvsE9xCCejz9A/szqwIOcoqRxiEEQAECrNkiZBsZjli7YXPjxXtD26h\nAJBg6pSS8GejZHNrhRp5AIGAVHK7tUKzHD8w8aloQ/OgF+rP5T2ZW7w8u2hhsWtbLRaDkSDi\nyy0RV4YGGBajCdnVhO+KZYyxEGsb2Wxck6Ffpq+3ymYzkVN1uzSPImSTZBQgitSS1KTre8Z0\nCG6haYUHDufvjVAiAUBCGYVway4JJUUYAEBCySAZ1md+1Saic3DLBYDG1pQYY6uDeZ+ml2x1\nuQsRMEJJamLp3z56vFmKCXpxPvmOb9PtT3vUc0CqvmobCmuc9c7kmKeDXxiaQG5L7r1YxS0v\nmgeVbsEvml3bOLFjjFVDekHBpjOnzhYUSIitYmMHNGkWY65ssllWDdOa3aoRfZm+XgCopAGC\nV/OWaESopSal3Nfq9qCXeKToF0VSoPIpVBQwnHOcKvLmR8hRQS/dKje4Lv6h6+Chfx8faZCi\nRjdZFPQiyriQ/2pGwZtEKpKAi73emlaSVfBeseun1klfiWB/IaL5NnBvBc1A6EZyAXkAAaAQ\nNAMIExCiFAPm0cEtlDFO7BhjASn2uP+55afFe3fJKCSBBOjV1CRr5LRu3e/p0VOqfMpZFiAi\n0teIRUCii/+PGMxZif3kubMrXCXWB1EUevPtnpzaSOx+U05Q5+erUL5jbUbBm6SpiL+ZRw8B\nQUglrv0nM+9r2WBBkEs13oymNeD6AUgrXSAOADRCcIHqBBRgmQVS8yAXyq55nNgxxi6v2OP+\n3VertqefjTaaJHEpGyjyuOZt3ngiz/7ikOHisjN2sMotPfXV6vM/RspWgejWPMVeh0kymiQD\ngfZtxjYAeLjN5OCWKOHlP/8JQIJgTp4XKmdz/0qkVjzzCAGiKHR97/QeNcltg1sukd+0fUgI\nfiMoCYjc/J5hQVd3id3q1atXr16dnZ2dmJg4ceLEIUOGVLjbiRMnPvjggyNHjlit1kGDBs2Y\nMUOSwuFjhbF67Z9bftqefjbKZCrzPaQIKcpk+uzA/m6JSZM6dQlNcPXf0cJTK858b1OsvuT4\nUjIAIkKyrLuwtX98t+AOs4s3JKlU1eKzGqnRSkycoUEQCw2JEvdhVc1EFBdPa+nibAjoy7OI\n1KyCfzWJfTWI5ZJzFbg2gogFcgO5ANwXG2QNgGYCEI7lYBwJcssgFspYHfWerF27dsGCBSNH\njnzhhRcGDRr0+uuvb9++vfxu2dnZf/nLX+Li4l544YUZM2asW7du6dKldRMhY6wy6QUFi/fu\nijAYfFmdRqRdnGNWIFoNyoLdPwd3ifpryncZ2w2SIirpzhaIBqF8m1HBZ+aV6BzdWyUPgVbZ\nDm7N1Tqis1Gq92Moi90/aaD6kmXfYhu/WXWDoMR1MMgFO1cCmgAQ0AjCBmgGAMBIwEgAGVEm\nzU7OVUEulF3z6qLFjog+++yzW265Zdy4cQDQqVOnM2fOfPrpp336lL17/z//+U9SUtIf//hH\nROzQoUNsbKzH46noJRljdWfz2dMyCvliD6xbVV2qFwBMsqIIAQBGSf7Vbt+bkdGrYaNQBlpv\nHSs8rVTZMaoI6WjBqeAW2tDUtF/cjVtzvjfL1vKj3DzkjpCjhiWOCW6hIUFaCWJlE49QaaMd\nAkEFU+tdQalO8KYBVjVBMYACnl+CWShjddNid+7cuczMzL59+/q29OnT5+jRoyUlJWX23LJl\ny+DBg/FiZ0S3bt169+5dBxEyxqqQXlAgXZw6VyNyqapAFIgOv99dEmJ6QUGIAqz3irwlVY9Q\nFCC5NHdwlxQDgFsbTelg617iLfLSpVcm0FyqwyystyXPaGAMh0zdqLQh7VJa99ssFn3/p4jE\nYJZKhaBlV3HTMQAACqDCYBbKWN202J07dw4AGjZs6NuSlJSkb2/durVvY2FhYW5urs1me/XV\nV3ft2mUwGFJTUydNmiT8Rmr/+uuvOTk5+t8Ox2/XjWaM1Q5FCPrN9xNV9HVFcgXrJrCARCrW\nAk+RhJWOJ9ZAs0pBXlIMAAzCOL35Hzdm/3dL9rc5rgwA8pK32FvU0dZzZNKERuZmwS0uVCLN\nwwSaCNy+EXUXa+qlGksAMRFBbZ4UUSASiDxVZOxEmhCxwSyUsbpJ7PSWOYvF4ttiNpuhXGZW\nUFAAAEuWLLn55pvHjBlz6NChxYsXe73eadOm+fZZuHDhN998o/8dHR2dmBjUH1iMsYo0j45W\n1dKRWALRJCt6W51FUfSNRKRq1DKGv6JqqH1k85PF5xRQKtvBo3nbR9ZKmiWhNDjh1gHxI/bn\n71x84vXWER0mN30g1pBQG2WFigA5JmJsbtFyQLzYIVsm2yKDnBhrnRTUYg0gdwTPDoBKByki\nuEnuzr+HWHBdRdOdeL1eALjuuuvGjx8PAK1bt7bb7atWrZoyZYqv0W7QoEH+ydzWrVtDEipj\n15QBTZsnRUYUuFwGSQIARQjFaPTfwal6uyc1bBcfH6IA673hiX1Xn9vgFQa5ovsnNCKX5r6x\nYUotle5US362bzxQsAsRM1zpG7P/28XWp2VE+1oqLiSSY+cWObe5vCf97oQtRaAJYWoRH+xJ\n7ADQMgHyfgQ0VjjqicCDGIfmcBjFyK4qdZHYWa1WACguLvY12hUXF/u2++jNeC1bXrrxu2PH\njp9//nlmZqbedQsAqampqamp+t92u50TO8bqQLTJNL1bj7mbfow2GcvfuenVtBK39/fX96uD\naWbDVYuI5Dub3fTxyW8iFHOZDlmNtGJPyejkG7pEta7s6VfiaOG+FekLc12ZkpABwOEt2pLz\n7casb/rEDh6bfJe+gGwYECC3S1p7PPuuYtcOIhUBNAJEAARFJLSIX2A2dA1+qcZhYL4NnCsJ\nbWXngiYPUiHa/gxSOIxiZFeVukjsGjduDADnzp1LSCht3k9PTxdCJCcn++8WHx9vMBgKCy+N\nJNU0DQBk+SpqVmTs2nR3954n8+yf7N9nVRSjLJVOo0/kVNUSt+epQTcMbBom47FCZWKTVAD4\n+NR/FaHoKbJGaonX6dY8YxsPmdFiVG0UmlZ08F/H/25Ck0WO0EhzgRNRmISFUNtp/9GhFk9t\n9kgVI//qFyEsrRt8VuzekVXwgdOTRuRS5IYxllFxEdMuc4tDzSFGPkNgRMcniEYiFQCIPEgu\nEDEQ8UcwT6ydctk1rS5ypqSkpEaNGm3durVbt9LVjrdu3dq5c2fjb3tzhBDdu3ffsmWL3hUL\nAPv27YuMjIyLi6uDIBljVRCIzw8Z1jUx6cPdP/+amyNQAJJXpV4NGz3SN2UAZ3VXTKCY3HTk\ndbGdVpz9frf9iEN1ykLuFt1mXONh7W0taqNEt+ZaeW6xURgVUXZKDkRhkaz783fuyF1/fdyw\n2ig9VKyG66zx19VdeWhE2zNkHEIlH4DnF9AAJRMofSHiUZT5XcNqRR01hk2cOPHNN9+Mi4tr\n3779jh07du7c+eKLL+oPrVmzZsOGDS+//LK+25w5c954443hw4cfPXr066+/njp1KvI6RYxd\nBRBwQsfOt7XveCAr82x+vhDYKiauTVws98AGy5mSjGUn1+zMPSgJAYBO1bUlZ1+R13FPi7Gt\nI5sEvbgDBT9fcKZbpdIhMRqooC9zBaQPRDNKpi053/WNG8qX+Io4V2Hx2+Q9CwCAAFoRuP4H\n6nmw/RUUXqyFBV8dJXZDhw51Op1ffPHFRx991KhRozlz5nTpUlqhs7Kyjhw5ov/dtm3bp59+\nesmSJU899VR0dPT06dPHjh1bNxEyxgIhC9EtMalbYlKoAwk3xwpPv3J4kd1dEGWI8Ghej+Yw\nCINRUo4Wnv7boQ9/3/bObtFBXsb0RPERGWUA9Ghut+ZSSQUgr+YtpgIJFaMwSSinO07a3Vmx\n9X9VsZApWUqFL4GIABENVAzkATSDUEA9RnmPQNQ/0NAr1CGycFNHS4oBwM033/z+++9/8cUX\nb7/9dr9+/Xzb77rrri+//NL3zx49erz22msrVqxYsGABZ3WMsWuBQ3W+cezf+e4is2Tybx5D\nQLNkLPY63kn7NM8d5JlsCz35CMKhljjUEg00RNQneCMAr+YuUYs0UoGg0JMf3HKvHeQ5QIUv\ngbABKEBOIDcAADlAcwOagfKh8FmgshP1h8qyZcsQ8dlnny3/UFFRESJ27949WGXNnTs3LS2t\nus8iohUrVtx+++1NmjQxmUwmk6lFixYzZ87ctm1bsAILD3WX2DHGGKvQtxnbzxRfMJYb66Yz\nCCXTmbvm/KbgFmqWLB5yezR3BcNdEAk0h1oCSCbJUtGzWQBKliKagFTQ8oAKAfTlPdxABaDl\nAcigHifHNbdW7Pnz55944onqJnZ2u/3GG2+8/fbb//e///Xo0WPWrFl33HFHgwYNFixYkJKS\nMnfu3FqKtj7iG04ZYyzEfs49aJCUKkayGYXhZ/uhO5vdFMRCbUqMSt7KBzEjkWaSLPFG7nav\nEVLBs52AgAoBEEAA0MVVWxBABSoAMIL7J7BMDnWsdWrHjh3VfQoRTZo06bvvvps0adI777wT\nG3tpLvQdO3bcfvvtTzzxRKdOnUaNqpWbx+sdbrFjjLEQu+DMqXpWEYEiy2X3amoQCyXQSjON\nyiAAgEpBXqDWX77npAZelZwFnjO1V0pIkGYHNR3IAeWmRAYAAL3T24VaegiCu2KnTp26++67\nk5OTDQZDfHz86NGjt2/f7nvU5XLNmzevW7duUVFRkZGRXbt2nTdvnj5/2a233jpmzBgAuOmm\nmxBx06aA2qG/+uqrdevWpaSkfPzxx/5ZHQBcd911K1asmDVrls1m89+ekZHx4IMPNmvWzGAw\nJCQkjB071j+hvPPOOxGxqKhozpw5zZs3NxqNTZo0ee2114hK3w+33norIubl5fme4vV6EXH4\n8OGXPcaQ4xY7xhgLsfLTPpeHgKL6UwRszfnuSOG+Ch86U5KGgAQaEsLFBI8AkAgACAgRnVrJ\nwpOvmkQFvbEyKqMbTYlUoqsbku508Y/77B9lOw8SaR6tZMWpOxqae3aJmdbIUkdzkRBoZScN\nDioURkIDkLvySfIQQCOtsN7dcnzmzJk+ffqUlJQ88MADnTp1Sk9Pf+eddwYNGvTtt98OGDAA\nAB544IGFCxfeeeedDzzwACKuXbv28ccfP3Xq1FtvvfXUU0/FxsYuXbr06aef7tGjR8eOHQMp\ncenSpQDwxBNP+K8d79O7d+/evXv7b8nKyurbt29eXt7vfve7zp07nzlz5p133hk4cODatWtv\nuOEGADAYDAAwfvz4Fi1afPLJJ5qmPffcc48++mh0dPTdd98dSEhVHGMgT69VnNgxxliINTTF\nZ7vscuWNdiqpTUyJgeR/ZWzI+m+G82xVe+ClRK502mkAfU1VIgCEIwW/VPbUTlE9u0fXZKGz\n3Tkf/GJfLAuLSYp2qHYEYRRR2c5D6849el38wx2ja2vaXiJXbvFn+SXfOD1pAKosJUaaB8ZZ\npxrk5Ms/udosQNrFvteKod5uWt/89a9/zczMXLFixW233aZvue2227p06fLYY49t2bIFAJYv\nX56SkvLRRx/pj95///2PPvro6dOnVVW9/vrr169fDwApKSkjR44MsMRt27Yh4pAhQwLc/5ln\nnklPT9+yZYsv4Zs6dWqnTp3+/Oc/6+12+sIHsbGx8+fP13eYP39+q1atVqxYEWBiV8UxSlKI\n5/TmxI4xxkKsb1znn3MOGBQDIqikejQvAng1rweFImQgcKvuPnGda/TaJAt5UMLN5R9IK9p/\nznFKQlkDUslLpBEBIiKgQEkICQA8mqtfwghjuYXFzhQfP1a0X6OaJCVpBf/da19iFDbhl8gi\nooxmAcqO7DdtSpPG1uAvjOv2nj6V8/sS9x4JLfp3n8t70llwxF78ZaPop6IttwS5PLITeKpo\njSMiQEJUglzulXnuueeee+65KnYgoi+//DIxMdF/2ooOHTqkpKRs2rQpJycnLi5OUZRTp05l\nZmY2aFA6Uc4///nPK4kqIyMjKioqIiIikJ2J6LPPPuvatWvjxo0vXLigb1QUpV+/fmvXri0q\nKvK9zl133eV7VsuWLS0Wy9mzVf4K8hP0YwwiTuwYYyzEhjS47n8Xth4vOqsB6VkdEXjA6/F6\nZZQkFI2tSTc17F/Tl0e5ouwh3tDwbMkJCVEACjQAlvbG+nIRjbwxhgZWqYJvU1HTdca8mnOf\nfZlBWCp8BQGyjOY9uR8mW/pi9Zsnqyw392T2A05PmizF+oYVIsiARlUtPJU9W2qwLNI0MIgl\nAppQxIGWB6BV2GiHSAgKiIRgFnrFevXqVaZbEwC8Xu+HH36o/33hwoX8/PxevXqVue2mXbt2\nmzZtOnr0aEpKyvPPP//73/++TZs2Y8aMGTJkSGpqapkVRKtLkqTyw9cGDBiwefNm/y12uz06\nOjozMzM7Ozs7O7thw4blX+r06dO+/t+mTZv6P6QoisfjCTCkoB9jEHFixxhjIaYIeXSjwa8e\nWeIlVQASQOl/AL2kakAjG/a3SKbgFhpnSIw2xOd7cn1p32+zD/KS2szcOriFXnDuKfScMUpR\nle0gC1OO62iO63C8KaDRVwHKLHjH6Tkioa38zSJCGIG0c/YX2yStFBi8k4wRICUDOEFzAXlB\n+CXOBAAaooFIQjnI805foVtvvbX8VHZFRUW+xK64uBgArFZrmX3MZrPv0UceeaRz585vvvnm\nihUrli5diog33XTTO++806xZDVdRa9SoUVpaWm5urv+dE2PHju3cubQZ+9tvv/3111/1v/UV\n57t37/73v/+9wpfy/a0oNW8uDfoxBhEndowxFmIlqnP5mbWKkCUSHvLCxVvzNCCDUGQUK8/+\n0D++W7QSGcRCEbGjrefu3M1Ockig+Le/aKCp5GlmaZNgqqDN40oUuE8hylUMOwMABJHnPhXE\nxE4jR17J10JYKitXgMnpPVro3BBlHlHdFyfXd6BmV/yYSALPAQATIpLmBdQAEDQCQEIDoALk\nIFCgZHmFz0alEyg163+vRXo/pp7A+dO3REaWVtGhQ4cOHTrU5XJt3Lhx2bJlS5YsGT58+IED\nB/S7FqprwIABaWlpa9asmTp1qm/jn//8Z9/fkydP9iV2vhgCH8MXCLfbXWZLcI8xiDixY4yx\nEFt3YWu6IyNStgKARuTUXE7VbRCKWTLqN0xkOe1fn9s4pVkFQ+WuhEWK6BHT/1DBnlx3phAC\nSCCSRppRmFpFtG9iCXJzHZROnnKZ20ARhQaB9ogFwuE+6FEvSCK20j0QkZQS955qJ3beo2R/\noLIHiUAIQCim0jsoEPT/kIbgRs2tEUDxh5U+HSNF4s/Vi6f2JSUlxcbGHjp0iIj8e2MPHjyI\niO3atfPf2Wg0Dh8+fPjw4RaLZf78+Xv27OnTp08NCr333nsXLVr0/PPPjxs3zmK5zIzZiYmJ\n8fHxhw8fzsvLi46+dNd2VlZWQkKgHd96Y55/z+yJEycq3DNYxxhEPI8dY4yF2C77YcOlZSfo\nYnch0sUvToNk+Dn3UG0UbZEjesUM6BU7sLmlTZIpuZG5eXtbt75xQ5pa2uDlMrAaiJAbEFxm\nNj4Cb4QczFmRVa0AqPRgCLwaFXs1u1fLUbVCotJmGERJ1fKqeJFKYnUCAEqNwTik/P/QNISU\nvoQRgEikACkABgADgAyAmogHw6AKnwjGISAiAZxBPAlBNG7cuPPnz69cudK3Zc+ePdu3bx86\ndGh0dPTWrVuTk5OXLFni/xR9mhI9W9JvGnU4HIGX2L9//2nTph07dmzkyJGnTp3yf8jlcr3x\nxhurV6+OjIz0NZVNmDDB6XTOmzfPt1tWVlbXrl0Dn8FYH5936NClN53/EV32GEOLW+wYYyzE\nMpw5EgqNNIfX6b44IbBLc7k8bgPIFtkkoch253k1VRa1MJMCQqwhIdZQF6P4kyy9zFKMqrkQ\nK/720chjkRIbmLoEsVBZigYkIE2lYq10xmB9ihenRg5ERRI2AE3CGs7JByIOlU6VPqp0Qc8u\n8KaBVrraL8pxmtQJlU5VtK2Qd7+eNV6Fnnvuua+++mratGmPPPJIu3btTp48+fbbb0dEROi3\nhfbu3Ts2NnbWrFmbNm3q3r07Iu7cuXPRokUDBgzQV5tt2bIlAMydO/fEiRMDBw687rqAZi58\n//33iWjZsmVt27YdNGhQ27ZtNU07ffr0xo0bCwsLe/bsuXjxYl9j3rPPQv8n4gAAIABJREFU\nPvv111//7W9/O3/+/A033HDu3Ll33303JyfnkUceCfAYp0+fPn/+/EcffXTevHkWi2XlypVb\ntmzxdfJe9hhDixM7xhgLMYFCI61YdWl+s5ohIBJ60FvoLTHLRgXkGkxQfLUxS7EtIoYfzPvM\nKEWW75MlII9W0iVmmizMwSxU6WiQGnnUDI3c+qTEeqMoAgIgkVelPCS0GnsFsdBL0ESGfmDo\nC1oegBvARCK6NlpD60yjRo22b9/+zDPPLFy4MCsrKzY2dujQoU8//XSHDh0AQJblDRs2vPDC\nC6tXr/7oo48URWnevPmLL7748MMP6123o0ePvv3229esWXPs2LH33nsvwMTOaDQuXbp05syZ\nH3744aZNmzZt2iTLcsOGDceOHTt+/PhRo0b59ws3aNBg27Ztzz///FdffbV06dKIiIhBgwZ9\n9tlngXeSXn/99YsWLXrllVduueUWm802ZsyY1atXd+zY0eVyBXKMoYW+BTTqHbvd/tBDD/mm\nB2SMsXrqhQPvbc85QAAAZT+R9WFZAqGdrcW8bn+o7iu/fPhPOe7MoQ1GByPMS04Vpx0p3Du1\n2cM9Y6o9CYtXc3x//skMx25ZsgqQHGougjBJ0Rp4PVpxU+vAQYnPikra82rs18yphc4NiELv\n5tanBfatPEGgyZKtU/JuhGoOe/f8ouWMR6UbGIM6VQoAOZaDlicSD5R/6Oabb16zZk1wi2Ph\nhFvsGGMsxKyyRQMNSV/c6zf0PEQlsErBbMQKIVmYhzT8288584/kfyFQASICcqkFZjm2XfSY\nbrH3BD2rI1I96nlECajCKeUIQahacYlrr9VYOwuaaUWkpgnKIs2NaNZEI1RaAYR+MBYLS5zY\nsbBiLyjZtOd42plsl9sbG2Xp1b5Jjw6Nw6ADi4U3u7sAoIKszl+eu6Cuwql1ijBfn/Box6gJ\n6Y5tO7PflsDYM/7+xpaUCCWY90z4OD1HXN40WcR4tUIiN166QxUACFEIEUmaq8i1pRYSOyLP\nL+jZg1SioQBCQkLvYfDuJmUAyk2CXVw94/V6i4qKqt7HarVeDXck1COc2LEwQUT/+e6Xj/67\nMzO3SJaFQFRVWrhye68OjR+7a2izhpXPdMBYqJ0oPgdAqM9KXA4CAFC6I0slTQrqegyhZTM0\nUSTrrux/KZKlecQQk1TTexcux6tlIkgAkoxRmnCR5gJyAxCijKAINAMIDT1u7/ngl+3Zge4d\nBEZE46V0EhXQCtG5CsyjQGpa9QuEt2+++eayd6r++9//njx5ct3EEx44sWNh4r0VWxat2h5h\nMURFXJo7noj2p53/82urXvnDqBaN4kIYHmNVcKou1JdpLTfqGQEQkAjd5CGi+jzm/jcuOHbv\nz/s4x3nErZV4qGTV6RkJ5k5dY6bHGdtd/snVJNBcel4RBZhAmFQtTyO3LKL8Wu5IwstMkFZd\npJ5H9w5AI5a/+xVlAkDXj2AZDxDkNUXqkf79+2/cuLHqfdq3b183wYQNTuxYONi2/9SiVdsi\nI0yy+M0HKCJazIYse+Hchd+983/jJSl8WjtYWNHv0QQ9uQOi0hltfXfYoT6pXW1mdV7yulSn\nLGQjmmo7fTyYt3xH9lsSmmQ0IiKC0MCTXrwt23m4R+y9rW03Bbc4o9JGkRM0ciNUMVmM12QI\ncgKB3n2AcmVzmiDKQAXgOQJKt+CWW4/ExMQMGDAg1FGEG07sWDhYvna3yaj4sjqNiIiEEPrX\nk9lo+OXYuc17Twzq2SqEQTJWGYticrpcQL5JMEonWvMhIIMk19IcGdmujDOOXws8drfmBACr\nbEs0Jje1tlawVlZGOlW0fkf220YpEv2+gBAkRVg8WsmmzL9FKIlJ5p5BLFEWsRHGfvkla1BE\nErk1chJ5AEDVChANAk1EHkVqZDMPC2KhRBqq54ikKtJxAhnVc9dyYsdqAzdgsHqvoNh55FSm\nUS79Le5VtRKnx+nyFpW4Lna/gFGRth84HcooGatcm4imiEjlF6gHAAAiQsBm1kYi2APsCCit\neP/uvM257iwiMgiTQRjdmvNE0ZGdORuLvMG/XUMlz177IlmYsaJmBQkVBU27cz4gv/n8giLR\n9ogkxXvVXK+WR+TSTzWRW9UKVbKrWmGC7T65ijXHqg/BCVRcdSsrIgKVXXSVsSvEiR2r9zJz\ni3LzS4RU+gHqdHkEAiJIAlWt9OtBCMzMKQxdjIxVpV98NwQUKCqaWJQEChQ4ID74M9qfKk47\nUXRMEYqM8sUUBBGEIgwlauG+vO1uzRXcEjMce+yu4xIaK9tBEqZM575c57HglqvISZKwEaql\nkxIDAAARAgBpXiGsVkPX4JYIoACaoZJkHUoDIO43Y0HHiR2r9wyKREAVzGJP4P9r2aDUwlpM\njAXD4Aa9OkW1lEBSUNaICAgIiIiIJJRlFK2sjUck9QtuoU6t5HRJmoJyRUP7QUalWC08WXI0\nuIXmuU8KlKtoxUJAgXKe52Rwy80seN/pPipjDIKBgEpHaSAhypKIIlDP2p/V+2eDBhWAyKqb\nHhE0EP+fvTMPj6rK1v5a+ww1pCpzIAkJM4RBgSCiCAKKQqM4d4tele5Wm6vc/q7aSH9OrTZN\nOyG2Cg7Qfmjb6lUbGxwuzggCoszzFKaEQOax5lPn7PX9caqSkFRVBk5Bguf38GjVGWrvU1Wp\nemvttd5lFnWZGIwp7Ey6PFnpiT0yklQt1FncbpM5J85JlgQhnHWnqrxvTvrZm6NJ14MT7as7\nufz41v859tOXJ3dX+OMY8RVQuD/v9l6OTEBwiDYrkwBJYnKCaGOAWbZuD+TdbhUMzngr958M\ncj9GW95FEJlY4T9p7KqoRoFWS0CIQOVGtkklCNZ4P2LMzsnLIRASdXomI6kaeRhYfIHt7sAP\nBg4KACQOwHDn30hwIA2kAcYOamJiBoFNujySKFwyvM/Hq3c57AIAMESH/ZSFHk3jQZVPuMCs\nnDBpK9uri14+8O3WqmMiExCRc0qW7RO75/1+0KQU2WBTDJ3ultS55937QdFX6yu3V2l+BNBI\ntQoJl2aM/I9ev0iVkwwf0aXWRlV1AACAwLyax6u6E8REowa1i+mc81jFqQAAWoLYzagRAcCv\n7FOCRXrtbahXLIV6xSIgkKZRHaLkCWxyWicYOC7K54F2GKiCSG4hZwm4AtJQYHHxZDb5OWMK\nO5NzgduvGvXjrmOVdR6b3NygnIg8fmX65BH9zIhdV6bS5znmqgloak9nSq7DeJXTlG9L9z23\nZ2WN4pWYoBInDgyxXvWvKN62r77kpVG3Zlid8Rg3UXL8rt+N/9H7qo+Kvvmg+KupmWNn9L7a\nKSXEYywA0LjaljJbNVbMqd1k2kZyUDlpDCOLO41Um5jR3WZkxltQqwIETrqqa0xjJODhlDsO\nEAxqFQYOCgAAIlivBN+XCBUAEgALRQlJY6iS1B9k0+nDxHhMYWdyLtA9zfnoXZPnvfFVeY3L\nZpEFhgBABIqq+QPKZaMGzLrZ/ADtquyuKl20a8O2ipNVfg8AEtDIjOzfDb1ocm5c1rAKPVXP\n7l5ZGXCrpAHo7yTQgAdVLiDsryv9865PFl74H3FyHgGABMHaKyELCHLs3eKn6gBAFqycwtlm\nUSELi1ro0AESxG6Dkm4oqP9MZg6I0BmXVO4dknyTxIy8cIZW4BqiLuBO6fBBwAEQAYk0zlvp\nbdURMBHs15GyA7WDwGtD21h3Lp6H4kA4h/qImHQezHeVyTnCiLweL//xxskXD5IlobbeW+vy\n17q8mWnO2Xdc/ud7psqS+RumS/LZsX3/uXr52pNHNa6lWu2pVluK1ba/puLe1cuf3bo6mj/I\n6fCPI+srAm6VOAJrNJUDZIgcQCXt+7KC9eWHDB/3zJMipXPQYhzASUuSUq2CweLygrT/TLPk\nBTQ3Nffq0wLkzrKPPD/lDmNHBGAEQECIAAQU+k+jBTQhQUjkxQMZ5VEgTwb5YpJGgGU8WCaj\nNKiLqrrvl/1YXVJztmdhEgvz287k3CE7I+mxuye7vIGjJ6q8fiUjxdGnRxqLq1u/STzZUVny\n9JbVHjWQIDXWDTBAmyjJgvD3PRtzEpJuy8s3cMQg174p2a9xLWLymR6lI4AvS/aM69blc94z\nrFlOT7JXdQkswhcBEamk5dr6Gj6uxByTsp79qfLFo65vGMoARMQV7uJcHZh07aj03wtGGyNz\n8iJDIk4U6t/R8FKGtCXpIi8+rb14OSgbQC0GZBiynv4ehEFguRgwjhHZeHB8/4m/3Lzghv++\nataLvz3bczGJiinsTM41nHbLsAHZZ3sWJgbw4o51tQF/gtQ8bxIABGQOyfLGvk3T+gxOkg37\nPq7wu2oC7lZWJ4nvrI6v2TURAWIkTzsjYSAMThyxs/anIFeaaTsiUimYZc3JsvaKx9AWIWl8\n9yeGJN98wvPjjup/CEwelnpHTsIlKXJcKpwYswGFVmAjvLYIujc0kZGluCG0QvCvBvQDszYO\njoT8IAQqyHIVoGGFKWeAYCDY8F+TTkuXDAWbmJic8xx3131/8qhNjFo/KQtCsbvu+5NHDRy0\nXvUjQtMPRgLixJvazCLDejUOCgCAgDZX731639LFh5cB0XtFn8/ds2R95fb4KbwkKfX8pNE2\nISHIAyqpGmka11QKBimQa+s7JGlkXJvGplsGD0/9rcRsNjH1/JQ74qTqAMK6LdrucBsKzusM\nHpjXQ+B7wACAdIqkJCSwgFYLgW8hzvLd5GeIGbEzMTHpjByqq2SIsZtoicgKaisNHFTWSzWb\neVufCnESolR0ng5Bri4+/NFXpRssgqy3ROCcdtUe2lK9d1xG/u8HTLcJcVkoTJbTRqdNLPOf\nqFbKA9wnoJQgJGZac5xSfEuPzyT+4FHEJguvEUHUyGirQnUHkAeirCwTSqCVkHYIxU60rB/w\nKTFS6CqLqwDAW+8rOVIW7Ribw5rc7dx583RFTGFnYtK1cQcUqyiKwrkWfQ9oWjNt5VICQeKp\nFlvDFkQMaEaacaRYEgCQYpW8EiD2sBv/vfX/jqz4uvRHm2ANakqQOAEESBFBtAqW9ZU7GLI/\n5N0ep1JcAcVsW69sW1xWXaNDJ72bT3o3BrmXg7q16vUe9kuMdTlpgIOn1bgYAXFDjV0ACNQi\niPUbAAkE1AqhMwm7mcP+cPJwVNGms+p/1q36n3XR9iLiX//3kQt/YXwHPJM2Ygo7E5Muya4T\nZe9t2r658IQ/qAJA/25pU4cOvGHEUOlcUXhZdic/NcCiElf5KVWcnHhWgpEpSimyfXBi5v76\nMojUpE63QGOAE7sNMnBQANhbf2RlyToJBbfqhfDARFzhisKDMhPXlG0elz7iorTzjR33bOHT\nqtaXPXPS+yOgyCnIuba79v1dNe/2dky6OOMPFsHgtDOL2AsaU+kiggggCRlGjkoBgABRzPIt\nZGD4+u/pUVZYKVulrL7dW+7SgprPE3DXuC12i81ps9rkln8i7lpP1cma8iIj4+gm7cUUdiYm\nXQwiWLJ240vf/WCRJKsgMIZEtPtE2abCE5/vPvDsjVO7ObtYqV1EhqZ26+NMrfB5ZCFyzIMT\nV7g2NsvgONOvel04b/dnPNSZoClEAAwx3eKY2sNggbWqbBMCBHgoJ72xUhMBABSuiiisKtt0\nbgg7v1b7zck/VgcKAIC4AoBAxCGIxI66Vnm1iiuy5kvMyPYeVmkIAlIMXQcEgE6r8W6XjaqO\nCBgnTohIxLATV+s7Ux3jfzmm6Ra/V9m+atehvUeRITIWrPW6qt1p2akjLj8vq88pPUIObTu6\n4eTmto91/fXXHzt2bPv27cZMvc2kp6fff//9jz322Bke98xwjvy4NzH5+fDuxu0vr/4hyWp1\nyJIoMIYoMGaVxGSrddvxkjkffa7H8Lo6IhNmDBrpURUe6duYgFxB5YY+QwckGdxQ5Lrc/HEZ\nAyQmisgacu515zM9A+93/cdn2gxeit1dX9AsGNkMlbQ99UeMHfRssbnqlerAQSKNGp9bAL2i\nALUy386dNW8ZO6Is9rDKAzHmaixDOcl+lZGjogXAArolMvkBfMD9SAEgP4IPKKAv/wLr7Olo\nPrdv1Xtrj+wotNgsFptFtkgWq2y1W+sqXN/88/uju+JbIR4nFixYcNVVhr7cnQlT2JmYdCVK\n6lxLf9jstFhbJtUhgsNq2Vp08n827TgrczOc/xg44upeg+oCfpWf4hzLgVyKMiil26OjLjd8\nUIkJf82/8dJuAwnIymQRBUCwMtEiSCrwPwyePL33aMMHrfTXAcYUHkRu1RvkXV6yu9WSQ3Wf\n61bA1CQsSgRABATEtQN1Hyvc4DoGoli1xXpgVDN4UASxF5EK5CPioS26iR4AkArcj6CR0NvQ\nQQ2GgDZ8uqWuvF62yniqD5AoCbJV3vbt7tryzrWa3BZ+/etfjxw58mzPIl6Yws7EpCvx+Z6D\nVR5vtEQ6BLDJ0ic7950bFgoCsufHXj1z6GirKNUpfs45ANYr/hq/78rcAUsvvynVauSCXQNJ\nku2FC6Y/k//Lcd0HWJkEBBnWxBtyRy4bP2tG30viMWLrig1B45oUyUm4a1HkXt+Q6tYgE7Dp\nbURFc5d427Gc1yqB4OGAepgxUfcWafzj0KehF8yi7PZ/b+CgAABCfwTtlMtrRLfVY8j6GDyo\noZQcKT95qFSUI7/xBIEFfMqe9QfjMbSqqk8++eSgQYNsNtvAgQNfe+21hl3du3d/8cUXZ86c\nmZ6enpKS8uCDD5aXl1933XWpqak9e/Z86623Gg57+eWXH3zwwZycnKSkpGuuuaa0tFTflZ6e\nPm/ePP322rVrx48fn5yc7HQ6x40b9/33obeBoiiPPPJITk6Ow+EYN27cDz/8oG8PBAJz5szJ\nzc2VZblXr16PPvqoqqptn9ill146efLkpld6ww03jBkzJsZM2kuX/5gwMflZsedkmRQl50xH\nEtiBssoylzsz0XHGZhU/RMbm5E+4ZcCIb44XvLZ7Q7nPc+95Yybm9B2elhXXcRnilOzzpmSf\nN3/PF/888sNT+TcOT8mN33AEhKd6cTS7q3uxBbkaJ23nCtZVB8sD3M9AcIqJaXKmeBoDVQcK\nDtZ9ErFfWYlvM1H0smMEIkCAbdVLT3g3tdwvoDQ46ZeJcvteC0U7CUCctHAHsbCdDYZGBALO\ngwHV4FVFVDcDELVsiQsNUk8FbS+wzps6ebKgVBCEGBmBgiiUFZarQU2UDPYAmjNnzpIlS157\n7bVLLrnkm2++ue+++2RZvuuuuwBAkqQFCxa89tprixcvXrJkyT333PPdd98tWrRoxYoVjz/+\n+KxZs6677rqUlBRJkp577rm//OUvx44dKy0tHT169Ny5c1999dWmo3g8nmnTpt16662LFy8m\nokWLFk2dOrW4uDglJWX27NkffPDBokWL+vXrt3DhwilTpuzcubNPnz6zZs1asWLFq6++OmrU\nqB9//PHee+/1+XwvvPBCGyd2991333nnnSdPnszOztYn8OWXX/7tb3+LMZP2PnWmsDMx6Uq4\nA0rTKjtO5AkokiBYw81wGSAAuPyBc0PY6eQ6kn47eNTKwv3lPs9/DRsjds0mmzFgyDTiTStx\nG1Rdg8KL2OXs9Alo/gOu7WWBk6HeuAhE3CY4+iTkddgAZV/tvwrq/zfaXgyFyCJBoSegNnCk\nNhA5p1BAeVT6f7XcHtQqyusXclIi7FJLwouhenCuoQNEOHqIAMBd/tXHqx+KNGExyTbFab00\n2hVFuxjSiokwrCGJEzIk0u8TACARYXAPSJ1I2HGNV5fWfvDcCv1uUNGIk6rGSgANeGnZC5/o\n16lpHADKC0+3Kra+vv7VV199+OGHZ8yYAQD9+/ffsmXLM888ows7AMjPz582bRoA3Hrrrffc\nc8+YMWP0oNett946b968AwcOXHzxxQAwePDg3/72twCQk5MzderUzZubR4KLiorq6+tvv/32\nwYMHA8DLL788ffp0i8XicrneeOON+fPn33zzzQCwZMkSt9t96NChxMTEt99+e/78+dOnTweA\nfv367du378UXX3zmmWdkWW7LxG6++eb77rvvvffee/DBBwHgs88+I6Jbbrkl2kw68OyZws7E\nxABUjR8urXL5Ak6bpV9mWvxc5ZLtVs4bvxU5kT+oAoI1/Lesf0+l2G2RzzfplDgEWy13Aeov\n3ynREQJ9M1qYZHi4zqd5t9f+4NXcEpMbo2gICgX21G3xa76+jo4Yu3DgANDHcbksOJvtOu5Z\n71ErsUVAshlOOSfbdkHz2arVRZ61RJFFRp3viwrXmzEes3FMAkSgFvYnilJYFYwctPMr+9st\n7LgXSGs6LurCteEVDSXbGe2KfJogMIayLaQnNM3PuRbTP5GIQLLITGAAoAaCWlBjwunW/G7f\nvl1RlKZLlhMnTnzjjTfcbrfD4QCAvLw8fXtiYiIADBo0qOndurpQ2t+wYY3OiCkpKTU1zb2X\nBw4cmJeXd9ttt917772TJ0/Oz8+fMGECAGzYsMHv91944YX6YbIsL1u2DABWrVqlqqquGnVG\njRrl8XgKCgqGDh3alonZbLZbb731n//8py7sli1bdsMNNyQlJTkcjogz6QCmsDMxOS08fuXt\n77Z8vvXA8cpaBCSinhnJV184+Lbx+QlWg3uZA8DI3OyVuw/aSIr2URtQ1ZG52emOuCSfmcSJ\n3o7sbTX7AQCQtewxRYCAlG3rFuHM04CA9tVv9apukTXvxsuAiUw+7NmbLKemyh0c1yqktnSk\ns4pJHjVmOAeJONpYik1Iaz7hKJIuvFsDAKflEllqnrWmqEfc/g0cqGFJUU+1a/ZEMyE1OUJh\nLK9y/49e7dFOAhBaYScAbDCvAWpYCtaDdx145DjCGEvulnjV3Vfod7d8tePg5iOSJUK/Zh3i\nXJDEa38/RRQF0O1OPt2cntP8tWsv9fX1AHDZZZc1vGSccwAoLS3t378/ADQLZVmtp/RlaaiU\nsdlsEbc3IAjC2rVrn3vuub///e8PP/xwz549582bd8cdd+gSMCGhuXWUPjFdpek4nU4AcLlC\nAr0tE7v77rtff/31HTt2DBw48PPPP1++fHmMmcR4lqJxrq1omJicScrr3LNeX770m021bl+q\nw57isKU67dVu35Ivf/z9khWV9R7DR5w6NC8nOTFauwUi8AXVX448z/BxTeKKwtVQvWTkshcC\nwiAZ3Hm9JlBRFSiPlkvHEAUUjnkKjB3UytIAIUaDVAJEBlah3XlFOgJLlIRuzf4hyrq2AoKG\n2uPG9WAiXWMxlFqeKwod1dMsEQCQQfPSCb00NiTtCDt3QUyPgVmaxmNUFKtBLbNPhhi9p3PH\nSEpKAoB33nlne5idO3fu27cvN9f4VNeMjIz58+cfPnx4z549V1xxxYwZM7Zs2ZKRkQFhGddy\nYk2367f17W3kggsuyM/P//DDD1euXJmamjpp0qQYM+nAFZnCzsSkg6gaf/SdL/afKE+0W6Um\nn2uyKCTabXuKyh5/7yuNG/xzPNFmmX3lpZ6AEmiR9cI51fn9k4cMuGbYYGMH/XlSF/R9Wrxj\nU+VRRPioaMuPFYc1ildwpdhbGtPsBAGh3F9t7KCVwTKBCRErNnUYCm61NqAFDBzULmUw0qNV\nAE3WRsP/IyQAQLtopD2hgImhiwytgYZXRQEQARH1tD+GxiYwiAAsxluGAIAhUdRgWGcgs3e3\n3LzsYECN+PbUVM2SYBk6Ns/wcYcPH26xWMrLyweFSUtLy8jI6FjOWQyOHj368ccf67eHDBny\n+uuvC4Kwe/fuvLw8u92+Zs0afRfnfMKECW+//fbw4cNFUVy/fn3DI2zYsCEpKWnAgPb1hbvr\nrrs+/PDDDz74YMaMGYyxGDPpwEV16t8KJiadmZVb9m85dCLFEeHLAAEcNvnHA0VfbSuYeoHB\nn3pXDOr3wq+ufv7rteX1HoEhAHDinoAS0NQbRwx95BcTBXa6CS7nNj5NWbD3q1olVjy12Ft7\nyF2mqBoAEMCKoq0rirY6Jev5KTkOMdZXy0XpfX/V68L2Tsmj+qmhVDMKgVB7McN0QEDzxj4A\nAQPcHyCvBQz7Nk1gGTYpzResJq41dNsiJCSEkP+H4BAzrUKyUSMCgCh0IwBE1I3zmlQgh0tW\nCYCTJBhbas31YGCsF5UDodrJ/1wvujp/9Qc/VJfUiLKkSxAAICI1qFls8sgrhyWln1YLOJfL\n9cUXXzTdcv755/fo0WPmzJlPPPFEenr66NGjCwsL77///pycnM8+++x0xmpJUVHRTTfd9Oyz\nz06bNg0R3333XcbYmDFjEhMT77zzzqeeeionJ2fIkCGLFy/evHnz0qVLU1NT77zzzqeffrp/\n//75+fmrV69+5ZVX5syZI4rtU1O33XbbnDlzCgsL9+7dG3smHbgoU9iZmHSQb7YX2KLYOwEA\nAlpl8Zsdxgs7AJgyZMCoXj2Wbd29+uDRbcdPJlqsVw7uf9X5gy7s1cPwsc49dtWc+PDYxlhH\nIFJDBhY1rpHWq/715YcwpgLbVHksmrCrUeqrlMhWrpx4bFWnh5iOuE+ILMKaV7qcnCw3L1No\nFQQhckfcU49CMnJhB5FlWS84rH4loMxBDa/J6sEzhoASs2XbRxk4IgAwtJxSKdEYfWps+AUs\nqgdLB6G6cBZddBAQDV5hNxxrgnXSbZfuWL2ncE+x3xtAZAREnLr1TBtx+fndck83ne7IkSNT\np05tuuXNN9/8zW9+88ILLyQnJ//xj38sKSnJzMy89tprn3rqqdMcqyUTJkx48803FyxY8Pjj\nj4uiOHTo0OXLlw8cOBAA5s+fzxibM2eOy+UaNmzYypUr+/XrBwALFy50Op2zZs0qLy/Pzc19\n7LHHHnooQjF1bJKTky+77DKXy6WnDMaeSXsxhZ2JSQc5UlYdO7NEZMKhkng1w05LsP/npaPH\nD+hzw+vvXDG4/xPTJsVpoHMP/Qt+aHKPiNZ0pf76b0v3AoSTthuIR+z9AAAgAElEQVRKRfXI\nDpJdtFyTky9E+sb+tHh7tHakKmkzN83zav4Y04olLAgIYPa2FyIeIzHx7Yv+kii1r0ewXXTE\nrgkgICuz2gWDC3GcUo+eCeNLfFuIE2N6sQgSEhGX0N7DflHLsonTRFGLCQijZTAC6E+9ohaB\npSMBkogQCWGvvBir7AQRXe7OKvVVrm/eiWCN60xzyHbZW++VrRZrggUFtnPNnmbH+Fy+do21\nYsWKaLtEUZw7d+7cuXNb7iouLm56t2kKYE5OTsPdZoc9//zzzz//vH67srLxk/mOO+6IWKNg\ntVpfeumll156qdl2WZabPlQHJgYAFRUV33///dKlS5seH20m7cUUdiYmHYEIFFVr+pGsBFWv\nErRbZDms9hiDQNzatpa7PB9t3b264AgQfL3vEAFMHTrw4j5xNNE96+iNxVTODXGTsTAxUbK2\n3P5VyW6IHpJDAK+qFHurzk/OabmXRZdmQa56Nb9NtPSwZbTce8R1gsduZQqEiP2cPVqqvzJ/\njSvo8ai+9gq7bpasw+49jb4bLdBIS7dkCsYt/jaQKvezCanl/l1utTRIHgCQweGUe3S3nS+z\ndoceW0VRT0Csgg0AAEAIqlUGDoroABABYn0CECBi+161eJPdr/vxAydLjpTFOEbxB921UTMZ\nkGFWX4MruM8lqqurCwoKHnjggSFDhtx0003xGMIUdiYmHQERuiUlFJbXCOGkE06gapw3+fbQ\nOM9MMf5bCgBW7j74wjdrK1wePWRYHwh8unPfv7buvm7YoD9ddbld7tTp2O2l0ud5a/+Wb44X\nHK6vBoArP35jXFbv3w4eNTDZyPx6HZV4teKN4bOv66oD9WURhV2rJEnO0akRapZrAu4qpRZa\nxpQQgAMgIaJDsI9OjeBku6FypyvYkfprh5iUa+933HtUYnLLC9a4JjO5j8P4RAIdm5CcKg8Q\n0RrgtURgE1OTpJ7xUHUAoFFNa8Z5ekzU0J9hyIClAy+NMSICgNS+pPt4s2THAr8narnMsd1F\nD0x4fMpvLrtnwa+jHcNEZneaPppRefPNNx955JHx48cvXbq0IWfRWExhZ2LSQS4a2PPgyUpZ\nivpHFAhqowf2NHzcr/YdmvPRSofFkmizqpx7AATEBFm2SfC/uw74g+rzN00V4vN5cebZXnl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QkDRAQERODFEE0lBZA7ZfQqf0ItbhnDZ+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\nEBDYAQAAAABICAjsAAAAAAAkxP8DJrgIidPDez0AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(oral.bdisp.uf2, aes(x = Host_Genus, y = d, fill = Host_Genus, color = Host_Genus)) + ggtitle(\"Host Genus Oral Betadispersion - Unweighted Unifrac\")\n",
    "\n",
    "p = p + geom_boxplot(outlier.stroke = 0.2, outlier.shape=20, alpha = 0.5) + \n",
    "        ylab(\"Distance of samples from group centroid \") + \n",
    "        xlab(\"Host Genus\") +\n",
    "        #scale_y_continuous(limits=c(0,0.15)) +\n",
    "        scale_fill_viridis(discrete=TRUE)\n",
    "        #scale_fill_manual(values=c(\"cadetblue1\", \"cadetblue4\"))\n",
    "        #coord_flip(ylim = c(0,0.15))\n",
    "\n",
    "p = p + geom_point(size = 3, position = position_jitter(h = 0, w = 0), alpha = 0.9) +\n",
    "    scale_color_viridis(discrete=TRUE)\n",
    "\n",
    "p = p + theme_bw() + theme(text=element_text(size=12, color=\"black\",family = \"Arial\"),\n",
    "                           legend.key = element_blank(),\n",
    "                           panel.grid.major = element_blank(),\n",
    "                           panel.grid.minor = element_blank(),\n",
    "                           legend.position=\"right\",\n",
    "                           axis.text.x = element_text(angle = 45, hjust=1))\n",
    "                           #axis.title.x=element_blank(),\n",
    "                           #axis.title.y=element_text(margin=margin(0,10,0,0)))\n",
    "\n",
    "p\n",
    "\n",
    "png('/projects/gilbert_lab/Lutz/Rodent_Shrew/Plots/oral.bdisp.unif.viridis.png', width=6, height=5, units='in', res=300)\n",
    "plot(p)\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "oral.mdf = read.csv(\"/projects/gilbert_lab/Lutz/Rodent_Shrew/RDSfiles/oral.t.mdf.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A grouped_df: 2343 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Sample</th><th scope=col>Host_Genus</th><th scope=col>Rank5.other</th><th scope=col>Abundance</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>JCK.10002.TongueEtOH.2</td><td>Lophuromys</td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10005.TongueEtOH.2</td><td>Lophuromys</td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10005.TongueEtOH.2</td><td>Lophuromys</td><td>f__Neisseriaceae     </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10007.TongueEtOH.2</td><td>Praomys   </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10010.TongueEtOH.1</td><td>Cricetomys</td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10010.TongueEtOH.2</td><td>Cricetomys</td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10015.TongueEtOH.1</td><td>Crocidura </td><td>f__Corynebacteriaceae</td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10015.TongueEtOH.1</td><td>Crocidura </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10015.TongueEtOH.1</td><td>Crocidura </td><td>f__Neisseriaceae     </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10015.TongueEtOH.2</td><td>Crocidura </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10015.TongueEtOH.2</td><td>Crocidura </td><td>f__Neisseriaceae     </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10016.TongueEtOH.1</td><td>Mastomys  </td><td>f__Enterobacteriaceae</td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10019.TongueEtOH.2</td><td>Dendromus </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10038.TongueEtOH.1</td><td>Crocidura </td><td>f__Corynebacteriaceae</td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10038.TongueEtOH.1</td><td>Crocidura </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10038.TongueEtOH.1</td><td>Crocidura </td><td>f__Neisseriaceae     </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10038.TongueEtOH.2</td><td>Crocidura </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10038.TongueEtOH.2</td><td>Crocidura </td><td>f__Pasteurellaceae   </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10039.TongueEtOH.1</td><td>Crocidura </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10039.TongueEtOH.1</td><td>Crocidura </td><td>f__Neisseriaceae     </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10039.TongueEtOH.1</td><td>Crocidura </td><td>f__S24-7             </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10039.TongueEtOH.1</td><td>Crocidura </td><td>NA                   </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10039.TongueEtOH.2</td><td>Crocidura </td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10039.TongueEtOH.2</td><td>Crocidura </td><td>f__S24-7             </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10040.TongueEtOH.1</td><td>Mus       </td><td>f__Corynebacteriaceae</td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10042.TongueEtOH.1</td><td>Graphiurus</td><td>f__S24-7             </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10042.TongueEtOH.2</td><td>Graphiurus</td><td>f__Gemellaceae       </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10045.TongueEtOH.1</td><td>Mus       </td><td>f__Corynebacteriaceae</td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10045.TongueEtOH.1</td><td>Mus       </td><td>f__Neisseriaceae     </td><td>0</td></tr>\n",
       "\t<tr><td>JCK.10045.TongueEtOH.1</td><td>Mus       </td><td>NA                   </td><td>0</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>JCK.10063.TongueEtOH.1</td><td>Grammomys </td><td>f__Pasteurellaceae </td><td>0.7782935</td></tr>\n",
       "\t<tr><td>JCK.10143.TongueEtOH  </td><td>Graphiurus</td><td>Other              </td><td>0.7785453</td></tr>\n",
       "\t<tr><td>JCK.9990.TongueEtOH   </td><td>Praomys   </td><td>f__Pasteurellaceae </td><td>0.7788393</td></tr>\n",
       "\t<tr><td>JCK.10080.TongueEtOH.2</td><td>Crocidura </td><td>Other              </td><td>0.7799188</td></tr>\n",
       "\t<tr><td>JCK.9973.TongueEtOH.1 </td><td>Lophuromys</td><td>f__Pasteurellaceae </td><td>0.7823868</td></tr>\n",
       "\t<tr><td>JCK.10270.TongueEtOH  </td><td>Graphiurus</td><td>Other              </td><td>0.7880714</td></tr>\n",
       "\t<tr><td>JCK.9929.TongueEtOH.2 </td><td>Crocidura </td><td>Other              </td><td>0.7943146</td></tr>\n",
       "\t<tr><td>JCK.10042.TongueEtOH.1</td><td>Graphiurus</td><td>f__Pasteurellaceae </td><td>0.7950865</td></tr>\n",
       "\t<tr><td>JCK.10060.TongueEtOH.1</td><td>Otomys    </td><td>f__Pasteurellaceae </td><td>0.7953622</td></tr>\n",
       "\t<tr><td>JCK.9971.TongueEtOH   </td><td>Praomys   </td><td>f__Streptococcaceae</td><td>0.7971455</td></tr>\n",
       "\t<tr><td>JCK.10124.TongueEtOH.2</td><td>Mus       </td><td>f__Neisseriaceae   </td><td>0.7979672</td></tr>\n",
       "\t<tr><td>JCK.10019.TongueEtOH.2</td><td>Dendromus </td><td>Other              </td><td>0.8047412</td></tr>\n",
       "\t<tr><td>JCK.10115.TongueEtOH.1</td><td>Dendromus </td><td>f__Streptococcaceae</td><td>0.8143689</td></tr>\n",
       "\t<tr><td>JCK.9942.TongueEtOH.2 </td><td>Crocidura </td><td>Other              </td><td>0.8145097</td></tr>\n",
       "\t<tr><td>JCK.9978.TongueEtOH.2 </td><td>Lophuromys</td><td>Other              </td><td>0.8209738</td></tr>\n",
       "\t<tr><td>JCK.10123.TongueEtOH.1</td><td>Lophuromys</td><td>f__Pasteurellaceae </td><td>0.8211171</td></tr>\n",
       "\t<tr><td>JCK.9975.TongueEtOH.2 </td><td>Praomys   </td><td>Other              </td><td>0.8405278</td></tr>\n",
       "\t<tr><td>JCK.10038.TongueEtOH.2</td><td>Crocidura </td><td>Other              </td><td>0.8480465</td></tr>\n",
       "\t<tr><td>JCK.9930.TongueEtOH   </td><td>Aethomys  </td><td>f__Pasteurellaceae </td><td>0.8481099</td></tr>\n",
       "\t<tr><td>JCK.9966.TongueEtOH   </td><td>Crocidura </td><td>Other              </td><td>0.8550867</td></tr>\n",
       "\t<tr><td>JCK.10126.TongueEtOH.2</td><td>Graphiurus</td><td>Other              </td><td>0.8618420</td></tr>\n",
       "\t<tr><td>JCK.9915.TongueEtOH   </td><td>Lophuromys</td><td>f__Pasteurellaceae </td><td>0.8883107</td></tr>\n",
       "\t<tr><td>JCK.10040.TongueEtOH.1</td><td>Mus       </td><td>f__Gemellaceae     </td><td>0.9012904</td></tr>\n",
       "\t<tr><td>JCK.10063.TongueEtOH.2</td><td>Grammomys </td><td>Other              </td><td>0.9174888</td></tr>\n",
       "\t<tr><td>JCK.10040.TongueEtOH.2</td><td>Mus       </td><td>f__Neisseriaceae   </td><td>0.9294432</td></tr>\n",
       "\t<tr><td>JCK.10045.TongueEtOH.1</td><td>Mus       </td><td>f__Gemellaceae     </td><td>0.9314312</td></tr>\n",
       "\t<tr><td>JCK.10145.TongueEtOH.2</td><td>Mus       </td><td>f__Neisseriaceae   </td><td>0.9328872</td></tr>\n",
       "\t<tr><td>JCK.9929.TongueEtOH.1 </td><td>Crocidura </td><td>f__Pasteurellaceae </td><td>0.9417586</td></tr>\n",
       "\t<tr><td>JCK.10053.TongueEtOH.2</td><td>Mus       </td><td>f__Neisseriaceae   </td><td>0.9437368</td></tr>\n",
       "\t<tr><td>JCK.10042.TongueEtOH.2</td><td>Graphiurus</td><td>Other              </td><td>0.9456074</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A grouped\\_df: 2343 × 4\n",
       "\\begin{tabular}{llll}\n",
       " Sample & Host\\_Genus & Rank5.other & Abundance\\\\\n",
       " <chr> & <fct> & <chr> & <dbl>\\\\\n",
       "\\hline\n",
       "\t JCK.10002.TongueEtOH.2 & Lophuromys & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10005.TongueEtOH.2 & Lophuromys & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10005.TongueEtOH.2 & Lophuromys & f\\_\\_Neisseriaceae      & 0\\\\\n",
       "\t JCK.10007.TongueEtOH.2 & Praomys    & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10010.TongueEtOH.1 & Cricetomys & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10010.TongueEtOH.2 & Cricetomys & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10015.TongueEtOH.1 & Crocidura  & f\\_\\_Corynebacteriaceae & 0\\\\\n",
       "\t JCK.10015.TongueEtOH.1 & Crocidura  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10015.TongueEtOH.1 & Crocidura  & f\\_\\_Neisseriaceae      & 0\\\\\n",
       "\t JCK.10015.TongueEtOH.2 & Crocidura  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10015.TongueEtOH.2 & Crocidura  & f\\_\\_Neisseriaceae      & 0\\\\\n",
       "\t JCK.10016.TongueEtOH.1 & Mastomys   & f\\_\\_Enterobacteriaceae & 0\\\\\n",
       "\t JCK.10019.TongueEtOH.2 & Dendromus  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10038.TongueEtOH.1 & Crocidura  & f\\_\\_Corynebacteriaceae & 0\\\\\n",
       "\t JCK.10038.TongueEtOH.1 & Crocidura  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10038.TongueEtOH.1 & Crocidura  & f\\_\\_Neisseriaceae      & 0\\\\\n",
       "\t JCK.10038.TongueEtOH.2 & Crocidura  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10038.TongueEtOH.2 & Crocidura  & f\\_\\_Pasteurellaceae    & 0\\\\\n",
       "\t JCK.10039.TongueEtOH.1 & Crocidura  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10039.TongueEtOH.1 & Crocidura  & f\\_\\_Neisseriaceae      & 0\\\\\n",
       "\t JCK.10039.TongueEtOH.1 & Crocidura  & f\\_\\_S24-7              & 0\\\\\n",
       "\t JCK.10039.TongueEtOH.1 & Crocidura  & NA                    & 0\\\\\n",
       "\t JCK.10039.TongueEtOH.2 & Crocidura  & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10039.TongueEtOH.2 & Crocidura  & f\\_\\_S24-7              & 0\\\\\n",
       "\t JCK.10040.TongueEtOH.1 & Mus        & f\\_\\_Corynebacteriaceae & 0\\\\\n",
       "\t JCK.10042.TongueEtOH.1 & Graphiurus & f\\_\\_S24-7              & 0\\\\\n",
       "\t JCK.10042.TongueEtOH.2 & Graphiurus & f\\_\\_Gemellaceae        & 0\\\\\n",
       "\t JCK.10045.TongueEtOH.1 & Mus        & f\\_\\_Corynebacteriaceae & 0\\\\\n",
       "\t JCK.10045.TongueEtOH.1 & Mus        & f\\_\\_Neisseriaceae      & 0\\\\\n",
       "\t JCK.10045.TongueEtOH.1 & Mus        & NA                    & 0\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t JCK.10063.TongueEtOH.1 & Grammomys  & f\\_\\_Pasteurellaceae  & 0.7782935\\\\\n",
       "\t JCK.10143.TongueEtOH   & Graphiurus & Other               & 0.7785453\\\\\n",
       "\t JCK.9990.TongueEtOH    & Praomys    & f\\_\\_Pasteurellaceae  & 0.7788393\\\\\n",
       "\t JCK.10080.TongueEtOH.2 & Crocidura  & Other               & 0.7799188\\\\\n",
       "\t JCK.9973.TongueEtOH.1  & Lophuromys & f\\_\\_Pasteurellaceae  & 0.7823868\\\\\n",
       "\t JCK.10270.TongueEtOH   & Graphiurus & Other               & 0.7880714\\\\\n",
       "\t JCK.9929.TongueEtOH.2  & Crocidura  & Other               & 0.7943146\\\\\n",
       "\t JCK.10042.TongueEtOH.1 & Graphiurus & f\\_\\_Pasteurellaceae  & 0.7950865\\\\\n",
       "\t JCK.10060.TongueEtOH.1 & Otomys     & f\\_\\_Pasteurellaceae  & 0.7953622\\\\\n",
       "\t JCK.9971.TongueEtOH    & Praomys    & f\\_\\_Streptococcaceae & 0.7971455\\\\\n",
       "\t JCK.10124.TongueEtOH.2 & Mus        & f\\_\\_Neisseriaceae    & 0.7979672\\\\\n",
       "\t JCK.10019.TongueEtOH.2 & Dendromus  & Other               & 0.8047412\\\\\n",
       "\t JCK.10115.TongueEtOH.1 & Dendromus  & f\\_\\_Streptococcaceae & 0.8143689\\\\\n",
       "\t JCK.9942.TongueEtOH.2  & Crocidura  & Other               & 0.8145097\\\\\n",
       "\t JCK.9978.TongueEtOH.2  & Lophuromys & Other               & 0.8209738\\\\\n",
       "\t JCK.10123.TongueEtOH.1 & Lophuromys & f\\_\\_Pasteurellaceae  & 0.8211171\\\\\n",
       "\t JCK.9975.TongueEtOH.2  & Praomys    & Other               & 0.8405278\\\\\n",
       "\t JCK.10038.TongueEtOH.2 & Crocidura  & Other               & 0.8480465\\\\\n",
       "\t JCK.9930.TongueEtOH    & Aethomys   & f\\_\\_Pasteurellaceae  & 0.8481099\\\\\n",
       "\t JCK.9966.TongueEtOH    & Crocidura  & Other               & 0.8550867\\\\\n",
       "\t JCK.10126.TongueEtOH.2 & Graphiurus & Other               & 0.8618420\\\\\n",
       "\t JCK.9915.TongueEtOH    & Lophuromys & f\\_\\_Pasteurellaceae  & 0.8883107\\\\\n",
       "\t JCK.10040.TongueEtOH.1 & Mus        & f\\_\\_Gemellaceae      & 0.9012904\\\\\n",
       "\t JCK.10063.TongueEtOH.2 & Grammomys  & Other               & 0.9174888\\\\\n",
       "\t JCK.10040.TongueEtOH.2 & Mus        & f\\_\\_Neisseriaceae    & 0.9294432\\\\\n",
       "\t JCK.10045.TongueEtOH.1 & Mus        & f\\_\\_Gemellaceae      & 0.9314312\\\\\n",
       "\t JCK.10145.TongueEtOH.2 & Mus        & f\\_\\_Neisseriaceae    & 0.9328872\\\\\n",
       "\t JCK.9929.TongueEtOH.1  & Crocidura  & f\\_\\_Pasteurellaceae  & 0.9417586\\\\\n",
       "\t JCK.10053.TongueEtOH.2 & Mus        & f\\_\\_Neisseriaceae    & 0.9437368\\\\\n",
       "\t JCK.10042.TongueEtOH.2 & Graphiurus & Other               & 0.9456074\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A grouped_df: 2343 × 4\n",
       "\n",
       "| Sample &lt;chr&gt; | Host_Genus &lt;fct&gt; | Rank5.other &lt;chr&gt; | Abundance &lt;dbl&gt; |\n",
       "|---|---|---|---|\n",
       "| JCK.10002.TongueEtOH.2 | Lophuromys | f__Gemellaceae        | 0 |\n",
       "| JCK.10005.TongueEtOH.2 | Lophuromys | f__Gemellaceae        | 0 |\n",
       "| JCK.10005.TongueEtOH.2 | Lophuromys | f__Neisseriaceae      | 0 |\n",
       "| JCK.10007.TongueEtOH.2 | Praomys    | f__Gemellaceae        | 0 |\n",
       "| JCK.10010.TongueEtOH.1 | Cricetomys | f__Gemellaceae        | 0 |\n",
       "| JCK.10010.TongueEtOH.2 | Cricetomys | f__Gemellaceae        | 0 |\n",
       "| JCK.10015.TongueEtOH.1 | Crocidura  | f__Corynebacteriaceae | 0 |\n",
       "| JCK.10015.TongueEtOH.1 | Crocidura  | f__Gemellaceae        | 0 |\n",
       "| JCK.10015.TongueEtOH.1 | Crocidura  | f__Neisseriaceae      | 0 |\n",
       "| JCK.10015.TongueEtOH.2 | Crocidura  | f__Gemellaceae        | 0 |\n",
       "| JCK.10015.TongueEtOH.2 | Crocidura  | f__Neisseriaceae      | 0 |\n",
       "| JCK.10016.TongueEtOH.1 | Mastomys   | f__Enterobacteriaceae | 0 |\n",
       "| JCK.10019.TongueEtOH.2 | Dendromus  | f__Gemellaceae        | 0 |\n",
       "| JCK.10038.TongueEtOH.1 | Crocidura  | f__Corynebacteriaceae | 0 |\n",
       "| JCK.10038.TongueEtOH.1 | Crocidura  | f__Gemellaceae        | 0 |\n",
       "| JCK.10038.TongueEtOH.1 | Crocidura  | f__Neisseriaceae      | 0 |\n",
       "| JCK.10038.TongueEtOH.2 | Crocidura  | f__Gemellaceae        | 0 |\n",
       "| JCK.10038.TongueEtOH.2 | Crocidura  | f__Pasteurellaceae    | 0 |\n",
       "| JCK.10039.TongueEtOH.1 | Crocidura  | f__Gemellaceae        | 0 |\n",
       "| JCK.10039.TongueEtOH.1 | Crocidura  | f__Neisseriaceae      | 0 |\n",
       "| JCK.10039.TongueEtOH.1 | Crocidura  | f__S24-7              | 0 |\n",
       "| JCK.10039.TongueEtOH.1 | Crocidura  | NA                    | 0 |\n",
       "| JCK.10039.TongueEtOH.2 | Crocidura  | f__Gemellaceae        | 0 |\n",
       "| JCK.10039.TongueEtOH.2 | Crocidura  | f__S24-7              | 0 |\n",
       "| JCK.10040.TongueEtOH.1 | Mus        | f__Corynebacteriaceae | 0 |\n",
       "| JCK.10042.TongueEtOH.1 | Graphiurus | f__S24-7              | 0 |\n",
       "| JCK.10042.TongueEtOH.2 | Graphiurus | f__Gemellaceae        | 0 |\n",
       "| JCK.10045.TongueEtOH.1 | Mus        | f__Corynebacteriaceae | 0 |\n",
       "| JCK.10045.TongueEtOH.1 | Mus        | f__Neisseriaceae      | 0 |\n",
       "| JCK.10045.TongueEtOH.1 | Mus        | NA                    | 0 |\n",
       "| ⋮ | ⋮ | ⋮ | ⋮ |\n",
       "| JCK.10063.TongueEtOH.1 | Grammomys  | f__Pasteurellaceae  | 0.7782935 |\n",
       "| JCK.10143.TongueEtOH   | Graphiurus | Other               | 0.7785453 |\n",
       "| JCK.9990.TongueEtOH    | Praomys    | f__Pasteurellaceae  | 0.7788393 |\n",
       "| JCK.10080.TongueEtOH.2 | Crocidura  | Other               | 0.7799188 |\n",
       "| JCK.9973.TongueEtOH.1  | Lophuromys | f__Pasteurellaceae  | 0.7823868 |\n",
       "| JCK.10270.TongueEtOH   | Graphiurus | Other               | 0.7880714 |\n",
       "| JCK.9929.TongueEtOH.2  | Crocidura  | Other               | 0.7943146 |\n",
       "| JCK.10042.TongueEtOH.1 | Graphiurus | f__Pasteurellaceae  | 0.7950865 |\n",
       "| JCK.10060.TongueEtOH.1 | Otomys     | f__Pasteurellaceae  | 0.7953622 |\n",
       "| JCK.9971.TongueEtOH    | Praomys    | f__Streptococcaceae | 0.7971455 |\n",
       "| JCK.10124.TongueEtOH.2 | Mus        | f__Neisseriaceae    | 0.7979672 |\n",
       "| JCK.10019.TongueEtOH.2 | Dendromus  | Other               | 0.8047412 |\n",
       "| JCK.10115.TongueEtOH.1 | Dendromus  | f__Streptococcaceae | 0.8143689 |\n",
       "| JCK.9942.TongueEtOH.2  | Crocidura  | Other               | 0.8145097 |\n",
       "| JCK.9978.TongueEtOH.2  | Lophuromys | Other               | 0.8209738 |\n",
       "| JCK.10123.TongueEtOH.1 | Lophuromys | f__Pasteurellaceae  | 0.8211171 |\n",
       "| JCK.9975.TongueEtOH.2  | Praomys    | Other               | 0.8405278 |\n",
       "| JCK.10038.TongueEtOH.2 | Crocidura  | Other               | 0.8480465 |\n",
       "| JCK.9930.TongueEtOH    | Aethomys   | f__Pasteurellaceae  | 0.8481099 |\n",
       "| JCK.9966.TongueEtOH    | Crocidura  | Other               | 0.8550867 |\n",
       "| JCK.10126.TongueEtOH.2 | Graphiurus | Other               | 0.8618420 |\n",
       "| JCK.9915.TongueEtOH    | Lophuromys | f__Pasteurellaceae  | 0.8883107 |\n",
       "| JCK.10040.TongueEtOH.1 | Mus        | f__Gemellaceae      | 0.9012904 |\n",
       "| JCK.10063.TongueEtOH.2 | Grammomys  | Other               | 0.9174888 |\n",
       "| JCK.10040.TongueEtOH.2 | Mus        | f__Neisseriaceae    | 0.9294432 |\n",
       "| JCK.10045.TongueEtOH.1 | Mus        | f__Gemellaceae      | 0.9314312 |\n",
       "| JCK.10145.TongueEtOH.2 | Mus        | f__Neisseriaceae    | 0.9328872 |\n",
       "| JCK.9929.TongueEtOH.1  | Crocidura  | f__Pasteurellaceae  | 0.9417586 |\n",
       "| JCK.10053.TongueEtOH.2 | Mus        | f__Neisseriaceae    | 0.9437368 |\n",
       "| JCK.10042.TongueEtOH.2 | Graphiurus | Other               | 0.9456074 |\n",
       "\n"
      ],
      "text/plain": [
       "     Sample                 Host_Genus Rank5.other           Abundance\n",
       "1    JCK.10002.TongueEtOH.2 Lophuromys f__Gemellaceae        0        \n",
       "2    JCK.10005.TongueEtOH.2 Lophuromys f__Gemellaceae        0        \n",
       "3    JCK.10005.TongueEtOH.2 Lophuromys f__Neisseriaceae      0        \n",
       "4    JCK.10007.TongueEtOH.2 Praomys    f__Gemellaceae        0        \n",
       "5    JCK.10010.TongueEtOH.1 Cricetomys f__Gemellaceae        0        \n",
       "6    JCK.10010.TongueEtOH.2 Cricetomys f__Gemellaceae        0        \n",
       "7    JCK.10015.TongueEtOH.1 Crocidura  f__Corynebacteriaceae 0        \n",
       "8    JCK.10015.TongueEtOH.1 Crocidura  f__Gemellaceae        0        \n",
       "9    JCK.10015.TongueEtOH.1 Crocidura  f__Neisseriaceae      0        \n",
       "10   JCK.10015.TongueEtOH.2 Crocidura  f__Gemellaceae        0        \n",
       "11   JCK.10015.TongueEtOH.2 Crocidura  f__Neisseriaceae      0        \n",
       "12   JCK.10016.TongueEtOH.1 Mastomys   f__Enterobacteriaceae 0        \n",
       "13   JCK.10019.TongueEtOH.2 Dendromus  f__Gemellaceae        0        \n",
       "14   JCK.10038.TongueEtOH.1 Crocidura  f__Corynebacteriaceae 0        \n",
       "15   JCK.10038.TongueEtOH.1 Crocidura  f__Gemellaceae        0        \n",
       "16   JCK.10038.TongueEtOH.1 Crocidura  f__Neisseriaceae      0        \n",
       "17   JCK.10038.TongueEtOH.2 Crocidura  f__Gemellaceae        0        \n",
       "18   JCK.10038.TongueEtOH.2 Crocidura  f__Pasteurellaceae    0        \n",
       "19   JCK.10039.TongueEtOH.1 Crocidura  f__Gemellaceae        0        \n",
       "20   JCK.10039.TongueEtOH.1 Crocidura  f__Neisseriaceae      0        \n",
       "21   JCK.10039.TongueEtOH.1 Crocidura  f__S24-7              0        \n",
       "22   JCK.10039.TongueEtOH.1 Crocidura  NA                    0        \n",
       "23   JCK.10039.TongueEtOH.2 Crocidura  f__Gemellaceae        0        \n",
       "24   JCK.10039.TongueEtOH.2 Crocidura  f__S24-7              0        \n",
       "25   JCK.10040.TongueEtOH.1 Mus        f__Corynebacteriaceae 0        \n",
       "26   JCK.10042.TongueEtOH.1 Graphiurus f__S24-7              0        \n",
       "27   JCK.10042.TongueEtOH.2 Graphiurus f__Gemellaceae        0        \n",
       "28   JCK.10045.TongueEtOH.1 Mus        f__Corynebacteriaceae 0        \n",
       "29   JCK.10045.TongueEtOH.1 Mus        f__Neisseriaceae      0        \n",
       "30   JCK.10045.TongueEtOH.1 Mus        NA                    0        \n",
       "⋮    ⋮                      ⋮          ⋮                     ⋮        \n",
       "2314 JCK.10063.TongueEtOH.1 Grammomys  f__Pasteurellaceae    0.7782935\n",
       "2315 JCK.10143.TongueEtOH   Graphiurus Other                 0.7785453\n",
       "2316 JCK.9990.TongueEtOH    Praomys    f__Pasteurellaceae    0.7788393\n",
       "2317 JCK.10080.TongueEtOH.2 Crocidura  Other                 0.7799188\n",
       "2318 JCK.9973.TongueEtOH.1  Lophuromys f__Pasteurellaceae    0.7823868\n",
       "2319 JCK.10270.TongueEtOH   Graphiurus Other                 0.7880714\n",
       "2320 JCK.9929.TongueEtOH.2  Crocidura  Other                 0.7943146\n",
       "2321 JCK.10042.TongueEtOH.1 Graphiurus f__Pasteurellaceae    0.7950865\n",
       "2322 JCK.10060.TongueEtOH.1 Otomys     f__Pasteurellaceae    0.7953622\n",
       "2323 JCK.9971.TongueEtOH    Praomys    f__Streptococcaceae   0.7971455\n",
       "2324 JCK.10124.TongueEtOH.2 Mus        f__Neisseriaceae      0.7979672\n",
       "2325 JCK.10019.TongueEtOH.2 Dendromus  Other                 0.8047412\n",
       "2326 JCK.10115.TongueEtOH.1 Dendromus  f__Streptococcaceae   0.8143689\n",
       "2327 JCK.9942.TongueEtOH.2  Crocidura  Other                 0.8145097\n",
       "2328 JCK.9978.TongueEtOH.2  Lophuromys Other                 0.8209738\n",
       "2329 JCK.10123.TongueEtOH.1 Lophuromys f__Pasteurellaceae    0.8211171\n",
       "2330 JCK.9975.TongueEtOH.2  Praomys    Other                 0.8405278\n",
       "2331 JCK.10038.TongueEtOH.2 Crocidura  Other                 0.8480465\n",
       "2332 JCK.9930.TongueEtOH    Aethomys   f__Pasteurellaceae    0.8481099\n",
       "2333 JCK.9966.TongueEtOH    Crocidura  Other                 0.8550867\n",
       "2334 JCK.10126.TongueEtOH.2 Graphiurus Other                 0.8618420\n",
       "2335 JCK.9915.TongueEtOH    Lophuromys f__Pasteurellaceae    0.8883107\n",
       "2336 JCK.10040.TongueEtOH.1 Mus        f__Gemellaceae        0.9012904\n",
       "2337 JCK.10063.TongueEtOH.2 Grammomys  Other                 0.9174888\n",
       "2338 JCK.10040.TongueEtOH.2 Mus        f__Neisseriaceae      0.9294432\n",
       "2339 JCK.10045.TongueEtOH.1 Mus        f__Gemellaceae        0.9314312\n",
       "2340 JCK.10145.TongueEtOH.2 Mus        f__Neisseriaceae      0.9328872\n",
       "2341 JCK.9929.TongueEtOH.1  Crocidura  f__Pasteurellaceae    0.9417586\n",
       "2342 JCK.10053.TongueEtOH.2 Mus        f__Neisseriaceae      0.9437368\n",
       "2343 JCK.10042.TongueEtOH.2 Graphiurus Other                 0.9456074"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mdfall.other$Rank5.other[mdfall.other$Rank5.other == 'f__'] <- 'Other'\n",
    "mdfall.other$Rank5.other[mdfall.other$Rank5.other == 'NA'] <- 'Other'\n",
    "\n",
    "mdfall.other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` ungrouping output (override with `.groups` argument)\n",
      "\n",
      "`summarise()` ungrouping output (override with `.groups` argument)\n",
      "\n",
      "Selecting by m\n",
      "\n",
      "`summarise()` regrouping output by 'Sample', 'Host_Genus' (override with `.groups` argument)\n",
      "\n",
      "`summarise()` ungrouping output (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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AQSOwAAAAArgcQOAAAAwEogsQMAAACw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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 11\n",
    "\n",
    "topN = oral.mdf %>%\n",
    "    group_by(Rank5) %>%\n",
    "    summarize(Abundance = sum(Abundance)) %>%\n",
    "    group_by(Rank5) %>%\n",
    "    summarize(m = mean(Abundance)) %>%\n",
    "    top_n(N) %>%\n",
    "    arrange(desc(m)) %>%\n",
    "    magrittr::extract2(\"Rank5\")\n",
    "\n",
    "mdfall.other = oral.mdf %>%\n",
    "    mutate(Rank5.other = ifelse(Rank5 %in% topN, as.character(Rank5), \"Other\")) %>%\n",
    "    group_by(Sample, Host_Genus, Rank5.other) %>%\n",
    "    summarize(Abundance = sum(Abundance)) %>%\n",
    "    arrange(Abundance)\n",
    "\n",
    "mdfall.summary = mdfall.other %>%\n",
    "    group_by(Rank5.other) %>%\n",
    "    summarise(avg = mean(Abundance), \n",
    "              sd = sd(Abundance), \n",
    "              sem = sd/sqrt(length(Abundance)),\n",
    "              abundance = round(avg*100,2)) %>%\n",
    "    arrange(Rank5.other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EogsQMAAACwEkjsAAAAAKwEEjsAAAAA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\nHz+elJR0VaNKZeYgiVar3b59e1/VBUDhCHYAYH1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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mdfall.other[order(mdfall.other$Rank5.other),], aes(x=Sample, y = Abundance, fill = Rank5.other))\n",
    "                        \n",
    "p = p + facet_wrap(~Host_Genus, shrink = TRUE, scales = \"free_x\",nrow=1) +\n",
    "    ylab(\"Relative Abundance\")  +\n",
    "    geom_bar(stat=\"identity\") +\n",
    "    scale_fill_viridis(option=\"viridis\", discrete=TRUE, direction=-1) #    scale_y_continuous(expand = c(0,0))\n",
    "\n",
    "p = p + guides(fill = guide_legend(title = \"Rank5\", ncol = 1, keywidth = 1, keyheight = 1))\n",
    "\n",
    "p = p + theme_bw() + theme(panel.grid.major = element_blank(),\n",
    "              axis.title.y=element_text(margin=margin(0,20,0,0)),\n",
    "              text=element_text(size=9, color=\"black\",family=\"Arial\"),\n",
    "              panel.grid.minor = element_blank(),\n",
    "              axis.text.x = element_blank(),\n",
    "              axis.ticks = element_blank(),\n",
    "              #axis.text.x=element_text(angle=90,vjust=0.4),\n",
    "              #legend.key.size = unit(.25, \"mm\"),\n",
    "              legend.spacing.x = unit(.2,\"in\"),\n",
    "              axis.title.x=element_blank())\n",
    "\n",
    "p = p + theme(legend.position=\"bottom\")\n",
    "\n",
    "p = p + ggtitle(\"Top 10 Rank5 by Status\") + theme(plot.title = element_text(hjust = 0.5))\n",
    "\n",
    "p\n",
    "\n",
    "#png('/home/holutz/projects/DolphinMP/Phase1/Plots/RelAbund.Status.Rank5.png', width=10, height=8, units='in', res=300)\n",
    "#plot(p)\n",
    "#dev.off()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>SampleID</th><th scope=col>Host_Genus</th><th scope=col>Rank2</th><th scope=col>Phylum.other</th><th scope=col>avg</th><th scope=col>sd</th><th scope=col>sem</th><th scope=col>proportion</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>JCK.10143.SkinEtOH </td><td>Graphiurus         </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.9886136          </td><td>NA                 </td><td>NA                 </td><td>98.86              </td></tr>\n",
       "\t<tr><td>JCK.9941.SkinEtOH  </td><td>Mastomys           </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.8999139          </td><td>NA                 </td><td>NA                 </td><td>89.99              </td></tr>\n",
       "\t<tr><td>JCK.9913.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.8567128          </td><td>NA                 </td><td>NA                 </td><td>85.67              </td></tr>\n",
       "\t<tr><td>JCK.9976.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.8483063          </td><td>NA                 </td><td>NA                 </td><td>84.83              </td></tr>\n",
       "\t<tr><td>JCK.9954.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.7845129          </td><td>NA                 </td><td>NA                 </td><td>78.45              </td></tr>\n",
       "\t<tr><td>JCK.9918.SkinEtOH  </td><td>Praomys            </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.7767982          </td><td>NA                 </td><td>NA                 </td><td>77.68              </td></tr>\n",
       "\t<tr><td>JCK.9947.SkinEtOH  </td><td>Grammomys          </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.7659975          </td><td>NA                 </td><td>NA                 </td><td>76.60              </td></tr>\n",
       "\t<tr><td>JCK.9985.SkinEtOH  </td><td>Mastomys           </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.7626946          </td><td>NA                 </td><td>NA                 </td><td>76.27              </td></tr>\n",
       "\t<tr><td>JCK.9957.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.7227315          </td><td>NA                 </td><td>NA                 </td><td>72.27              </td></tr>\n",
       "\t<tr><td>JCK.10342.SkinEtOH </td><td>Hylomyscus         </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.7040629          </td><td>NA                 </td><td>NA                 </td><td>70.41              </td></tr>\n",
       "\t<tr><td>JCK.9930.SkinEtOH  </td><td>Aethomys           </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6575190          </td><td>NA                 </td><td>NA                 </td><td>65.75              </td></tr>\n",
       "\t<tr><td>JCK.9921.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.6481559          </td><td>NA                 </td><td>NA                 </td><td>64.82              </td></tr>\n",
       "\t<tr><td>JCK.10375.SkinEtOH </td><td>Mus                </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6427638          </td><td>NA                 </td><td>NA                 </td><td>64.28              </td></tr>\n",
       "\t<tr><td>JCK.10354.SkinEtOH </td><td>Hylomyscus         </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6418358          </td><td>NA                 </td><td>NA                 </td><td>64.18              </td></tr>\n",
       "\t<tr><td>JCK.9915.SkinEtOH  </td><td>Lophuromys         </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.6301256          </td><td>NA                 </td><td>NA                 </td><td>63.01              </td></tr>\n",
       "\t<tr><td>JCK.9955.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.6271580          </td><td>NA                 </td><td>NA                 </td><td>62.72              </td></tr>\n",
       "\t<tr><td>JCK.10411.SkinEtOH </td><td>Mus                </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6193751          </td><td>NA                 </td><td>NA                 </td><td>61.94              </td></tr>\n",
       "\t<tr><td>JCK.10294.SkinEtOH </td><td>Praomys            </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6174496          </td><td>NA                 </td><td>NA                 </td><td>61.74              </td></tr>\n",
       "\t<tr><td>JCK.10288.SkinEtOH </td><td>Praomys            </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6157777          </td><td>NA                 </td><td>NA                 </td><td>61.58              </td></tr>\n",
       "\t<tr><td>JCK.10296.SkinEtOH </td><td>Praomys            </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.6138203          </td><td>NA                 </td><td>NA                 </td><td>61.38              </td></tr>\n",
       "\t<tr><td>JCK.9983.SkinEtOH  </td><td>Lophuromys         </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.6030866          </td><td>NA                 </td><td>NA                 </td><td>60.31              </td></tr>\n",
       "\t<tr><td>JCK.10321.SkinEtOH </td><td>Hylomyscus         </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.5966051          </td><td>NA                 </td><td>NA                 </td><td>59.66              </td></tr>\n",
       "\t<tr><td>JCK.10345.SkinEtOH </td><td>Hylomyscus         </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.5839726          </td><td>NA                 </td><td>NA                 </td><td>58.40              </td></tr>\n",
       "\t<tr><td>JCK.9945.SkinEtOH  </td><td>Myomyscus          </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.5831091          </td><td>NA                 </td><td>NA                 </td><td>58.31              </td></tr>\n",
       "\t<tr><td>JCK.9944.SkinEtOH  </td><td>Lophuromys         </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.5693898          </td><td>NA                 </td><td>NA                 </td><td>56.94              </td></tr>\n",
       "\t<tr><td>JCK.9914.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.5633436          </td><td>NA                 </td><td>NA                 </td><td>56.33              </td></tr>\n",
       "\t<tr><td>JCK.9949.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.5553173          </td><td>NA                 </td><td>NA                 </td><td>55.53              </td></tr>\n",
       "\t<tr><td>JCK.9924.SkinEtOH.1</td><td>Praomys            </td><td>p__Proteobacteria  </td><td>p__Proteobacteria  </td><td>0.5328973          </td><td>NA                 </td><td>NA                 </td><td>53.29              </td></tr>\n",
       "\t<tr><td>JCK.9948.SkinEtOH  </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.5302053          </td><td>NA                 </td><td>NA                 </td><td>53.02              </td></tr>\n",
       "\t<tr><td>JCK.10318.SkinEtOH </td><td>Praomys            </td><td>p__Actinobacteria  </td><td>p__Actinobacteria  </td><td>0.5287610          </td><td>NA                 </td><td>NA                 </td><td>52.88              </td></tr>\n",
       "\t<tr><td><U+22EE></td><td><U+22EE></td><td><U+22EE></td><td><U+22EE></td><td><U+22EE></td><td><U+22EE></td><td><U+22EE></td><td><U+22EE></td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__Chlorobi       </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__Crenarchaeota  </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__Euryarchaeota  </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__FBP            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__FCPU426        </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__Fibrobacteres  </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__GAL15          </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__GN02           </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__GN04           </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__GOUTA4         </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__MVP-21         </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__NKB19          </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__OD1            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__OP1            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__OP11           </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__OP3            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__OP8            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__OP9            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__SAR406         </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__SBR1093        </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__SR1            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__Synergistetes  </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__TM6            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__Thermotogae    </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__WPS-2          </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__WS2            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__WS3            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__WS5            </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__WWE1           </td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "\t<tr><td>JCK.9990.SkinEtOH </td><td>Praomys           </td><td>p__[Parvarchaeota]</td><td>Other             </td><td>0                 </td><td>NA                </td><td>NA                </td><td>0                 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllll}\n",
       " SampleID & Host\\_Genus & Rank2 & Phylum.other & avg & sd & sem & proportion\\\\\n",
       "\\hline\n",
       "\t JCK.10143.SkinEtOH    & Graphiurus            & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.9886136             & NA                    & NA                    & 98.86                \\\\\n",
       "\t JCK.9941.SkinEtOH     & Mastomys              & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.8999139             & NA                    & NA                    & 89.99                \\\\\n",
       "\t JCK.9913.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.8567128             & NA                    & NA                    & 85.67                \\\\\n",
       "\t JCK.9976.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.8483063             & NA                    & NA                    & 84.83                \\\\\n",
       "\t JCK.9954.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.7845129             & NA                    & NA                    & 78.45                \\\\\n",
       "\t JCK.9918.SkinEtOH     & Praomys               & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.7767982             & NA                    & NA                    & 77.68                \\\\\n",
       "\t JCK.9947.SkinEtOH     & Grammomys             & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.7659975             & NA                    & NA                    & 76.60                \\\\\n",
       "\t JCK.9985.SkinEtOH     & Mastomys              & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.7626946             & NA                    & NA                    & 76.27                \\\\\n",
       "\t JCK.9957.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.7227315             & NA                    & NA                    & 72.27                \\\\\n",
       "\t JCK.10342.SkinEtOH    & Hylomyscus            & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.7040629             & NA                    & NA                    & 70.41                \\\\\n",
       "\t JCK.9930.SkinEtOH     & Aethomys              & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6575190             & NA                    & NA                    & 65.75                \\\\\n",
       "\t JCK.9921.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.6481559             & NA                    & NA                    & 64.82                \\\\\n",
       "\t JCK.10375.SkinEtOH    & Mus                   & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6427638             & NA                    & NA                    & 64.28                \\\\\n",
       "\t JCK.10354.SkinEtOH    & Hylomyscus            & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6418358             & NA                    & NA                    & 64.18                \\\\\n",
       "\t JCK.9915.SkinEtOH     & Lophuromys            & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.6301256             & NA                    & NA                    & 63.01                \\\\\n",
       "\t JCK.9955.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.6271580             & NA                    & NA                    & 62.72                \\\\\n",
       "\t JCK.10411.SkinEtOH    & Mus                   & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6193751             & NA                    & NA                    & 61.94                \\\\\n",
       "\t JCK.10294.SkinEtOH    & Praomys               & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6174496             & NA                    & NA                    & 61.74                \\\\\n",
       "\t JCK.10288.SkinEtOH    & Praomys               & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6157777             & NA                    & NA                    & 61.58                \\\\\n",
       "\t JCK.10296.SkinEtOH    & Praomys               & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.6138203             & NA                    & NA                    & 61.38                \\\\\n",
       "\t JCK.9983.SkinEtOH     & Lophuromys            & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.6030866             & NA                    & NA                    & 60.31                \\\\\n",
       "\t JCK.10321.SkinEtOH    & Hylomyscus            & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.5966051             & NA                    & NA                    & 59.66                \\\\\n",
       "\t JCK.10345.SkinEtOH    & Hylomyscus            & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.5839726             & NA                    & NA                    & 58.40                \\\\\n",
       "\t JCK.9945.SkinEtOH     & Myomyscus             & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.5831091             & NA                    & NA                    & 58.31                \\\\\n",
       "\t JCK.9944.SkinEtOH     & Lophuromys            & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.5693898             & NA                    & NA                    & 56.94                \\\\\n",
       "\t JCK.9914.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.5633436             & NA                    & NA                    & 56.33                \\\\\n",
       "\t JCK.9949.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.5553173             & NA                    & NA                    & 55.53                \\\\\n",
       "\t JCK.9924.SkinEtOH.1   & Praomys               & p\\_\\_Proteobacteria & p\\_\\_Proteobacteria & 0.5328973             & NA                    & NA                    & 53.29                \\\\\n",
       "\t JCK.9948.SkinEtOH     & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.5302053             & NA                    & NA                    & 53.02                \\\\\n",
       "\t JCK.10318.SkinEtOH    & Praomys               & p\\_\\_Actinobacteria & p\\_\\_Actinobacteria & 0.5287610             & NA                    & NA                    & 52.88                \\\\\n",
       "\t <U+22EE> & <U+22EE> & <U+22EE> & <U+22EE> & <U+22EE> & <U+22EE> & <U+22EE> & <U+22EE>\\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_Chlorobi        & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_Crenarchaeota   & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_Euryarchaeota   & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_FBP             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_FCPU426         & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_Fibrobacteres   & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_GAL15           & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_GN02            & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_GN04            & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_GOUTA4          & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_MVP-21          & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_NKB19           & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_OD1             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_OP1             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_OP11            & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_OP3             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_OP8             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_OP9             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_SAR406          & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_SBR1093         & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_SR1             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_Synergistetes   & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_TM6             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_Thermotogae     & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_WPS-2           & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_WS2             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_WS3             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_WS5             & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH      & Praomys                & p\\_\\_WWE1            & Other                  & 0                      & NA                     & NA                     & 0                     \\\\\n",
       "\t JCK.9990.SkinEtOH          & Praomys                    & p\\_\\_{[}Parvarchaeota{]} & Other                      & 0                          & NA                         & NA                         & 0                         \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "SampleID | Host_Genus | Rank2 | Phylum.other | avg | sd | sem | proportion | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| JCK.10143.SkinEtOH  | Graphiurus          | p__Proteobacteria   | p__Proteobacteria   | 0.9886136           | NA                  | NA                  | 98.86               | \n",
       "| JCK.9941.SkinEtOH   | Mastomys            | p__Proteobacteria   | p__Proteobacteria   | 0.8999139           | NA                  | NA                  | 89.99               | \n",
       "| JCK.9913.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.8567128           | NA                  | NA                  | 85.67               | \n",
       "| JCK.9976.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.8483063           | NA                  | NA                  | 84.83               | \n",
       "| JCK.9954.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.7845129           | NA                  | NA                  | 78.45               | \n",
       "| JCK.9918.SkinEtOH   | Praomys             | p__Proteobacteria   | p__Proteobacteria   | 0.7767982           | NA                  | NA                  | 77.68               | \n",
       "| JCK.9947.SkinEtOH   | Grammomys           | p__Actinobacteria   | p__Actinobacteria   | 0.7659975           | NA                  | NA                  | 76.60               | \n",
       "| JCK.9985.SkinEtOH   | Mastomys            | p__Proteobacteria   | p__Proteobacteria   | 0.7626946           | NA                  | NA                  | 76.27               | \n",
       "| JCK.9957.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.7227315           | NA                  | NA                  | 72.27               | \n",
       "| JCK.10342.SkinEtOH  | Hylomyscus          | p__Proteobacteria   | p__Proteobacteria   | 0.7040629           | NA                  | NA                  | 70.41               | \n",
       "| JCK.9930.SkinEtOH   | Aethomys            | p__Proteobacteria   | p__Proteobacteria   | 0.6575190           | NA                  | NA                  | 65.75               | \n",
       "| JCK.9921.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.6481559           | NA                  | NA                  | 64.82               | \n",
       "| JCK.10375.SkinEtOH  | Mus                 | p__Proteobacteria   | p__Proteobacteria   | 0.6427638           | NA                  | NA                  | 64.28               | \n",
       "| JCK.10354.SkinEtOH  | Hylomyscus          | p__Proteobacteria   | p__Proteobacteria   | 0.6418358           | NA                  | NA                  | 64.18               | \n",
       "| JCK.9915.SkinEtOH   | Lophuromys          | p__Actinobacteria   | p__Actinobacteria   | 0.6301256           | NA                  | NA                  | 63.01               | \n",
       "| JCK.9955.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.6271580           | NA                  | NA                  | 62.72               | \n",
       "| JCK.10411.SkinEtOH  | Mus                 | p__Proteobacteria   | p__Proteobacteria   | 0.6193751           | NA                  | NA                  | 61.94               | \n",
       "| JCK.10294.SkinEtOH  | Praomys             | p__Proteobacteria   | p__Proteobacteria   | 0.6174496           | NA                  | NA                  | 61.74               | \n",
       "| JCK.10288.SkinEtOH  | Praomys             | p__Proteobacteria   | p__Proteobacteria   | 0.6157777           | NA                  | NA                  | 61.58               | \n",
       "| JCK.10296.SkinEtOH  | Praomys             | p__Proteobacteria   | p__Proteobacteria   | 0.6138203           | NA                  | NA                  | 61.38               | \n",
       "| JCK.9983.SkinEtOH   | Lophuromys          | p__Actinobacteria   | p__Actinobacteria   | 0.6030866           | NA                  | NA                  | 60.31               | \n",
       "| JCK.10321.SkinEtOH  | Hylomyscus          | p__Proteobacteria   | p__Proteobacteria   | 0.5966051           | NA                  | NA                  | 59.66               | \n",
       "| JCK.10345.SkinEtOH  | Hylomyscus          | p__Proteobacteria   | p__Proteobacteria   | 0.5839726           | NA                  | NA                  | 58.40               | \n",
       "| JCK.9945.SkinEtOH   | Myomyscus           | p__Actinobacteria   | p__Actinobacteria   | 0.5831091           | NA                  | NA                  | 58.31               | \n",
       "| JCK.9944.SkinEtOH   | Lophuromys          | p__Actinobacteria   | p__Actinobacteria   | 0.5693898           | NA                  | NA                  | 56.94               | \n",
       "| JCK.9914.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.5633436           | NA                  | NA                  | 56.33               | \n",
       "| JCK.9949.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.5553173           | NA                  | NA                  | 55.53               | \n",
       "| JCK.9924.SkinEtOH.1 | Praomys             | p__Proteobacteria   | p__Proteobacteria   | 0.5328973           | NA                  | NA                  | 53.29               | \n",
       "| JCK.9948.SkinEtOH   | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.5302053           | NA                  | NA                  | 53.02               | \n",
       "| JCK.10318.SkinEtOH  | Praomys             | p__Actinobacteria   | p__Actinobacteria   | 0.5287610           | NA                  | NA                  | 52.88               | \n",
       "| <U+22EE> | <U+22EE> | <U+22EE> | <U+22EE> | <U+22EE> | <U+22EE> | <U+22EE> | <U+22EE> | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__Chlorobi        | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__Crenarchaeota   | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__Euryarchaeota   | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__FBP             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__FCPU426         | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__Fibrobacteres   | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__GAL15           | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__GN02            | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__GN04            | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__GOUTA4          | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__MVP-21          | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__NKB19           | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__OD1             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__OP1             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__OP11            | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__OP3             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__OP8             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__OP9             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__SAR406          | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__SBR1093         | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__SR1             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__Synergistetes   | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__TM6             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__Thermotogae     | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__WPS-2           | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__WS2             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__WS3             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__WS5             | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__WWE1            | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "| JCK.9990.SkinEtOH  | Praomys            | p__[Parvarchaeota] | Other              | 0                  | NA                 | NA                 | 0                  | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "       SampleID            Host_Genus Rank2              Phylum.other     \n",
       "1      JCK.10143.SkinEtOH  Graphiurus p__Proteobacteria  p__Proteobacteria\n",
       "2      JCK.9941.SkinEtOH   Mastomys   p__Proteobacteria  p__Proteobacteria\n",
       "3      JCK.9913.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "4      JCK.9976.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "5      JCK.9954.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "6      JCK.9918.SkinEtOH   Praomys    p__Proteobacteria  p__Proteobacteria\n",
       "7      JCK.9947.SkinEtOH   Grammomys  p__Actinobacteria  p__Actinobacteria\n",
       "8      JCK.9985.SkinEtOH   Mastomys   p__Proteobacteria  p__Proteobacteria\n",
       "9      JCK.9957.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "10     JCK.10342.SkinEtOH  Hylomyscus p__Proteobacteria  p__Proteobacteria\n",
       "11     JCK.9930.SkinEtOH   Aethomys   p__Proteobacteria  p__Proteobacteria\n",
       "12     JCK.9921.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "13     JCK.10375.SkinEtOH  Mus        p__Proteobacteria  p__Proteobacteria\n",
       "14     JCK.10354.SkinEtOH  Hylomyscus p__Proteobacteria  p__Proteobacteria\n",
       "15     JCK.9915.SkinEtOH   Lophuromys p__Actinobacteria  p__Actinobacteria\n",
       "16     JCK.9955.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "17     JCK.10411.SkinEtOH  Mus        p__Proteobacteria  p__Proteobacteria\n",
       "18     JCK.10294.SkinEtOH  Praomys    p__Proteobacteria  p__Proteobacteria\n",
       "19     JCK.10288.SkinEtOH  Praomys    p__Proteobacteria  p__Proteobacteria\n",
       "20     JCK.10296.SkinEtOH  Praomys    p__Proteobacteria  p__Proteobacteria\n",
       "21     JCK.9983.SkinEtOH   Lophuromys p__Actinobacteria  p__Actinobacteria\n",
       "22     JCK.10321.SkinEtOH  Hylomyscus p__Proteobacteria  p__Proteobacteria\n",
       "23     JCK.10345.SkinEtOH  Hylomyscus p__Proteobacteria  p__Proteobacteria\n",
       "24     JCK.9945.SkinEtOH   Myomyscus  p__Actinobacteria  p__Actinobacteria\n",
       "25     JCK.9944.SkinEtOH   Lophuromys p__Actinobacteria  p__Actinobacteria\n",
       "26     JCK.9914.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "27     JCK.9949.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "28     JCK.9924.SkinEtOH.1 Praomys    p__Proteobacteria  p__Proteobacteria\n",
       "29     JCK.9948.SkinEtOH   Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "30     JCK.10318.SkinEtOH  Praomys    p__Actinobacteria  p__Actinobacteria\n",
       "<U+22EE> <U+22EE>            <U+22EE>   <U+22EE>           <U+22EE>         \n",
       "5104   JCK.9990.SkinEtOH   Praomys    p__Chlorobi        Other            \n",
       "5105   JCK.9990.SkinEtOH   Praomys    p__Crenarchaeota   Other            \n",
       "5106   JCK.9990.SkinEtOH   Praomys    p__Euryarchaeota   Other            \n",
       "5107   JCK.9990.SkinEtOH   Praomys    p__FBP             Other            \n",
       "5108   JCK.9990.SkinEtOH   Praomys    p__FCPU426         Other            \n",
       "5109   JCK.9990.SkinEtOH   Praomys    p__Fibrobacteres   Other            \n",
       "5110   JCK.9990.SkinEtOH   Praomys    p__GAL15           Other            \n",
       "5111   JCK.9990.SkinEtOH   Praomys    p__GN02            Other            \n",
       "5112   JCK.9990.SkinEtOH   Praomys    p__GN04            Other            \n",
       "5113   JCK.9990.SkinEtOH   Praomys    p__GOUTA4          Other            \n",
       "5114   JCK.9990.SkinEtOH   Praomys    p__MVP-21          Other            \n",
       "5115   JCK.9990.SkinEtOH   Praomys    p__NKB19           Other            \n",
       "5116   JCK.9990.SkinEtOH   Praomys    p__OD1             Other            \n",
       "5117   JCK.9990.SkinEtOH   Praomys    p__OP1             Other            \n",
       "5118   JCK.9990.SkinEtOH   Praomys    p__OP11            Other            \n",
       "5119   JCK.9990.SkinEtOH   Praomys    p__OP3             Other            \n",
       "5120   JCK.9990.SkinEtOH   Praomys    p__OP8             Other            \n",
       "5121   JCK.9990.SkinEtOH   Praomys    p__OP9             Other            \n",
       "5122   JCK.9990.SkinEtOH   Praomys    p__SAR406          Other            \n",
       "5123   JCK.9990.SkinEtOH   Praomys    p__SBR1093         Other            \n",
       "5124   JCK.9990.SkinEtOH   Praomys    p__SR1             Other            \n",
       "5125   JCK.9990.SkinEtOH   Praomys    p__Synergistetes   Other            \n",
       "5126   JCK.9990.SkinEtOH   Praomys    p__TM6             Other            \n",
       "5127   JCK.9990.SkinEtOH   Praomys    p__Thermotogae     Other            \n",
       "5128   JCK.9990.SkinEtOH   Praomys    p__WPS-2           Other            \n",
       "5129   JCK.9990.SkinEtOH   Praomys    p__WS2             Other            \n",
       "5130   JCK.9990.SkinEtOH   Praomys    p__WS3             Other            \n",
       "5131   JCK.9990.SkinEtOH   Praomys    p__WS5             Other            \n",
       "5132   JCK.9990.SkinEtOH   Praomys    p__WWE1            Other            \n",
       "5133   JCK.9990.SkinEtOH   Praomys    p__[Parvarchaeota] Other            \n",
       "       avg       sd     sem    proportion\n",
       "1      0.9886136 NA     NA     98.86     \n",
       "2      0.8999139 NA     NA     89.99     \n",
       "3      0.8567128 NA     NA     85.67     \n",
       "4      0.8483063 NA     NA     84.83     \n",
       "5      0.7845129 NA     NA     78.45     \n",
       "6      0.7767982 NA     NA     77.68     \n",
       "7      0.7659975 NA     NA     76.60     \n",
       "8      0.7626946 NA     NA     76.27     \n",
       "9      0.7227315 NA     NA     72.27     \n",
       "10     0.7040629 NA     NA     70.41     \n",
       "11     0.6575190 NA     NA     65.75     \n",
       "12     0.6481559 NA     NA     64.82     \n",
       "13     0.6427638 NA     NA     64.28     \n",
       "14     0.6418358 NA     NA     64.18     \n",
       "15     0.6301256 NA     NA     63.01     \n",
       "16     0.6271580 NA     NA     62.72     \n",
       "17     0.6193751 NA     NA     61.94     \n",
       "18     0.6174496 NA     NA     61.74     \n",
       "19     0.6157777 NA     NA     61.58     \n",
       "20     0.6138203 NA     NA     61.38     \n",
       "21     0.6030866 NA     NA     60.31     \n",
       "22     0.5966051 NA     NA     59.66     \n",
       "23     0.5839726 NA     NA     58.40     \n",
       "24     0.5831091 NA     NA     58.31     \n",
       "25     0.5693898 NA     NA     56.94     \n",
       "26     0.5633436 NA     NA     56.33     \n",
       "27     0.5553173 NA     NA     55.53     \n",
       "28     0.5328973 NA     NA     53.29     \n",
       "29     0.5302053 NA     NA     53.02     \n",
       "30     0.5287610 NA     NA     52.88     \n",
       "<U+22EE> <U+22EE>  <U+22EE> <U+22EE> <U+22EE>  \n",
       "5104   0         NA     NA     0         \n",
       "5105   0         NA     NA     0         \n",
       "5106   0         NA     NA     0         \n",
       "5107   0         NA     NA     0         \n",
       "5108   0         NA     NA     0         \n",
       "5109   0         NA     NA     0         \n",
       "5110   0         NA     NA     0         \n",
       "5111   0         NA     NA     0         \n",
       "5112   0         NA     NA     0         \n",
       "5113   0         NA     NA     0         \n",
       "5114   0         NA     NA     0         \n",
       "5115   0         NA     NA     0         \n",
       "5116   0         NA     NA     0         \n",
       "5117   0         NA     NA     0         \n",
       "5118   0         NA     NA     0         \n",
       "5119   0         NA     NA     0         \n",
       "5120   0         NA     NA     0         \n",
       "5121   0         NA     NA     0         \n",
       "5122   0         NA     NA     0         \n",
       "5123   0         NA     NA     0         \n",
       "5124   0         NA     NA     0         \n",
       "5125   0         NA     NA     0         \n",
       "5126   0         NA     NA     0         \n",
       "5127   0         NA     NA     0         \n",
       "5128   0         NA     NA     0         \n",
       "5129   0         NA     NA     0         \n",
       "5130   0         NA     NA     0         \n",
       "5131   0         NA     NA     0         \n",
       "5132   0         NA     NA     0         \n",
       "5133   0         NA     NA     0         "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"Ignoring unknown aesthetics: y\"Warning message:\n",
      "\"Removed 2680 rows containing missing values (geom_bar).\"Warning message:\n",
      "\"Removed 5133 rows containing missing values (geom_errorbar).\""
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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4o93ShVWtiPbp5wdP36dUJIRp9GK5Ye5AghhM1etjyuT4bjkBqtJkB1Q9cAcKo6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yP//8s9PuhQaFIAS0BYeAI3YIgiCmBAUF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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sitenames = c('Kaboga cave Gede' = \"Kaboga\",\n",
    "              'Karamoja Provence; Kaabong District; Mout Morungole; Uganda' = \"Karamoja\",\n",
    "              'Monkey Bridge campsite Soysambu Conservancy' = \"Soysambu\",\n",
    "              'Lirhanda cave Kakamega Forest' = \"Lirhanda\",\n",
    "              'Mahiakalo cave Kakamega Forest' = \"Mahiakalo\",\n",
    "              'Makuruhu cave Gede' = \"Makuruhu\",\n",
    "              'Lion Hill cave Lake Nakuru National Park' = \"Lion Hill\",\n",
    "              'Buzambuli Trail 3 Kakamega Forest National Reserve' = \"Buzambuli\",\n",
    "              'Pipeline cave Gilgil' = \"Gilgil\",\n",
    "              'Makingeny cave Mount Elgon National Park' = \"Mt. Elgon\",\n",
    "              'Kitum cave Mount Elgon National Park' = \"Kitum\",\n",
    "              'Kariandusi mines Gilgil' = \"Kariandusi\",\n",
    "              'Diatomite cave Gilgil' = \"Diatomite\",\n",
    "              'Acholi Region; Lamwo District; Agoro-Agu Forest Reserve; Uganda'= \"Acholi\",\n",
    "              'Guano cave 3 Chyulu Hills National Park' = \"Chyulu\"\n",
    "              )\n",
    "\n",
    "p2 = ggplot(mdf.summary, aes(x= reorder(Phylum.other,-avg), y = avg)) \n",
    "\n",
    "p2 = p2 + geom_bar(stat=\"identity\")#, fill=\"white\", colour=\"black\", width=.8, size=.5)\n",
    "\n",
    "p2 = p2 + facet_wrap(~Host_Genus, scales = \"free_y\") + xlab(\"Phylum\") + ylab(\"Relative Abundance\")\n",
    "\n",
    "p2 = p2 + theme_bw() + theme(axis.text.x = element_text(angle = 90, hjust = 1, vjust = 0.25, size = 8),\n",
    "                           text=element_text(size=8, color=\"black\", family=\"Arial\"),\n",
    "                           legend.position=\"none\",\n",
    "                           axis.title.x=element_blank(),\n",
    "                           axis.title.y=element_text(margin=margin(0,15,0,0)))\n",
    "\n",
    "p2 = p2 + geom_point(aes(y = avg), data = mdf.summary) +\n",
    "    geom_errorbar(aes(y = avg, ymin = avg-(sd), ymax = avg+(sd)), \n",
    "                , color = \"black\", width = 0.2, size=.3, data = mdf.summary)\n",
    "\n",
    "p2 = p2 + scale_y_continuous(limits = c(0, 1))\n",
    "\n",
    "p2 = p2 + ggtitle(\"Rodent Skin Microbiome - top 6 OTUs by Phylum\")\n",
    "p2 = p2 + theme(plot.title = element_text(hjust = .5), legend.position=\"none\")\n",
    "\n",
    "p2 = p2 + geom_text(aes(x=Phylum.other, label=proportion), vjust = -2, size=2) \n",
    "\n",
    "p2"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R_3.6.0",
   "language": "R",
   "name": "ir360"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}