BlueHole_MAGs_gene_content.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This script takes individual files with MAG kofam annotations and compares gene representation in KEGG categories across categories. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import all the dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os as os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import glob as glob"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Navigate to working directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('/Users/nastassia.patin/Desktop/Projects/BlueHole/MAG_kofams')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the \"master\" KO htext file and reformat it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# provide the directory where the master KO Orthology file is located\n",
    "path = '/Users/nastassia.patin/Desktop/Workflows/KO_Orthology_ko00001.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th>Subgroup2</th>\n",
       "      <th>KO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>09100 Metabolism</td>\n",
       "      <td>09101 Carbohydrate metabolism</td>\n",
       "      <td>00010 Glycolysis / Gluconeogenesis [PATH:ko00010]</td>\n",
       "      <td>K00844  HK; hexokinase [EC:2.7.1.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>09100 Metabolism</td>\n",
       "      <td>09101 Carbohydrate metabolism</td>\n",
       "      <td>00010 Glycolysis / Gluconeogenesis [PATH:ko00010]</td>\n",
       "      <td>K12407  GCK; glucokinase [EC:2.7.1.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>09100 Metabolism</td>\n",
       "      <td>09101 Carbohydrate metabolism</td>\n",
       "      <td>00010 Glycolysis / Gluconeogenesis [PATH:ko00010]</td>\n",
       "      <td>K00845  glk; glucokinase [EC:2.7.1.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>09100 Metabolism</td>\n",
       "      <td>09101 Carbohydrate metabolism</td>\n",
       "      <td>00010 Glycolysis / Gluconeogenesis [PATH:ko00010]</td>\n",
       "      <td>K01810  GPI, pgi; glucose-6-phosphate isomeras...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09100 Metabolism</td>\n",
       "      <td>09101 Carbohydrate metabolism</td>\n",
       "      <td>00010 Glycolysis / Gluconeogenesis [PATH:ko00010]</td>\n",
       "      <td>K06859  pgi1; glucose-6-phosphate isomerase, a...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Group                      Subgroup1  \\\n",
       "0  09100 Metabolism  09101 Carbohydrate metabolism   \n",
       "1  09100 Metabolism  09101 Carbohydrate metabolism   \n",
       "2  09100 Metabolism  09101 Carbohydrate metabolism   \n",
       "3  09100 Metabolism  09101 Carbohydrate metabolism   \n",
       "4  09100 Metabolism  09101 Carbohydrate metabolism   \n",
       "\n",
       "                                           Subgroup2  \\\n",
       "0  00010 Glycolysis / Gluconeogenesis [PATH:ko00010]   \n",
       "1  00010 Glycolysis / Gluconeogenesis [PATH:ko00010]   \n",
       "2  00010 Glycolysis / Gluconeogenesis [PATH:ko00010]   \n",
       "3  00010 Glycolysis / Gluconeogenesis [PATH:ko00010]   \n",
       "4  00010 Glycolysis / Gluconeogenesis [PATH:ko00010]   \n",
       "\n",
       "                                                  KO  \n",
       "0                K00844  HK; hexokinase [EC:2.7.1.1]  \n",
       "1              K12407  GCK; glucokinase [EC:2.7.1.2]  \n",
       "2              K00845  glk; glucokinase [EC:2.7.1.2]  \n",
       "3  K01810  GPI, pgi; glucose-6-phosphate isomeras...  \n",
       "4  K06859  pgi1; glucose-6-phosphate isomerase, a...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ko_master = pd.read_csv(path, sep='\\t', header=None,\n",
    "                       names=['Group','Subgroup1','Subgroup2','KO'])\n",
    "ko_master.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The following steps edit the master file so the fields only contain text information about the gene function. They are optional if you want to keep the numerical codes associated with groups and subgroups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th>Subgroup2</th>\n",
       "      <th>KO</th>\n",
       "      <th>Function</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K00844</td>\n",
       "      <td>HK; hexokinase [EC:2.7.1.1]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K12407</td>\n",
       "      <td>GCK; glucokinase [EC:2.7.1.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K00845</td>\n",
       "      <td>glk; glucokinase [EC:2.7.1.2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01810</td>\n",
       "      <td>GPI, pgi; glucose-6-phosphate isomerase [EC:5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K06859</td>\n",
       "      <td>pgi1; glucose-6-phosphate isomerase, archaeal...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Group                Subgroup1                      Subgroup2      KO  \\\n",
       "0  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis   K00844   \n",
       "1  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis   K12407   \n",
       "2  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis   K00845   \n",
       "3  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis   K01810   \n",
       "4  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis   K06859   \n",
       "\n",
       "                                            Function  \n",
       "0                        HK; hexokinase [EC:2.7.1.1]  \n",
       "1                      GCK; glucokinase [EC:2.7.1.2]  \n",
       "2                      glk; glucokinase [EC:2.7.1.2]  \n",
       "3   GPI, pgi; glucose-6-phosphate isomerase [EC:5...  \n",
       "4   pgi1; glucose-6-phosphate isomerase, archaeal...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split the function from the KO\n",
    "ko_master[['KO', 'Function']] = ko_master['KO'].str.split(\" \", n=1, expand=True)\n",
    "# Split out the number label for groups and subgroups\n",
    "ko_master[['Subgroup2', 'PATH']] = ko_master['Subgroup2'].str.split(\"[\", n=1, expand=True)\n",
    "ko_master = ko_master.drop('PATH', axis=1)\n",
    "# Split out the number label for groups and subgroups\n",
    "ko_master[['GroupNum', 'Group']] = ko_master['Group'].str.split(\" \", n=1, expand=True)\n",
    "ko_master = ko_master.drop('GroupNum', axis=1)\n",
    "# Split out the number label for groups and subgroups\n",
    "ko_master[['GroupNum', 'Subgroup1']] = ko_master['Subgroup1'].str.split(\" \", n=1, expand=True)\n",
    "ko_master = ko_master.drop('GroupNum', axis=1)\n",
    "# Split out the number label for groups and subgroups\n",
    "ko_master[['GroupNum', 'Subgroup2']] = ko_master['Subgroup2'].str.split(\" \", n=1, expand=True)\n",
    "ko_master = ko_master.drop('GroupNum', axis=1)\n",
    "ko_master.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import all MAG KO lists and make a data frame with all annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ko_function(kos, master, name):\n",
    "    ko_list = list(kos['KO'])\n",
    "    # extract only KOs that are in the ko_sd_list\n",
    "    kos_funct = ko_master.loc[ko_master['KO'].isin(ko_list), :]\n",
    "    # filter out irrelevant categories\n",
    "    exclude = ['Human Diseases','Brite Hierarchies','Organismal Systems',\n",
    "                                    'Cellular community - eukaryotes']\n",
    "    kos_funct_filt = kos_funct.loc[~kos_funct['Group'].str.contains('|'.join(exclude))]\n",
    "    kos_funct_filt['MAG'] = name\n",
    "    return(kos_funct_filt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-6-ef59d8da87a4>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  kos_funct_filt['MAG'] = name\n"
     ]
    }
   ],
   "source": [
    "genecontent = []\n",
    "for file in glob.glob(\"*.txt\"):\n",
    "    kos = pd.read_csv(file, sep='\\t', names=['ORF', 'KO'])\n",
    "    a, b = file.split('.')\n",
    "    c, d, e, f = a.split('_')\n",
    "    name = c + '_' + d + '_' + e\n",
    "    df = ko_function(kos, ko_master, name)\n",
    "    genecontent.append(df)\n",
    "\n",
    "genecontent_df = pd.concat(genecontent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BH_Deeps_011', 'BH_Deeps_008', 'BH_Deeps_005', 'BH_Deeps_002',\n",
       "       'BH_Deeps_016', 'BH_Deeps_007', 'BH_Deeps_004', 'BH_Deeps_001',\n",
       "       'BH_Deeps_010', 'BH091995M_bbnorm_021', 'BH_Deeps_003',\n",
       "       'BH_Deeps_012'], dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genecontent_df['MAG'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th>Subgroup2</th>\n",
       "      <th>KO</th>\n",
       "      <th>Function</th>\n",
       "      <th>MAG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01810</td>\n",
       "      <td>GPI, pgi; glucose-6-phosphate isomerase [EC:5...</td>\n",
       "      <td>BH_Deeps_011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01624</td>\n",
       "      <td>FBA, fbaA; fructose-bisphosphate aldolase, cl...</td>\n",
       "      <td>BH_Deeps_011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01622</td>\n",
       "      <td>K01622; fructose 1,6-bisphosphate aldolase/ph...</td>\n",
       "      <td>BH_Deeps_011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01803</td>\n",
       "      <td>TPI, tpiA; triosephosphate isomerase (TIM) [E...</td>\n",
       "      <td>BH_Deeps_011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K00134</td>\n",
       "      <td>GAPDH, gapA; glyceraldehyde 3-phosphate dehyd...</td>\n",
       "      <td>BH_Deeps_011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Group                Subgroup1                      Subgroup2  \\\n",
       "3   Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis    \n",
       "19  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis    \n",
       "20  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis    \n",
       "23  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis    \n",
       "24  Metabolism  Carbohydrate metabolism  Glycolysis / Gluconeogenesis    \n",
       "\n",
       "        KO                                           Function           MAG  \n",
       "3   K01810   GPI, pgi; glucose-6-phosphate isomerase [EC:5...  BH_Deeps_011  \n",
       "19  K01624   FBA, fbaA; fructose-bisphosphate aldolase, cl...  BH_Deeps_011  \n",
       "20  K01622   K01622; fructose 1,6-bisphosphate aldolase/ph...  BH_Deeps_011  \n",
       "23  K01803   TPI, tpiA; triosephosphate isomerase (TIM) [E...  BH_Deeps_011  \n",
       "24  K00134   GAPDH, gapA; glyceraldehyde 3-phosphate dehyd...  BH_Deeps_011  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genecontent_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Replace MAG name with taxonomy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "taxa = pd.read_csv(\"MAG_taxa.csv\", names=['MAG', 'Taxonomy'])\n",
    "taxa = pd.Series(taxa.Taxonomy.values, index=taxa.MAG).to_dict()\n",
    "genecontent_df = genecontent_df.replace({\"MAG\": taxa})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Group genes by category and make bar charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Group by the highest category (\"Group\") and get counts for each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MAG                      Group                               \n",
       "BH20 (Thioglobaceae)     Cellular Processes                      0.037412\n",
       "                         Environmental Information Processing    0.059656\n",
       "                         Genetic Information Processing          0.173913\n",
       "                         Metabolism                              0.603640\n",
       "                         Not Included in Pathway or Brite        0.125379\n",
       "BH21 (Woesearchaeota)    Cellular Processes                      0.050633\n",
       "                         Environmental Information Processing    0.050633\n",
       "                         Genetic Information Processing          0.535865\n",
       "                         Metabolism                              0.185654\n",
       "                         Not Included in Pathway or Brite        0.177215\n",
       "BH22 (Patescibacteria)   Cellular Processes                      0.050000\n",
       "                         Environmental Information Processing    0.063158\n",
       "                         Genetic Information Processing          0.381579\n",
       "                         Metabolism                              0.373684\n",
       "                         Not Included in Pathway or Brite        0.131579\n",
       "BH23 (Bacteroidales)     Cellular Processes                      0.042646\n",
       "                         Environmental Information Processing    0.052219\n",
       "                         Genetic Information Processing          0.140992\n",
       "                         Metabolism                              0.586597\n",
       "                         Not Included in Pathway or Brite        0.177546\n",
       "BH24 (Rhodospirillales)  Cellular Processes                      0.066600\n",
       "                         Environmental Information Processing    0.079523\n",
       "                         Genetic Information Processing          0.096421\n",
       "                         Metabolism                              0.606362\n",
       "                         Not Included in Pathway or Brite        0.151093\n",
       "BH25 (Bacteroidales)     Cellular Processes                      0.045939\n",
       "                         Environmental Information Processing    0.046760\n",
       "                         Genetic Information Processing          0.141099\n",
       "                         Metabolism                              0.591468\n",
       "                         Not Included in Pathway or Brite        0.174733\n",
       "BH26 (Marinisomatota)    Cellular Processes                      0.086601\n",
       "                         Environmental Information Processing    0.066993\n",
       "                         Genetic Information Processing          0.138072\n",
       "                         Metabolism                              0.544118\n",
       "                         Not Included in Pathway or Brite        0.164216\n",
       "BH27 (Marinisomatota)    Cellular Processes                      0.083333\n",
       "                         Environmental Information Processing    0.075397\n",
       "                         Genetic Information Processing          0.120635\n",
       "                         Metabolism                              0.566667\n",
       "                         Not Included in Pathway or Brite        0.153968\n",
       "BH28 (Patescibacteria)   Cellular Processes                      0.042056\n",
       "                         Environmental Information Processing    0.051402\n",
       "                         Genetic Information Processing          0.327103\n",
       "                         Metabolism                              0.422897\n",
       "                         Not Included in Pathway or Brite        0.156542\n",
       "BH29 (Marinisomatota)    Cellular Processes                      0.082283\n",
       "                         Environmental Information Processing    0.068199\n",
       "                         Genetic Information Processing          0.123054\n",
       "                         Metabolism                              0.570793\n",
       "                         Not Included in Pathway or Brite        0.155671\n",
       "BH30 (Desulfobacterota)  Cellular Processes                      0.087678\n",
       "                         Environmental Information Processing    0.091825\n",
       "                         Genetic Information Processing          0.109005\n",
       "                         Metabolism                              0.548578\n",
       "                         Not Included in Pathway or Brite        0.162915\n",
       "BH31 (Myxococcota)       Cellular Processes                      0.090183\n",
       "                         Environmental Information Processing    0.068493\n",
       "                         Genetic Information Processing          0.143836\n",
       "                         Metabolism                              0.496575\n",
       "                         Not Included in Pathway or Brite        0.200913\n",
       "Name: Subgroup1, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mag_group = genecontent_df.groupby(['MAG', 'Group'])['Subgroup1'].count()\n",
    "mag_group = mag_group / mag_group.groupby(level=0).sum()\n",
    "mag_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_group = pd.DataFrame(mag_group).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fe620944c40>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1321.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=1.5, style=\"white\")\n",
    "fig = sns.catplot(x=\"Group\", y=\"Subgroup1\", hue=\"MAG\", data=df_group, kind='bar' , height=8.27, aspect=15/8.27,\n",
    "                 palette=sns.color_palette(\"muted\")) \n",
    "fig.set_axis_labels(\"KEGG Category\", \"Proportion of genes in in genome\", fontsize=18)\n",
    "fig.set_xticklabels(rotation=45, ha='right', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"BH_Deeps_MAGs_genecontent.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at only the 'Metabolism' genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Subgroup2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAG</th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">BH20 (Thioglobaceae)</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">Metabolism</th>\n",
       "      <th>Amino acid metabolism</th>\n",
       "      <td>0.131446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biosynthesis of other secondary metabolites</th>\n",
       "      <td>0.022245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carbohydrate metabolism</th>\n",
       "      <td>0.097068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Energy metabolism</th>\n",
       "      <td>0.102123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Glycan biosynthesis and metabolism</th>\n",
       "      <td>0.025278</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                             Subgroup2\n",
       "MAG                  Group      Subgroup1                                             \n",
       "BH20 (Thioglobaceae) Metabolism Amino acid metabolism                         0.131446\n",
       "                                Biosynthesis of other secondary metabolites   0.022245\n",
       "                                Carbohydrate metabolism                       0.097068\n",
       "                                Energy metabolism                             0.102123\n",
       "                                Glycan biosynthesis and metabolism            0.025278"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mag_group = genecontent_df.groupby(['MAG', 'Group', 'Subgroup1'])['Subgroup2'].count()\n",
    "mag_group = mag_group / mag_group.groupby(level=0).sum()\n",
    "df_group = pd.DataFrame(mag_group)\n",
    "df_group_metab = df_group.loc[(slice(None), ['Metabolism']), :] \n",
    "df_group_metab.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_group_metab = df_group_metab.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fe5f01099a0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1681.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=1.5, style=\"white\")\n",
    "fig = sns.catplot(x=\"Subgroup1\", y=\"Subgroup2\", hue=\"MAG\", data=df_group_metab, kind='bar' , height=8.27, \n",
    "                  aspect=20/8.27, palette=sns.color_palette(\"muted\")) \n",
    "fig.set_axis_labels(\"KEGG Subcategory\", \"Proportion of genes in in genome\", fontsize=18)\n",
    "fig.set_xticklabels(rotation=45, ha='right', fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"BH_Deeps_MAGs_metabolism_genecontent.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at only the 'Genetic Information Processing' genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Subgroup2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAG</th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">BH20 (Thioglobaceae)</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">Genetic Information Processing</th>\n",
       "      <th>Folding, sorting and degradation</th>\n",
       "      <td>0.040445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Replication and repair</th>\n",
       "      <td>0.051567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transcription</th>\n",
       "      <td>0.003033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Translation</th>\n",
       "      <td>0.078868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BH21 (Woesearchaeota)</th>\n",
       "      <th>Genetic Information Processing</th>\n",
       "      <th>Folding, sorting and degradation</th>\n",
       "      <td>0.063291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                       Subgroup2\n",
       "MAG                   Group                          Subgroup1                                  \n",
       "BH20 (Thioglobaceae)  Genetic Information Processing Folding, sorting and degradation   0.040445\n",
       "                                                     Replication and repair             0.051567\n",
       "                                                     Transcription                      0.003033\n",
       "                                                     Translation                        0.078868\n",
       "BH21 (Woesearchaeota) Genetic Information Processing Folding, sorting and degradation   0.063291"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_group_genetic = df_group.loc[(slice(None), ['Genetic Information Processing']), :] \n",
    "df_group_genetic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_group_genetic = df_group_genetic.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fe630cc7a90>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1681.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=1.5, style=\"white\")\n",
    "fig = sns.catplot(x=\"Subgroup1\", y=\"Subgroup2\", hue=\"MAG\", data=df_group_genetic, kind='bar' , height=8.27, \n",
    "                  aspect=20/8.27, palette=sns.color_palette(\"muted\")) \n",
    "fig.set_axis_labels(\"KEGG Subcategory\", \"Proportion of genes in in genome\", fontsize=18)\n",
    "fig.set_xticklabels(fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"BH_Deeps_MAGs_genetic_genecontent.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at only the 'Environmental Information Processing' genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Subgroup2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAG</th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">BH20 (Thioglobaceae)</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Environmental Information Processing</th>\n",
       "      <th>Membrane transport</th>\n",
       "      <td>0.033367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Signal transduction</th>\n",
       "      <td>0.026289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">BH21 (Woesearchaeota)</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">Environmental Information Processing</th>\n",
       "      <th>Membrane transport</th>\n",
       "      <td>0.012658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Signal transduction</th>\n",
       "      <td>0.037975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BH22 (Patescibacteria)</th>\n",
       "      <th>Environmental Information Processing</th>\n",
       "      <th>Membrane transport</th>\n",
       "      <td>0.028947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                 Subgroup2\n",
       "MAG                    Group                                Subgroup1                     \n",
       "BH20 (Thioglobaceae)   Environmental Information Processing Membrane transport    0.033367\n",
       "                                                            Signal transduction   0.026289\n",
       "BH21 (Woesearchaeota)  Environmental Information Processing Membrane transport    0.012658\n",
       "                                                            Signal transduction   0.037975\n",
       "BH22 (Patescibacteria) Environmental Information Processing Membrane transport    0.028947"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_group_eip = df_group.loc[(slice(None), ['Environmental Information Processing']), :] \n",
    "df_group_eip.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_group_eip = df_group_eip.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f7f20c29370>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600.97x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "sns.set_color_codes(\"muted\")\n",
    "fig = sns.catplot(x=\"Subgroup1\", y=\"Subgroup2\", hue=\"MAG\", data=df_group_eip, kind='bar' , height=8.27, \n",
    "                  aspect=20/8.27, palette=sns.color_palette(\"muted\")) \n",
    "fig.set_axis_labels(\"KEGG Subcategory\", \"Proportion of genes in in genome\", fontsize=18)\n",
    "fig.set_xticklabels(fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"BH_Deeps_MAGs_EIP_genecontent.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Look at only \"Energy metabolisms\" genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>KO</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MAG</th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th>Subgroup2</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">BH20 (Thioglobaceae)</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">Metabolism</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">Energy metabolism</th>\n",
       "      <th>Carbon fixation in photosynthetic organisms</th>\n",
       "      <td>0.012133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carbon fixation pathways in prokaryotes</th>\n",
       "      <td>0.010111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Methane metabolism</th>\n",
       "      <td>0.012133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nitrogen metabolism</th>\n",
       "      <td>0.011122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oxidative phosphorylation</th>\n",
       "      <td>0.033367</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                      KO\n",
       "MAG                  Group      Subgroup1         Subgroup2                                             \n",
       "BH20 (Thioglobaceae) Metabolism Energy metabolism Carbon fixation in photosynthetic organisms   0.012133\n",
       "                                                  Carbon fixation pathways in prokaryotes       0.010111\n",
       "                                                  Methane metabolism                            0.012133\n",
       "                                                  Nitrogen metabolism                           0.011122\n",
       "                                                  Oxidative phosphorylation                     0.033367"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mag_group = genecontent_df.groupby(['MAG', 'Group', 'Subgroup1',\n",
    "                                    'Subgroup2'])['KO'].count()\n",
    "mag_group = mag_group / mag_group.groupby(level=0).sum()\n",
    "df_group = pd.DataFrame(mag_group)\n",
    "df_group_energymetab = df_group.loc[(slice(None), slice(None), ['Energy metabolism']), :] \n",
    "df_group_energymetab.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_group_energymetab = df_group_energymetab.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f7f7006b280>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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KfPbv3y+j0ajAwMAHPgsAAAAA1CLwAQAAABpg4MCBWr16tVq0aKHU1FQdOHBAKSkp9YYg3bt3l7e390PHbd++va5cuaLKykqzbcD8/Pzk5uZm+hwbG6tjx441uu5BrK2tNWTIEA0ZMkSSdPXqVW3fvl1bt25VWFiYhg4darGi6GHs7e0tVhe5uLhIkr766ivT376+vha1rq6upp+bNWuma9eu6Y9//KMuX76s3NxcXb9+/ZHmkJubq7KyMvXv37/O9vz8fElSTk6ORTgjyex9SlJeXp5cXFzM3rsktWjRQi4uLqbnqtW2bVuLfkOHDlVqaqpKS0tla2urffv2qVevXnJ2dn6kZwIAAAAAAh8AAACgAUJDQ02rS5YtW6ZRo0YpLCxM3t7eat++fYPH7dWrl44fP64zZ86YrSzp2LGjOnbsaPr8ySefNEldXaKiotShQweNHz/e7Lqbm5uWLFmiyspK7dy5U5cvX5anp2e941RXV1tcs7KysrhWuzLJYDCY6urqd7+dO3cqNDRUrq6u6tOnj/z9/eXl5aWtW7cqJSXlgbXV1dXq3bu35s2bV2d77e+vqqqqzvOKalcZfXP+dampqbEIgmqf836jRo1SUlKSDh8+rB49euj8+fNaunTpA58DAAAAAO5n+T8NAAAAAA91fyDh4uKiBQsW6Pbt2/r973/fqHEDAwNlMBi0efPm76WuLnv27FF0dHS9QUa3bt0kSa1atZL0nwCjoqLCrN/Nmzctau/cuaPi4mKzazk5OZKkLl26SJKcnJyUm5trUbt7924tWbJExcXFWrlypby9vbV3716FhYUpODhYXl5eZlu01cfZ2VklJSXy8fEx+9O9e3fdvXvX9FwuLi7Kzs62qP/yyy8txrt27ZoqKyvNrldUVCgvL0+dOnV66Jy8vb3Vrl07ZWRkKCMjQ9bW1goICHhoHQAAAADUIvABAAAAmkBt4HD48GF9/PHHDR7Hzc1Nv/3tb3XkyBFFRESopqbGos+xY8d09OjRJqmry8iRI3Xt2jVt2LDBoq28vFx79uzRk08+adrarF27dpKkzz77zNSvoKBAWVlZFvU1NTVm76eqqkpbtmyRra2taYu1QYMG6e9//7suXLhg6ldZWanY2FhduHBB1dXVunfvnp588klZW/9n04LPPvtMp0+fNo0rfb31W+19a/n6+urzzz/X4cOHzea2fv16LViwQJcuXZIkDR06VJ9++qnOnTtn6lNRUWHx+/X19VVxcbG2bdtmdn379u0qKSkxbYn3IAaDQYGBgTp27JgOHz6sfv36WWx9BwAAAAAPwpZuAAAAQBMwGAx65513NGbMGIWHh8vHx0dOTk6m9hMnTqigoKDe+qFDh8rW1laStGDBApWWlio6OloHDx7U888/L2dnZ926dUuZmZnKysqSnZ2dQkNDzcZoaN03zZo1S6dOndIHH3ygI0eO6LnnnpOjo6Py8/OVkpKigoICxcXFmVY5BQQEKDo6Wq+99pqmTZum8vJybdu2TR06dDCt3qnVqlUrRUZGKj8/X126dFFqaqqysrIUGhqq1q1bm+6flpamqVOnKigoSO3bt9e+fft05coVxcbGqk2bNvLy8lJSUpLs7Ozk6uqqS5cuKTEx0bTaqKSkRG3atJGDg4Okr7eyMxqNGjNmjGbNmqWDBw9q3rx5evHFF/X000/r7NmzSk5O1qBBgzRo0CBJ0vTp05WcnKyQkBAFBwfL0dFRycnJplU/tc8/fvx47d69WytXrtQXX3whT09PXbhwQUlJSfLy8rLYGq8+I0aM0ObNm3XixAmtWrXqkWoAAAAAoJaV8UEbTgMAAAAws2jRIu3evVsZGRnq3LmzRXtUVJTWrl0rHx8fxcXFKSoqSlFRUQ8dt67xzpw5o4SEBGVlZen69etq1aqVunbtqmeffVYTJkxQmzZt6hyroXX3q6qq0o4dO7R//35duXJFJSUlcnR0lI+Pj2bNmiVXV1ez/mlpaVq3bp2ys7PVqVMnTZs2TWVlZXr33Xd18eJF07urDTNWrFih7OxsPfHEE5o1a5ZGjRplNl5+fr7WrFmjP//5z6qoqJCHh4fmz59vWgWUn5+v8PBwnTp1ShUVFXJ2dlZgYKCeeuopvfLKK4qMjNSwYcMkSWFhYUpKSpLRaFRycrK6dOmimzdvKjIyUpmZmbpz546cnJw0fPhwvfTSS6Yt3SQpLy9PK1eu1IkTJ2RlZSV/f389/fTTWrVqleLj49WzZ09JUnFxsdatW6f9+/fr5s2b6tixowIDAzV79mzZ2NhIkpKSkrR48WJ99NFH8vb2rvO9Dxs2TPn5+Tpx4oTs7Owe+nsCAAAAgFoEPgAAAABQh8LCQrVp08a0LVytuLg4rVq1Sunp6XJxcWnSewYEBMjd3V0ffPBBk44LAAAA4H8fZ/gAAAAAQB1WrVql/v37q6yszHSturpaaWlpcnR0lLOzc5Pe7/Tp07p69arGjh3bpOMCAAAA+HHgDB8AAAAAqMOoUaOUnJys4OBgjRo1SlZWVjpw4ID+9re/KSwszHReUGPt2bNHhw4d0vHjx+Xh4aGBAwc2ybgAAAAAflzY0g0AAAAA6nH06FHFxMTo4sWLqqyslLu7u6ZPny5/f/8mu0dKSoqWLl0qV1dXvffee3Jzc2uysQEAAAD8eBD4AAAAAAAAAAAAPOY4wwcAAAAAAAAAAOAxR+ADAAAAAAAAAADwmCPwAQAAAAAAAAAAeMwR+AAAAAAAAAAAADzmCHwAAAAAAAAAAAAecwQ+AAAAAAAAAAAAj7n/A5o9DuZw4RTGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1600.97x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"white\")\n",
    "sns.set_color_codes(\"muted\")\n",
    "fig = sns.catplot(x=\"Subgroup2\", y=\"KO\", hue=\"MAG\", data=df_group_energymetab, kind='bar' , height=8.27, \n",
    "                  aspect=20/8.27, palette=sns.color_palette(\"muted\")) \n",
    "fig.set_axis_labels(\"KEGG Subcategory\", \"Proportion of genes in in genome\", fontsize=18) \n",
    "fig.set_xticklabels(rotation=45, ha='right', fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig(\"BH_Deeps_MAGs_energymetab_genecontent.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "mag_group = genecontent_df.groupby(['MAG', 'Group', 'Subgroup1',\n",
    "                                    'Subgroup2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "      <th>Subgroup1</th>\n",
       "      <th>Subgroup2</th>\n",
       "      <th>KO</th>\n",
       "      <th>Function</th>\n",
       "      <th>MAG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01810</td>\n",
       "      <td>GPI, pgi; glucose-6-phosphate isomerase [EC:5...</td>\n",
       "      <td>BH28 (Patescibacteria)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01624</td>\n",
       "      <td>FBA, fbaA; fructose-bisphosphate aldolase, cl...</td>\n",
       "      <td>BH28 (Patescibacteria)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01622</td>\n",
       "      <td>K01622; fructose 1,6-bisphosphate aldolase/ph...</td>\n",
       "      <td>BH28 (Patescibacteria)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K01803</td>\n",
       "      <td>TPI, tpiA; triosephosphate isomerase (TIM) [E...</td>\n",
       "      <td>BH28 (Patescibacteria)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Metabolism</td>\n",
       "      <td>Carbohydrate metabolism</td>\n",
       "      <td>Glycolysis / Gluconeogenesis</td>\n",
       "      <td>K00134</td>\n",
       "      <td>GAPDH, gapA; glyceraldehyde 3-phosphate dehyd...</td>\n",
       "      <td>BH28 (Patescibacteria)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51541</th>\n",
       "      <td>Not Included in Pathway or Brite</td>\n",
       "      <td>Poorly characterized</td>\n",
       "      <td>Function unknown</td>\n",
       "      <td>K06871</td>\n",
       "      <td>K06871; uncharacterized protein</td>\n",
       "      <td>BH29 (Marinisomatota)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51549</th>\n",
       "      <td>Not Included in Pathway or Brite</td>\n",
       "      <td>Poorly characterized</td>\n",
       "      <td>Function unknown</td>\n",
       "      <td>K06888</td>\n",
       "      <td>K06888; uncharacterized protein</td>\n",
       "      <td>BH29 (Marinisomatota)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51550</th>\n",
       "      <td>Not Included in Pathway or Brite</td>\n",
       "      <td>Poorly characterized</td>\n",
       "      <td>Function unknown</td>\n",
       "      <td>K06889</td>\n",
       "      <td>K06889; uncharacterized protein</td>\n",
       "      <td>BH29 (Marinisomatota)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51560</th>\n",
       "      <td>Not Included in Pathway or Brite</td>\n",
       "      <td>Poorly characterized</td>\n",
       "      <td>Function unknown</td>\n",
       "      <td>K06911</td>\n",
       "      <td>K06911; uncharacterized protein</td>\n",
       "      <td>BH29 (Marinisomatota)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51568</th>\n",
       "      <td>Not Included in Pathway or Brite</td>\n",
       "      <td>Poorly characterized</td>\n",
       "      <td>Function unknown</td>\n",
       "      <td>K06926</td>\n",
       "      <td>K06926; uncharacterized protein</td>\n",
       "      <td>BH29 (Marinisomatota)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5596 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Group                Subgroup1  \\\n",
       "3                            Metabolism  Carbohydrate metabolism   \n",
       "19                           Metabolism  Carbohydrate metabolism   \n",
       "20                           Metabolism  Carbohydrate metabolism   \n",
       "23                           Metabolism  Carbohydrate metabolism   \n",
       "24                           Metabolism  Carbohydrate metabolism   \n",
       "...                                 ...                      ...   \n",
       "51541  Not Included in Pathway or Brite     Poorly characterized   \n",
       "51549  Not Included in Pathway or Brite     Poorly characterized   \n",
       "51550  Not Included in Pathway or Brite     Poorly characterized   \n",
       "51560  Not Included in Pathway or Brite     Poorly characterized   \n",
       "51568  Not Included in Pathway or Brite     Poorly characterized   \n",
       "\n",
       "                           Subgroup2      KO  \\\n",
       "3      Glycolysis / Gluconeogenesis   K01810   \n",
       "19     Glycolysis / Gluconeogenesis   K01624   \n",
       "20     Glycolysis / Gluconeogenesis   K01622   \n",
       "23     Glycolysis / Gluconeogenesis   K01803   \n",
       "24     Glycolysis / Gluconeogenesis   K00134   \n",
       "...                              ...     ...   \n",
       "51541               Function unknown  K06871   \n",
       "51549               Function unknown  K06888   \n",
       "51550               Function unknown  K06889   \n",
       "51560               Function unknown  K06911   \n",
       "51568               Function unknown  K06926   \n",
       "\n",
       "                                                Function  \\\n",
       "3       GPI, pgi; glucose-6-phosphate isomerase [EC:5...   \n",
       "19      FBA, fbaA; fructose-bisphosphate aldolase, cl...   \n",
       "20      K01622; fructose 1,6-bisphosphate aldolase/ph...   \n",
       "23      TPI, tpiA; triosephosphate isomerase (TIM) [E...   \n",
       "24      GAPDH, gapA; glyceraldehyde 3-phosphate dehyd...   \n",
       "...                                                  ...   \n",
       "51541                    K06871; uncharacterized protein   \n",
       "51549                    K06888; uncharacterized protein   \n",
       "51550                    K06889; uncharacterized protein   \n",
       "51560                    K06911; uncharacterized protein   \n",
       "51568                    K06926; uncharacterized protein   \n",
       "\n",
       "                          MAG  \n",
       "3      BH28 (Patescibacteria)  \n",
       "19     BH28 (Patescibacteria)  \n",
       "20     BH28 (Patescibacteria)  \n",
       "23     BH28 (Patescibacteria)  \n",
       "24     BH28 (Patescibacteria)  \n",
       "...                       ...  \n",
       "51541   BH29 (Marinisomatota)  \n",
       "51549   BH29 (Marinisomatota)  \n",
       "51550   BH29 (Marinisomatota)  \n",
       "51560   BH29 (Marinisomatota)  \n",
       "51568   BH29 (Marinisomatota)  \n",
       "\n",
       "[5596 rows x 6 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mag_group.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "genecontent_df.to_csv(\"All_MAGs_genecontent.csv\", index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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