3_quality_control/expression_QC_part1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Expression Quality Control (Part 1)\n",
    "This is a template notebook for performing preliminary quality control on your organism's expression data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from os import path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style('ticks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Enter path of log-TPM, MultiQC, and metadata files here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "logTPM_file = path.join('..','data','raw_data','log_tpm.csv') # Enter log-TPM filename here\n",
    "multiqc_file = path.join('..','data','raw_data','multiqc_stats.tsv') # Enter MultiQC stats filename here\n",
    "metadata_file = path.join('..','data','raw_data','Bacillus_subtilis_2020-08-20.tsv') # Enter metadata filename here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load expression data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of genes: 4325\n",
      "Number of samples: 708\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>DRX131730</th>\n",
       "      <th>DRX131731</th>\n",
       "      <th>ERX1295610</th>\n",
       "      <th>ERX1295611</th>\n",
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       "      <th>SRX959208</th>\n",
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       "      <th>SRX959212</th>\n",
       "      <th>SRX959213</th>\n",
       "      <th>SRX959214</th>\n",
       "      <th>SRX959215</th>\n",
       "      <th>SRX959216</th>\n",
       "      <th>SRX959217</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geneid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BSU_00010</th>\n",
       "      <td>7.462530</td>\n",
       "      <td>7.098605</td>\n",
       "      <td>7.916877</td>\n",
       "      <td>8.869394</td>\n",
       "      <td>8.300513</td>\n",
       "      <td>8.855594</td>\n",
       "      <td>7.846917</td>\n",
       "      <td>8.943174</td>\n",
       "      <td>8.740763</td>\n",
       "      <td>9.189900</td>\n",
       "      <td>...</td>\n",
       "      <td>7.838464</td>\n",
       "      <td>7.417794</td>\n",
       "      <td>7.460627</td>\n",
       "      <td>7.154734</td>\n",
       "      <td>7.707032</td>\n",
       "      <td>7.275798</td>\n",
       "      <td>7.606982</td>\n",
       "      <td>7.544739</td>\n",
       "      <td>7.432504</td>\n",
       "      <td>7.536969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BSU_00020</th>\n",
       "      <td>8.016003</td>\n",
       "      <td>7.392746</td>\n",
       "      <td>7.902305</td>\n",
       "      <td>8.416779</td>\n",
       "      <td>8.584681</td>\n",
       "      <td>8.537186</td>\n",
       "      <td>7.928895</td>\n",
       "      <td>8.562883</td>\n",
       "      <td>9.070726</td>\n",
       "      <td>9.386362</td>\n",
       "      <td>...</td>\n",
       "      <td>6.734199</td>\n",
       "      <td>6.899037</td>\n",
       "      <td>6.997465</td>\n",
       "      <td>6.675458</td>\n",
       "      <td>7.878843</td>\n",
       "      <td>7.673993</td>\n",
       "      <td>7.843933</td>\n",
       "      <td>7.641269</td>\n",
       "      <td>7.612722</td>\n",
       "      <td>7.851214</td>\n",
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       "    <tr>\n",
       "      <th>BSU_00030</th>\n",
       "      <td>6.870758</td>\n",
       "      <td>7.033185</td>\n",
       "      <td>7.450087</td>\n",
       "      <td>7.973767</td>\n",
       "      <td>7.841053</td>\n",
       "      <td>7.731775</td>\n",
       "      <td>7.100132</td>\n",
       "      <td>7.902341</td>\n",
       "      <td>7.949342</td>\n",
       "      <td>8.503556</td>\n",
       "      <td>...</td>\n",
       "      <td>7.828215</td>\n",
       "      <td>6.908195</td>\n",
       "      <td>6.744848</td>\n",
       "      <td>6.685771</td>\n",
       "      <td>7.837414</td>\n",
       "      <td>8.261272</td>\n",
       "      <td>7.925421</td>\n",
       "      <td>7.768439</td>\n",
       "      <td>7.477140</td>\n",
       "      <td>7.614617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BSU_00040</th>\n",
       "      <td>8.353873</td>\n",
       "      <td>8.225154</td>\n",
       "      <td>8.396466</td>\n",
       "      <td>8.879935</td>\n",
       "      <td>8.629102</td>\n",
       "      <td>8.916810</td>\n",
       "      <td>8.346213</td>\n",
       "      <td>8.995864</td>\n",
       "      <td>9.148182</td>\n",
       "      <td>9.310753</td>\n",
       "      <td>...</td>\n",
       "      <td>8.459266</td>\n",
       "      <td>8.174386</td>\n",
       "      <td>8.015089</td>\n",
       "      <td>7.770594</td>\n",
       "      <td>8.530265</td>\n",
       "      <td>8.515994</td>\n",
       "      <td>8.491431</td>\n",
       "      <td>8.368535</td>\n",
       "      <td>8.188117</td>\n",
       "      <td>8.354613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BSU_00050</th>\n",
       "      <td>8.049120</td>\n",
       "      <td>7.748395</td>\n",
       "      <td>8.024609</td>\n",
       "      <td>8.443884</td>\n",
       "      <td>8.112961</td>\n",
       "      <td>8.355763</td>\n",
       "      <td>7.868489</td>\n",
       "      <td>8.430197</td>\n",
       "      <td>7.862666</td>\n",
       "      <td>8.770069</td>\n",
       "      <td>...</td>\n",
       "      <td>7.391560</td>\n",
       "      <td>6.870268</td>\n",
       "      <td>6.912665</td>\n",
       "      <td>6.928184</td>\n",
       "      <td>7.539349</td>\n",
       "      <td>7.699223</td>\n",
       "      <td>7.676687</td>\n",
       "      <td>7.218108</td>\n",
       "      <td>7.316390</td>\n",
       "      <td>7.342894</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 708 columns</p>\n",
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      ],
      "text/plain": [
       "           DRX131730  DRX131731  ERX1295610  ERX1295611  ERX1295612  \\\n",
       "Geneid                                                                \n",
       "BSU_00010   7.462530   7.098605    7.916877    8.869394    8.300513   \n",
       "BSU_00020   8.016003   7.392746    7.902305    8.416779    8.584681   \n",
       "BSU_00030   6.870758   7.033185    7.450087    7.973767    7.841053   \n",
       "BSU_00040   8.353873   8.225154    8.396466    8.879935    8.629102   \n",
       "BSU_00050   8.049120   7.748395    8.024609    8.443884    8.112961   \n",
       "\n",
       "           ERX1295613  ERX1295614  ERX1295615  ERX1295616  ERX1295617  ...  \\\n",
       "Geneid                                                                 ...   \n",
       "BSU_00010    8.855594    7.846917    8.943174    8.740763    9.189900  ...   \n",
       "BSU_00020    8.537186    7.928895    8.562883    9.070726    9.386362  ...   \n",
       "BSU_00030    7.731775    7.100132    7.902341    7.949342    8.503556  ...   \n",
       "BSU_00040    8.916810    8.346213    8.995864    9.148182    9.310753  ...   \n",
       "BSU_00050    8.355763    7.868489    8.430197    7.862666    8.770069  ...   \n",
       "\n",
       "           SRX959208  SRX959209  SRX959210  SRX959211  SRX959212  SRX959213  \\\n",
       "Geneid                                                                        \n",
       "BSU_00010   7.838464   7.417794   7.460627   7.154734   7.707032   7.275798   \n",
       "BSU_00020   6.734199   6.899037   6.997465   6.675458   7.878843   7.673993   \n",
       "BSU_00030   7.828215   6.908195   6.744848   6.685771   7.837414   8.261272   \n",
       "BSU_00040   8.459266   8.174386   8.015089   7.770594   8.530265   8.515994   \n",
       "BSU_00050   7.391560   6.870268   6.912665   6.928184   7.539349   7.699223   \n",
       "\n",
       "           SRX959214  SRX959215  SRX959216  SRX959217  \n",
       "Geneid                                                 \n",
       "BSU_00010   7.606982   7.544739   7.432504   7.536969  \n",
       "BSU_00020   7.843933   7.641269   7.612722   7.851214  \n",
       "BSU_00030   7.925421   7.768439   7.477140   7.614617  \n",
       "BSU_00040   8.491431   8.368535   8.188117   8.354613  \n",
       "BSU_00050   7.676687   7.218108   7.316390   7.342894  \n",
       "\n",
       "[5 rows x 708 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_log_tpm = pd.read_csv(logTPM_file,index_col=0).fillna(0)\n",
    "print('Number of genes:',DF_log_tpm.shape[0])\n",
    "print('Number of samples:',DF_log_tpm.shape[1])\n",
    "DF_log_tpm.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load QC data\n",
    "There may be some datasets that failed along the processing pipeline, so the number of samples with QC data may be higher than the number of samples with expression data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples with QC data: 708\n"
     ]
    }
   ],
   "source": [
    "DF_qc_stats = pd.read_csv(multiqc_file,index_col=0, sep='\\t')\n",
    "print('Number of samples with QC data:',DF_qc_stats.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Assigned</th>\n",
       "      <th>Unassigned_rRNA</th>\n",
       "      <th>Unassigned_Unmapped</th>\n",
       "      <th>Unassigned_Read_Type</th>\n",
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       "      <th>...</th>\n",
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       "      <th>bp_processed</th>\n",
       "      <th>quality_trimmed</th>\n",
       "      <th>bp_written</th>\n",
       "      <th>percent_trimmed</th>\n",
       "      <th>pe_sense</th>\n",
       "      <th>pe_antisense</th>\n",
       "      <th>failed</th>\n",
       "      <th>se_sense</th>\n",
       "      <th>se_antisense</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sample</th>\n",
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       "      <th>DRX131730</th>\n",
       "      <td>17254030</td>\n",
       "      <td>15050452</td>\n",
       "      <td>13378</td>\n",
       "      <td>994799</td>\n",
       "      <td>0</td>\n",
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       "      <td>6511</td>\n",
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       "      <td>0.929003</td>\n",
       "      <td>0.0088</td>\n",
       "      <td>0.5331</td>\n",
       "      <td>0.4582</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>DRX131731</th>\n",
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       "      <td>15848335</td>\n",
       "      <td>2377250250</td>\n",
       "      <td>3015792</td>\n",
       "      <td>2360518974</td>\n",
       "      <td>0.703808</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>0.5914</td>\n",
       "      <td>0.3978</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295610</th>\n",
       "      <td>15776580</td>\n",
       "      <td>11520030</td>\n",
       "      <td>3444</td>\n",
       "      <td>1427811</td>\n",
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       "      <td>11498</td>\n",
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       "      <td>15837864</td>\n",
       "      <td>1203677664</td>\n",
       "      <td>1176301</td>\n",
       "      <td>1192913281</td>\n",
       "      <td>0.894291</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.5617</td>\n",
       "      <td>0.3497</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>ERX1295611</th>\n",
       "      <td>16743301</td>\n",
       "      <td>10615432</td>\n",
       "      <td>4415</td>\n",
       "      <td>2134104</td>\n",
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       "      <td>8049</td>\n",
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       "      <td>...</td>\n",
       "      <td>16842354</td>\n",
       "      <td>1280018904</td>\n",
       "      <td>4777145</td>\n",
       "      <td>1262815323</td>\n",
       "      <td>1.344010</td>\n",
       "      <td>0.1505</td>\n",
       "      <td>0.5135</td>\n",
       "      <td>0.3359</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>ERX1295612</th>\n",
       "      <td>17565464</td>\n",
       "      <td>11281267</td>\n",
       "      <td>17083</td>\n",
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       "      <td>17671849</td>\n",
       "      <td>1343060524</td>\n",
       "      <td>3799676</td>\n",
       "      <td>1325011407</td>\n",
       "      <td>1.343880</td>\n",
       "      <td>0.1244</td>\n",
       "      <td>0.5233</td>\n",
       "      <td>0.3523</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Total  Assigned  Unassigned_rRNA  Unassigned_Unmapped  \\\n",
       "Sample                                                                 \n",
       "DRX131730   17254030  15050452            13378               994799   \n",
       "DRX131731   15840920  11831734            41634              3059176   \n",
       "ERX1295610  15776580  11520030             3444              1427811   \n",
       "ERX1295611  16743301  10615432             4415              2134104   \n",
       "ERX1295612  17565464  11281267            17083              2743430   \n",
       "\n",
       "            Unassigned_Read_Type  Unassigned_Singleton  \\\n",
       "Sample                                                   \n",
       "DRX131730                      0                     0   \n",
       "DRX131731                      0                     0   \n",
       "ERX1295610                     0                     0   \n",
       "ERX1295611                     0                     0   \n",
       "ERX1295612                     0                     0   \n",
       "\n",
       "            Unassigned_MappingQuality  Unassigned_Chimera  \\\n",
       "Sample                                                      \n",
       "DRX131730                           0                   0   \n",
       "DRX131731                           0                   0   \n",
       "ERX1295610                          0                   0   \n",
       "ERX1295611                          0                   0   \n",
       "ERX1295612                          0                   0   \n",
       "\n",
       "            Unassigned_FragmentLength  Unassigned_Duplicate  ...  r_written  \\\n",
       "Sample                                                       ...              \n",
       "DRX131730                        6511                     0  ...   17265981   \n",
       "DRX131731                        3455                     0  ...   15848335   \n",
       "ERX1295610                      11498                     0  ...   15837864   \n",
       "ERX1295611                       8049                     0  ...   16842354   \n",
       "ERX1295612                       8342                     0  ...   17671849   \n",
       "\n",
       "            bp_processed  quality_trimmed  bp_written  percent_trimmed  \\\n",
       "Sample                                                                   \n",
       "DRX131730     2589897150         11823711  2565836939         0.929003   \n",
       "DRX131731     2377250250          3015792  2360518974         0.703808   \n",
       "ERX1295610    1203677664          1176301  1192913281         0.894291   \n",
       "ERX1295611    1280018904          4777145  1262815323         1.344010   \n",
       "ERX1295612    1343060524          3799676  1325011407         1.343880   \n",
       "\n",
       "            pe_sense  pe_antisense  failed  se_sense  se_antisense  \n",
       "Sample                                                              \n",
       "DRX131730     0.0088        0.5331  0.4582       0.0           0.0  \n",
       "DRX131731     0.0108        0.5914  0.3978       0.0           0.0  \n",
       "ERX1295610    0.0886        0.5617  0.3497       0.0           0.0  \n",
       "ERX1295611    0.1505        0.5135  0.3359       0.0           0.0  \n",
       "ERX1295612    0.1244        0.5233  0.3523       0.0           0.0  \n",
       "\n",
       "[5 rows x 54 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_qc_stats.fillna(0,inplace=True)\n",
    "DF_qc_stats.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples with metadata: 718\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        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>ReleaseDate</th>\n",
       "      <th>TaxID</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>species_tax_id</th>\n",
       "      <th>class_tax_id</th>\n",
       "      <th>strain_tax_id</th>\n",
       "      <th>species</th>\n",
       "      <th>LibraryLayout</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Model</th>\n",
       "      <th>...</th>\n",
       "      <th>InsertDev</th>\n",
       "      <th>SRA ID</th>\n",
       "      <th>Biosample</th>\n",
       "      <th>GEO Series</th>\n",
       "      <th>GEO Sample</th>\n",
       "      <th>PMID</th>\n",
       "      <th>biosample_strain</th>\n",
       "      <th>biosample_genotype</th>\n",
       "      <th>R1</th>\n",
       "      <th>R2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Experiment</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DRX131730</th>\n",
       "      <td>2018-09-25 19:19:17</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 4000</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6421815</td>\n",
       "      <td>10128017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27965645.0</td>\n",
       "      <td>168</td>\n",
       "      <td>wild-type</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRX131731</th>\n",
       "      <td>2018-09-25 19:19:17</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 4000</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>6421816</td>\n",
       "      <td>10128018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27965645.0</td>\n",
       "      <td>168</td>\n",
       "      <td>YlxR mutant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295610</th>\n",
       "      <td>2016-10-05 10:52:19</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 2500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3248371</td>\n",
       "      <td>5863832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295611</th>\n",
       "      <td>2016-10-05 10:52:19</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 2500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3248372</td>\n",
       "      <td>5863833</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295612</th>\n",
       "      <td>2016-10-05 10:52:19</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 2500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3248373</td>\n",
       "      <td>5863834</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ReleaseDate   TaxID  \\\n",
       "Experiment                                \n",
       "DRX131730   2018-09-25 19:19:17  224308   \n",
       "DRX131731   2018-09-25 19:19:17  224308   \n",
       "ERX1295610  2016-10-05 10:52:19  224308   \n",
       "ERX1295611  2016-10-05 10:52:19  224308   \n",
       "ERX1295612  2016-10-05 10:52:19  224308   \n",
       "\n",
       "                                        ScientificName  species_tax_id  \\\n",
       "Experiment                                                               \n",
       "DRX131730   Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "DRX131731   Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "ERX1295610  Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "ERX1295611  Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "ERX1295612  Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "\n",
       "            class_tax_id  strain_tax_id            species LibraryLayout  \\\n",
       "Experiment                                                                 \n",
       "DRX131730          91061         224308  Bacillus subtilis        PAIRED   \n",
       "DRX131731          91061         224308  Bacillus subtilis        PAIRED   \n",
       "ERX1295610         91061         224308  Bacillus subtilis        PAIRED   \n",
       "ERX1295611         91061         224308  Bacillus subtilis        PAIRED   \n",
       "ERX1295612         91061         224308  Bacillus subtilis        PAIRED   \n",
       "\n",
       "            Platform                Model  ... InsertDev   SRA ID Biosample  \\\n",
       "Experiment                                 ...                                \n",
       "DRX131730   ILLUMINA  Illumina HiSeq 4000  ...      50.0  6421815  10128017   \n",
       "DRX131731   ILLUMINA  Illumina HiSeq 4000  ...      50.0  6421816  10128018   \n",
       "ERX1295610  ILLUMINA  Illumina HiSeq 2500  ...       0.0  3248371   5863832   \n",
       "ERX1295611  ILLUMINA  Illumina HiSeq 2500  ...       0.0  3248372   5863833   \n",
       "ERX1295612  ILLUMINA  Illumina HiSeq 2500  ...       0.0  3248373   5863834   \n",
       "\n",
       "            GEO Series GEO Sample        PMID biosample_strain  \\\n",
       "Experiment                                                       \n",
       "DRX131730          NaN        NaN  27965645.0              168   \n",
       "DRX131731          NaN        NaN  27965645.0              168   \n",
       "ERX1295610         NaN        NaN         NaN              168   \n",
       "ERX1295611         NaN        NaN         NaN              168   \n",
       "ERX1295612         NaN        NaN         NaN              168   \n",
       "\n",
       "           biosample_genotype  R1  R2  \n",
       "Experiment                             \n",
       "DRX131730           wild-type NaN NaN  \n",
       "DRX131731         YlxR mutant NaN NaN  \n",
       "ERX1295610                NaN NaN NaN  \n",
       "ERX1295611                NaN NaN NaN  \n",
       "ERX1295612                NaN NaN NaN  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_metadata = pd.read_csv(metadata_file,index_col=0,sep='\\t')\n",
    "print('Number of samples with metadata:',DF_metadata.shape[0])\n",
    "DF_metadata.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove extra sample rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ensure that metadata and qc_stats data contain all log_tpm sample information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert(set(DF_log_tpm.columns) - set(DF_metadata.index) == set())\n",
    "assert(set(DF_log_tpm.columns) - set(DF_qc_stats.index) == set())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF_metadata = DF_metadata.loc[DF_log_tpm.columns]\n",
    "DF_qc_stats = DF_qc_stats.loc[DF_log_tpm.columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check QC statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### FastQC quality control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastqc_cols = ['per_base_sequence_quality',\n",
    "       'per_tile_sequence_quality', 'per_sequence_quality_scores',\n",
    "       'per_base_sequence_content', 'per_sequence_gc_content',\n",
    "       'per_base_n_content', 'sequence_length_distribution',\n",
    "       'sequence_duplication_levels', 'overrepresented_sequences',\n",
    "       'adapter_content']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF_fastqc = DF_qc_stats[fastqc_cols]\n",
    "ax = sns.heatmap(DF_fastqc.replace('pass',1).replace('warn',0).replace('fail',-1),\n",
    "            cmap='RdYlBu',vmax=1.3,vmin=-1.3)\n",
    "cbar = ax.collections[0].colorbar\n",
    "cbar.set_ticks([-1,0,1])\n",
    "cbar.set_ticklabels(['fail','warn','pass'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following four categories are the most important:\n",
    "* per_base_sequence_quality\n",
    "* per_sequence_quality_scores\n",
    "* per_base_n_content\n",
    "* adapter_content\n",
    "    \n",
    "If a sample does not pass any of these four categories, discard the sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastqc_fail_cols = ['per_base_sequence_quality','per_sequence_quality_scores','per_base_n_content','adapter_content']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>per_base_sequence_quality</th>\n",
       "      <th>per_sequence_quality_scores</th>\n",
       "      <th>per_base_n_content</th>\n",
       "      <th>adapter_content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ERX2825168</th>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>fail</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX2825169</th>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>fail</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX119212</th>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX1750660</th>\n",
       "      <td>warn</td>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX1750661</th>\n",
       "      <td>fail</td>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5621424</th>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5621425</th>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5621426</th>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5621427</th>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5621428</th>\n",
       "      <td>warn</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "      <td>pass</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>207 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           per_base_sequence_quality per_sequence_quality_scores  \\\n",
       "ERX2825168                      pass                        pass   \n",
       "ERX2825169                      pass                        pass   \n",
       "SRX119212                       pass                        pass   \n",
       "SRX1750660                      warn                        warn   \n",
       "SRX1750661                      fail                        warn   \n",
       "...                              ...                         ...   \n",
       "SRX5621424                      warn                        pass   \n",
       "SRX5621425                      warn                        pass   \n",
       "SRX5621426                      warn                        pass   \n",
       "SRX5621427                      warn                        pass   \n",
       "SRX5621428                      warn                        pass   \n",
       "\n",
       "           per_base_n_content adapter_content  \n",
       "ERX2825168               fail            pass  \n",
       "ERX2825169               fail            pass  \n",
       "SRX119212                warn            pass  \n",
       "SRX1750660               pass            pass  \n",
       "SRX1750661               pass            pass  \n",
       "...                       ...             ...  \n",
       "SRX5621424               pass            pass  \n",
       "SRX5621425               pass            pass  \n",
       "SRX5621426               pass            pass  \n",
       "SRX5621427               pass            pass  \n",
       "SRX5621428               pass            pass  \n",
       "\n",
       "[207 rows x 4 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_failed_fastqc = DF_fastqc[fastqc_fail_cols][(DF_fastqc[fastqc_fail_cols] != 'pass').any(axis=1)]\n",
    "DF_failed_fastqc[fastqc_fail_cols]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mark samples that passed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF_metadata['passed_fastqc'] = ~DF_metadata.index.isin(DF_failed_fastqc.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of aligned reads"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following histogram shows how many reads map to coding sequences (i.e. mRNA). Too few aligned reads reduces the sensitivity of the resulting data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_mrna_reads = 500000 # Minimum number of reads mapped to mRNA (500,000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of reads mapped to CDS')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LC7OEydy5c3FwcMDJycnqUsZ89evXp2fPnsyfP99qu23fvt1qvK+++oqoqCgeeeQR6tSpw+XLl/noo49wcXG5pf73ori6utKsWTOWLVuGp6cn1atXZ82aNaSkpBQ6fo0aNRg7diyjR4/G3d2dVatWkZiYWOhlusW1nzz33HNs3LiRYcOG8dRTT5GVlcXChQsL7YIqrN5q1aoRGxuLn58fzs7O1KlTh+rVqzNs2DAWL16Ms7Mz7du35+jRo8ybN48HH3yQ//u//ytyvhMnTiQxMZHQ0FAef/xxWrduTeXKlUlKSuLTTz9l7969PPLII5bxs7OzLeF6+fJlfvvtN9avX098fDwjRoywGvepp56iVq1ahISEUK9ePa5cucKePXtYtmwZQUFBPPDAA3+63uWFQqKU9evXjw8++IDExESrdjc3N959913eeOMNxowZg5eXF8899xy7du1i9+7dxV7HokWLeO2111i0aBGurq6MGDHC6tEXrq6u/Oc//+Gdd97hvffeIzU1FVdXV+rVq0fnzp1vernt2rVj8eLFvPPOO4wZM4YKFSrQokULXnrpJcxmc3GsmkX79u1ZsWIF7777Lq+88gpXrlyhZs2aNG3alO7duwPXgvudd95h2rRpjBs3jqpVq/Loo4/i7e1d4ATjtGnTqFy5MkuXLiU7O5uWLVsye/ZsBg8ebBmnbt26VKpUiUWLFvH777/j4uJCYGAgy5Ytw8vLq1jX73r/+Mc/mDp1Kq+++iqVKlWiW7duTJo0ifDw8ALj3nvvvTz11FPMnTuXxMREateuzZw5cwpc/grFt580aNCAJUuWMHPmTMaMGYPZbObpp58mPj7+T/dvBwcHpk+fzpw5cwgLCyMnJ4c33niDfv36MXbsWEvQrVq1imrVqtGnTx9eeOGFP70fwcXFhQ8//JCPP/6YTz/9lNWrV5OVlYWnpyetWrVi3LhxVuOfPXuWgQMHYjKZcHZ2xsvLi6CgIMtTAa737LPPsnHjRt577z1+//13DMOgTp06DBs2jGeeeea2ulfCZBh6fanI3WLo0KHk5OSwatWqIsdbsGABCxcuZN++fbpz/S53+8SZiIiUOoWEiIjYpO4mERGxSUcSIiJi0x11Rqply5a3/gC9/BuQbpMbXUREbtXJkyf57rvvCh12R4VE7dq1b/0NYfnXVutNYyJyl+jXr5/NYepuEhERmxQSIiJik0JCRERsUkiIiIhNCgkREbFJISEiIjYpJERExCaFhIiI2KSQEBERm+6oO65vRcblbLJz83DLzbv2+eL/f3l8BUcH3Jwr2JpUROSOpZD4n+zcPEKX7WHG6QsATFy2xzLsw7DmZVWWiEiZUneTiIjYVGpHElevXuWJJ54gKyuL3NxcunTpQkREBElJSURGRnLu3Dn8/f2ZOXMmFStWJCsri5dffpl9+/ZRrVo15s6dS506dUqrXBERoRSPJCpWrMjy5ctZv349MTEx7Nixg/j4eGbPnk1oaCibN2/Gzc2NTz75BIDVq1fj5ubG5s2bCQ0NZfbs2aVVqoiI/E+phYTJZMLFxQWAnJwccnJyMJlMfPvtt3Tp0gWAvn37smXLFgC+/PJL+vbtC0CXLl3YtWsXeomeiEjpKtUT17m5ufTr14/jx48zePBgfHx8cHNzw8npWhleXl6kpKQAkJKSQq1ata4V6eSEq6sr6enpuLu7W80zKiqKqKgoANLT00txbURE7nyleuLa0dGRdevWsW3bNhISEvj1119veZ4DBw4kOjqa6OhoqlevXgxViohIvjK5usnNzY2WLVsSHx9PRkYGOTk5AJw+fRqz2QyA2WwmOTkZuNY9deHCBYWAiEgpK7WQOHv2LBkZGQBcuXKFb775hgYNGtCyZUs2btwIwNq1awkJCQEgJCSEtWvXArBx40YeeughTCZTaZUrIiKU4jmJ1NRUxo8fT25uLoZh0LVrVzp06MB9993H2LFjmTdvHo0bN2bAgAEA9O/fn5deeolOnTpRtWpV5s6dW1qliojI/5RaSDRq1IiYmJgC7T4+PpbLXq93zz33MH/+/FKoTEREbNEd1yIiYpNCQkREbFJIiIiITQoJERGxSSEhIiI2KSRERMQmhYSIiNikkBAREZsUEiIiYpNCQkREbFJIiIiITQoJERGxSSEhIiI2KSRERMQmhYSIiNikkBAREZsUEiIiYpNCQkREbFJIiIiITQoJERGxSSEhIiI2KSRERMQmhYSIiNikkBAREZtKLSSSk5MZOnQo3bt3p0ePHixfvhyABQsW0LZtW3r37k3v3r3Ztm2bZZrFixfTqVMnunTpwo4dO0qrVBER+R+n0lqQo6Mj48ePx9/fn4sXL/Loo4/y8MMPAxAaGsrw4cOtxj9y5AixsbHExsaSkpJCWFgYGzduxNHRsbRKFhG565XakYSnpyf+/v4AVKlShfr165OSkmJz/C1bttCjRw8qVqyIj48PdevWJSEhobTKFRERyuicxIkTJzhw4ABNmzYFYOXKlfTq1YsJEyZw/vx5AFJSUvDy8rJMYzabCw2VqKgo+vXrR79+/UhPTy+dFRARuUuUekhcunSJiIgIJk6cSJUqVRg0aBCbN29m3bp1eHp68uabb97Q/AYOHEh0dDTR0dFUr169hKoWEbk7lWpIZGdnExERQa9evejcuTMANWrUwNHREQcHBwYMGMDPP/8MXDtyOH36tGXalJQUzGZzaZYrInLXK7WQMAyDSZMmUb9+fcLCwiztqamplp/j4uJo2LAhACEhIcTGxpKVlUVSUhKJiYk0adKktMoVERFK8eqmH374gXXr1uHr60vv3r0BiIyMZMOGDfzyyy8A1K5dm2nTpgHQsGFDunXrRvfu3XF0dGTy5Mm6sklEpJSVWkgEBwdz8ODBAu3t27e3Oc2IESMYMWJESZYlIiJF0B3XIiJik0JCRERsUkiIiIhNCgkREbFJISEiIjYpJERExCaFhIiI2KSQEBERmxQSIiJik0JCRERsUkiIiIhNCgkREbFJISEiIjYpJERExCaFhIiI2KSQEBERmxQSIiJik11vpjt79iwA7u7uABw8eJDPPvuMhg0b0rNnz5KrTkREypRdRxLPP/88X375JXAtMIYMGUJcXBxTpkxh6dKlJVqgiIiUHbtC4tChQzRr1gyAjRs3cu+99xIbG8tbb71FVFRUSdYnIiJlyK6QuHLlCpUrVwZg165dhISEAODv709ycnLJVSciImXKrpCoW7cumzZtIjk5mZ07d9KmTRsAzpw5g5ubW4kWKCIiZceukBg1ahSzZ88mJCSEZs2a0bRpUwB27txJ48aNS7RAEREpO3Zd3dS5c2e2bt1KamoqjRo1srS3bt2azp07l1hxIiJStuwKCYAaNWpQo0YNzpw5g7u7Ow4ODpYjChERuTPZ1d2UnZ3NzJkzCQoKol27dpw8eRKAWbNmsXLlSrsWlJyczNChQ+nevTs9evRg+fLlAJw7d46wsDA6d+5MWFgY58+fB8AwDF5//XU6depEr1692Ldv382sn4iI3AK7QmLhwoV89dVXzJo1i4oVK1ramzRpwtq1a+1akKOjI+PHj+ezzz4jKiqKf//73xw5coQlS5bQqlUrNm3aRKtWrViyZAkA27dvJzExkU2bNvHaa68xderUG187ERG5JXaFRGxsLK+++iqPPPIIJpPJ0t6wYUMSExPtWpCnpyf+/v4AVKlShfr165OSksKWLVvo06cPAH369CEuLg7A0m4ymWjWrBkZGRmkpqbewKqJiMitsuucRGpqKt7e3gXac3Nzyc3NveGFnjhxggMHDtC0aVPS0tLw9PQEoGbNmqSlpQGQkpKCl5eXZRovLy9SUlIs4+aLioqy3NCXnp5+w7WIiIhtdh1J3HfffXz//fcF2j///HPL0YG9Ll26REREBBMnTqRKlSpWw0wmk9WRij0GDhxIdHQ00dHRVK9e/YamFRGRotl1JDFq1CheeuklkpOTycvL4/PPP+e3337j008/tZxDsEd2djYRERH06tXLcumsh4cHqampeHp6kpqaanmIoNls5vTp05ZpT58+jdlsvpF1ExGRW2TXkURISAjz5s3j66+/xsHBgXfeeYfExETeffddWrdubdeCDMNg0qRJ1K9fn7CwMKt5x8TEABATE0PHjh2t2g3DID4+HldX1wJdTSIiUrLsvk+ibdu2tG3b9qYX9MMPP7Bu3Tp8fX3p3bs3AJGRkTzzzDOMGTOGTz75BG9vb+bNmwdA+/bt2bZtG506dcLZ2ZkZM2bc9LJFROTm2B0Styo4OJiDBw8WOiz/nonrmUwmpkyZUtJliYhIEWyGRFBQkN0nkX/88cdiK0hERMoPmyExefLk0qxDRETKIZsh0bdv39KsQ0REyqEbOiexa9cujh49CkCDBg1o1apViRQlIiLlg10hkZSUREREBAcPHrRchpqamoqvry8LFizAx8enRIsUEZGyYdd9EpMmTcLFxYW4uDi2bt3K1q1biYuLw9XVlUmTJpV0jSIiUkbsCon4+HheeeUVq+c3eXt7M3HiROLj40uqNhERKWN2hUStWrW4cuVKgfarV69Sq1atYi9KRETKB7tCYvz48bz++uvEx8eTm5tLXl4e8fHxzJgxg3HjxpV0jSIiUkbsOnEdGRlJdnY2gwYNwsHhWq7k5eXh6OjIiy++aDWubqwTEblz2BUSurFOROTuZFdI6MY6EZG70w3dTHfu3DnS0tIwDMOq/b777ivWokREpHywKyT279/PhAkTOHToEHDt3RAmk8ny3wMHDpRokSIiUjbsComJEydiNpuZNGkSHh4eN/yKURERuT3ZFRLHjh3j7bffpm7duiVdj4iIlCN23SfxwAMPWB7sJyIidw+7jiRmzJjBpEmTSEpKwtfXFycn68maN29eIsWJiEjZsiskEhMTOXDgADt37iwwTCeuRUTuXHbfTNeqVSvCw8N14lpE5C5iV0ikpKTw3nvvce+995Z0PSIiUo7YdeK6devW7N27t6RrERGRcsauI4m2bdvy1ltvcfDgQfz8/AqcuO7cuXOJFCciImXLrpB49dVXAVi8eHGBYTpxLSJy57IrJH755ZdbXtCECRPYunUrHh4ebNiwAYAFCxbw8ccf4+7uDlx7JHn79u2Ba4H0ySef4ODgwCuvvELbtm1vuQYREbkxN/SAv1vRr18/hgwZUuAlRaGhoQwfPtyq7ciRI8TGxhIbG0tKSgphYWFs3LgRR0fH0ipXRES4gZA4f/4827dvJzk5maysLKtho0aN+tPpmzdvzokTJ+xa1pYtW+jRowcVK1bEx8eHunXrkpCQQFBQkL3liohIMbArJOLj4wkPD6dChQqkp6djNptJTU2lYsWK1K5d266QsGXlypXExMQQEBDA+PHjqVq1KikpKTRt2tQyjtlsJiUlpdDpo6KiiIqKAiA9Pf2m6xARkYLsugR25syZ9OrVix07dlCxYkWWL1/O1q1bCQgI4Omnn77phQ8aNIjNmzezbt06PD09efPNN294HgMHDiQ6Opro6GiqV69+07WIiEhBdoXEwYMHeeKJJzCZTDg6OpKVlUWNGjV48cUXWbhw4U0vvEaNGjg6OuLg4MCAAQP4+eefgWtHDqdPn7aMl5KSgtlsvunliIjIzbErJCpUqGD52cPDg5MnTwLg4uJCamrqTS/8+mnj4uJo2LAhACEhIcTGxpKVlUVSUhKJiYk0adLkppcjIiI3x65zEv7+/vz888/Uq1ePli1bMm/ePNLS0li/fj1+fn52LSgyMpLdu3eTnp5Ou3btGD16NLt377ZcXlu7dm2mTZsGQMOGDenWrRvdu3fH0dGRyZMn68omEZEyYFdIjBkzhkuXLll+fvnll3nttdf4y1/+whtvvGHXgubMmVOgbcCAATbHHzFiBCNGjLBr3iIiUjLsConAwEDLz+7u7rz//vslVpCIiJQfN3Uz3Z49e8jMzCQoKAg3N7firklERMqJIkNixYoVXLhwwarbJzw8nG3btgHXrk5avnw5DRo0KNkqRUSkTBR5ddPatWvx9va2fN68eTM7d+5k5syZrFmzhjp16rBo0aISL1JERMpGkSGRlJTE/fffb/m8bds2QkJC+Otf/4q/vz9jx47lxx9/LPEiRUSkbBQZEllZWTg7O1s+x8fHExwcbPns4+NDWlpayVUnIiJlqsiQ8Pb2ttwFnZaWxtGjR3nwwQctw8+cOaMT1yIid7AiT1z36dOHadOmcejQIXbv3k2DBg0ICAiwDP/xxx/x9fUt8SJFRKRsFBkSTz31FJcvX+arr76iRo0aljui8/34449069atRAsUEZGyU2RIODg48Pzzz/P8888XOnz+/PklUpSIiJQPdj3gT0RE7k4KCRERsUkhISIiNikkRETEJoWEiIjYZHdITJs2jXPnzpVgKSIiUt4UGRLXv2d6w4YNZGZmAtCrVy+Sk5NLtjIRESlzRd4n0a1bN6pVq8YDDzzA1atXSU5OxtvbmxMnTpCTk1NaNYqISBkp8khiz549vP322/j7+5OXl8czzzxDly5dyM7OZseOHZw5c6a06hQRkTJQZEjk5OTQpEkThg0bRqVKlYiJiWHGjBk4ODiwZs0aOnbsSJcuXUqrVhERKWVFdjcFBwfTuHFjHnjgAbKzs7ly5QoPPvggjo6OzJs3D7PZTEJCQmnVKiIipazIkNi+fTvx8fH89NNP5OTk0K9fPwIDA8nOzmbfvn2YzWar90uIiMidpcjuJnd3d0JCQnjhhRdwdnbmk08+YciQIZhMJmbOnElwcDBDhgwprVpFRKSU3dDNdK6urnTv3h0nJyeWL1/Oli1bGDx4cEnVJiIiZazI7qbrrV+/HrPZDEDt2rVxcnKiZs2adO/evcSKExGRsmX3kUStWrVwcLg2+oYNG6hVq9YNLWjChAm0atWKnj17WtrOnTtHWFgYnTt3JiwsjPPnzwNgGAavv/46nTp1olevXuzbt++GliUiIsWj1J7d1K9fP95//32rtiVLltCqVSs2bdpEq1atWLJkCXDthHliYiKbNm3itddeY+rUqaVVpoiIXKfUQqJ58+ZUrVrVqm3Lli306dMHuPY+7bi4OKt2k8lEs2bNyMjIIDU1tbRKFRGR/7H7nERJSEtLw9PTE4CaNWuSlpYGQEpKCl5eXpbxvLy8SElJsYx7vaioKKKiogBIT08vhapFRO4eZRoS1zOZTJhMphuebuDAgQwcOBC41qUlIiLFp0zfJ+Hh4WHpRkpNTcXd3R0As9ls9QTa06dPW66sEhGR0lOmIRESEkJMTAwAMTExdOzY0ardMAzi4+NxdXUttKtJRERKVql1N0VGRrJ7927S09Np164do0eP5plnnmHMmDF88skneHt7M2/ePADat2/Ptm3b6NSpE87OzsyYMaO0yhQRkeuUWkjMmTOn0Pbly5cXaDOZTEyZMqWkSxIRkT+hd1yLiIhNCgkREbFJISEiIjYpJERExCaFhIiI2KSQEBERmxQSIiJik0JCRERsUkiIiIhNCgkREbGp3Dwq/HaUcTmb7Ny8Au0VHB1wc65QBhWJiBQvhcQtyM7NI3TZngLtH4Y1L4NqRESKn7qbRETEJoWEiIjYpJAQERGbFBIiImKTQkJERGxSSIiIiE0KCRERsUkhISIiNikkRETEJoWEiIjYpJAQERGb9OwmO5iAtItXC7QbRunXIiJSmspFSISEhODi4oKDgwOOjo5ER0dz7tw5xo4dy8mTJ6lduzbz5s2jatWqZVJfrmEw7MPvC7QvDQ0ug2pEREpPueluWr58OevWrSM6OhqAJUuW0KpVKzZt2kSrVq1YsmRJGVcoInL3KTch8UdbtmyhT58+APTp04e4uLiyLUhE5C5ULrqbAIYPH47JZGLgwIEMHDiQtLQ0PD09AahZsyZpaWmFThcVFUVUVBQA6enppVaviMjdoFyExKpVqzCbzaSlpREWFkb9+vWthptMJkwmU6HT5ocKQL9+/Uq8VhGRu0m56G4ym80AeHh40KlTJxISEvDw8CA1NRWA1NRU3N3dy7JEEZG7UpmHRGZmJhcvXrT8/PXXX9OwYUNCQkKIiYkBICYmho4dO5ZhlSIid6cy725KS0tj5MiRAOTm5tKzZ0/atWtHYGAgY8aM4ZNPPsHb25t58+aVbaE3wNZ9FRUcHXBzrlD6BYmI3KQyDwkfHx/Wr19foL169eosX768DCq6dbbuq/gwrHkZVCMicvPKvLtJRETKL4WEiIjYpJAQERGbFBIiImJTmZ+4vpvoqicRud0oJEqRrnoSkduNQqIc0BGGiJRXColyQEcYIlJeKSTKMR1hiEhZU0iUYzrCEJGypktgRUTEJoWEiIjYpJAQERGbFBIiImKTTlzfhm70qqeMy9lk5+bZPb6ISD6FxG3oRq96ys7NI3TZHrvHFxHJp+4mERGxSUcSdxBb3VCGUfq1iMidQSFxB7HVDbU0NLjQ8XVHt4j8GYXEXUx3dIvIn9E5CRERsUlHElKAuqFEJJ9CQgpQN5SI5FNIiN1sHWGAjjJE7lQKCbGbrSMMKPmjDN01LlI2yn1IbN++nenTp5OXl8eAAQN45plnyrokKUG2wsAwIOxD3TUuUtrKdUjk5uYybdo0li1bhtlspn///oSEhHDfffeVdWnyB8X1PClbYXCj93o4mEzkFXIXYXE938rW+Dez7OJyOx1t3U613u3KdUgkJCRQt25dfHx8AOjRowdbtmxRSJRDxfU8KVthcKPLXRoaXCz1LA9rbvMu9sLCrKhl25qXrVC50bC5nZ7RdaPbW+Hx/5V2wJoMo/w+tOGLL75gx44dTJ8+HYCYmBgSEhKYPHmyZZyoqCiioqIA+O2336hXr95NLSs9PZ3q1avfetGl5HarF26/mlVvyVK9JetG6j158iTfffddocPK9ZGEPQYOHMjAgQNveT79+vUjOjq6GCoqHbdbvXD71ax6S5bqLVnFVW+5vuPabDZz+vRpy+eUlBTMZnMZViQicncp1yERGBhIYmIiSUlJZGVlERsbS0hISFmXJSJy1yjX3U1OTk5MnjyZp556itzcXB599FEaNmxYIssqji6r0nS71Qu3X82qt2Sp3pJVXPWW6xPXIiJStsp1d5OIiJQthYSIiNhUrs9JlJby/uiPCRMmsHXrVjw8PNiwYQMA586dY+zYsZw8eZLatWszb948qlatWsaVXpOcnMzLL79MWloaJpOJxx57jCeffLLc1nz16lWeeOIJsrKyyM3NpUuXLkRERJCUlERkZCTnzp3D39+fmTNnUrFixbIu1yL/PJ3ZbGbx4sXlut6QkBBcXFxwcHDA0dGR6Ojocrs/AGRkZPDKK69w6NAhTCYTM2bMoF69euWy3l9//ZWxY8daPiclJREREUGfPn2Kp17jLpeTk2N07NjROH78uHH16lWjV69exuHDh8u6LCu7d+829u7da/To0cPS9tZbbxmLFy82DMMwFi9ebMycObOsyisgJSXF2Lt3r2EYhnHhwgWjc+fOxuHDh8ttzXl5ecbFixcNwzCMrKwso3///sZPP/1kREREGBs2bDAMwzD+/ve/GytXrizLMgtYunSpERkZaTzzzDOGYRjlut4OHToYaWlpVm3ldX8wDMN4+eWXjY8//tgwDMO4evWqcf78+XJdb76cnByjdevWxokTJ4qt3ru+u+n6R39UrFjR8uiP8qR58+YF/gLYsmULffr0AaBPnz7ExcWVQWWF8/T0xN/fH4AqVapQv359UlJSym3NJpMJFxcXAHJycsjJycFkMvHtt9/SpUsXAPr27Vuu9ovTp0+zdetW+vfvD4BhGOW63sKU1/3hwoUL7Nmzx7JtK1asiJubW7mt93q7du3Cx8eH2rVrF1u9d31IpKSk4OXlZflsNptJSUkpw4rsk5aWhqenJwA1a9YkLS2tjCsq3IkTJzhw4ABNmzYt1zXn5ubSu3dvWrduTevWrfHx8cHNzQ0np2s9sl5eXuVqv5gxYwYvvfQSDg7X/hdOT08v1/UCDB8+nH79+lkeo1Ne94cTJ07g7u7OhAkT6NOnD5MmTSIzM7Pc1nu92NhYevbsCRTf9r3rQ+JOYDKZMJlMZV1GAZcuXSIiIoKJEydSpUoVq2HlrWZHR0fWrVvHtm3bSEhI4Ndffy3rkmz66quvcHd3JyAgoKxLsduqVatYu3Yt7733HitXrmTPHuuH+5Wn/SEnJ4f9+/czaNAgYmJicHZ2ZsmSJVbjlKd682VlZfHll1/StWvXAsNupd67PiRu10d/eHh4kJqaCkBqairu7u5lXJG17OxsIiIi6NWrF507dwbKf80Abm5utGzZkvj4eDIyMsjJyQGude+Ul/3ixx9/5MsvvyQkJITIyEi+/fZbpk+fXm7rBSy1eHh40KlTJxISEsrt/uDl5YWXlxdNmzYFoGvXruzfv7/c1ptv+/bt+Pv7U6NGDaD4/n+760Pidn30R0hICDExMcC1p+N27NixbAu6jmEYTJo0ifr16xMWFmZpL681nz17loyMDACuXLnCN998Q4MGDWjZsiUbN24EYO3ateVmv3jhhRfYvn07X375JXPmzOGhhx7iH//4R7mtNzMzk4sXL1p+/vrrr2nYsGG53R9q1qyJl5eX5Why165dNGjQoNzWmy82NpYePXpYPhdXvbrjGti2bRszZsywXFI4YsSIsi7JSmRkJLt37yY9PR0PDw9Gjx7NI488wpgxY0hOTsbb25t58+ZRrVq1si4VgO+//54nnngCX19fS595ZGQkTZo0KZc1//LLL4wfP57c3FwMw6Br166MGjWKpKQkxo4dy/nz52ncuDGzZ88uN5eU5vvuu+9YunSp5RLY8lhvUlISI0eOBK6d++nZsycjRowgPT29XO4PAAcOHGDSpElkZ2fj4+PDG2+8QV5eXrmtNzMzkw4dOhAXF4erqytAsW1fhYSIiNh013c3iYiIbQoJERGxSSEhIiI2KSRERMQmhYSIiNikkBApI2fPnsXPz4/vvvvuluYzYcIEFi5ceNPTR0REsHTp0luqQe5cCgm5Y5w9e5aAgAAyMzPJzs6mWbNmnDp1qshpoqOj8fPzs/xr3bo1zz77LIcPHy6lqm/NwYMHiYuLIzQ01NI2dOhQ/Pz8eOeddwqMP2bMGPz8/Jg2bZqlbeTIkbz77rtcuHChNEqW24xCQu4YP/30E35+flSuXJn9+/dTtWpVvL29/3Q6Z2dndu7cyY4dO1i8eDGZmZmEh4eTlZVVClXfmhUrVtC5c+cCz8aqVasWa9eu5frboNLT09myZQu1atWyGtfPz486deqwfv36UqlZbi8KCblj/PTTTzzwwAMA/PDDD5af/4zJZKJmzZp4enoSGBhIaGgoJ0+e5LfffrOM8+OPPzJkyBCaNm1K27ZtmTJliuVRE3DtuTmDBw+mefPmtGjRguHDh3P06FGr5SQkJNCvXz8CAwPp06cPCQkJVsOzs7N5/fXXadOmDQEBAbRv357Zs2fbrDs3N5fPP/+cDh06FBjWrl07MjMzrbqy1q9fT9OmTfHx8SkwfkhIiOWFViLXU0jIbe3UqVMEBwcTHBzMhx9+SFRUFMHBwcyZM4e4uDiCg4OZOnWq3fPLyMiwfFnmP3b74MGDDB8+nJCQENatW8fChQv55ZdfmDhxomW6y5cv8+STT7J69Wr+9a9/UaVKFZ599lnL0cilS5cIDw+nTp06rFmzhhdeeIG33nrLatkfffQRmzdvZu7cuWzatIm5c+dSr149m7UePHiQCxcuEBgYWGCYk5MTvXv3Zs2aNZa2NWvWWN6R8EdNmjTh559/5sqVK3ZuKblb6PWlclvz9PQkJiaGixcv0r9/fz7++GMqV65M7969WbJkCbVq1aJy5cpFziMzM5OgoCAMw+Dy5cvAtb+sGzRoAMAHH3xAt27dGDZsmGWaqVOn0qdPH9LS0vDw8LC87CffG2+8wYMPPkhCQgLBwcFs2LCB7Oxs3njjDVxcXPD19eXZZ5/l5Zdftkxz6tQp/vKXvxAcHIzJZMLb27vIo6FTp05ZjoIK079/fx599FEuXrzIb7/9xsmTJ+nSpYtVcFy/HbOzs0lNTeXee+8tcnvJ3UUhIbc1Jycn6tSpw2effUZAQACNGjXihx9+oEaNGjRv3tyueTg7OxMTE0NOTg7ff/89S5cutTqxu2/fPo4dO8bnn39uacvv6z9+/DgeHh4cP36ct99+m//+97+cPXsWwzDIy8sjOTkZgKNHj+Ln52d5Ax5AUFCQVR19+/Zl2LBhdOnShYcffpj27dvTrl07y0MS/+jKlSs4OTnZHN6gQQMaNWrEhg0bOHDgAD169MDZ2bnQcStVqmSZp8j1FBJyW+vRowenTp0iOzsbwzAICgoiJyeH3NxcgoKC8Pb2JjY2tsh5mEwm6tatC1z7Yv3999+JjIzko48+AiAvL48BAwZYXUGUL/89CeHh4Xh5eTFt2jTMZjOOjo706NGD7Oxsu9fF39+fLVu2sHPnTnbt2sW4ceNo1KgRy5YtKzQIqlevTnZ2NpcvX7b55f/oo4/y73//m6SkJD744AObyz5//jxAuXtHgpQ9nZOQ29qSJUuIiYmhZs2azJo1i5iYGBo2bMjEiROJiYkp8EYxe4SGhrJ//342bdoEwP3338+RI0eoW7dugX+VKlUiPT2dX3/9lfDwcFq3bk2DBg24dOmS5QVAcC18Dh06RGZmpqUtPj6+wLKrVKlC165defXVV1myZAnffvstx44dK7TOxo0bA3DkyBGb69KtWzcSExOtXqJTmEOHDmE2my0vrBHJp5CQ21rt2rWpXLkyZ86coWPHjtSqVYsjR47QuXNn6tatS+3atW94nlWqVGHAgAEsWLCAvLw8nn76aRISEpg8eTL79+/n2LFjfPXVV0yePBmAqlWrUr16dVavXs2xY8fYvXs3U6ZMsZz4BujZsyeOjo5MnDiRw4cP8/XXX/Puu+9aLXfZsmVs2LCBo0ePcuzYMT799FOqVKli9Q7267m7u+Pv788PP/xQ5Lps377d8l5pW3744QfatGlj7yaSu4hCQm57u3fvJjAwkHvuuYeEhAS8vLwsL4C/WX/729/49ddfiY2NpVGjRqxYsYKTJ08yZMgQevfuzZw5c/Dw8ADAwcGBuXPncvDgQXr27Mm0adN4/vnnrV744+LiwuLFizl27Bh9+/blrbfe4sUXX7RapouLCx988AH9+/enb9++/PLLL7z33ns2u5IAHnvsMT799NMi18XV1dXqXMgfXb16lc2bN/PYY4/Zs2nkLqOXDoncxq5evUq3bt2YOXMmwcHBNzWPlStXsmXLFj2aQwqlIwmR29g999zDW2+9xblz5256Hk5OTrzyyivFV5TcUXQkISIiNulIQkREbFJIiIiITQoJERGxSSEhIiI2KSRERMQmhYSIiNj0/wC5R8daTRix1gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "ax.hist(DF_qc_stats['Assigned']/1e6,bins=50,alpha=0.8)\n",
    "ymin,ymax = ax.get_ylim()\n",
    "ax.vlines(min_mrna_reads/1e6,ymin,ymax,color='r')\n",
    "ax.set_ylim((ymin,ymax))\n",
    "ax.set_xlabel('# Reads (M)',fontsize=14)\n",
    "ax.set_ylabel('# Samples',fontsize=14)\n",
    "ax.set_title('Number of reads mapped to CDS',fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Identify samples with poor read depth:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Total</th>\n",
       "      <th>Assigned</th>\n",
       "      <th>Unassigned_rRNA</th>\n",
       "      <th>Unassigned_Unmapped</th>\n",
       "      <th>Unassigned_Read_Type</th>\n",
       "      <th>Unassigned_Singleton</th>\n",
       "      <th>Unassigned_MappingQuality</th>\n",
       "      <th>Unassigned_Chimera</th>\n",
       "      <th>Unassigned_FragmentLength</th>\n",
       "      <th>Unassigned_Duplicate</th>\n",
       "      <th>...</th>\n",
       "      <th>r_written</th>\n",
       "      <th>bp_processed</th>\n",
       "      <th>quality_trimmed</th>\n",
       "      <th>bp_written</th>\n",
       "      <th>percent_trimmed</th>\n",
       "      <th>pe_sense</th>\n",
       "      <th>pe_antisense</th>\n",
       "      <th>failed</th>\n",
       "      <th>se_sense</th>\n",
       "      <th>se_antisense</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SRX093376</th>\n",
       "      <td>30994891</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30987663</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7185</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>33333480</td>\n",
       "      <td>1666674000</td>\n",
       "      <td>94442980</td>\n",
       "      <td>1161354043</td>\n",
       "      <td>30.319064</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>0.0108</td>\n",
       "      <td>0.9552</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX093375</th>\n",
       "      <td>40854847</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40848969</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5780</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>44093600</td>\n",
       "      <td>2204680000</td>\n",
       "      <td>57621901</td>\n",
       "      <td>1788501697</td>\n",
       "      <td>18.877039</td>\n",
       "      <td>0.0424</td>\n",
       "      <td>0.0114</td>\n",
       "      <td>0.9462</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5979887</th>\n",
       "      <td>45719</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>45691</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>45735</td>\n",
       "      <td>1829400</td>\n",
       "      <td>4379</td>\n",
       "      <td>1805424</td>\n",
       "      <td>1.310594</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2143</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.7857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX5979885</th>\n",
       "      <td>23448</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>23410</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>23588</td>\n",
       "      <td>849168</td>\n",
       "      <td>7476</td>\n",
       "      <td>829655</td>\n",
       "      <td>2.297896</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.3421</td>\n",
       "      <td>0.6053</td>\n",
       "      <td>0.0526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX3630285</th>\n",
       "      <td>8229719</td>\n",
       "      <td>39</td>\n",
       "      <td>55</td>\n",
       "      <td>8229581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8229993</td>\n",
       "      <td>411499650</td>\n",
       "      <td>582098</td>\n",
       "      <td>410272541</td>\n",
       "      <td>0.298204</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5435</td>\n",
       "      <td>0.4420</td>\n",
       "      <td>0.0145</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX3526673</th>\n",
       "      <td>6934778</td>\n",
       "      <td>467396</td>\n",
       "      <td>328178</td>\n",
       "      <td>4609113</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7254856</td>\n",
       "      <td>1076936405</td>\n",
       "      <td>111131396</td>\n",
       "      <td>962141299</td>\n",
       "      <td>10.659414</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5262</td>\n",
       "      <td>0.4616</td>\n",
       "      <td>0.0123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX3526663</th>\n",
       "      <td>3769422</td>\n",
       "      <td>470703</td>\n",
       "      <td>1003</td>\n",
       "      <td>2739222</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4054499</td>\n",
       "      <td>628790009</td>\n",
       "      <td>77032902</td>\n",
       "      <td>549124799</td>\n",
       "      <td>12.669605</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.4548</td>\n",
       "      <td>0.5426</td>\n",
       "      <td>0.0025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX3526635</th>\n",
       "      <td>4757751</td>\n",
       "      <td>480149</td>\n",
       "      <td>1661</td>\n",
       "      <td>3485105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5255809</td>\n",
       "      <td>838858567</td>\n",
       "      <td>170161408</td>\n",
       "      <td>666071409</td>\n",
       "      <td>20.597889</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.5474</td>\n",
       "      <td>0.4481</td>\n",
       "      <td>0.0045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX3526718</th>\n",
       "      <td>10608994</td>\n",
       "      <td>484171</td>\n",
       "      <td>3221255</td>\n",
       "      <td>6493754</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>11819820</td>\n",
       "      <td>1458122957</td>\n",
       "      <td>124979463</td>\n",
       "      <td>1328267165</td>\n",
       "      <td>8.905682</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1776</td>\n",
       "      <td>0.8211</td>\n",
       "      <td>0.0013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SRX3526713</th>\n",
       "      <td>7954913</td>\n",
       "      <td>497087</td>\n",
       "      <td>1837777</td>\n",
       "      <td>5195087</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8321562</td>\n",
       "      <td>1037499341</td>\n",
       "      <td>64672306</td>\n",
       "      <td>969967486</td>\n",
       "      <td>6.509099</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.2425</td>\n",
       "      <td>0.7554</td>\n",
       "      <td>0.0020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Total  Assigned  Unassigned_rRNA  Unassigned_Unmapped  \\\n",
       "SRX093376   30994891         0                0             30987663   \n",
       "SRX093375   40854847         0                0             40848969   \n",
       "SRX5979887     45719        21                0                45691   \n",
       "SRX5979885     23448        24                0                23410   \n",
       "SRX3630285   8229719        39               55              8229581   \n",
       "...              ...       ...              ...                  ...   \n",
       "SRX3526673   6934778    467396           328178              4609113   \n",
       "SRX3526663   3769422    470703             1003              2739222   \n",
       "SRX3526635   4757751    480149             1661              3485105   \n",
       "SRX3526718  10608994    484171          3221255              6493754   \n",
       "SRX3526713   7954913    497087          1837777              5195087   \n",
       "\n",
       "            Unassigned_Read_Type  Unassigned_Singleton  \\\n",
       "SRX093376                      0                     0   \n",
       "SRX093375                      0                     0   \n",
       "SRX5979887                     0                     0   \n",
       "SRX5979885                     0                     0   \n",
       "SRX3630285                     0                     0   \n",
       "...                          ...                   ...   \n",
       "SRX3526673                     0                     0   \n",
       "SRX3526663                     0                     0   \n",
       "SRX3526635                     0                     0   \n",
       "SRX3526718                     0                     0   \n",
       "SRX3526713                     0                     0   \n",
       "\n",
       "            Unassigned_MappingQuality  Unassigned_Chimera  \\\n",
       "SRX093376                           0                   0   \n",
       "SRX093375                           0                   0   \n",
       "SRX5979887                          0                   0   \n",
       "SRX5979885                          0                   0   \n",
       "SRX3630285                          0                   0   \n",
       "...                               ...                 ...   \n",
       "SRX3526673                          0                   0   \n",
       "SRX3526663                          0                   0   \n",
       "SRX3526635                          0                   0   \n",
       "SRX3526718                          0                   0   \n",
       "SRX3526713                          0                   0   \n",
       "\n",
       "            Unassigned_FragmentLength  Unassigned_Duplicate  ...  r_written  \\\n",
       "SRX093376                        7185                     0  ...   33333480   \n",
       "SRX093375                        5780                     0  ...   44093600   \n",
       "SRX5979887                          0                     0  ...      45735   \n",
       "SRX5979885                          0                     0  ...      23588   \n",
       "SRX3630285                          0                     0  ...    8229993   \n",
       "...                               ...                   ...  ...        ...   \n",
       "SRX3526673                          0                     0  ...    7254856   \n",
       "SRX3526663                          0                     0  ...    4054499   \n",
       "SRX3526635                          0                     0  ...    5255809   \n",
       "SRX3526718                          0                     0  ...   11819820   \n",
       "SRX3526713                          0                     0  ...    8321562   \n",
       "\n",
       "            bp_processed  quality_trimmed  bp_written  percent_trimmed  \\\n",
       "SRX093376     1666674000         94442980  1161354043        30.319064   \n",
       "SRX093375     2204680000         57621901  1788501697        18.877039   \n",
       "SRX5979887       1829400             4379     1805424         1.310594   \n",
       "SRX5979885        849168             7476      829655         2.297896   \n",
       "SRX3630285     411499650           582098   410272541         0.298204   \n",
       "...                  ...              ...         ...              ...   \n",
       "SRX3526673    1076936405        111131396   962141299        10.659414   \n",
       "SRX3526663     628790009         77032902   549124799        12.669605   \n",
       "SRX3526635     838858567        170161408   666071409        20.597889   \n",
       "SRX3526718    1458122957        124979463  1328267165         8.905682   \n",
       "SRX3526713    1037499341         64672306   969967486         6.509099   \n",
       "\n",
       "            pe_sense  pe_antisense  failed  se_sense  se_antisense  \n",
       "SRX093376     0.0340        0.0108  0.9552    0.0000        0.0000  \n",
       "SRX093375     0.0424        0.0114  0.9462    0.0000        0.0000  \n",
       "SRX5979887    0.0000        0.0000  0.2143    0.0000        0.7857  \n",
       "SRX5979885    0.0000        0.0000  0.3421    0.6053        0.0526  \n",
       "SRX3630285    0.0000        0.0000  0.5435    0.4420        0.0145  \n",
       "...              ...           ...     ...       ...           ...  \n",
       "SRX3526673    0.0000        0.0000  0.5262    0.4616        0.0123  \n",
       "SRX3526663    0.0000        0.0000  0.4548    0.5426        0.0025  \n",
       "SRX3526635    0.0000        0.0000  0.5474    0.4481        0.0045  \n",
       "SRX3526718    0.0000        0.0000  0.1776    0.8211        0.0013  \n",
       "SRX3526713    0.0000        0.0000  0.2425    0.7554        0.0020  \n",
       "\n",
       "[214 rows x 54 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_failed_mrna = DF_qc_stats[DF_qc_stats['Assigned'] < min_mrna_reads].sort_values('Assigned')\n",
    "DF_failed_mrna"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mark samples that passed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF_metadata['passed_reads_mapped_to_CDS'] = ~DF_metadata.index.isin(DF_failed_mrna.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examine Global Correlations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only examine data that passed the first two steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_passed_step2 = DF_metadata[DF_metadata[['passed_fastqc','passed_reads_mapped_to_CDS']].all(axis=1)]\n",
    "DF_log_tpm_passed_step2 = DF_log_tpm[metadata_passed_step2.index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A clustermap is a great way to visualize the global correlations between one sample and all others. The ``global_clustering`` function uses hierarchical clustering to identify specific clusters in the clustermap. The optional arguments are:\n",
    "\n",
    "* ``threshold``: Threshold used to extract clusters from the hierarchy. To increase the number of clusters, decrease the value of ``threshold``. To decrease the number of clusters, increase the value of ``threshold`` (default: 0.3)\n",
    "* ``figsize``: A tuple describing the length and width of the final clustermap. A larger figsize can make x and y-axis labels clearer.\n",
    "* ``xticklabels``: Show NCBI SRA accession numbers on the x-axis\n",
    "* ``yticklabels``: Show NCBI SRA accession numbers on the y-axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.cluster.hierarchy as sch\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "def global_clustering(data, threshold=0.3, xticklabels=False, yticklabels=False, figsize=(9,9)):\n",
    "    \n",
    "    # Retrieve clusters using fcluster \n",
    "    corr = data.corr()\n",
    "    corr.fillna(0,inplace=True)\n",
    "    dist = sch.distance.pdist(corr)\n",
    "    link = sch.linkage(dist, method='complete')\n",
    "    clst = pd.DataFrame(index=data.columns)\n",
    "    clst['cluster'] = sch.fcluster(link, threshold * dist.max(), 'distance')\n",
    "\n",
    "    # Get colors for each cluster\n",
    "    cm = plt.cm.get_cmap('tab20')\n",
    "    cluster_colors = dict(zip(clst.cluster.unique(), cm.colors))\n",
    "    clst['color'] = clst.cluster.map(cluster_colors)\n",
    "\n",
    "    print('Number of cluster: ', len(cluster_colors))\n",
    "    \n",
    "    legend_items = [patches.Patch(color=c, label=l) for l,c in cluster_colors.items()]\n",
    "    \n",
    "    sns.set(rc={'figure.facecolor':'white'})\n",
    "    \n",
    "    clst_map = sns.clustermap(data.corr(), \n",
    "                              figsize=figsize, \n",
    "                              row_linkage=link, \n",
    "                              col_linkage=link, \n",
    "                              col_colors=clst.color,\n",
    "                              yticklabels=yticklabels, \n",
    "                              xticklabels=xticklabels,\n",
    "                              vmin=0, \n",
    "                              vmax=1)\n",
    "    \n",
    "    legend = clst_map.ax_heatmap.legend(loc='upper left', \n",
    "                                        bbox_to_anchor=(1.01,0.85), \n",
    "                                        handles=legend_items,\n",
    "                                        frameon=True)\n",
    "    \n",
    "    legend.set_title(title='Clusters',prop={'size':10})\n",
    "    \n",
    "    return clst['cluster']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of cluster:  6\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters = global_clustering(DF_log_tpm_passed_step2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Select clusters to remove."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "remove_clusters = [1]\n",
    "passed_global_corr = clusters[~clusters.isin(remove_clusters)].index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code can be adapted to see the NCBI SRA accession for samples in each cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SRX5283816    1\n",
       "SRX5283817    1\n",
       "SRX5283818    1\n",
       "SRX5283820    1\n",
       "Name: cluster, dtype: int32"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clusters[clusters == 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Re-cluster samples to ensure all outliers were removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF_log_tpm_passed_step3 = DF_log_tpm[passed_global_corr]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of cluster:  10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusters = global_clustering(DF_log_tpm_passed_step3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you are satisfied with your dataset, mark the samples that passed the global correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF_metadata['passed_global_correlation'] = DF_metadata.index.isin(passed_global_corr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>ReleaseDate</th>\n",
       "      <th>TaxID</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>species_tax_id</th>\n",
       "      <th>class_tax_id</th>\n",
       "      <th>strain_tax_id</th>\n",
       "      <th>species</th>\n",
       "      <th>LibraryLayout</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Model</th>\n",
       "      <th>...</th>\n",
       "      <th>GEO Series</th>\n",
       "      <th>GEO Sample</th>\n",
       "      <th>PMID</th>\n",
       "      <th>biosample_strain</th>\n",
       "      <th>biosample_genotype</th>\n",
       "      <th>R1</th>\n",
       "      <th>R2</th>\n",
       "      <th>passed_fastqc</th>\n",
       "      <th>passed_reads_mapped_to_CDS</th>\n",
       "      <th>passed_global_correlation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DRX131730</th>\n",
       "      <td>2018-09-25 19:19:17</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 4000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27965645.0</td>\n",
       "      <td>168</td>\n",
       "      <td>wild-type</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRX131731</th>\n",
       "      <td>2018-09-25 19:19:17</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 4000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27965645.0</td>\n",
       "      <td>168</td>\n",
       "      <td>YlxR mutant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295610</th>\n",
       "      <td>2016-10-05 10:52:19</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 2500</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295611</th>\n",
       "      <td>2016-10-05 10:52:19</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 2500</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ERX1295612</th>\n",
       "      <td>2016-10-05 10:52:19</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis subsp. subtilis str. 168</td>\n",
       "      <td>1423</td>\n",
       "      <td>91061</td>\n",
       "      <td>224308</td>\n",
       "      <td>Bacillus subtilis</td>\n",
       "      <td>PAIRED</td>\n",
       "      <td>ILLUMINA</td>\n",
       "      <td>Illumina HiSeq 2500</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ReleaseDate   TaxID  \\\n",
       "DRX131730   2018-09-25 19:19:17  224308   \n",
       "DRX131731   2018-09-25 19:19:17  224308   \n",
       "ERX1295610  2016-10-05 10:52:19  224308   \n",
       "ERX1295611  2016-10-05 10:52:19  224308   \n",
       "ERX1295612  2016-10-05 10:52:19  224308   \n",
       "\n",
       "                                        ScientificName  species_tax_id  \\\n",
       "DRX131730   Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "DRX131731   Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "ERX1295610  Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "ERX1295611  Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "ERX1295612  Bacillus subtilis subsp. subtilis str. 168            1423   \n",
       "\n",
       "            class_tax_id  strain_tax_id            species LibraryLayout  \\\n",
       "DRX131730          91061         224308  Bacillus subtilis        PAIRED   \n",
       "DRX131731          91061         224308  Bacillus subtilis        PAIRED   \n",
       "ERX1295610         91061         224308  Bacillus subtilis        PAIRED   \n",
       "ERX1295611         91061         224308  Bacillus subtilis        PAIRED   \n",
       "ERX1295612         91061         224308  Bacillus subtilis        PAIRED   \n",
       "\n",
       "            Platform                Model  ... GEO Series GEO Sample  \\\n",
       "DRX131730   ILLUMINA  Illumina HiSeq 4000  ...        NaN        NaN   \n",
       "DRX131731   ILLUMINA  Illumina HiSeq 4000  ...        NaN        NaN   \n",
       "ERX1295610  ILLUMINA  Illumina HiSeq 2500  ...        NaN        NaN   \n",
       "ERX1295611  ILLUMINA  Illumina HiSeq 2500  ...        NaN        NaN   \n",
       "ERX1295612  ILLUMINA  Illumina HiSeq 2500  ...        NaN        NaN   \n",
       "\n",
       "                  PMID  biosample_strain biosample_genotype  R1  R2  \\\n",
       "DRX131730   27965645.0               168          wild-type NaN NaN   \n",
       "DRX131731   27965645.0               168        YlxR mutant NaN NaN   \n",
       "ERX1295610         NaN               168                NaN NaN NaN   \n",
       "ERX1295611         NaN               168                NaN NaN NaN   \n",
       "ERX1295612         NaN               168                NaN NaN NaN   \n",
       "\n",
       "           passed_fastqc passed_reads_mapped_to_CDS passed_global_correlation  \n",
       "DRX131730           True                       True                      True  \n",
       "DRX131731           True                       True                      True  \n",
       "ERX1295610          True                       True                      True  \n",
       "ERX1295611          True                       True                      True  \n",
       "ERX1295612          True                       True                      True  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF_metadata.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Remove failed samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "qc_columns = ['passed_fastqc',\n",
    "              'passed_reads_mapped_to_CDS',\n",
    "              'passed_global_correlation']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "pass_qc = DF_metadata[qc_columns].all(axis=1)\n",
    "DF_metadata_passed = DF_metadata[pass_qc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,_,pcts = plt.pie(pass_qc.value_counts().reindex([False,True]),\n",
    "        labels = ['Failed','Passed'],\n",
    "        colors=['tab:red','tab:blue'],\n",
    "        autopct='%.0f%%',textprops={'size':16});\n",
    "\n",
    "# Colors percents white\n",
    "for pct in pcts:\n",
    "    pct.set_color('white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save current metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Enter path of interim metadata files here. It is recommended that the ``metadata_qc.tsv`` file is copied to a new ``metadata_qc_curated.tsv`` file before editing. This will prevent this notebook from over-writing any curated metadata."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_all_qc_file = path.join('..', 'data', 'interim', 'metadata_qc_part1_all.tsv') # Enter filename for full metadata QC file\n",
    "metadata_qc_file = path.join('..', 'data', 'interim', 'metadata_qc_part1.tsv') # Enter filename for metadata QC file with only passing datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "DF_metadata.to_csv(metadata_all_qc_file, sep='\\t')\n",
    "DF_metadata_passed.to_csv(metadata_qc_file, sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Metadata Curation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to curate the metadata. At a minimum, three new columns must be added to the metadata sheet:\n",
    "* ``project``: Nickname for the project. Each bioproject should have a unique project IDs.\n",
    "* ``condition``: Nickname for the experimental condition. Biological/technical replicates must have identical condition IDs.\n",
    "* ``reference_condition``: Condition ID of the reference condition. Each project has a single reference condition (See [example metadata sheet](https://github.com/SBRG/nf-rnaseq-bacteria/blob/master/example_data/processed_data/metadata_curated.tsv))\n",
    "\n",
    "Additional columns may include:\n",
    "* ``strain_description``: The strain name, and any knock-outs or overexpressed genes\n",
    "* ``base_media``: Media used (e.g. ``M9``)\n",
    "* ``carbon_source``: Primary carbon source, with concentration in parentheses (e.g. ``glucose(.4%)``). This is usually empty for undefined media.\n",
    "* ``nitrogen_source``: Primary nitrogen source, with concentration in parentheses (e.g. ``NH4Cl(1M)``). This is usually empty for undefined media.\n",
    "* ``aerobicity``: Usually ``aerobic`` or ``anaerobic``\n",
    "* ``treatment``: Any additional supplements or treatments added to the base media (e.g. ``thiamine(0.1M)`` or ``ampicillin(100ug/mL)``)\n",
    "* ``temperature``\n",
    "* ``pH``\n",
    "* ``OD``: Approximate optical density of cells when selected for library preparation\n",
    "* ``growth_phase``: e.g. ``mid-exponential`` or ``stationary``\n",
    "* ``culture_type``: Usually ``batch`` or ``chemostat``\n",
    "* ``skip``: Whether to skip a sample due to external reasons (e.g. not traditional RNA-seq, distant strain, or lack of metadata)\n",
    "\n",
    "If specific metadata entries are not reported for a sample, these can be left blank. However, if no metadata can be gleaned from public databases, then we recommend discarding the samples.\n",
    "\n",
    "Once the metadata has been curated, proceed to [Step 2](https://github.com/avsastry/modulome-workflow/edit/main/3_quality_control/expression_QC_part2.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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