{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def merge_df(files):\n",
    "    merged_df = pd.DataFrame()\n",
    "    noms = [\"MESG1\",\"MESG2\",\"MESG4\",\"MEWB5\",\"MEWB6\",\"MEWB7\"]\n",
    "    i = 0\n",
    "    for f in files:\n",
    "        df = pd.read_csv(f, sep='\\t')\n",
    "        nom_colonne = noms[i]\n",
    "        df = df.rename(columns={\n",
    "            'length': f'length_{nom_colonne}',\n",
    "            'eff_length': f'eff_length_{nom_colonne}',\n",
    "            'est_counts': f'est_counts_{nom_colonne}',\n",
    "            'tpm': f'tpm_{nom_colonne}'\n",
    "        })\n",
    "        if merged_df.empty:\n",
    "            merged_df = df\n",
    "        else:\n",
    "            merged_df = pd.merge(merged_df, df, on='target_id')\n",
    "        i += 1\n",
    "    cols = ['target_id'] \n",
    "    types = ['length', 'eff_length', 'est_counts', 'tpm']\n",
    "    for t in types:\n",
    "        cols.extend([col for col in merged_df.columns if col.startswith(t)])\n",
    "\n",
    "    merged_df = merged_df[cols]\n",
    "    new_col = []\n",
    "    for i, v in enumerate(merged_df['target_id']):\n",
    "        v = v.split('_')[-3]+'_'+v.split('_')[-2]\n",
    "        new_col.append(v)\n",
    "    merged_df['product_accession'] = new_col\n",
    "    return merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "35353\n"
     ]
    },
    {
     "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>target_id</th>\n",
       "      <th>length_MESG1</th>\n",
       "      <th>length_MESG2</th>\n",
       "      <th>length_MESG4</th>\n",
       "      <th>length_MEWB5</th>\n",
       "      <th>length_MEWB6</th>\n",
       "      <th>length_MEWB7</th>\n",
       "      <th>eff_length_MESG1</th>\n",
       "      <th>eff_length_MESG2</th>\n",
       "      <th>eff_length_MESG4</th>\n",
       "      <th>eff_length_MEWB5</th>\n",
       "      <th>eff_length_MEWB6</th>\n",
       "      <th>eff_length_MEWB7</th>\n",
       "      <th>est_counts_MESG1</th>\n",
       "      <th>est_counts_MESG2</th>\n",
       "      <th>est_counts_MESG4</th>\n",
       "      <th>est_counts_MEWB5</th>\n",
       "      <th>est_counts_MEWB6</th>\n",
       "      <th>est_counts_MEWB7</th>\n",
       "      <th>tpm_MESG1</th>\n",
       "      <th>tpm_MESG2</th>\n",
       "      <th>tpm_MESG4</th>\n",
       "      <th>tpm_MEWB5</th>\n",
       "      <th>tpm_MEWB6</th>\n",
       "      <th>tpm_MEWB7</th>\n",
       "      <th>product_accession</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>lcl|NC_004354.4_ncrna_NR_003723.2_1</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>85.8989</td>\n",
       "      <td>118.368</td>\n",
       "      <td>54.6776</td>\n",
       "      <td>313.6800</td>\n",
       "      <td>333.661000</td>\n",
       "      <td>247.627000</td>\n",
       "      <td>53.24750</td>\n",
       "      <td>46.618900</td>\n",
       "      <td>33.038700</td>\n",
       "      <td>454.10200</td>\n",
       "      <td>399.273000</td>\n",
       "      <td>299.026000</td>\n",
       "      <td>NR_003723.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001103384.3_2</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>671.9990</td>\n",
       "      <td>224.886000</td>\n",
       "      <td>856.451000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.042997</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.10300</td>\n",
       "      <td>14.689600</td>\n",
       "      <td>56.454300</td>\n",
       "      <td>NM_001103384.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001258513.2_3</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>56.1272</td>\n",
       "      <td>12.045800</td>\n",
       "      <td>0.025923</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.12431</td>\n",
       "      <td>0.731665</td>\n",
       "      <td>0.001589</td>\n",
       "      <td>NM_001258513.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001258512.2_4</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>100.8740</td>\n",
       "      <td>0.068352</td>\n",
       "      <td>95.523100</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.38142</td>\n",
       "      <td>0.004134</td>\n",
       "      <td>5.830630</td>\n",
       "      <td>NM_001258512.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001297796.1_5</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>131.9400</td>\n",
       "      <td>141.575</td>\n",
       "      <td>61.5141</td>\n",
       "      <td>194.5240</td>\n",
       "      <td>107.724000</td>\n",
       "      <td>159.370000</td>\n",
       "      <td>1.59562</td>\n",
       "      <td>1.087820</td>\n",
       "      <td>0.725151</td>\n",
       "      <td>5.49388</td>\n",
       "      <td>2.514870</td>\n",
       "      <td>3.754540</td>\n",
       "      <td>NM_001297796.1</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35348</th>\n",
       "      <td>lcl|NC_024511.2_trna_Dmel_CR34091_35349</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35349</th>\n",
       "      <td>lcl|NC_024511.2_trna_Dmel_CR34093_35350</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>20.302300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35350</th>\n",
       "      <td>lcl|NC_024511.2_rrna_Dmel_CR34094_35351</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>240513.0000</td>\n",
       "      <td>226787.000</td>\n",
       "      <td>160627.0000</td>\n",
       "      <td>566164.0000</td>\n",
       "      <td>560931.000000</td>\n",
       "      <td>558865.000000</td>\n",
       "      <td>11981.60000</td>\n",
       "      <td>7178.120000</td>\n",
       "      <td>7800.030000</td>\n",
       "      <td>65867.80000</td>\n",
       "      <td>53943.400000</td>\n",
       "      <td>54235.300000</td>\n",
       "      <td>Dmel_CR34094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35351</th>\n",
       "      <td>lcl|NC_024511.2_trna_Dmel_CR34095_35352</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35352</th>\n",
       "      <td>lcl|NC_024511.2_rrna_Dmel_CR34096_35353</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>150.0000</td>\n",
       "      <td>172.000</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>183.0000</td>\n",
       "      <td>268.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>13.48180</td>\n",
       "      <td>9.822050</td>\n",
       "      <td>5.519500</td>\n",
       "      <td>38.41170</td>\n",
       "      <td>46.499100</td>\n",
       "      <td>38.344300</td>\n",
       "      <td>Dmel_CR34096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35353 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     target_id  length_MESG1  length_MESG2  \\\n",
       "0          lcl|NC_004354.4_ncrna_NR_003723.2_1           214           214   \n",
       "1        lcl|NC_004354.4_mrna_NM_001103384.3_2          1894          1894   \n",
       "2        lcl|NC_004354.4_mrna_NM_001258513.2_3          2028          2028   \n",
       "3        lcl|NC_004354.4_mrna_NM_001258512.2_4          2036          2036   \n",
       "4        lcl|NC_004354.4_mrna_NM_001297796.1_5          5089          5089   \n",
       "...                                        ...           ...           ...   \n",
       "35348  lcl|NC_024511.2_trna_Dmel_CR34091_35349            66            66   \n",
       "35349  lcl|NC_024511.2_trna_Dmel_CR34093_35350            65            65   \n",
       "35350  lcl|NC_024511.2_rrna_Dmel_CR34094_35351          1324          1324   \n",
       "35351  lcl|NC_024511.2_trna_Dmel_CR34095_35352            73            73   \n",
       "35352  lcl|NC_024511.2_rrna_Dmel_CR34096_35353           786           786   \n",
       "\n",
       "       length_MESG4  length_MEWB5  length_MEWB6  length_MEWB7  \\\n",
       "0               214           214           214           214   \n",
       "1              1894          1894          1894          1894   \n",
       "2              2028          2028          2028          2028   \n",
       "3              2036          2036          2036          2036   \n",
       "4              5089          5089          5089          5089   \n",
       "...             ...           ...           ...           ...   \n",
       "35348            66            66            66            66   \n",
       "35349            65            65            65            65   \n",
       "35350          1324          1324          1324          1324   \n",
       "35351            73            73            73            73   \n",
       "35352           786           786           786           786   \n",
       "\n",
       "       eff_length_MESG1  eff_length_MESG2  eff_length_MESG4  eff_length_MEWB5  \\\n",
       "0              97.00000          97.00000          97.00000          97.00000   \n",
       "1            1777.00000        1777.00000        1777.00000        1777.00000   \n",
       "2            1911.00000        1911.00000        1911.00000        1911.00000   \n",
       "3            1919.00000        1919.00000        1919.00000        1919.00000   \n",
       "4            4972.00000        4972.00000        4972.00000        4972.00000   \n",
       "...                 ...               ...               ...               ...   \n",
       "35348           5.79122           5.79122           5.79122           5.79122   \n",
       "35349           5.71729           5.71729           5.71729           5.71729   \n",
       "35350        1207.00000        1207.00000        1207.00000        1207.00000   \n",
       "35351           6.36587           6.36587           6.36587           6.36587   \n",
       "35352         669.00000         669.00000         669.00000         669.00000   \n",
       "\n",
       "       eff_length_MEWB6  eff_length_MEWB7  est_counts_MESG1  est_counts_MESG2  \\\n",
       "0              97.00000          97.00000           85.8989           118.368   \n",
       "1            1777.00000        1777.00000            0.0000             2.000   \n",
       "2            1911.00000        1911.00000            0.0000             0.000   \n",
       "3            1919.00000        1919.00000            0.0000             0.000   \n",
       "4            4972.00000        4972.00000          131.9400           141.575   \n",
       "...                 ...               ...               ...               ...   \n",
       "35348           5.79122           5.79122            0.0000             0.000   \n",
       "35349           5.71729           5.71729            0.0000             0.000   \n",
       "35350        1207.00000        1207.00000       240513.0000        226787.000   \n",
       "35351           6.36587           6.36587            0.0000             0.000   \n",
       "35352         669.00000         669.00000          150.0000           172.000   \n",
       "\n",
       "       est_counts_MESG4  est_counts_MEWB5  est_counts_MEWB6  est_counts_MEWB7  \\\n",
       "0               54.6776          313.6800        333.661000        247.627000   \n",
       "1                0.0000          671.9990        224.886000        856.451000   \n",
       "2                0.0000           56.1272         12.045800          0.025923   \n",
       "3                0.0000          100.8740          0.068352         95.523100   \n",
       "4               61.5141          194.5240        107.724000        159.370000   \n",
       "...                 ...               ...               ...               ...   \n",
       "35348            0.0000            0.0000          0.000000          0.000000   \n",
       "35349            0.0000            0.0000          1.000000          0.000000   \n",
       "35350       160627.0000       566164.0000     560931.000000     558865.000000   \n",
       "35351            0.0000            0.0000          0.000000          0.000000   \n",
       "35352           63.0000          183.0000        268.000000        219.000000   \n",
       "\n",
       "         tpm_MESG1    tpm_MESG2    tpm_MESG4    tpm_MEWB5     tpm_MEWB6  \\\n",
       "0         53.24750    46.618900    33.038700    454.10200    399.273000   \n",
       "1          0.00000     0.042997     0.000000     53.10300     14.689600   \n",
       "2          0.00000     0.000000     0.000000      4.12431      0.731665   \n",
       "3          0.00000     0.000000     0.000000      7.38142      0.004134   \n",
       "4          1.59562     1.087820     0.725151      5.49388      2.514870   \n",
       "...            ...          ...          ...          ...           ...   \n",
       "35348      0.00000     0.000000     0.000000      0.00000      0.000000   \n",
       "35349      0.00000     0.000000     0.000000      0.00000     20.302300   \n",
       "35350  11981.60000  7178.120000  7800.030000  65867.80000  53943.400000   \n",
       "35351      0.00000     0.000000     0.000000      0.00000      0.000000   \n",
       "35352     13.48180     9.822050     5.519500     38.41170     46.499100   \n",
       "\n",
       "          tpm_MEWB7 product_accession  \n",
       "0        299.026000       NR_003723.2  \n",
       "1         56.454300    NM_001103384.3  \n",
       "2          0.001589    NM_001258513.2  \n",
       "3          5.830630    NM_001258512.2  \n",
       "4          3.754540    NM_001297796.1  \n",
       "...             ...               ...  \n",
       "35348      0.000000      Dmel_CR34091  \n",
       "35349      0.000000      Dmel_CR34093  \n",
       "35350  54235.300000      Dmel_CR34094  \n",
       "35351      0.000000      Dmel_CR34095  \n",
       "35352     38.344300      Dmel_CR34096  \n",
       "\n",
       "[35353 rows x 26 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "files = [\n",
    "    \"MESG1_RF/abundance.tsv\",\n",
    "    \"MESG2_RF/abundance.tsv\",\n",
    "    \"MESG4_RF/abundance.tsv\",\n",
    "    \"MEWB5_RF/abundance.tsv\",\n",
    "    \"MEWB6_RF/abundance.tsv\",\n",
    "    \"MEWB7_RF/abundance.tsv\"\n",
    "]\n",
    "\n",
    "a = merge_df(files)\n",
    "pd.set_option('display.max_columns', None)\n",
    "# pd.set_option('display.max_rows', None)\n",
    "print(len(a))\n",
    "display(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>target_id</th>\n",
       "      <th>length_MESG1</th>\n",
       "      <th>length_MESG2</th>\n",
       "      <th>length_MESG4</th>\n",
       "      <th>length_MEWB5</th>\n",
       "      <th>length_MEWB6</th>\n",
       "      <th>length_MEWB7</th>\n",
       "      <th>eff_length_MESG1</th>\n",
       "      <th>eff_length_MESG2</th>\n",
       "      <th>eff_length_MESG4</th>\n",
       "      <th>eff_length_MEWB5</th>\n",
       "      <th>eff_length_MEWB6</th>\n",
       "      <th>eff_length_MEWB7</th>\n",
       "      <th>est_counts_MESG1</th>\n",
       "      <th>est_counts_MESG2</th>\n",
       "      <th>est_counts_MESG4</th>\n",
       "      <th>est_counts_MEWB5</th>\n",
       "      <th>est_counts_MEWB6</th>\n",
       "      <th>est_counts_MEWB7</th>\n",
       "      <th>tpm_MESG1</th>\n",
       "      <th>tpm_MESG2</th>\n",
       "      <th>tpm_MESG4</th>\n",
       "      <th>tpm_MEWB5</th>\n",
       "      <th>tpm_MEWB6</th>\n",
       "      <th>tpm_MEWB7</th>\n",
       "      <th>product_accession</th>\n",
       "      <th>length_SG_moyenne</th>\n",
       "      <th>length_WB_moyenne</th>\n",
       "      <th>eff_length_SG_moyenne</th>\n",
       "      <th>eff_length_WB_moyenne</th>\n",
       "      <th>est_counts_SG_moyenne</th>\n",
       "      <th>est_counts_WB_moyenne</th>\n",
       "      <th>tpm_SG_moyenne</th>\n",
       "      <th>tpm_WB_moyenne</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>lcl|NC_004354.4_ncrna_NR_003723.2_1</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>85.8989</td>\n",
       "      <td>118.368</td>\n",
       "      <td>54.6776</td>\n",
       "      <td>313.6800</td>\n",
       "      <td>333.661000</td>\n",
       "      <td>247.627000</td>\n",
       "      <td>53.24750</td>\n",
       "      <td>46.618900</td>\n",
       "      <td>33.038700</td>\n",
       "      <td>454.10200</td>\n",
       "      <td>399.273000</td>\n",
       "      <td>299.026000</td>\n",
       "      <td>NR_003723.2</td>\n",
       "      <td>214.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>86.314833</td>\n",
       "      <td>298.322667</td>\n",
       "      <td>44.301700</td>\n",
       "      <td>384.133667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001103384.3_2</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>671.9990</td>\n",
       "      <td>224.886000</td>\n",
       "      <td>856.451000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.042997</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.10300</td>\n",
       "      <td>14.689600</td>\n",
       "      <td>56.454300</td>\n",
       "      <td>NM_001103384.3</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>584.445333</td>\n",
       "      <td>0.014332</td>\n",
       "      <td>41.415633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001258513.2_3</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>56.1272</td>\n",
       "      <td>12.045800</td>\n",
       "      <td>0.025923</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.12431</td>\n",
       "      <td>0.731665</td>\n",
       "      <td>0.001589</td>\n",
       "      <td>NM_001258513.2</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.732974</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.619188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001258512.2_4</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>100.8740</td>\n",
       "      <td>0.068352</td>\n",
       "      <td>95.523100</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.38142</td>\n",
       "      <td>0.004134</td>\n",
       "      <td>5.830630</td>\n",
       "      <td>NM_001258512.2</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65.488484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.405395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_001297796.1_5</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>131.9400</td>\n",
       "      <td>141.575</td>\n",
       "      <td>61.5141</td>\n",
       "      <td>194.5240</td>\n",
       "      <td>107.724000</td>\n",
       "      <td>159.370000</td>\n",
       "      <td>1.59562</td>\n",
       "      <td>1.087820</td>\n",
       "      <td>0.725151</td>\n",
       "      <td>5.49388</td>\n",
       "      <td>2.514870</td>\n",
       "      <td>3.754540</td>\n",
       "      <td>NM_001297796.1</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>111.676367</td>\n",
       "      <td>153.872667</td>\n",
       "      <td>1.136197</td>\n",
       "      <td>3.921097</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",
       "      <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>35348</th>\n",
       "      <td>lcl|NC_024511.2_trna_Dmel_CR34091_35349</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34091</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35349</th>\n",
       "      <td>lcl|NC_024511.2_trna_Dmel_CR34093_35350</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>20.302300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34093</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.767433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35350</th>\n",
       "      <td>lcl|NC_024511.2_rrna_Dmel_CR34094_35351</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>240513.0000</td>\n",
       "      <td>226787.000</td>\n",
       "      <td>160627.0000</td>\n",
       "      <td>566164.0000</td>\n",
       "      <td>560931.000000</td>\n",
       "      <td>558865.000000</td>\n",
       "      <td>11981.60000</td>\n",
       "      <td>7178.120000</td>\n",
       "      <td>7800.030000</td>\n",
       "      <td>65867.80000</td>\n",
       "      <td>53943.400000</td>\n",
       "      <td>54235.300000</td>\n",
       "      <td>Dmel_CR34094</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>209309.000000</td>\n",
       "      <td>561986.666667</td>\n",
       "      <td>8986.583333</td>\n",
       "      <td>58015.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35351</th>\n",
       "      <td>lcl|NC_024511.2_trna_Dmel_CR34095_35352</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34095</td>\n",
       "      <td>73.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35352</th>\n",
       "      <td>lcl|NC_024511.2_rrna_Dmel_CR34096_35353</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>150.0000</td>\n",
       "      <td>172.000</td>\n",
       "      <td>63.0000</td>\n",
       "      <td>183.0000</td>\n",
       "      <td>268.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>13.48180</td>\n",
       "      <td>9.822050</td>\n",
       "      <td>5.519500</td>\n",
       "      <td>38.41170</td>\n",
       "      <td>46.499100</td>\n",
       "      <td>38.344300</td>\n",
       "      <td>Dmel_CR34096</td>\n",
       "      <td>786.0</td>\n",
       "      <td>786.0</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>128.333333</td>\n",
       "      <td>223.333333</td>\n",
       "      <td>9.607783</td>\n",
       "      <td>41.085033</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35353 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     target_id  length_MESG1  length_MESG2  \\\n",
       "0          lcl|NC_004354.4_ncrna_NR_003723.2_1           214           214   \n",
       "1        lcl|NC_004354.4_mrna_NM_001103384.3_2          1894          1894   \n",
       "2        lcl|NC_004354.4_mrna_NM_001258513.2_3          2028          2028   \n",
       "3        lcl|NC_004354.4_mrna_NM_001258512.2_4          2036          2036   \n",
       "4        lcl|NC_004354.4_mrna_NM_001297796.1_5          5089          5089   \n",
       "...                                        ...           ...           ...   \n",
       "35348  lcl|NC_024511.2_trna_Dmel_CR34091_35349            66            66   \n",
       "35349  lcl|NC_024511.2_trna_Dmel_CR34093_35350            65            65   \n",
       "35350  lcl|NC_024511.2_rrna_Dmel_CR34094_35351          1324          1324   \n",
       "35351  lcl|NC_024511.2_trna_Dmel_CR34095_35352            73            73   \n",
       "35352  lcl|NC_024511.2_rrna_Dmel_CR34096_35353           786           786   \n",
       "\n",
       "       length_MESG4  length_MEWB5  length_MEWB6  length_MEWB7  \\\n",
       "0               214           214           214           214   \n",
       "1              1894          1894          1894          1894   \n",
       "2              2028          2028          2028          2028   \n",
       "3              2036          2036          2036          2036   \n",
       "4              5089          5089          5089          5089   \n",
       "...             ...           ...           ...           ...   \n",
       "35348            66            66            66            66   \n",
       "35349            65            65            65            65   \n",
       "35350          1324          1324          1324          1324   \n",
       "35351            73            73            73            73   \n",
       "35352           786           786           786           786   \n",
       "\n",
       "       eff_length_MESG1  eff_length_MESG2  eff_length_MESG4  eff_length_MEWB5  \\\n",
       "0              97.00000          97.00000          97.00000          97.00000   \n",
       "1            1777.00000        1777.00000        1777.00000        1777.00000   \n",
       "2            1911.00000        1911.00000        1911.00000        1911.00000   \n",
       "3            1919.00000        1919.00000        1919.00000        1919.00000   \n",
       "4            4972.00000        4972.00000        4972.00000        4972.00000   \n",
       "...                 ...               ...               ...               ...   \n",
       "35348           5.79122           5.79122           5.79122           5.79122   \n",
       "35349           5.71729           5.71729           5.71729           5.71729   \n",
       "35350        1207.00000        1207.00000        1207.00000        1207.00000   \n",
       "35351           6.36587           6.36587           6.36587           6.36587   \n",
       "35352         669.00000         669.00000         669.00000         669.00000   \n",
       "\n",
       "       eff_length_MEWB6  eff_length_MEWB7  est_counts_MESG1  est_counts_MESG2  \\\n",
       "0              97.00000          97.00000           85.8989           118.368   \n",
       "1            1777.00000        1777.00000            0.0000             2.000   \n",
       "2            1911.00000        1911.00000            0.0000             0.000   \n",
       "3            1919.00000        1919.00000            0.0000             0.000   \n",
       "4            4972.00000        4972.00000          131.9400           141.575   \n",
       "...                 ...               ...               ...               ...   \n",
       "35348           5.79122           5.79122            0.0000             0.000   \n",
       "35349           5.71729           5.71729            0.0000             0.000   \n",
       "35350        1207.00000        1207.00000       240513.0000        226787.000   \n",
       "35351           6.36587           6.36587            0.0000             0.000   \n",
       "35352         669.00000         669.00000          150.0000           172.000   \n",
       "\n",
       "       est_counts_MESG4  est_counts_MEWB5  est_counts_MEWB6  est_counts_MEWB7  \\\n",
       "0               54.6776          313.6800        333.661000        247.627000   \n",
       "1                0.0000          671.9990        224.886000        856.451000   \n",
       "2                0.0000           56.1272         12.045800          0.025923   \n",
       "3                0.0000          100.8740          0.068352         95.523100   \n",
       "4               61.5141          194.5240        107.724000        159.370000   \n",
       "...                 ...               ...               ...               ...   \n",
       "35348            0.0000            0.0000          0.000000          0.000000   \n",
       "35349            0.0000            0.0000          1.000000          0.000000   \n",
       "35350       160627.0000       566164.0000     560931.000000     558865.000000   \n",
       "35351            0.0000            0.0000          0.000000          0.000000   \n",
       "35352           63.0000          183.0000        268.000000        219.000000   \n",
       "\n",
       "         tpm_MESG1    tpm_MESG2    tpm_MESG4    tpm_MEWB5     tpm_MEWB6  \\\n",
       "0         53.24750    46.618900    33.038700    454.10200    399.273000   \n",
       "1          0.00000     0.042997     0.000000     53.10300     14.689600   \n",
       "2          0.00000     0.000000     0.000000      4.12431      0.731665   \n",
       "3          0.00000     0.000000     0.000000      7.38142      0.004134   \n",
       "4          1.59562     1.087820     0.725151      5.49388      2.514870   \n",
       "...            ...          ...          ...          ...           ...   \n",
       "35348      0.00000     0.000000     0.000000      0.00000      0.000000   \n",
       "35349      0.00000     0.000000     0.000000      0.00000     20.302300   \n",
       "35350  11981.60000  7178.120000  7800.030000  65867.80000  53943.400000   \n",
       "35351      0.00000     0.000000     0.000000      0.00000      0.000000   \n",
       "35352     13.48180     9.822050     5.519500     38.41170     46.499100   \n",
       "\n",
       "          tpm_MEWB7 product_accession  length_SG_moyenne  length_WB_moyenne  \\\n",
       "0        299.026000       NR_003723.2              214.0              214.0   \n",
       "1         56.454300    NM_001103384.3             1894.0             1894.0   \n",
       "2          0.001589    NM_001258513.2             2028.0             2028.0   \n",
       "3          5.830630    NM_001258512.2             2036.0             2036.0   \n",
       "4          3.754540    NM_001297796.1             5089.0             5089.0   \n",
       "...             ...               ...                ...                ...   \n",
       "35348      0.000000      Dmel_CR34091               66.0               66.0   \n",
       "35349      0.000000      Dmel_CR34093               65.0               65.0   \n",
       "35350  54235.300000      Dmel_CR34094             1324.0             1324.0   \n",
       "35351      0.000000      Dmel_CR34095               73.0               73.0   \n",
       "35352     38.344300      Dmel_CR34096              786.0              786.0   \n",
       "\n",
       "       eff_length_SG_moyenne  eff_length_WB_moyenne  est_counts_SG_moyenne  \\\n",
       "0                   97.00000               97.00000              86.314833   \n",
       "1                 1777.00000             1777.00000               0.666667   \n",
       "2                 1911.00000             1911.00000               0.000000   \n",
       "3                 1919.00000             1919.00000               0.000000   \n",
       "4                 4972.00000             4972.00000             111.676367   \n",
       "...                      ...                    ...                    ...   \n",
       "35348                5.79122                5.79122               0.000000   \n",
       "35349                5.71729                5.71729               0.000000   \n",
       "35350             1207.00000             1207.00000          209309.000000   \n",
       "35351                6.36587                6.36587               0.000000   \n",
       "35352              669.00000              669.00000             128.333333   \n",
       "\n",
       "       est_counts_WB_moyenne  tpm_SG_moyenne  tpm_WB_moyenne  \n",
       "0                 298.322667       44.301700      384.133667  \n",
       "1                 584.445333        0.014332       41.415633  \n",
       "2                  22.732974        0.000000        1.619188  \n",
       "3                  65.488484        0.000000        4.405395  \n",
       "4                 153.872667        1.136197        3.921097  \n",
       "...                      ...             ...             ...  \n",
       "35348               0.000000        0.000000        0.000000  \n",
       "35349               0.333333        0.000000        6.767433  \n",
       "35350          561986.666667     8986.583333    58015.500000  \n",
       "35351               0.000000        0.000000        0.000000  \n",
       "35352             223.333333        9.607783       41.085033  \n",
       "\n",
       "[35353 rows x 34 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def moyenne(dataframe, col1, col2, col3):\n",
    "    if len(col1.split('_')) == 2:\n",
    "        nom = col1.split('_')[0]+'_'+col1.split('_')[1][2:4]\n",
    "    else:\n",
    "        nom = col1.split('_')[0]+'_'+col1.split('_')[1]+'_'+col1.split('_')[2][2:4]\n",
    "    dataframe[f'{nom}_moyenne'] = dataframe[[col1, col2, col3]].mean(axis=1)\n",
    "    return dataframe\n",
    "\n",
    "columns = a.columns\n",
    "for i in range(1, len(columns) - 2, 3):\n",
    "    col1, col2, col3 = columns[i], columns[i+1], columns[i+2]\n",
    "    a = moyenne(a, col1, col2, col3)\n",
    "\n",
    "display(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "tab_corr = pd.read_table('/Users/arthur/PROJECTS/Stage_IJM/data/genomes/melanogaster/GCF_000001215.4_Release_6_plus_ISO1_MT_feature_table.txt')\n",
    "tab_corr = tab_corr[tab_corr['product_accession'].isin(a['product_accession'])]\n",
    "tab_corr = tab_corr.reset_index()\n",
    "valeurs = tab_corr['product_accession'].values\n",
    "missing_values = []\n",
    "for i in range(len(a)):\n",
    "    if a['product_accession'][i] not in tab_corr['product_accession'].values:\n",
    "        missing_values.append(a['product_accession'][i])\n",
    "missing_df = pd.DataFrame({'product_accession': missing_values})\n",
    "tab_corr = pd.concat([tab_corr, missing_df])\n",
    "tab_corr.to_csv('table_meta.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>length_MESG1</th>\n",
       "      <th>length_MESG2</th>\n",
       "      <th>length_MESG4</th>\n",
       "      <th>length_MEWB5</th>\n",
       "      <th>length_MEWB6</th>\n",
       "      <th>length_MEWB7</th>\n",
       "      <th>eff_length_MESG1</th>\n",
       "      <th>eff_length_MESG2</th>\n",
       "      <th>eff_length_MESG4</th>\n",
       "      <th>eff_length_MEWB5</th>\n",
       "      <th>...</th>\n",
       "      <th>tpm_MEWB7</th>\n",
       "      <th>product_accession</th>\n",
       "      <th>length_SG_moyenne</th>\n",
       "      <th>length_WB_moyenne</th>\n",
       "      <th>eff_length_SG_moyenne</th>\n",
       "      <th>eff_length_WB_moyenne</th>\n",
       "      <th>est_counts_SG_moyenne</th>\n",
       "      <th>est_counts_WB_moyenne</th>\n",
       "      <th>tpm_SG_moyenne</th>\n",
       "      <th>tpm_WB_moyenne</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>target_id</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>lcl|NC_004354.4_ncrna_NR_003723.2_1</th>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>299.026000</td>\n",
       "      <td>NR_003723.2</td>\n",
       "      <td>214.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>97.00000</td>\n",
       "      <td>86.314833</td>\n",
       "      <td>298.322667</td>\n",
       "      <td>44.301700</td>\n",
       "      <td>384.133667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001103384.3_2</th>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1894</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>56.454300</td>\n",
       "      <td>NM_001103384.3</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>1777.00000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>584.445333</td>\n",
       "      <td>0.014332</td>\n",
       "      <td>41.415633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001258513.2_3</th>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>2028</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001589</td>\n",
       "      <td>NM_001258513.2</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22.732974</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.619188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001258512.2_4</th>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>2036</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.830630</td>\n",
       "      <td>NM_001258512.2</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>1919.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65.488484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.405395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001297796.1_5</th>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>5089</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>3.754540</td>\n",
       "      <td>NM_001297796.1</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>4972.00000</td>\n",
       "      <td>111.676367</td>\n",
       "      <td>153.872667</td>\n",
       "      <td>1.136197</td>\n",
       "      <td>3.921097</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>lcl|NC_024511.2_trna_Dmel_CR34091_35349</th>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34091</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34093_35350</th>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34093</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.767433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_024511.2_rrna_Dmel_CR34094_35351</th>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>54235.300000</td>\n",
       "      <td>Dmel_CR34094</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>1207.00000</td>\n",
       "      <td>209309.000000</td>\n",
       "      <td>561986.666667</td>\n",
       "      <td>8986.583333</td>\n",
       "      <td>58015.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34095_35352</th>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Dmel_CR34095</td>\n",
       "      <td>73.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lcl|NC_024511.2_rrna_Dmel_CR34096_35353</th>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>786</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>...</td>\n",
       "      <td>38.344300</td>\n",
       "      <td>Dmel_CR34096</td>\n",
       "      <td>786.0</td>\n",
       "      <td>786.0</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>669.00000</td>\n",
       "      <td>128.333333</td>\n",
       "      <td>223.333333</td>\n",
       "      <td>9.607783</td>\n",
       "      <td>41.085033</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>35353 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         length_MESG1  length_MESG2  \\\n",
       "target_id                                                             \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1               214           214   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2            1894          1894   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3            2028          2028   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4            2036          2036   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5            5089          5089   \n",
       "...                                               ...           ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349            66            66   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350            65            65   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351          1324          1324   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352            73            73   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353           786           786   \n",
       "\n",
       "                                         length_MESG4  length_MEWB5  \\\n",
       "target_id                                                             \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1               214           214   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2            1894          1894   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3            2028          2028   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4            2036          2036   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5            5089          5089   \n",
       "...                                               ...           ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349            66            66   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350            65            65   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351          1324          1324   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352            73            73   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353           786           786   \n",
       "\n",
       "                                         length_MEWB6  length_MEWB7  \\\n",
       "target_id                                                             \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1               214           214   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2            1894          1894   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3            2028          2028   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4            2036          2036   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5            5089          5089   \n",
       "...                                               ...           ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349            66            66   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350            65            65   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351          1324          1324   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352            73            73   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353           786           786   \n",
       "\n",
       "                                         eff_length_MESG1  eff_length_MESG2  \\\n",
       "target_id                                                                     \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1              97.00000          97.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2          1777.00000        1777.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3          1911.00000        1911.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4          1919.00000        1919.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5          4972.00000        4972.00000   \n",
       "...                                                   ...               ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349           5.79122           5.79122   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350           5.71729           5.71729   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351        1207.00000        1207.00000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352           6.36587           6.36587   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353         669.00000         669.00000   \n",
       "\n",
       "                                         eff_length_MESG4  eff_length_MEWB5  \\\n",
       "target_id                                                                     \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1              97.00000          97.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2          1777.00000        1777.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3          1911.00000        1911.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4          1919.00000        1919.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5          4972.00000        4972.00000   \n",
       "...                                                   ...               ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349           5.79122           5.79122   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350           5.71729           5.71729   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351        1207.00000        1207.00000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352           6.36587           6.36587   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353         669.00000         669.00000   \n",
       "\n",
       "                                         ...     tpm_MEWB7  product_accession  \\\n",
       "target_id                                ...                                    \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1      ...    299.026000        NR_003723.2   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2    ...     56.454300     NM_001103384.3   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3    ...      0.001589     NM_001258513.2   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4    ...      5.830630     NM_001258512.2   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5    ...      3.754540     NM_001297796.1   \n",
       "...                                      ...           ...                ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349  ...      0.000000       Dmel_CR34091   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350  ...      0.000000       Dmel_CR34093   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351  ...  54235.300000       Dmel_CR34094   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352  ...      0.000000       Dmel_CR34095   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353  ...     38.344300       Dmel_CR34096   \n",
       "\n",
       "                                         length_SG_moyenne  length_WB_moyenne  \\\n",
       "target_id                                                                       \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1                  214.0              214.0   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2               1894.0             1894.0   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3               2028.0             2028.0   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4               2036.0             2036.0   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5               5089.0             5089.0   \n",
       "...                                                    ...                ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349               66.0               66.0   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350               65.0               65.0   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351             1324.0             1324.0   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352               73.0               73.0   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353              786.0              786.0   \n",
       "\n",
       "                                         eff_length_SG_moyenne  \\\n",
       "target_id                                                        \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1                   97.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2               1777.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3               1911.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4               1919.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5               4972.00000   \n",
       "...                                                        ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349                5.79122   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350                5.71729   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351             1207.00000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352                6.36587   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353              669.00000   \n",
       "\n",
       "                                         eff_length_WB_moyenne  \\\n",
       "target_id                                                        \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1                   97.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2               1777.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3               1911.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4               1919.00000   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5               4972.00000   \n",
       "...                                                        ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349                5.79122   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350                5.71729   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351             1207.00000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352                6.36587   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353              669.00000   \n",
       "\n",
       "                                         est_counts_SG_moyenne  \\\n",
       "target_id                                                        \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1                  86.314833   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2                 0.666667   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3                 0.000000   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4                 0.000000   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5               111.676367   \n",
       "...                                                        ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349               0.000000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350               0.000000   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351          209309.000000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352               0.000000   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353             128.333333   \n",
       "\n",
       "                                         est_counts_WB_moyenne  \\\n",
       "target_id                                                        \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1                 298.322667   \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2               584.445333   \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3                22.732974   \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4                65.488484   \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5               153.872667   \n",
       "...                                                        ...   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349               0.000000   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350               0.333333   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351          561986.666667   \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352               0.000000   \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353             223.333333   \n",
       "\n",
       "                                         tpm_SG_moyenne  tpm_WB_moyenne  \n",
       "target_id                                                                \n",
       "lcl|NC_004354.4_ncrna_NR_003723.2_1           44.301700      384.133667  \n",
       "lcl|NC_004354.4_mrna_NM_001103384.3_2          0.014332       41.415633  \n",
       "lcl|NC_004354.4_mrna_NM_001258513.2_3          0.000000        1.619188  \n",
       "lcl|NC_004354.4_mrna_NM_001258512.2_4          0.000000        4.405395  \n",
       "lcl|NC_004354.4_mrna_NM_001297796.1_5          1.136197        3.921097  \n",
       "...                                                 ...             ...  \n",
       "lcl|NC_024511.2_trna_Dmel_CR34091_35349        0.000000        0.000000  \n",
       "lcl|NC_024511.2_trna_Dmel_CR34093_35350        0.000000        6.767433  \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34094_35351     8986.583333    58015.500000  \n",
       "lcl|NC_024511.2_trna_Dmel_CR34095_35352        0.000000        0.000000  \n",
       "lcl|NC_024511.2_rrna_Dmel_CR34096_35353        9.607783       41.085033  \n",
       "\n",
       "[35353 rows x 33 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>target_id</th>\n",
       "      <th>index</th>\n",
       "      <th>lcl|NC_004354.4_ncrna_NR_003723.2_1</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001103384.3_2</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001258513.2_3</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001258512.2_4</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001297796.1_5</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001297795.1_6</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001103385.2_7</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001103386.2_8</th>\n",
       "      <th>lcl|NC_004354.4_mrna_NM_001169155.1_9</th>\n",
       "      <th>...</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34081_35344</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34082_35345</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34084_35346</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34087_35347</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34088_35348</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34091_35349</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34093_35350</th>\n",
       "      <th>lcl|NC_024511.2_rrna_Dmel_CR34094_35351</th>\n",
       "      <th>lcl|NC_024511.2_trna_Dmel_CR34095_35352</th>\n",
       "      <th>lcl|NC_024511.2_rrna_Dmel_CR34096_35353</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>length_MESG1</td>\n",
       "      <td>214</td>\n",
       "      <td>1894</td>\n",
       "      <td>2028</td>\n",
       "      <td>2036</td>\n",
       "      <td>5089</td>\n",
       "      <td>5083</td>\n",
       "      <td>5082</td>\n",
       "      <td>5012</td>\n",
       "      <td>4254</td>\n",
       "      <td>...</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>1324</td>\n",
       "      <td>73</td>\n",
       "      <td>786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>length_MESG2</td>\n",
       "      <td>214</td>\n",
       "      <td>1894</td>\n",
       "      <td>2028</td>\n",
       "      <td>2036</td>\n",
       "      <td>5089</td>\n",
       "      <td>5083</td>\n",
       "      <td>5082</td>\n",
       "      <td>5012</td>\n",
       "      <td>4254</td>\n",
       "      <td>...</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>1324</td>\n",
       "      <td>73</td>\n",
       "      <td>786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>length_MESG4</td>\n",
       "      <td>214</td>\n",
       "      <td>1894</td>\n",
       "      <td>2028</td>\n",
       "      <td>2036</td>\n",
       "      <td>5089</td>\n",
       "      <td>5083</td>\n",
       "      <td>5082</td>\n",
       "      <td>5012</td>\n",
       "      <td>4254</td>\n",
       "      <td>...</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>1324</td>\n",
       "      <td>73</td>\n",
       "      <td>786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>length_MEWB5</td>\n",
       "      <td>214</td>\n",
       "      <td>1894</td>\n",
       "      <td>2028</td>\n",
       "      <td>2036</td>\n",
       "      <td>5089</td>\n",
       "      <td>5083</td>\n",
       "      <td>5082</td>\n",
       "      <td>5012</td>\n",
       "      <td>4254</td>\n",
       "      <td>...</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>1324</td>\n",
       "      <td>73</td>\n",
       "      <td>786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>length_MEWB6</td>\n",
       "      <td>214</td>\n",
       "      <td>1894</td>\n",
       "      <td>2028</td>\n",
       "      <td>2036</td>\n",
       "      <td>5089</td>\n",
       "      <td>5083</td>\n",
       "      <td>5082</td>\n",
       "      <td>5012</td>\n",
       "      <td>4254</td>\n",
       "      <td>...</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>1324</td>\n",
       "      <td>73</td>\n",
       "      <td>786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>length_MEWB7</td>\n",
       "      <td>214</td>\n",
       "      <td>1894</td>\n",
       "      <td>2028</td>\n",
       "      <td>2036</td>\n",
       "      <td>5089</td>\n",
       "      <td>5083</td>\n",
       "      <td>5082</td>\n",
       "      <td>5012</td>\n",
       "      <td>4254</td>\n",
       "      <td>...</td>\n",
       "      <td>67</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>1324</td>\n",
       "      <td>73</td>\n",
       "      <td>786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>eff_length_MESG1</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>eff_length_MESG2</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>eff_length_MESG4</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>eff_length_MEWB5</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>eff_length_MEWB6</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>eff_length_MEWB7</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>est_counts_MESG1</td>\n",
       "      <td>85.8989</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>131.94</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>87.2389</td>\n",
       "      <td>547.742</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240513.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>est_counts_MESG2</td>\n",
       "      <td>118.368</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.575</td>\n",
       "      <td>0.00003</td>\n",
       "      <td>87.3975</td>\n",
       "      <td>507.721</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>226787.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>172.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>est_counts_MESG4</td>\n",
       "      <td>54.6776</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.5141</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>60.2771</td>\n",
       "      <td>186.867</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>160627.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>est_counts_MEWB5</td>\n",
       "      <td>313.68</td>\n",
       "      <td>671.999</td>\n",
       "      <td>56.1272</td>\n",
       "      <td>100.874</td>\n",
       "      <td>194.524</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>276.511</td>\n",
       "      <td>374.231</td>\n",
       "      <td>5.66697</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>566164.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>183.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>est_counts_MEWB6</td>\n",
       "      <td>333.661</td>\n",
       "      <td>224.886</td>\n",
       "      <td>12.0458</td>\n",
       "      <td>0.068352</td>\n",
       "      <td>107.724</td>\n",
       "      <td>0.0</td>\n",
       "      <td>870.855</td>\n",
       "      <td>146.139</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>560931.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>268.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>est_counts_MEWB7</td>\n",
       "      <td>247.627</td>\n",
       "      <td>856.451</td>\n",
       "      <td>0.025923</td>\n",
       "      <td>95.5231</td>\n",
       "      <td>159.37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>668.214</td>\n",
       "      <td>260.312</td>\n",
       "      <td>13.3881</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>558865.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>219.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>tpm_MESG1</td>\n",
       "      <td>53.2475</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.59562</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.05651</td>\n",
       "      <td>6.72832</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11981.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.4818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>tpm_MESG2</td>\n",
       "      <td>46.6189</td>\n",
       "      <td>0.042997</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.08782</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.67248</td>\n",
       "      <td>3.96253</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7178.12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.82205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tpm_MESG4</td>\n",
       "      <td>33.0387</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.725151</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.711571</td>\n",
       "      <td>2.23751</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7800.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.5195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>tpm_MEWB5</td>\n",
       "      <td>454.102</td>\n",
       "      <td>53.103</td>\n",
       "      <td>4.12431</td>\n",
       "      <td>7.38142</td>\n",
       "      <td>5.49388</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.82043</td>\n",
       "      <td>10.7356</td>\n",
       "      <td>0.192355</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65867.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.4117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>tpm_MEWB6</td>\n",
       "      <td>399.273</td>\n",
       "      <td>14.6896</td>\n",
       "      <td>0.731665</td>\n",
       "      <td>0.004134</td>\n",
       "      <td>2.51487</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.3593</td>\n",
       "      <td>3.46537</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.3023</td>\n",
       "      <td>53943.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.4991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>tpm_MEWB7</td>\n",
       "      <td>299.026</td>\n",
       "      <td>56.4543</td>\n",
       "      <td>0.001589</td>\n",
       "      <td>5.83063</td>\n",
       "      <td>3.75454</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.7644</td>\n",
       "      <td>6.22907</td>\n",
       "      <td>0.379065</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>54235.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38.3443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>product_accession</td>\n",
       "      <td>NR_003723.2</td>\n",
       "      <td>NM_001103384.3</td>\n",
       "      <td>NM_001258513.2</td>\n",
       "      <td>NM_001258512.2</td>\n",
       "      <td>NM_001297796.1</td>\n",
       "      <td>NM_001297795.1</td>\n",
       "      <td>NM_001103385.2</td>\n",
       "      <td>NM_001103386.2</td>\n",
       "      <td>NM_001169155.1</td>\n",
       "      <td>...</td>\n",
       "      <td>Dmel_CR34081</td>\n",
       "      <td>Dmel_CR34082</td>\n",
       "      <td>Dmel_CR34084</td>\n",
       "      <td>Dmel_CR34087</td>\n",
       "      <td>Dmel_CR34088</td>\n",
       "      <td>Dmel_CR34091</td>\n",
       "      <td>Dmel_CR34093</td>\n",
       "      <td>Dmel_CR34094</td>\n",
       "      <td>Dmel_CR34095</td>\n",
       "      <td>Dmel_CR34096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>length_SG_moyenne</td>\n",
       "      <td>214.0</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>5083.0</td>\n",
       "      <td>5082.0</td>\n",
       "      <td>5012.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>...</td>\n",
       "      <td>67.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>length_WB_moyenne</td>\n",
       "      <td>214.0</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>2028.0</td>\n",
       "      <td>2036.0</td>\n",
       "      <td>5089.0</td>\n",
       "      <td>5083.0</td>\n",
       "      <td>5082.0</td>\n",
       "      <td>5012.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>...</td>\n",
       "      <td>67.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>eff_length_SG_moyenne</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>eff_length_WB_moyenne</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1777.0</td>\n",
       "      <td>1911.0</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>4966.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4137.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86705</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.43937</td>\n",
       "      <td>5.79122</td>\n",
       "      <td>5.71729</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>6.36587</td>\n",
       "      <td>669.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>est_counts_SG_moyenne</td>\n",
       "      <td>86.314833</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>111.676367</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>78.3045</td>\n",
       "      <td>414.11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>209309.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>128.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>est_counts_WB_moyenne</td>\n",
       "      <td>298.322667</td>\n",
       "      <td>584.445333</td>\n",
       "      <td>22.732974</td>\n",
       "      <td>65.488484</td>\n",
       "      <td>153.872667</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>605.193333</td>\n",
       "      <td>260.227333</td>\n",
       "      <td>6.35169</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>561986.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>223.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>tpm_SG_moyenne</td>\n",
       "      <td>44.3017</td>\n",
       "      <td>0.014332</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.136197</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.81352</td>\n",
       "      <td>4.309453</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8986.583333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.607783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>tpm_WB_moyenne</td>\n",
       "      <td>384.133667</td>\n",
       "      <td>41.415633</td>\n",
       "      <td>1.619188</td>\n",
       "      <td>4.405395</td>\n",
       "      <td>3.921097</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.648043</td>\n",
       "      <td>6.810013</td>\n",
       "      <td>0.190473</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.767433</td>\n",
       "      <td>58015.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>41.085033</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33 rows × 35354 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "target_id                  index lcl|NC_004354.4_ncrna_NR_003723.2_1  \\\n",
       "0                   length_MESG1                                 214   \n",
       "1                   length_MESG2                                 214   \n",
       "2                   length_MESG4                                 214   \n",
       "3                   length_MEWB5                                 214   \n",
       "4                   length_MEWB6                                 214   \n",
       "5                   length_MEWB7                                 214   \n",
       "6               eff_length_MESG1                                97.0   \n",
       "7               eff_length_MESG2                                97.0   \n",
       "8               eff_length_MESG4                                97.0   \n",
       "9               eff_length_MEWB5                                97.0   \n",
       "10              eff_length_MEWB6                                97.0   \n",
       "11              eff_length_MEWB7                                97.0   \n",
       "12              est_counts_MESG1                             85.8989   \n",
       "13              est_counts_MESG2                             118.368   \n",
       "14              est_counts_MESG4                             54.6776   \n",
       "15              est_counts_MEWB5                              313.68   \n",
       "16              est_counts_MEWB6                             333.661   \n",
       "17              est_counts_MEWB7                             247.627   \n",
       "18                     tpm_MESG1                             53.2475   \n",
       "19                     tpm_MESG2                             46.6189   \n",
       "20                     tpm_MESG4                             33.0387   \n",
       "21                     tpm_MEWB5                             454.102   \n",
       "22                     tpm_MEWB6                             399.273   \n",
       "23                     tpm_MEWB7                             299.026   \n",
       "24             product_accession                         NR_003723.2   \n",
       "25             length_SG_moyenne                               214.0   \n",
       "26             length_WB_moyenne                               214.0   \n",
       "27         eff_length_SG_moyenne                                97.0   \n",
       "28         eff_length_WB_moyenne                                97.0   \n",
       "29         est_counts_SG_moyenne                           86.314833   \n",
       "30         est_counts_WB_moyenne                          298.322667   \n",
       "31                tpm_SG_moyenne                             44.3017   \n",
       "32                tpm_WB_moyenne                          384.133667   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001103384.3_2  \\\n",
       "0                                          1894   \n",
       "1                                          1894   \n",
       "2                                          1894   \n",
       "3                                          1894   \n",
       "4                                          1894   \n",
       "5                                          1894   \n",
       "6                                        1777.0   \n",
       "7                                        1777.0   \n",
       "8                                        1777.0   \n",
       "9                                        1777.0   \n",
       "10                                       1777.0   \n",
       "11                                       1777.0   \n",
       "12                                          0.0   \n",
       "13                                          2.0   \n",
       "14                                          0.0   \n",
       "15                                      671.999   \n",
       "16                                      224.886   \n",
       "17                                      856.451   \n",
       "18                                          0.0   \n",
       "19                                     0.042997   \n",
       "20                                          0.0   \n",
       "21                                       53.103   \n",
       "22                                      14.6896   \n",
       "23                                      56.4543   \n",
       "24                               NM_001103384.3   \n",
       "25                                       1894.0   \n",
       "26                                       1894.0   \n",
       "27                                       1777.0   \n",
       "28                                       1777.0   \n",
       "29                                     0.666667   \n",
       "30                                   584.445333   \n",
       "31                                     0.014332   \n",
       "32                                    41.415633   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001258513.2_3  \\\n",
       "0                                          2028   \n",
       "1                                          2028   \n",
       "2                                          2028   \n",
       "3                                          2028   \n",
       "4                                          2028   \n",
       "5                                          2028   \n",
       "6                                        1911.0   \n",
       "7                                        1911.0   \n",
       "8                                        1911.0   \n",
       "9                                        1911.0   \n",
       "10                                       1911.0   \n",
       "11                                       1911.0   \n",
       "12                                          0.0   \n",
       "13                                          0.0   \n",
       "14                                          0.0   \n",
       "15                                      56.1272   \n",
       "16                                      12.0458   \n",
       "17                                     0.025923   \n",
       "18                                          0.0   \n",
       "19                                          0.0   \n",
       "20                                          0.0   \n",
       "21                                      4.12431   \n",
       "22                                     0.731665   \n",
       "23                                     0.001589   \n",
       "24                               NM_001258513.2   \n",
       "25                                       2028.0   \n",
       "26                                       2028.0   \n",
       "27                                       1911.0   \n",
       "28                                       1911.0   \n",
       "29                                          0.0   \n",
       "30                                    22.732974   \n",
       "31                                          0.0   \n",
       "32                                     1.619188   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001258512.2_4  \\\n",
       "0                                          2036   \n",
       "1                                          2036   \n",
       "2                                          2036   \n",
       "3                                          2036   \n",
       "4                                          2036   \n",
       "5                                          2036   \n",
       "6                                        1919.0   \n",
       "7                                        1919.0   \n",
       "8                                        1919.0   \n",
       "9                                        1919.0   \n",
       "10                                       1919.0   \n",
       "11                                       1919.0   \n",
       "12                                          0.0   \n",
       "13                                          0.0   \n",
       "14                                          0.0   \n",
       "15                                      100.874   \n",
       "16                                     0.068352   \n",
       "17                                      95.5231   \n",
       "18                                          0.0   \n",
       "19                                          0.0   \n",
       "20                                          0.0   \n",
       "21                                      7.38142   \n",
       "22                                     0.004134   \n",
       "23                                      5.83063   \n",
       "24                               NM_001258512.2   \n",
       "25                                       2036.0   \n",
       "26                                       2036.0   \n",
       "27                                       1919.0   \n",
       "28                                       1919.0   \n",
       "29                                          0.0   \n",
       "30                                    65.488484   \n",
       "31                                          0.0   \n",
       "32                                     4.405395   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001297796.1_5  \\\n",
       "0                                          5089   \n",
       "1                                          5089   \n",
       "2                                          5089   \n",
       "3                                          5089   \n",
       "4                                          5089   \n",
       "5                                          5089   \n",
       "6                                        4972.0   \n",
       "7                                        4972.0   \n",
       "8                                        4972.0   \n",
       "9                                        4972.0   \n",
       "10                                       4972.0   \n",
       "11                                       4972.0   \n",
       "12                                       131.94   \n",
       "13                                      141.575   \n",
       "14                                      61.5141   \n",
       "15                                      194.524   \n",
       "16                                      107.724   \n",
       "17                                       159.37   \n",
       "18                                      1.59562   \n",
       "19                                      1.08782   \n",
       "20                                     0.725151   \n",
       "21                                      5.49388   \n",
       "22                                      2.51487   \n",
       "23                                      3.75454   \n",
       "24                               NM_001297796.1   \n",
       "25                                       5089.0   \n",
       "26                                       5089.0   \n",
       "27                                       4972.0   \n",
       "28                                       4972.0   \n",
       "29                                   111.676367   \n",
       "30                                   153.872667   \n",
       "31                                     1.136197   \n",
       "32                                     3.921097   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001297795.1_6  \\\n",
       "0                                          5083   \n",
       "1                                          5083   \n",
       "2                                          5083   \n",
       "3                                          5083   \n",
       "4                                          5083   \n",
       "5                                          5083   \n",
       "6                                        4966.0   \n",
       "7                                        4966.0   \n",
       "8                                        4966.0   \n",
       "9                                        4966.0   \n",
       "10                                       4966.0   \n",
       "11                                       4966.0   \n",
       "12                                     0.000002   \n",
       "13                                      0.00003   \n",
       "14                                     0.000016   \n",
       "15                                     0.000013   \n",
       "16                                          0.0   \n",
       "17                                          0.0   \n",
       "18                                          0.0   \n",
       "19                                          0.0   \n",
       "20                                          0.0   \n",
       "21                                          0.0   \n",
       "22                                          0.0   \n",
       "23                                          0.0   \n",
       "24                               NM_001297795.1   \n",
       "25                                       5083.0   \n",
       "26                                       5083.0   \n",
       "27                                       4966.0   \n",
       "28                                       4966.0   \n",
       "29                                     0.000016   \n",
       "30                                     0.000005   \n",
       "31                                          0.0   \n",
       "32                                          0.0   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001103385.2_7  \\\n",
       "0                                          5082   \n",
       "1                                          5082   \n",
       "2                                          5082   \n",
       "3                                          5082   \n",
       "4                                          5082   \n",
       "5                                          5082   \n",
       "6                                        4965.0   \n",
       "7                                        4965.0   \n",
       "8                                        4965.0   \n",
       "9                                        4965.0   \n",
       "10                                       4965.0   \n",
       "11                                       4965.0   \n",
       "12                                      87.2389   \n",
       "13                                      87.3975   \n",
       "14                                      60.2771   \n",
       "15                                      276.511   \n",
       "16                                      870.855   \n",
       "17                                      668.214   \n",
       "18                                      1.05651   \n",
       "19                                      0.67248   \n",
       "20                                     0.711571   \n",
       "21                                      7.82043   \n",
       "22                                      20.3593   \n",
       "23                                      15.7644   \n",
       "24                               NM_001103385.2   \n",
       "25                                       5082.0   \n",
       "26                                       5082.0   \n",
       "27                                       4965.0   \n",
       "28                                       4965.0   \n",
       "29                                      78.3045   \n",
       "30                                   605.193333   \n",
       "31                                      0.81352   \n",
       "32                                    14.648043   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001103386.2_8  \\\n",
       "0                                          5012   \n",
       "1                                          5012   \n",
       "2                                          5012   \n",
       "3                                          5012   \n",
       "4                                          5012   \n",
       "5                                          5012   \n",
       "6                                        4895.0   \n",
       "7                                        4895.0   \n",
       "8                                        4895.0   \n",
       "9                                        4895.0   \n",
       "10                                       4895.0   \n",
       "11                                       4895.0   \n",
       "12                                      547.742   \n",
       "13                                      507.721   \n",
       "14                                      186.867   \n",
       "15                                      374.231   \n",
       "16                                      146.139   \n",
       "17                                      260.312   \n",
       "18                                      6.72832   \n",
       "19                                      3.96253   \n",
       "20                                      2.23751   \n",
       "21                                      10.7356   \n",
       "22                                      3.46537   \n",
       "23                                      6.22907   \n",
       "24                               NM_001103386.2   \n",
       "25                                       5012.0   \n",
       "26                                       5012.0   \n",
       "27                                       4895.0   \n",
       "28                                       4895.0   \n",
       "29                                       414.11   \n",
       "30                                   260.227333   \n",
       "31                                     4.309453   \n",
       "32                                     6.810013   \n",
       "\n",
       "target_id lcl|NC_004354.4_mrna_NM_001169155.1_9  ...  \\\n",
       "0                                          4254  ...   \n",
       "1                                          4254  ...   \n",
       "2                                          4254  ...   \n",
       "3                                          4254  ...   \n",
       "4                                          4254  ...   \n",
       "5                                          4254  ...   \n",
       "6                                        4137.0  ...   \n",
       "7                                        4137.0  ...   \n",
       "8                                        4137.0  ...   \n",
       "9                                        4137.0  ...   \n",
       "10                                       4137.0  ...   \n",
       "11                                       4137.0  ...   \n",
       "12                                          0.0  ...   \n",
       "13                                          0.0  ...   \n",
       "14                                          0.0  ...   \n",
       "15                                      5.66697  ...   \n",
       "16                                          0.0  ...   \n",
       "17                                      13.3881  ...   \n",
       "18                                          0.0  ...   \n",
       "19                                          0.0  ...   \n",
       "20                                          0.0  ...   \n",
       "21                                     0.192355  ...   \n",
       "22                                          0.0  ...   \n",
       "23                                     0.379065  ...   \n",
       "24                               NM_001169155.1  ...   \n",
       "25                                       4254.0  ...   \n",
       "26                                       4254.0  ...   \n",
       "27                                       4137.0  ...   \n",
       "28                                       4137.0  ...   \n",
       "29                                          0.0  ...   \n",
       "30                                      6.35169  ...   \n",
       "31                                          0.0  ...   \n",
       "32                                     0.190473  ...   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34081_35344  \\\n",
       "0                                              67   \n",
       "1                                              67   \n",
       "2                                              67   \n",
       "3                                              67   \n",
       "4                                              67   \n",
       "5                                              67   \n",
       "6                                         5.86705   \n",
       "7                                         5.86705   \n",
       "8                                         5.86705   \n",
       "9                                         5.86705   \n",
       "10                                        5.86705   \n",
       "11                                        5.86705   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34081   \n",
       "25                                           67.0   \n",
       "26                                           67.0   \n",
       "27                                        5.86705   \n",
       "28                                        5.86705   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34082_35345  \\\n",
       "0                                              65   \n",
       "1                                              65   \n",
       "2                                              65   \n",
       "3                                              65   \n",
       "4                                              65   \n",
       "5                                              65   \n",
       "6                                         5.71729   \n",
       "7                                         5.71729   \n",
       "8                                         5.71729   \n",
       "9                                         5.71729   \n",
       "10                                        5.71729   \n",
       "11                                        5.71729   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34082   \n",
       "25                                           65.0   \n",
       "26                                           65.0   \n",
       "27                                        5.71729   \n",
       "28                                        5.71729   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34084_35346  \\\n",
       "0                                              66   \n",
       "1                                              66   \n",
       "2                                              66   \n",
       "3                                              66   \n",
       "4                                              66   \n",
       "5                                              66   \n",
       "6                                         5.79122   \n",
       "7                                         5.79122   \n",
       "8                                         5.79122   \n",
       "9                                         5.79122   \n",
       "10                                        5.79122   \n",
       "11                                        5.79122   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34084   \n",
       "25                                           66.0   \n",
       "26                                           66.0   \n",
       "27                                        5.79122   \n",
       "28                                        5.79122   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34087_35347  \\\n",
       "0                                              66   \n",
       "1                                              66   \n",
       "2                                              66   \n",
       "3                                              66   \n",
       "4                                              66   \n",
       "5                                              66   \n",
       "6                                         5.79122   \n",
       "7                                         5.79122   \n",
       "8                                         5.79122   \n",
       "9                                         5.79122   \n",
       "10                                        5.79122   \n",
       "11                                        5.79122   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34087   \n",
       "25                                           66.0   \n",
       "26                                           66.0   \n",
       "27                                        5.79122   \n",
       "28                                        5.79122   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34088_35348  \\\n",
       "0                                              61   \n",
       "1                                              61   \n",
       "2                                              61   \n",
       "3                                              61   \n",
       "4                                              61   \n",
       "5                                              61   \n",
       "6                                         5.43937   \n",
       "7                                         5.43937   \n",
       "8                                         5.43937   \n",
       "9                                         5.43937   \n",
       "10                                        5.43937   \n",
       "11                                        5.43937   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34088   \n",
       "25                                           61.0   \n",
       "26                                           61.0   \n",
       "27                                        5.43937   \n",
       "28                                        5.43937   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34091_35349  \\\n",
       "0                                              66   \n",
       "1                                              66   \n",
       "2                                              66   \n",
       "3                                              66   \n",
       "4                                              66   \n",
       "5                                              66   \n",
       "6                                         5.79122   \n",
       "7                                         5.79122   \n",
       "8                                         5.79122   \n",
       "9                                         5.79122   \n",
       "10                                        5.79122   \n",
       "11                                        5.79122   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34091   \n",
       "25                                           66.0   \n",
       "26                                           66.0   \n",
       "27                                        5.79122   \n",
       "28                                        5.79122   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34093_35350  \\\n",
       "0                                              65   \n",
       "1                                              65   \n",
       "2                                              65   \n",
       "3                                              65   \n",
       "4                                              65   \n",
       "5                                              65   \n",
       "6                                         5.71729   \n",
       "7                                         5.71729   \n",
       "8                                         5.71729   \n",
       "9                                         5.71729   \n",
       "10                                        5.71729   \n",
       "11                                        5.71729   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            1.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                        20.3023   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34093   \n",
       "25                                           65.0   \n",
       "26                                           65.0   \n",
       "27                                        5.71729   \n",
       "28                                        5.71729   \n",
       "29                                            0.0   \n",
       "30                                       0.333333   \n",
       "31                                            0.0   \n",
       "32                                       6.767433   \n",
       "\n",
       "target_id lcl|NC_024511.2_rrna_Dmel_CR34094_35351  \\\n",
       "0                                            1324   \n",
       "1                                            1324   \n",
       "2                                            1324   \n",
       "3                                            1324   \n",
       "4                                            1324   \n",
       "5                                            1324   \n",
       "6                                          1207.0   \n",
       "7                                          1207.0   \n",
       "8                                          1207.0   \n",
       "9                                          1207.0   \n",
       "10                                         1207.0   \n",
       "11                                         1207.0   \n",
       "12                                       240513.0   \n",
       "13                                       226787.0   \n",
       "14                                       160627.0   \n",
       "15                                       566164.0   \n",
       "16                                       560931.0   \n",
       "17                                       558865.0   \n",
       "18                                        11981.6   \n",
       "19                                        7178.12   \n",
       "20                                        7800.03   \n",
       "21                                        65867.8   \n",
       "22                                        53943.4   \n",
       "23                                        54235.3   \n",
       "24                                   Dmel_CR34094   \n",
       "25                                         1324.0   \n",
       "26                                         1324.0   \n",
       "27                                         1207.0   \n",
       "28                                         1207.0   \n",
       "29                                       209309.0   \n",
       "30                                  561986.666667   \n",
       "31                                    8986.583333   \n",
       "32                                        58015.5   \n",
       "\n",
       "target_id lcl|NC_024511.2_trna_Dmel_CR34095_35352  \\\n",
       "0                                              73   \n",
       "1                                              73   \n",
       "2                                              73   \n",
       "3                                              73   \n",
       "4                                              73   \n",
       "5                                              73   \n",
       "6                                         6.36587   \n",
       "7                                         6.36587   \n",
       "8                                         6.36587   \n",
       "9                                         6.36587   \n",
       "10                                        6.36587   \n",
       "11                                        6.36587   \n",
       "12                                            0.0   \n",
       "13                                            0.0   \n",
       "14                                            0.0   \n",
       "15                                            0.0   \n",
       "16                                            0.0   \n",
       "17                                            0.0   \n",
       "18                                            0.0   \n",
       "19                                            0.0   \n",
       "20                                            0.0   \n",
       "21                                            0.0   \n",
       "22                                            0.0   \n",
       "23                                            0.0   \n",
       "24                                   Dmel_CR34095   \n",
       "25                                           73.0   \n",
       "26                                           73.0   \n",
       "27                                        6.36587   \n",
       "28                                        6.36587   \n",
       "29                                            0.0   \n",
       "30                                            0.0   \n",
       "31                                            0.0   \n",
       "32                                            0.0   \n",
       "\n",
       "target_id lcl|NC_024511.2_rrna_Dmel_CR34096_35353  \n",
       "0                                             786  \n",
       "1                                             786  \n",
       "2                                             786  \n",
       "3                                             786  \n",
       "4                                             786  \n",
       "5                                             786  \n",
       "6                                           669.0  \n",
       "7                                           669.0  \n",
       "8                                           669.0  \n",
       "9                                           669.0  \n",
       "10                                          669.0  \n",
       "11                                          669.0  \n",
       "12                                          150.0  \n",
       "13                                          172.0  \n",
       "14                                           63.0  \n",
       "15                                          183.0  \n",
       "16                                          268.0  \n",
       "17                                          219.0  \n",
       "18                                        13.4818  \n",
       "19                                        9.82205  \n",
       "20                                         5.5195  \n",
       "21                                        38.4117  \n",
       "22                                        46.4991  \n",
       "23                                        38.3443  \n",
       "24                                   Dmel_CR34096  \n",
       "25                                          786.0  \n",
       "26                                          786.0  \n",
       "27                                          669.0  \n",
       "28                                          669.0  \n",
       "29                                     128.333333  \n",
       "30                                     223.333333  \n",
       "31                                       9.607783  \n",
       "32                                      41.085033  \n",
       "\n",
       "[33 rows x 35354 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.reset_option('display.max_columns')\n",
    "a2 = a\n",
    "a2 = a2.set_index('target_id')\n",
    "display(a2)\n",
    "a2 = a2.transpose()\n",
    "a2 = a2.reset_index()\n",
    "display(a2)\n",
    "a2.to_csv('count_ME_RF.tsv', sep='\\t', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>target_id</th>\n",
       "      <th>length_MESG1</th>\n",
       "      <th>length_MESG2</th>\n",
       "      <th>length_MESG4</th>\n",
       "      <th>length_MEWB5</th>\n",
       "      <th>length_MEWB6</th>\n",
       "      <th>length_MEWB7</th>\n",
       "      <th>eff_length_MESG1</th>\n",
       "      <th>eff_length_MESG2</th>\n",
       "      <th>eff_length_MESG4</th>\n",
       "      <th>eff_length_MEWB5</th>\n",
       "      <th>eff_length_MEWB6</th>\n",
       "      <th>eff_length_MEWB7</th>\n",
       "      <th>est_counts_MESG1</th>\n",
       "      <th>est_counts_MESG2</th>\n",
       "      <th>est_counts_MESG4</th>\n",
       "      <th>est_counts_MEWB5</th>\n",
       "      <th>est_counts_MEWB6</th>\n",
       "      <th>est_counts_MEWB7</th>\n",
       "      <th>tpm_MESG1</th>\n",
       "      <th>tpm_MESG2</th>\n",
       "      <th>tpm_MESG4</th>\n",
       "      <th>tpm_MEWB5</th>\n",
       "      <th>tpm_MEWB6</th>\n",
       "      <th>tpm_MEWB7</th>\n",
       "      <th>product_accession</th>\n",
       "      <th>length_SG_moyenne</th>\n",
       "      <th>length_WB_moyenne</th>\n",
       "      <th>eff_length_SG_moyenne</th>\n",
       "      <th>eff_length_WB_moyenne</th>\n",
       "      <th>est_counts_SG_moyenne</th>\n",
       "      <th>est_counts_WB_moyenne</th>\n",
       "      <th>tpm_SG_moyenne</th>\n",
       "      <th>tpm_WB_moyenne</th>\n",
       "      <th># feature</th>\n",
       "      <th>class</th>\n",
       "      <th>assembly</th>\n",
       "      <th>assembly_unit</th>\n",
       "      <th>seq_type</th>\n",
       "      <th>chromosome</th>\n",
       "      <th>genomic_accession</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>strand</th>\n",
       "      <th>non-redundant_refseq</th>\n",
       "      <th>related_accession</th>\n",
       "      <th>name</th>\n",
       "      <th>symbol</th>\n",
       "      <th>GeneID</th>\n",
       "      <th>locus_tag</th>\n",
       "      <th>feature_interval_length</th>\n",
       "      <th>product_length</th>\n",
       "      <th>attributes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_057370.2_23336</td>\n",
       "      <td>321</td>\n",
       "      <td>321</td>\n",
       "      <td>321</td>\n",
       "      <td>321</td>\n",
       "      <td>321</td>\n",
       "      <td>321</td>\n",
       "      <td>204.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>793608.00</td>\n",
       "      <td>1403050.00</td>\n",
       "      <td>976193.00</td>\n",
       "      <td>23622.0000</td>\n",
       "      <td>50137.000</td>\n",
       "      <td>21288.0000</td>\n",
       "      <td>233916.000</td>\n",
       "      <td>262750.000</td>\n",
       "      <td>280473.000</td>\n",
       "      <td>16260.2000</td>\n",
       "      <td>28527.5000</td>\n",
       "      <td>12223.30000</td>\n",
       "      <td>NM_057370.2</td>\n",
       "      <td>321.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>1.057617e+06</td>\n",
       "      <td>31682.333333</td>\n",
       "      <td>259046.333333</td>\n",
       "      <td>19003.666667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>11509861.0</td>\n",
       "      <td>11510247.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_476718.1</td>\n",
       "      <td>salivary gland secretion 7</td>\n",
       "      <td>Sgs7</td>\n",
       "      <td>47198.0</td>\n",
       "      <td>Dmel_CG18087</td>\n",
       "      <td>321.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_079300.3_23338</td>\n",
       "      <td>1109</td>\n",
       "      <td>1109</td>\n",
       "      <td>1109</td>\n",
       "      <td>1109</td>\n",
       "      <td>1109</td>\n",
       "      <td>1109</td>\n",
       "      <td>992.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>2990690.00</td>\n",
       "      <td>3463760.00</td>\n",
       "      <td>2744310.00</td>\n",
       "      <td>54611.0000</td>\n",
       "      <td>102641.000</td>\n",
       "      <td>72618.0000</td>\n",
       "      <td>181277.000</td>\n",
       "      <td>133394.000</td>\n",
       "      <td>162146.000</td>\n",
       "      <td>7730.4800</td>\n",
       "      <td>12010.1000</td>\n",
       "      <td>8574.62000</td>\n",
       "      <td>NM_079300.3</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>3.066253e+06</td>\n",
       "      <td>76623.333333</td>\n",
       "      <td>158939.000000</td>\n",
       "      <td>9438.400000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>11512221.0</td>\n",
       "      <td>11513402.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_524024.1</td>\n",
       "      <td>salivary gland secretion 3</td>\n",
       "      <td>Sgs3</td>\n",
       "      <td>39288.0</td>\n",
       "      <td>Dmel_CG11720</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>1109.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_057371.3_23335</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>359</td>\n",
       "      <td>242.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>233229.00</td>\n",
       "      <td>424202.00</td>\n",
       "      <td>269983.00</td>\n",
       "      <td>7851.0000</td>\n",
       "      <td>14900.000</td>\n",
       "      <td>5896.0000</td>\n",
       "      <td>57949.600</td>\n",
       "      <td>66966.400</td>\n",
       "      <td>65389.200</td>\n",
       "      <td>4555.6200</td>\n",
       "      <td>7146.7200</td>\n",
       "      <td>2853.81000</td>\n",
       "      <td>NM_057371.3</td>\n",
       "      <td>359.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>3.091380e+05</td>\n",
       "      <td>9549.000000</td>\n",
       "      <td>63435.066667</td>\n",
       "      <td>4852.050000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>11508967.0</td>\n",
       "      <td>11509394.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_476719.2</td>\n",
       "      <td>salivary gland secretion 8</td>\n",
       "      <td>Sgs8</td>\n",
       "      <td>39285.0</td>\n",
       "      <td>Dmel_CG6132</td>\n",
       "      <td>359.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_057369.4_932</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>835.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>675111.00</td>\n",
       "      <td>1318340.00</td>\n",
       "      <td>751776.00</td>\n",
       "      <td>21167.0000</td>\n",
       "      <td>24247.000</td>\n",
       "      <td>17947.0000</td>\n",
       "      <td>48615.200</td>\n",
       "      <td>60317.100</td>\n",
       "      <td>52770.000</td>\n",
       "      <td>3559.6800</td>\n",
       "      <td>3370.6000</td>\n",
       "      <td>2517.61000</td>\n",
       "      <td>NM_057369.4</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>9.150757e+05</td>\n",
       "      <td>21120.333333</td>\n",
       "      <td>53900.766667</td>\n",
       "      <td>3149.296667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>X</td>\n",
       "      <td>NC_004354.4</td>\n",
       "      <td>3250089.0</td>\n",
       "      <td>3251040.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_476717.4</td>\n",
       "      <td>salivary gland secretion 4</td>\n",
       "      <td>Sgs4</td>\n",
       "      <td>31304.0</td>\n",
       "      <td>Dmel_CG12181</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_079664.2_30721</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>636</td>\n",
       "      <td>519.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>482371.00</td>\n",
       "      <td>514361.00</td>\n",
       "      <td>410262.00</td>\n",
       "      <td>10090.0000</td>\n",
       "      <td>31823.000</td>\n",
       "      <td>8973.0000</td>\n",
       "      <td>55885.200</td>\n",
       "      <td>37861.700</td>\n",
       "      <td>46331.800</td>\n",
       "      <td>2730.0000</td>\n",
       "      <td>7117.2100</td>\n",
       "      <td>2025.13000</td>\n",
       "      <td>NM_079664.2</td>\n",
       "      <td>636.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>519.0</td>\n",
       "      <td>4.689980e+05</td>\n",
       "      <td>16962.000000</td>\n",
       "      <td>46692.900000</td>\n",
       "      <td>3957.446667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>17595362.0</td>\n",
       "      <td>17596112.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_524388.1</td>\n",
       "      <td>salivary gland secretion 5</td>\n",
       "      <td>Sgs5</td>\n",
       "      <td>42114.0</td>\n",
       "      <td>Dmel_CG7596</td>\n",
       "      <td>636.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_001170166.1_30723</td>\n",
       "      <td>327</td>\n",
       "      <td>327</td>\n",
       "      <td>327</td>\n",
       "      <td>327</td>\n",
       "      <td>327</td>\n",
       "      <td>327</td>\n",
       "      <td>210.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>124351.00</td>\n",
       "      <td>267635.00</td>\n",
       "      <td>154320.00</td>\n",
       "      <td>6593.1800</td>\n",
       "      <td>6565.950</td>\n",
       "      <td>4278.8800</td>\n",
       "      <td>35605.100</td>\n",
       "      <td>48688.200</td>\n",
       "      <td>43071.300</td>\n",
       "      <td>4408.7300</td>\n",
       "      <td>3629.2200</td>\n",
       "      <td>2386.67000</td>\n",
       "      <td>NM_001170166.1</td>\n",
       "      <td>327.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>1.821020e+05</td>\n",
       "      <td>5812.670000</td>\n",
       "      <td>42454.866667</td>\n",
       "      <td>3474.873333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>17596536.0</td>\n",
       "      <td>17596917.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001163637.1</td>\n",
       "      <td>uncharacterized protein, transcript variant B</td>\n",
       "      <td>CG7606</td>\n",
       "      <td>8673956.0</td>\n",
       "      <td>Dmel_CG7606</td>\n",
       "      <td>327.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_169764.3_30720</td>\n",
       "      <td>550</td>\n",
       "      <td>550</td>\n",
       "      <td>550</td>\n",
       "      <td>550</td>\n",
       "      <td>550</td>\n",
       "      <td>550</td>\n",
       "      <td>433.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>96862.00</td>\n",
       "      <td>603219.00</td>\n",
       "      <td>165003.00</td>\n",
       "      <td>4419.0000</td>\n",
       "      <td>4107.000</td>\n",
       "      <td>1322.0000</td>\n",
       "      <td>13450.800</td>\n",
       "      <td>53221.500</td>\n",
       "      <td>22335.200</td>\n",
       "      <td>1433.0900</td>\n",
       "      <td>1100.9600</td>\n",
       "      <td>357.62300</td>\n",
       "      <td>NM_169764.3</td>\n",
       "      <td>550.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>2.883613e+05</td>\n",
       "      <td>3282.666667</td>\n",
       "      <td>29669.166667</td>\n",
       "      <td>963.891000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>17594386.0</td>\n",
       "      <td>17595057.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_732246.1</td>\n",
       "      <td>Sgs5bis</td>\n",
       "      <td>Sgs5bis</td>\n",
       "      <td>42113.0</td>\n",
       "      <td>Dmel_CG7587</td>\n",
       "      <td>550.0</td>\n",
       "      <td>550.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_140480.3_24230</td>\n",
       "      <td>544</td>\n",
       "      <td>544</td>\n",
       "      <td>544</td>\n",
       "      <td>544</td>\n",
       "      <td>544</td>\n",
       "      <td>544</td>\n",
       "      <td>427.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>197529.00</td>\n",
       "      <td>277231.00</td>\n",
       "      <td>166652.00</td>\n",
       "      <td>10451.0000</td>\n",
       "      <td>12853.000</td>\n",
       "      <td>5443.0000</td>\n",
       "      <td>27815.500</td>\n",
       "      <td>24803.500</td>\n",
       "      <td>22875.300</td>\n",
       "      <td>3436.9100</td>\n",
       "      <td>3493.9200</td>\n",
       "      <td>1493.11000</td>\n",
       "      <td>NM_140480.3</td>\n",
       "      <td>544.0</td>\n",
       "      <td>544.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>427.0</td>\n",
       "      <td>2.138040e+05</td>\n",
       "      <td>9582.333333</td>\n",
       "      <td>25164.766667</td>\n",
       "      <td>2807.980000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>15050263.0</td>\n",
       "      <td>15050806.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_648737.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG12310</td>\n",
       "      <td>39634.0</td>\n",
       "      <td>Dmel_CG12310</td>\n",
       "      <td>544.0</td>\n",
       "      <td>544.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_079368.3_24397</td>\n",
       "      <td>1486</td>\n",
       "      <td>1486</td>\n",
       "      <td>1486</td>\n",
       "      <td>1486</td>\n",
       "      <td>1486</td>\n",
       "      <td>1486</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>539135.00</td>\n",
       "      <td>858612.00</td>\n",
       "      <td>396808.00</td>\n",
       "      <td>23105.0000</td>\n",
       "      <td>11017.000</td>\n",
       "      <td>10375.0000</td>\n",
       "      <td>23679.800</td>\n",
       "      <td>23960.400</td>\n",
       "      <td>16988.800</td>\n",
       "      <td>2369.9600</td>\n",
       "      <td>934.1050</td>\n",
       "      <td>887.70100</td>\n",
       "      <td>NM_079368.3</td>\n",
       "      <td>1486.0</td>\n",
       "      <td>1486.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>5.981850e+05</td>\n",
       "      <td>14832.333333</td>\n",
       "      <td>21543.000000</td>\n",
       "      <td>1397.255333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>15654472.0</td>\n",
       "      <td>15656010.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_524092.2</td>\n",
       "      <td>Ecdysone-induced gene 71Ee</td>\n",
       "      <td>Eig71Ee</td>\n",
       "      <td>39706.0</td>\n",
       "      <td>Dmel_CG7604</td>\n",
       "      <td>1486.0</td>\n",
       "      <td>1486.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_134912.3_7107</td>\n",
       "      <td>406</td>\n",
       "      <td>406</td>\n",
       "      <td>406</td>\n",
       "      <td>406</td>\n",
       "      <td>406</td>\n",
       "      <td>406</td>\n",
       "      <td>289.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>81599.50</td>\n",
       "      <td>130697.00</td>\n",
       "      <td>100868.00</td>\n",
       "      <td>3054.1900</td>\n",
       "      <td>3582.820</td>\n",
       "      <td>4063.5000</td>\n",
       "      <td>16977.500</td>\n",
       "      <td>17276.900</td>\n",
       "      <td>20457.000</td>\n",
       "      <td>1484.0100</td>\n",
       "      <td>1439.0100</td>\n",
       "      <td>1646.97000</td>\n",
       "      <td>NM_134912.3</td>\n",
       "      <td>406.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>1.043882e+05</td>\n",
       "      <td>3566.836667</td>\n",
       "      <td>18237.133333</td>\n",
       "      <td>1523.330000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>3173972.0</td>\n",
       "      <td>3174442.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_608756.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG15404</td>\n",
       "      <td>33537.0</td>\n",
       "      <td>Dmel_CG15404</td>\n",
       "      <td>406.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_164529.3_7105</td>\n",
       "      <td>491</td>\n",
       "      <td>491</td>\n",
       "      <td>491</td>\n",
       "      <td>491</td>\n",
       "      <td>491</td>\n",
       "      <td>491</td>\n",
       "      <td>374.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>105962.00</td>\n",
       "      <td>174190.00</td>\n",
       "      <td>121620.00</td>\n",
       "      <td>4258.2100</td>\n",
       "      <td>4937.210</td>\n",
       "      <td>5464.2100</td>\n",
       "      <td>17035.800</td>\n",
       "      <td>17793.100</td>\n",
       "      <td>19059.900</td>\n",
       "      <td>1598.8000</td>\n",
       "      <td>1532.3100</td>\n",
       "      <td>1711.35000</td>\n",
       "      <td>NM_164529.3</td>\n",
       "      <td>491.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>1.339240e+05</td>\n",
       "      <td>4886.543333</td>\n",
       "      <td>17962.933333</td>\n",
       "      <td>1614.153333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>3173283.0</td>\n",
       "      <td>3173840.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_722883.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG31698</td>\n",
       "      <td>318888.0</td>\n",
       "      <td>Dmel_CG31698</td>\n",
       "      <td>491.0</td>\n",
       "      <td>491.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_142116.2_29831</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>94761.00</td>\n",
       "      <td>145362.00</td>\n",
       "      <td>102389.00</td>\n",
       "      <td>1967.0000</td>\n",
       "      <td>4579.000</td>\n",
       "      <td>1714.0000</td>\n",
       "      <td>12123.100</td>\n",
       "      <td>11815.500</td>\n",
       "      <td>12768.500</td>\n",
       "      <td>587.6850</td>\n",
       "      <td>1130.8600</td>\n",
       "      <td>427.16500</td>\n",
       "      <td>NM_142116.2</td>\n",
       "      <td>587.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>1.141707e+05</td>\n",
       "      <td>2753.333333</td>\n",
       "      <td>12235.700000</td>\n",
       "      <td>715.236667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>14565927.0</td>\n",
       "      <td>14566513.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_650373.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG14852</td>\n",
       "      <td>41765.0</td>\n",
       "      <td>Dmel_CG14852</td>\n",
       "      <td>587.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_140484.3_24238</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>677</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>109539.00</td>\n",
       "      <td>122818.00</td>\n",
       "      <td>147594.00</td>\n",
       "      <td>7049.0000</td>\n",
       "      <td>6036.000</td>\n",
       "      <td>6716.0000</td>\n",
       "      <td>11761.500</td>\n",
       "      <td>8378.650</td>\n",
       "      <td>15447.800</td>\n",
       "      <td>1767.5700</td>\n",
       "      <td>1251.1100</td>\n",
       "      <td>1404.77000</td>\n",
       "      <td>NM_140484.3</td>\n",
       "      <td>677.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>1.266503e+05</td>\n",
       "      <td>6600.333333</td>\n",
       "      <td>11862.650000</td>\n",
       "      <td>1474.483333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>15061029.0</td>\n",
       "      <td>15061705.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_648741.2</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG13460</td>\n",
       "      <td>39638.0</td>\n",
       "      <td>Dmel_CG13460</td>\n",
       "      <td>677.0</td>\n",
       "      <td>677.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>lcl|NW_007931121.1_rrna_NR_133555.1_35319</td>\n",
       "      <td>1995</td>\n",
       "      <td>1995</td>\n",
       "      <td>1995</td>\n",
       "      <td>1995</td>\n",
       "      <td>1995</td>\n",
       "      <td>1995</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>253278.00</td>\n",
       "      <td>884542.00</td>\n",
       "      <td>139805.00</td>\n",
       "      <td>86902.9000</td>\n",
       "      <td>87011.100</td>\n",
       "      <td>66275.9000</td>\n",
       "      <td>8109.330</td>\n",
       "      <td>17993.800</td>\n",
       "      <td>4363.270</td>\n",
       "      <td>6497.9600</td>\n",
       "      <td>5377.9300</td>\n",
       "      <td>4133.73000</td>\n",
       "      <td>NR_133555.1</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>1878.0</td>\n",
       "      <td>4.258750e+05</td>\n",
       "      <td>80063.300000</td>\n",
       "      <td>10155.466667</td>\n",
       "      <td>5336.540000</td>\n",
       "      <td>rRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>unplaced scaffold</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NW_007931121.1</td>\n",
       "      <td>55965.0</td>\n",
       "      <td>57959.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18S ribosomal RNA</td>\n",
       "      <td>18SrRNA:CR45838</td>\n",
       "      <td>26067166.0</td>\n",
       "      <td>Dmel_CR45838</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>lcl|NC_024511.2_rrna_Dmel_CR34094_35351</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1324</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>240513.00</td>\n",
       "      <td>226787.00</td>\n",
       "      <td>160627.00</td>\n",
       "      <td>566164.0000</td>\n",
       "      <td>560931.000</td>\n",
       "      <td>558865.0000</td>\n",
       "      <td>11981.600</td>\n",
       "      <td>7178.120</td>\n",
       "      <td>7800.030</td>\n",
       "      <td>65867.8000</td>\n",
       "      <td>53943.4000</td>\n",
       "      <td>54235.30000</td>\n",
       "      <td>Dmel_CR34094</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>2.093090e+05</td>\n",
       "      <td>561986.666667</td>\n",
       "      <td>8986.583333</td>\n",
       "      <td>58015.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_137981.2_19288</td>\n",
       "      <td>581</td>\n",
       "      <td>581</td>\n",
       "      <td>581</td>\n",
       "      <td>581</td>\n",
       "      <td>581</td>\n",
       "      <td>581</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>49752.00</td>\n",
       "      <td>28685.00</td>\n",
       "      <td>58202.00</td>\n",
       "      <td>3632.0000</td>\n",
       "      <td>2419.000</td>\n",
       "      <td>3852.0000</td>\n",
       "      <td>6447.270</td>\n",
       "      <td>2361.770</td>\n",
       "      <td>7351.990</td>\n",
       "      <td>1099.1700</td>\n",
       "      <td>605.1370</td>\n",
       "      <td>972.41300</td>\n",
       "      <td>NM_137981.2</td>\n",
       "      <td>581.0</td>\n",
       "      <td>581.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>4.554633e+04</td>\n",
       "      <td>3301.000000</td>\n",
       "      <td>5387.010000</td>\n",
       "      <td>892.240000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>23751915.0</td>\n",
       "      <td>23752495.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_611825.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG11300</td>\n",
       "      <td>37760.0</td>\n",
       "      <td>Dmel_CG11300</td>\n",
       "      <td>581.0</td>\n",
       "      <td>581.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_168767.2_25205</td>\n",
       "      <td>470</td>\n",
       "      <td>470</td>\n",
       "      <td>470</td>\n",
       "      <td>470</td>\n",
       "      <td>470</td>\n",
       "      <td>470</td>\n",
       "      <td>353.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>36491.00</td>\n",
       "      <td>21240.00</td>\n",
       "      <td>37650.00</td>\n",
       "      <td>5366.0000</td>\n",
       "      <td>3714.000</td>\n",
       "      <td>6259.0000</td>\n",
       "      <td>6215.760</td>\n",
       "      <td>2298.690</td>\n",
       "      <td>6251.370</td>\n",
       "      <td>2134.5900</td>\n",
       "      <td>1221.2500</td>\n",
       "      <td>2076.89000</td>\n",
       "      <td>NM_168767.2</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>3.179367e+04</td>\n",
       "      <td>5113.000000</td>\n",
       "      <td>4921.940000</td>\n",
       "      <td>1810.910000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>18526976.0</td>\n",
       "      <td>18527445.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_730339.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG32198</td>\n",
       "      <td>317909.0</td>\n",
       "      <td>Dmel_CG32198</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>lcl|NW_007931121.1_rrna_NR_133562.1_35329</td>\n",
       "      <td>3970</td>\n",
       "      <td>3970</td>\n",
       "      <td>3970</td>\n",
       "      <td>3970</td>\n",
       "      <td>3970</td>\n",
       "      <td>3970</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>276487.00</td>\n",
       "      <td>840675.00</td>\n",
       "      <td>127160.00</td>\n",
       "      <td>116389.0000</td>\n",
       "      <td>105628.000</td>\n",
       "      <td>65519.4000</td>\n",
       "      <td>4314.790</td>\n",
       "      <td>8335.450</td>\n",
       "      <td>1934.360</td>\n",
       "      <td>4241.8000</td>\n",
       "      <td>3182.1100</td>\n",
       "      <td>1991.83000</td>\n",
       "      <td>NR_133562.1</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>3853.0</td>\n",
       "      <td>4.147740e+05</td>\n",
       "      <td>95845.466667</td>\n",
       "      <td>4861.533333</td>\n",
       "      <td>3138.580000</td>\n",
       "      <td>rRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>unplaced scaffold</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NW_007931121.1</td>\n",
       "      <td>70955.0</td>\n",
       "      <td>74924.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28S ribosomal RNA</td>\n",
       "      <td>28SrRNA:CR45844</td>\n",
       "      <td>26067172.0</td>\n",
       "      <td>Dmel_CR45844</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_001169386.2_7156</td>\n",
       "      <td>411</td>\n",
       "      <td>411</td>\n",
       "      <td>411</td>\n",
       "      <td>411</td>\n",
       "      <td>411</td>\n",
       "      <td>411</td>\n",
       "      <td>294.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>15551.90</td>\n",
       "      <td>37030.10</td>\n",
       "      <td>27859.50</td>\n",
       "      <td>352.6620</td>\n",
       "      <td>634.521</td>\n",
       "      <td>235.0850</td>\n",
       "      <td>3180.690</td>\n",
       "      <td>4811.800</td>\n",
       "      <td>5554.070</td>\n",
       "      <td>168.4420</td>\n",
       "      <td>250.5160</td>\n",
       "      <td>93.66100</td>\n",
       "      <td>NM_001169386.2</td>\n",
       "      <td>411.0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>2.681383e+04</td>\n",
       "      <td>407.422667</td>\n",
       "      <td>4515.520000</td>\n",
       "      <td>170.873000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>3388024.0</td>\n",
       "      <td>3388496.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001162857.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG42460</td>\n",
       "      <td>8674116.0</td>\n",
       "      <td>Dmel_CG42460</td>\n",
       "      <td>411.0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_169585.2_29830</td>\n",
       "      <td>483</td>\n",
       "      <td>483</td>\n",
       "      <td>483</td>\n",
       "      <td>483</td>\n",
       "      <td>483</td>\n",
       "      <td>483</td>\n",
       "      <td>366.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>20858.00</td>\n",
       "      <td>23296.00</td>\n",
       "      <td>21751.00</td>\n",
       "      <td>549.0000</td>\n",
       "      <td>1266.000</td>\n",
       "      <td>697.0000</td>\n",
       "      <td>3426.690</td>\n",
       "      <td>2431.650</td>\n",
       "      <td>3483.240</td>\n",
       "      <td>210.6340</td>\n",
       "      <td>401.5030</td>\n",
       "      <td>223.06600</td>\n",
       "      <td>NM_169585.2</td>\n",
       "      <td>483.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>2.196833e+04</td>\n",
       "      <td>837.333333</td>\n",
       "      <td>3113.860000</td>\n",
       "      <td>278.401000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>14564323.0</td>\n",
       "      <td>14564805.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_731917.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG8087</td>\n",
       "      <td>41764.0</td>\n",
       "      <td>Dmel_CG8087</td>\n",
       "      <td>483.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_078751.4_7576</td>\n",
       "      <td>3950</td>\n",
       "      <td>3950</td>\n",
       "      <td>3950</td>\n",
       "      <td>3950</td>\n",
       "      <td>3950</td>\n",
       "      <td>3950</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>349313.00</td>\n",
       "      <td>115683.00</td>\n",
       "      <td>166136.00</td>\n",
       "      <td>8542.0000</td>\n",
       "      <td>16082.000</td>\n",
       "      <td>30207.0000</td>\n",
       "      <td>5479.730</td>\n",
       "      <td>1153.000</td>\n",
       "      <td>2540.450</td>\n",
       "      <td>312.9380</td>\n",
       "      <td>487.0090</td>\n",
       "      <td>923.10500</td>\n",
       "      <td>NM_078751.4</td>\n",
       "      <td>3950.0</td>\n",
       "      <td>3950.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>2.103773e+05</td>\n",
       "      <td>18277.000000</td>\n",
       "      <td>3057.726667</td>\n",
       "      <td>574.350667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>4937409.0</td>\n",
       "      <td>4941423.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_523475.3</td>\n",
       "      <td>salivary gland secretion 1</td>\n",
       "      <td>Sgs1</td>\n",
       "      <td>33701.0</td>\n",
       "      <td>Dmel_CG3047</td>\n",
       "      <td>3950.0</td>\n",
       "      <td>3950.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_058027.5_15129</td>\n",
       "      <td>2029</td>\n",
       "      <td>2029</td>\n",
       "      <td>2029</td>\n",
       "      <td>2029</td>\n",
       "      <td>2029</td>\n",
       "      <td>2029</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>100306.00</td>\n",
       "      <td>137985.00</td>\n",
       "      <td>97557.00</td>\n",
       "      <td>49516.9000</td>\n",
       "      <td>66318.100</td>\n",
       "      <td>77626.6000</td>\n",
       "      <td>3154.450</td>\n",
       "      <td>2757.050</td>\n",
       "      <td>2990.580</td>\n",
       "      <td>3636.6700</td>\n",
       "      <td>4026.0600</td>\n",
       "      <td>4755.60000</td>\n",
       "      <td>NM_058027.5</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>1.119493e+05</td>\n",
       "      <td>64487.200000</td>\n",
       "      <td>2967.360000</td>\n",
       "      <td>4139.443333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>11892122.0</td>\n",
       "      <td>11895520.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_477375.1</td>\n",
       "      <td>eukaryotic translation elongation factor 1 alp...</td>\n",
       "      <td>eEF1alpha1</td>\n",
       "      <td>36271.0</td>\n",
       "      <td>Dmel_CG8280</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>2029.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_137979.3_19285</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>659</td>\n",
       "      <td>542.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>33457.90</td>\n",
       "      <td>8970.72</td>\n",
       "      <td>39056.90</td>\n",
       "      <td>4602.7200</td>\n",
       "      <td>3495.350</td>\n",
       "      <td>5774.6100</td>\n",
       "      <td>3711.780</td>\n",
       "      <td>632.307</td>\n",
       "      <td>4223.610</td>\n",
       "      <td>1192.4900</td>\n",
       "      <td>748.5610</td>\n",
       "      <td>1247.97000</td>\n",
       "      <td>NM_137979.3</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>2.716184e+04</td>\n",
       "      <td>4624.226667</td>\n",
       "      <td>2855.899000</td>\n",
       "      <td>1063.007000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>23747560.0</td>\n",
       "      <td>23748218.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_611823.2</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG13560</td>\n",
       "      <td>37758.0</td>\n",
       "      <td>Dmel_CG13560</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_001014551.3_19777</td>\n",
       "      <td>320</td>\n",
       "      <td>320</td>\n",
       "      <td>320</td>\n",
       "      <td>320</td>\n",
       "      <td>320</td>\n",
       "      <td>320</td>\n",
       "      <td>203.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>9982.00</td>\n",
       "      <td>11710.00</td>\n",
       "      <td>11586.00</td>\n",
       "      <td>11282.0000</td>\n",
       "      <td>8993.000</td>\n",
       "      <td>9540.0000</td>\n",
       "      <td>2956.680</td>\n",
       "      <td>2203.740</td>\n",
       "      <td>3345.200</td>\n",
       "      <td>7804.2000</td>\n",
       "      <td>5142.1500</td>\n",
       "      <td>5504.71000</td>\n",
       "      <td>NM_001014551.3</td>\n",
       "      <td>320.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>1.109267e+04</td>\n",
       "      <td>9938.333333</td>\n",
       "      <td>2835.206667</td>\n",
       "      <td>6150.353333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>24903416.0</td>\n",
       "      <td>24903935.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001014551.1</td>\n",
       "      <td>ribosomal protein L41</td>\n",
       "      <td>RpL41</td>\n",
       "      <td>251466.0</td>\n",
       "      <td>Dmel_CG30425</td>\n",
       "      <td>320.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_135695.2_10042</td>\n",
       "      <td>776</td>\n",
       "      <td>776</td>\n",
       "      <td>776</td>\n",
       "      <td>776</td>\n",
       "      <td>776</td>\n",
       "      <td>776</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>28885.00</td>\n",
       "      <td>60540.00</td>\n",
       "      <td>23218.00</td>\n",
       "      <td>12788.0000</td>\n",
       "      <td>15957.000</td>\n",
       "      <td>17945.0000</td>\n",
       "      <td>2635.540</td>\n",
       "      <td>3509.590</td>\n",
       "      <td>2065.020</td>\n",
       "      <td>2724.9300</td>\n",
       "      <td>2810.6200</td>\n",
       "      <td>3189.63000</td>\n",
       "      <td>NM_135695.2</td>\n",
       "      <td>776.0</td>\n",
       "      <td>776.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>3.754767e+04</td>\n",
       "      <td>15563.333333</td>\n",
       "      <td>2736.716667</td>\n",
       "      <td>2908.393333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>12045343.0</td>\n",
       "      <td>12046118.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_609539.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG6770</td>\n",
       "      <td>34621.0</td>\n",
       "      <td>Dmel_CG6770</td>\n",
       "      <td>776.0</td>\n",
       "      <td>776.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_130694.3_926</td>\n",
       "      <td>557</td>\n",
       "      <td>557</td>\n",
       "      <td>557</td>\n",
       "      <td>557</td>\n",
       "      <td>557</td>\n",
       "      <td>557</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>18614.00</td>\n",
       "      <td>28317.00</td>\n",
       "      <td>14750.00</td>\n",
       "      <td>1006.0000</td>\n",
       "      <td>1157.000</td>\n",
       "      <td>949.0000</td>\n",
       "      <td>2543.730</td>\n",
       "      <td>2458.640</td>\n",
       "      <td>1964.830</td>\n",
       "      <td>321.0580</td>\n",
       "      <td>305.2230</td>\n",
       "      <td>252.63600</td>\n",
       "      <td>NM_130694.3</td>\n",
       "      <td>557.0</td>\n",
       "      <td>557.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>2.056033e+04</td>\n",
       "      <td>1037.333333</td>\n",
       "      <td>2322.400000</td>\n",
       "      <td>292.972333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>X</td>\n",
       "      <td>NC_004354.4</td>\n",
       "      <td>3236130.0</td>\n",
       "      <td>3236686.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_570050.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG14265</td>\n",
       "      <td>31297.0</td>\n",
       "      <td>Dmel_CG14265</td>\n",
       "      <td>557.0</td>\n",
       "      <td>557.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_001298648.1_7106</td>\n",
       "      <td>468</td>\n",
       "      <td>468</td>\n",
       "      <td>468</td>\n",
       "      <td>468</td>\n",
       "      <td>468</td>\n",
       "      <td>468</td>\n",
       "      <td>351.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>10722.50</td>\n",
       "      <td>17997.20</td>\n",
       "      <td>15817.60</td>\n",
       "      <td>554.8060</td>\n",
       "      <td>515.177</td>\n",
       "      <td>526.5000</td>\n",
       "      <td>1836.840</td>\n",
       "      <td>1958.840</td>\n",
       "      <td>2641.310</td>\n",
       "      <td>221.9590</td>\n",
       "      <td>170.3670</td>\n",
       "      <td>175.70100</td>\n",
       "      <td>NM_001298648.1</td>\n",
       "      <td>468.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>1.484577e+04</td>\n",
       "      <td>532.161000</td>\n",
       "      <td>2145.663333</td>\n",
       "      <td>189.342333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>3173972.0</td>\n",
       "      <td>3174504.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001285577.1</td>\n",
       "      <td>uncharacterized protein, transcript variant B</td>\n",
       "      <td>CG15404</td>\n",
       "      <td>33537.0</td>\n",
       "      <td>Dmel_CG15404</td>\n",
       "      <td>468.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_001300371.1_29214</td>\n",
       "      <td>700</td>\n",
       "      <td>700</td>\n",
       "      <td>700</td>\n",
       "      <td>700</td>\n",
       "      <td>700</td>\n",
       "      <td>700</td>\n",
       "      <td>583.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>17645.00</td>\n",
       "      <td>25642.00</td>\n",
       "      <td>29130.00</td>\n",
       "      <td>1986.0000</td>\n",
       "      <td>2582.000</td>\n",
       "      <td>1476.0000</td>\n",
       "      <td>1819.850</td>\n",
       "      <td>1680.290</td>\n",
       "      <td>2928.580</td>\n",
       "      <td>478.3530</td>\n",
       "      <td>514.0720</td>\n",
       "      <td>296.55100</td>\n",
       "      <td>NM_001300371.1</td>\n",
       "      <td>700.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>2.413900e+04</td>\n",
       "      <td>2014.666667</td>\n",
       "      <td>2142.906667</td>\n",
       "      <td>429.658667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>12341674.0</td>\n",
       "      <td>12342373.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001287300.1</td>\n",
       "      <td>salivary gland-derived secreted factor</td>\n",
       "      <td>Sgsf</td>\n",
       "      <td>19835010.0</td>\n",
       "      <td>Dmel_CG44956</td>\n",
       "      <td>700.0</td>\n",
       "      <td>700.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_142114.3_29828</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>587</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>2877.00</td>\n",
       "      <td>21892.00</td>\n",
       "      <td>31385.00</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>285.000</td>\n",
       "      <td>8.0000</td>\n",
       "      <td>368.066</td>\n",
       "      <td>1779.460</td>\n",
       "      <td>3913.900</td>\n",
       "      <td>5.3779</td>\n",
       "      <td>70.3855</td>\n",
       "      <td>1.99377</td>\n",
       "      <td>NM_142114.3</td>\n",
       "      <td>587.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>1.871800e+04</td>\n",
       "      <td>103.666667</td>\n",
       "      <td>2020.475333</td>\n",
       "      <td>25.919057</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>14560935.0</td>\n",
       "      <td>14561521.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_650371.1</td>\n",
       "      <td>Jig</td>\n",
       "      <td>Jig</td>\n",
       "      <td>41762.0</td>\n",
       "      <td>Dmel_CG14850</td>\n",
       "      <td>587.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_001202313.1_30680</td>\n",
       "      <td>500</td>\n",
       "      <td>500</td>\n",
       "      <td>500</td>\n",
       "      <td>500</td>\n",
       "      <td>500</td>\n",
       "      <td>500</td>\n",
       "      <td>383.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>2651.00</td>\n",
       "      <td>35726.90</td>\n",
       "      <td>9607.00</td>\n",
       "      <td>53.0000</td>\n",
       "      <td>94.000</td>\n",
       "      <td>27.0000</td>\n",
       "      <td>416.193</td>\n",
       "      <td>3563.660</td>\n",
       "      <td>1470.190</td>\n",
       "      <td>19.4319</td>\n",
       "      <td>28.4882</td>\n",
       "      <td>8.25748</td>\n",
       "      <td>NM_001202313.1</td>\n",
       "      <td>500.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>1.599497e+04</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>1816.681000</td>\n",
       "      <td>18.725860</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>17406984.0</td>\n",
       "      <td>17407534.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001189242.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG42798</td>\n",
       "      <td>10178954.0</td>\n",
       "      <td>Dmel_CG42798</td>\n",
       "      <td>500.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_001104349.2_30674</td>\n",
       "      <td>688</td>\n",
       "      <td>688</td>\n",
       "      <td>688</td>\n",
       "      <td>688</td>\n",
       "      <td>688</td>\n",
       "      <td>688</td>\n",
       "      <td>571.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>15843.70</td>\n",
       "      <td>29670.20</td>\n",
       "      <td>16463.70</td>\n",
       "      <td>1184.6600</td>\n",
       "      <td>1010.790</td>\n",
       "      <td>712.1960</td>\n",
       "      <td>1668.410</td>\n",
       "      <td>1985.110</td>\n",
       "      <td>1689.960</td>\n",
       "      <td>291.3380</td>\n",
       "      <td>205.4770</td>\n",
       "      <td>146.09900</td>\n",
       "      <td>NM_001104349.2</td>\n",
       "      <td>688.0</td>\n",
       "      <td>688.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>571.0</td>\n",
       "      <td>2.065920e+04</td>\n",
       "      <td>969.215333</td>\n",
       "      <td>1781.160000</td>\n",
       "      <td>214.304667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>17402362.0</td>\n",
       "      <td>17403288.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001097819.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG34279</td>\n",
       "      <td>5740605.0</td>\n",
       "      <td>Dmel_CG34279</td>\n",
       "      <td>688.0</td>\n",
       "      <td>688.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_134609.2_5861</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>526.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>13507.00</td>\n",
       "      <td>28221.00</td>\n",
       "      <td>15161.00</td>\n",
       "      <td>1394.0000</td>\n",
       "      <td>1439.000</td>\n",
       "      <td>1149.0000</td>\n",
       "      <td>1544.030</td>\n",
       "      <td>2049.680</td>\n",
       "      <td>1689.380</td>\n",
       "      <td>372.1470</td>\n",
       "      <td>317.5490</td>\n",
       "      <td>255.86800</td>\n",
       "      <td>NM_134609.2</td>\n",
       "      <td>643.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>1.896300e+04</td>\n",
       "      <td>1327.333333</td>\n",
       "      <td>1761.030000</td>\n",
       "      <td>315.188000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>X</td>\n",
       "      <td>NC_004354.4</td>\n",
       "      <td>21428614.0</td>\n",
       "      <td>21429256.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_608453.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG10918</td>\n",
       "      <td>33123.0</td>\n",
       "      <td>Dmel_CG10918</td>\n",
       "      <td>643.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_001274927.2_24232</td>\n",
       "      <td>375</td>\n",
       "      <td>375</td>\n",
       "      <td>375</td>\n",
       "      <td>375</td>\n",
       "      <td>375</td>\n",
       "      <td>375</td>\n",
       "      <td>258.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>7141.47</td>\n",
       "      <td>16733.20</td>\n",
       "      <td>4359.57</td>\n",
       "      <td>324.4260</td>\n",
       "      <td>475.383</td>\n",
       "      <td>181.7230</td>\n",
       "      <td>1664.370</td>\n",
       "      <td>2477.760</td>\n",
       "      <td>990.397</td>\n",
       "      <td>176.5770</td>\n",
       "      <td>213.8750</td>\n",
       "      <td>82.50370</td>\n",
       "      <td>NM_001274927.2</td>\n",
       "      <td>375.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>9.411413e+03</td>\n",
       "      <td>327.177333</td>\n",
       "      <td>1710.842333</td>\n",
       "      <td>157.651900</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>15050856.0</td>\n",
       "      <td>15051230.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001261856.1</td>\n",
       "      <td>uncharacterized protein, transcript variant B</td>\n",
       "      <td>CG43679</td>\n",
       "      <td>14462861.0</td>\n",
       "      <td>Dmel_CG43679</td>\n",
       "      <td>375.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_141689.3_28493</td>\n",
       "      <td>502</td>\n",
       "      <td>502</td>\n",
       "      <td>502</td>\n",
       "      <td>502</td>\n",
       "      <td>502</td>\n",
       "      <td>502</td>\n",
       "      <td>385.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>11180.60</td>\n",
       "      <td>14904.30</td>\n",
       "      <td>12324.70</td>\n",
       "      <td>8585.5200</td>\n",
       "      <td>10391.100</td>\n",
       "      <td>10459.0000</td>\n",
       "      <td>1746.170</td>\n",
       "      <td>1478.940</td>\n",
       "      <td>1876.290</td>\n",
       "      <td>3131.4400</td>\n",
       "      <td>3132.8300</td>\n",
       "      <td>3182.09000</td>\n",
       "      <td>NM_141689.3</td>\n",
       "      <td>502.0</td>\n",
       "      <td>502.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>1.280320e+04</td>\n",
       "      <td>9811.873333</td>\n",
       "      <td>1700.466667</td>\n",
       "      <td>3148.786667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>9778097.0</td>\n",
       "      <td>9779078.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_649946.1</td>\n",
       "      <td>ribosomal protein S29, transcript variant A</td>\n",
       "      <td>RpS29</td>\n",
       "      <td>41200.0</td>\n",
       "      <td>Dmel_CG8495</td>\n",
       "      <td>502.0</td>\n",
       "      <td>502.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_140419.3_24016</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>448.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>13693.00</td>\n",
       "      <td>14518.00</td>\n",
       "      <td>15432.00</td>\n",
       "      <td>664.0000</td>\n",
       "      <td>718.000</td>\n",
       "      <td>510.0000</td>\n",
       "      <td>1837.820</td>\n",
       "      <td>1238.020</td>\n",
       "      <td>2018.970</td>\n",
       "      <td>208.1270</td>\n",
       "      <td>186.0300</td>\n",
       "      <td>133.34400</td>\n",
       "      <td>NM_140419.3</td>\n",
       "      <td>565.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>1.454767e+04</td>\n",
       "      <td>630.666667</td>\n",
       "      <td>1698.270000</td>\n",
       "      <td>175.833667</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>13986620.0</td>\n",
       "      <td>13987184.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_648676.2</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG17362</td>\n",
       "      <td>39545.0</td>\n",
       "      <td>Dmel_CG17362</td>\n",
       "      <td>565.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>lcl|NT_033779.5_mrna_NM_057282.4_6291</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>484.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>12646.60</td>\n",
       "      <td>18374.00</td>\n",
       "      <td>16172.70</td>\n",
       "      <td>13652.3000</td>\n",
       "      <td>13921.100</td>\n",
       "      <td>14980.1000</td>\n",
       "      <td>1571.130</td>\n",
       "      <td>1450.300</td>\n",
       "      <td>1958.500</td>\n",
       "      <td>3960.9500</td>\n",
       "      <td>3338.6100</td>\n",
       "      <td>3625.37000</td>\n",
       "      <td>NM_057282.4</td>\n",
       "      <td>601.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>1.573110e+04</td>\n",
       "      <td>14184.500000</td>\n",
       "      <td>1659.976667</td>\n",
       "      <td>3641.643333</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2L</td>\n",
       "      <td>NT_033779.5</td>\n",
       "      <td>419952.0</td>\n",
       "      <td>420697.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_476630.1</td>\n",
       "      <td>ribosomal protein LP1, transcript variant A</td>\n",
       "      <td>RpLP1</td>\n",
       "      <td>33214.0</td>\n",
       "      <td>Dmel_CG4087</td>\n",
       "      <td>601.0</td>\n",
       "      <td>601.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>lcl|NW_007931121.1_rrna_Dmel_CR45851_35309</td>\n",
       "      <td>1721</td>\n",
       "      <td>1721</td>\n",
       "      <td>1721</td>\n",
       "      <td>1721</td>\n",
       "      <td>1721</td>\n",
       "      <td>1721</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>30657.10</td>\n",
       "      <td>122932.00</td>\n",
       "      <td>17035.20</td>\n",
       "      <td>9148.1800</td>\n",
       "      <td>5077.200</td>\n",
       "      <td>11101.0000</td>\n",
       "      <td>1149.240</td>\n",
       "      <td>2927.920</td>\n",
       "      <td>622.483</td>\n",
       "      <td>800.8820</td>\n",
       "      <td>367.4140</td>\n",
       "      <td>810.66300</td>\n",
       "      <td>Dmel_CR45851</td>\n",
       "      <td>1721.0</td>\n",
       "      <td>1721.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>1604.0</td>\n",
       "      <td>5.687477e+04</td>\n",
       "      <td>8442.126667</td>\n",
       "      <td>1566.547667</td>\n",
       "      <td>659.653000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_080275.3_23244</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "      <td>451.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>6485.00</td>\n",
       "      <td>7790.00</td>\n",
       "      <td>21129.00</td>\n",
       "      <td>501.0000</td>\n",
       "      <td>89.000</td>\n",
       "      <td>244.0000</td>\n",
       "      <td>864.603</td>\n",
       "      <td>659.874</td>\n",
       "      <td>2745.920</td>\n",
       "      <td>155.9910</td>\n",
       "      <td>22.9060</td>\n",
       "      <td>63.37170</td>\n",
       "      <td>NM_080275.3</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>451.0</td>\n",
       "      <td>1.180133e+04</td>\n",
       "      <td>278.000000</td>\n",
       "      <td>1423.465667</td>\n",
       "      <td>80.756233</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>11130835.0</td>\n",
       "      <td>11131402.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_525014.2</td>\n",
       "      <td>no optic lobe</td>\n",
       "      <td>nol</td>\n",
       "      <td>64867.0</td>\n",
       "      <td>Dmel_CG32077</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_001274926.2_24231</td>\n",
       "      <td>516</td>\n",
       "      <td>516</td>\n",
       "      <td>516</td>\n",
       "      <td>516</td>\n",
       "      <td>516</td>\n",
       "      <td>516</td>\n",
       "      <td>399.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>4496.53</td>\n",
       "      <td>12821.80</td>\n",
       "      <td>15487.40</td>\n",
       "      <td>73.5745</td>\n",
       "      <td>172.617</td>\n",
       "      <td>45.2766</td>\n",
       "      <td>677.623</td>\n",
       "      <td>1227.650</td>\n",
       "      <td>2275.050</td>\n",
       "      <td>25.8936</td>\n",
       "      <td>50.2165</td>\n",
       "      <td>13.29180</td>\n",
       "      <td>NM_001274926.2</td>\n",
       "      <td>516.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>1.093524e+04</td>\n",
       "      <td>97.156033</td>\n",
       "      <td>1393.441000</td>\n",
       "      <td>29.800633</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>15050856.0</td>\n",
       "      <td>15051425.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001261855.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG43679</td>\n",
       "      <td>14462861.0</td>\n",
       "      <td>Dmel_CG43679</td>\n",
       "      <td>516.0</td>\n",
       "      <td>516.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_080077.2_23572</td>\n",
       "      <td>2304</td>\n",
       "      <td>2304</td>\n",
       "      <td>2304</td>\n",
       "      <td>2304</td>\n",
       "      <td>2304</td>\n",
       "      <td>2304</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>53241.80</td>\n",
       "      <td>99726.00</td>\n",
       "      <td>34796.90</td>\n",
       "      <td>187872.0000</td>\n",
       "      <td>301918.000</td>\n",
       "      <td>306650.0000</td>\n",
       "      <td>1463.820</td>\n",
       "      <td>1742.050</td>\n",
       "      <td>932.560</td>\n",
       "      <td>12062.9000</td>\n",
       "      <td>16024.2000</td>\n",
       "      <td>16423.90000</td>\n",
       "      <td>NM_080077.2</td>\n",
       "      <td>2304.0</td>\n",
       "      <td>2304.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>2187.0</td>\n",
       "      <td>6.258823e+04</td>\n",
       "      <td>265480.000000</td>\n",
       "      <td>1379.476667</td>\n",
       "      <td>14837.000000</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>12129393.0</td>\n",
       "      <td>12131696.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_524816.1</td>\n",
       "      <td>larval serum protein 2, transcript variant A</td>\n",
       "      <td>Lsp2</td>\n",
       "      <td>45326.0</td>\n",
       "      <td>Dmel_CG6806</td>\n",
       "      <td>2304.0</td>\n",
       "      <td>2304.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index                                   target_id  length_MESG1  \\\n",
       "0       0      lcl|NT_037436.4_mrna_NM_057370.2_23336           321   \n",
       "1       1      lcl|NT_037436.4_mrna_NM_079300.3_23338          1109   \n",
       "2       2      lcl|NT_037436.4_mrna_NM_057371.3_23335           359   \n",
       "3       3        lcl|NC_004354.4_mrna_NM_057369.4_932           952   \n",
       "4       4      lcl|NT_033777.3_mrna_NM_079664.2_30721           636   \n",
       "5       5   lcl|NT_033777.3_mrna_NM_001170166.1_30723           327   \n",
       "6       6      lcl|NT_033777.3_mrna_NM_169764.3_30720           550   \n",
       "7       7      lcl|NT_037436.4_mrna_NM_140480.3_24230           544   \n",
       "8       8      lcl|NT_037436.4_mrna_NM_079368.3_24397          1486   \n",
       "9       9       lcl|NT_033779.5_mrna_NM_134912.3_7107           406   \n",
       "10     10       lcl|NT_033779.5_mrna_NM_164529.3_7105           491   \n",
       "11     11      lcl|NT_033777.3_mrna_NM_142116.2_29831           587   \n",
       "12     12      lcl|NT_037436.4_mrna_NM_140484.3_24238           677   \n",
       "13     13   lcl|NW_007931121.1_rrna_NR_133555.1_35319          1995   \n",
       "14     14     lcl|NC_024511.2_rrna_Dmel_CR34094_35351          1324   \n",
       "15     15      lcl|NT_033778.4_mrna_NM_137981.2_19288           581   \n",
       "16     16      lcl|NT_037436.4_mrna_NM_168767.2_25205           470   \n",
       "17     17   lcl|NW_007931121.1_rrna_NR_133562.1_35329          3970   \n",
       "18     18    lcl|NT_033779.5_mrna_NM_001169386.2_7156           411   \n",
       "19     19      lcl|NT_033777.3_mrna_NM_169585.2_29830           483   \n",
       "20     20       lcl|NT_033779.5_mrna_NM_078751.4_7576          3950   \n",
       "21     21      lcl|NT_033778.4_mrna_NM_058027.5_15129          2029   \n",
       "22     22      lcl|NT_033778.4_mrna_NM_137979.3_19285           659   \n",
       "23     23   lcl|NT_033778.4_mrna_NM_001014551.3_19777           320   \n",
       "24     24      lcl|NT_033779.5_mrna_NM_135695.2_10042           776   \n",
       "25     25        lcl|NC_004354.4_mrna_NM_130694.3_926           557   \n",
       "26     26    lcl|NT_033779.5_mrna_NM_001298648.1_7106           468   \n",
       "27     27   lcl|NT_033777.3_mrna_NM_001300371.1_29214           700   \n",
       "28     28      lcl|NT_033777.3_mrna_NM_142114.3_29828           587   \n",
       "29     29   lcl|NT_033777.3_mrna_NM_001202313.1_30680           500   \n",
       "30     30   lcl|NT_033777.3_mrna_NM_001104349.2_30674           688   \n",
       "31     31       lcl|NC_004354.4_mrna_NM_134609.2_5861           643   \n",
       "32     32   lcl|NT_037436.4_mrna_NM_001274927.2_24232           375   \n",
       "33     33      lcl|NT_033777.3_mrna_NM_141689.3_28493           502   \n",
       "34     34      lcl|NT_037436.4_mrna_NM_140419.3_24016           565   \n",
       "35     35       lcl|NT_033779.5_mrna_NM_057282.4_6291           601   \n",
       "36     36  lcl|NW_007931121.1_rrna_Dmel_CR45851_35309          1721   \n",
       "37     37      lcl|NT_037436.4_mrna_NM_080275.3_23244           568   \n",
       "38     38   lcl|NT_037436.4_mrna_NM_001274926.2_24231           516   \n",
       "39     39      lcl|NT_037436.4_mrna_NM_080077.2_23572          2304   \n",
       "\n",
       "    length_MESG2  length_MESG4  length_MEWB5  length_MEWB6  length_MEWB7  \\\n",
       "0            321           321           321           321           321   \n",
       "1           1109          1109          1109          1109          1109   \n",
       "2            359           359           359           359           359   \n",
       "3            952           952           952           952           952   \n",
       "4            636           636           636           636           636   \n",
       "5            327           327           327           327           327   \n",
       "6            550           550           550           550           550   \n",
       "7            544           544           544           544           544   \n",
       "8           1486          1486          1486          1486          1486   \n",
       "9            406           406           406           406           406   \n",
       "10           491           491           491           491           491   \n",
       "11           587           587           587           587           587   \n",
       "12           677           677           677           677           677   \n",
       "13          1995          1995          1995          1995          1995   \n",
       "14          1324          1324          1324          1324          1324   \n",
       "15           581           581           581           581           581   \n",
       "16           470           470           470           470           470   \n",
       "17          3970          3970          3970          3970          3970   \n",
       "18           411           411           411           411           411   \n",
       "19           483           483           483           483           483   \n",
       "20          3950          3950          3950          3950          3950   \n",
       "21          2029          2029          2029          2029          2029   \n",
       "22           659           659           659           659           659   \n",
       "23           320           320           320           320           320   \n",
       "24           776           776           776           776           776   \n",
       "25           557           557           557           557           557   \n",
       "26           468           468           468           468           468   \n",
       "27           700           700           700           700           700   \n",
       "28           587           587           587           587           587   \n",
       "29           500           500           500           500           500   \n",
       "30           688           688           688           688           688   \n",
       "31           643           643           643           643           643   \n",
       "32           375           375           375           375           375   \n",
       "33           502           502           502           502           502   \n",
       "34           565           565           565           565           565   \n",
       "35           601           601           601           601           601   \n",
       "36          1721          1721          1721          1721          1721   \n",
       "37           568           568           568           568           568   \n",
       "38           516           516           516           516           516   \n",
       "39          2304          2304          2304          2304          2304   \n",
       "\n",
       "    eff_length_MESG1  eff_length_MESG2  eff_length_MESG4  eff_length_MEWB5  \\\n",
       "0              204.0             204.0             204.0             204.0   \n",
       "1              992.0             992.0             992.0             992.0   \n",
       "2              242.0             242.0             242.0             242.0   \n",
       "3              835.0             835.0             835.0             835.0   \n",
       "4              519.0             519.0             519.0             519.0   \n",
       "5              210.0             210.0             210.0             210.0   \n",
       "6              433.0             433.0             433.0             433.0   \n",
       "7              427.0             427.0             427.0             427.0   \n",
       "8             1369.0            1369.0            1369.0            1369.0   \n",
       "9              289.0             289.0             289.0             289.0   \n",
       "10             374.0             374.0             374.0             374.0   \n",
       "11             470.0             470.0             470.0             470.0   \n",
       "12             560.0             560.0             560.0             560.0   \n",
       "13            1878.0            1878.0            1878.0            1878.0   \n",
       "14            1207.0            1207.0            1207.0            1207.0   \n",
       "15             464.0             464.0             464.0             464.0   \n",
       "16             353.0             353.0             353.0             353.0   \n",
       "17            3853.0            3853.0            3853.0            3853.0   \n",
       "18             294.0             294.0             294.0             294.0   \n",
       "19             366.0             366.0             366.0             366.0   \n",
       "20            3833.0            3833.0            3833.0            3833.0   \n",
       "21            1912.0            1912.0            1912.0            1912.0   \n",
       "22             542.0             542.0             542.0             542.0   \n",
       "23             203.0             203.0             203.0             203.0   \n",
       "24             659.0             659.0             659.0             659.0   \n",
       "25             440.0             440.0             440.0             440.0   \n",
       "26             351.0             351.0             351.0             351.0   \n",
       "27             583.0             583.0             583.0             583.0   \n",
       "28             470.0             470.0             470.0             470.0   \n",
       "29             383.0             383.0             383.0             383.0   \n",
       "30             571.0             571.0             571.0             571.0   \n",
       "31             526.0             526.0             526.0             526.0   \n",
       "32             258.0             258.0             258.0             258.0   \n",
       "33             385.0             385.0             385.0             385.0   \n",
       "34             448.0             448.0             448.0             448.0   \n",
       "35             484.0             484.0             484.0             484.0   \n",
       "36            1604.0            1604.0            1604.0            1604.0   \n",
       "37             451.0             451.0             451.0             451.0   \n",
       "38             399.0             399.0             399.0             399.0   \n",
       "39            2187.0            2187.0            2187.0            2187.0   \n",
       "\n",
       "    eff_length_MEWB6  eff_length_MEWB7  est_counts_MESG1  est_counts_MESG2  \\\n",
       "0              204.0             204.0         793608.00        1403050.00   \n",
       "1              992.0             992.0        2990690.00        3463760.00   \n",
       "2              242.0             242.0         233229.00         424202.00   \n",
       "3              835.0             835.0         675111.00        1318340.00   \n",
       "4              519.0             519.0         482371.00         514361.00   \n",
       "5              210.0             210.0         124351.00         267635.00   \n",
       "6              433.0             433.0          96862.00         603219.00   \n",
       "7              427.0             427.0         197529.00         277231.00   \n",
       "8             1369.0            1369.0         539135.00         858612.00   \n",
       "9              289.0             289.0          81599.50         130697.00   \n",
       "10             374.0             374.0         105962.00         174190.00   \n",
       "11             470.0             470.0          94761.00         145362.00   \n",
       "12             560.0             560.0         109539.00         122818.00   \n",
       "13            1878.0            1878.0         253278.00         884542.00   \n",
       "14            1207.0            1207.0         240513.00         226787.00   \n",
       "15             464.0             464.0          49752.00          28685.00   \n",
       "16             353.0             353.0          36491.00          21240.00   \n",
       "17            3853.0            3853.0         276487.00         840675.00   \n",
       "18             294.0             294.0          15551.90          37030.10   \n",
       "19             366.0             366.0          20858.00          23296.00   \n",
       "20            3833.0            3833.0         349313.00         115683.00   \n",
       "21            1912.0            1912.0         100306.00         137985.00   \n",
       "22             542.0             542.0          33457.90           8970.72   \n",
       "23             203.0             203.0           9982.00          11710.00   \n",
       "24             659.0             659.0          28885.00          60540.00   \n",
       "25             440.0             440.0          18614.00          28317.00   \n",
       "26             351.0             351.0          10722.50          17997.20   \n",
       "27             583.0             583.0          17645.00          25642.00   \n",
       "28             470.0             470.0           2877.00          21892.00   \n",
       "29             383.0             383.0           2651.00          35726.90   \n",
       "30             571.0             571.0          15843.70          29670.20   \n",
       "31             526.0             526.0          13507.00          28221.00   \n",
       "32             258.0             258.0           7141.47          16733.20   \n",
       "33             385.0             385.0          11180.60          14904.30   \n",
       "34             448.0             448.0          13693.00          14518.00   \n",
       "35             484.0             484.0          12646.60          18374.00   \n",
       "36            1604.0            1604.0          30657.10         122932.00   \n",
       "37             451.0             451.0           6485.00           7790.00   \n",
       "38             399.0             399.0           4496.53          12821.80   \n",
       "39            2187.0            2187.0          53241.80          99726.00   \n",
       "\n",
       "    est_counts_MESG4  est_counts_MEWB5  est_counts_MEWB6  est_counts_MEWB7  \\\n",
       "0          976193.00        23622.0000         50137.000        21288.0000   \n",
       "1         2744310.00        54611.0000        102641.000        72618.0000   \n",
       "2          269983.00         7851.0000         14900.000         5896.0000   \n",
       "3          751776.00        21167.0000         24247.000        17947.0000   \n",
       "4          410262.00        10090.0000         31823.000         8973.0000   \n",
       "5          154320.00         6593.1800          6565.950         4278.8800   \n",
       "6          165003.00         4419.0000          4107.000         1322.0000   \n",
       "7          166652.00        10451.0000         12853.000         5443.0000   \n",
       "8          396808.00        23105.0000         11017.000        10375.0000   \n",
       "9          100868.00         3054.1900          3582.820         4063.5000   \n",
       "10         121620.00         4258.2100          4937.210         5464.2100   \n",
       "11         102389.00         1967.0000          4579.000         1714.0000   \n",
       "12         147594.00         7049.0000          6036.000         6716.0000   \n",
       "13         139805.00        86902.9000         87011.100        66275.9000   \n",
       "14         160627.00       566164.0000        560931.000       558865.0000   \n",
       "15          58202.00         3632.0000          2419.000         3852.0000   \n",
       "16          37650.00         5366.0000          3714.000         6259.0000   \n",
       "17         127160.00       116389.0000        105628.000        65519.4000   \n",
       "18          27859.50          352.6620           634.521          235.0850   \n",
       "19          21751.00          549.0000          1266.000          697.0000   \n",
       "20         166136.00         8542.0000         16082.000        30207.0000   \n",
       "21          97557.00        49516.9000         66318.100        77626.6000   \n",
       "22          39056.90         4602.7200          3495.350         5774.6100   \n",
       "23          11586.00        11282.0000          8993.000         9540.0000   \n",
       "24          23218.00        12788.0000         15957.000        17945.0000   \n",
       "25          14750.00         1006.0000          1157.000          949.0000   \n",
       "26          15817.60          554.8060           515.177          526.5000   \n",
       "27          29130.00         1986.0000          2582.000         1476.0000   \n",
       "28          31385.00           18.0000           285.000            8.0000   \n",
       "29           9607.00           53.0000            94.000           27.0000   \n",
       "30          16463.70         1184.6600          1010.790          712.1960   \n",
       "31          15161.00         1394.0000          1439.000         1149.0000   \n",
       "32           4359.57          324.4260           475.383          181.7230   \n",
       "33          12324.70         8585.5200         10391.100        10459.0000   \n",
       "34          15432.00          664.0000           718.000          510.0000   \n",
       "35          16172.70        13652.3000         13921.100        14980.1000   \n",
       "36          17035.20         9148.1800          5077.200        11101.0000   \n",
       "37          21129.00          501.0000            89.000          244.0000   \n",
       "38          15487.40           73.5745           172.617           45.2766   \n",
       "39          34796.90       187872.0000        301918.000       306650.0000   \n",
       "\n",
       "     tpm_MESG1   tpm_MESG2   tpm_MESG4   tpm_MEWB5   tpm_MEWB6    tpm_MEWB7  \\\n",
       "0   233916.000  262750.000  280473.000  16260.2000  28527.5000  12223.30000   \n",
       "1   181277.000  133394.000  162146.000   7730.4800  12010.1000   8574.62000   \n",
       "2    57949.600   66966.400   65389.200   4555.6200   7146.7200   2853.81000   \n",
       "3    48615.200   60317.100   52770.000   3559.6800   3370.6000   2517.61000   \n",
       "4    55885.200   37861.700   46331.800   2730.0000   7117.2100   2025.13000   \n",
       "5    35605.100   48688.200   43071.300   4408.7300   3629.2200   2386.67000   \n",
       "6    13450.800   53221.500   22335.200   1433.0900   1100.9600    357.62300   \n",
       "7    27815.500   24803.500   22875.300   3436.9100   3493.9200   1493.11000   \n",
       "8    23679.800   23960.400   16988.800   2369.9600    934.1050    887.70100   \n",
       "9    16977.500   17276.900   20457.000   1484.0100   1439.0100   1646.97000   \n",
       "10   17035.800   17793.100   19059.900   1598.8000   1532.3100   1711.35000   \n",
       "11   12123.100   11815.500   12768.500    587.6850   1130.8600    427.16500   \n",
       "12   11761.500    8378.650   15447.800   1767.5700   1251.1100   1404.77000   \n",
       "13    8109.330   17993.800    4363.270   6497.9600   5377.9300   4133.73000   \n",
       "14   11981.600    7178.120    7800.030  65867.8000  53943.4000  54235.30000   \n",
       "15    6447.270    2361.770    7351.990   1099.1700    605.1370    972.41300   \n",
       "16    6215.760    2298.690    6251.370   2134.5900   1221.2500   2076.89000   \n",
       "17    4314.790    8335.450    1934.360   4241.8000   3182.1100   1991.83000   \n",
       "18    3180.690    4811.800    5554.070    168.4420    250.5160     93.66100   \n",
       "19    3426.690    2431.650    3483.240    210.6340    401.5030    223.06600   \n",
       "20    5479.730    1153.000    2540.450    312.9380    487.0090    923.10500   \n",
       "21    3154.450    2757.050    2990.580   3636.6700   4026.0600   4755.60000   \n",
       "22    3711.780     632.307    4223.610   1192.4900    748.5610   1247.97000   \n",
       "23    2956.680    2203.740    3345.200   7804.2000   5142.1500   5504.71000   \n",
       "24    2635.540    3509.590    2065.020   2724.9300   2810.6200   3189.63000   \n",
       "25    2543.730    2458.640    1964.830    321.0580    305.2230    252.63600   \n",
       "26    1836.840    1958.840    2641.310    221.9590    170.3670    175.70100   \n",
       "27    1819.850    1680.290    2928.580    478.3530    514.0720    296.55100   \n",
       "28     368.066    1779.460    3913.900      5.3779     70.3855      1.99377   \n",
       "29     416.193    3563.660    1470.190     19.4319     28.4882      8.25748   \n",
       "30    1668.410    1985.110    1689.960    291.3380    205.4770    146.09900   \n",
       "31    1544.030    2049.680    1689.380    372.1470    317.5490    255.86800   \n",
       "32    1664.370    2477.760     990.397    176.5770    213.8750     82.50370   \n",
       "33    1746.170    1478.940    1876.290   3131.4400   3132.8300   3182.09000   \n",
       "34    1837.820    1238.020    2018.970    208.1270    186.0300    133.34400   \n",
       "35    1571.130    1450.300    1958.500   3960.9500   3338.6100   3625.37000   \n",
       "36    1149.240    2927.920     622.483    800.8820    367.4140    810.66300   \n",
       "37     864.603     659.874    2745.920    155.9910     22.9060     63.37170   \n",
       "38     677.623    1227.650    2275.050     25.8936     50.2165     13.29180   \n",
       "39    1463.820    1742.050     932.560  12062.9000  16024.2000  16423.90000   \n",
       "\n",
       "   product_accession  length_SG_moyenne  length_WB_moyenne  \\\n",
       "0        NM_057370.2              321.0              321.0   \n",
       "1        NM_079300.3             1109.0             1109.0   \n",
       "2        NM_057371.3              359.0              359.0   \n",
       "3        NM_057369.4              952.0              952.0   \n",
       "4        NM_079664.2              636.0              636.0   \n",
       "5     NM_001170166.1              327.0              327.0   \n",
       "6        NM_169764.3              550.0              550.0   \n",
       "7        NM_140480.3              544.0              544.0   \n",
       "8        NM_079368.3             1486.0             1486.0   \n",
       "9        NM_134912.3              406.0              406.0   \n",
       "10       NM_164529.3              491.0              491.0   \n",
       "11       NM_142116.2              587.0              587.0   \n",
       "12       NM_140484.3              677.0              677.0   \n",
       "13       NR_133555.1             1995.0             1995.0   \n",
       "14      Dmel_CR34094             1324.0             1324.0   \n",
       "15       NM_137981.2              581.0              581.0   \n",
       "16       NM_168767.2              470.0              470.0   \n",
       "17       NR_133562.1             3970.0             3970.0   \n",
       "18    NM_001169386.2              411.0              411.0   \n",
       "19       NM_169585.2              483.0              483.0   \n",
       "20       NM_078751.4             3950.0             3950.0   \n",
       "21       NM_058027.5             2029.0             2029.0   \n",
       "22       NM_137979.3              659.0              659.0   \n",
       "23    NM_001014551.3              320.0              320.0   \n",
       "24       NM_135695.2              776.0              776.0   \n",
       "25       NM_130694.3              557.0              557.0   \n",
       "26    NM_001298648.1              468.0              468.0   \n",
       "27    NM_001300371.1              700.0              700.0   \n",
       "28       NM_142114.3              587.0              587.0   \n",
       "29    NM_001202313.1              500.0              500.0   \n",
       "30    NM_001104349.2              688.0              688.0   \n",
       "31       NM_134609.2              643.0              643.0   \n",
       "32    NM_001274927.2              375.0              375.0   \n",
       "33       NM_141689.3              502.0              502.0   \n",
       "34       NM_140419.3              565.0              565.0   \n",
       "35       NM_057282.4              601.0              601.0   \n",
       "36      Dmel_CR45851             1721.0             1721.0   \n",
       "37       NM_080275.3              568.0              568.0   \n",
       "38    NM_001274926.2              516.0              516.0   \n",
       "39       NM_080077.2             2304.0             2304.0   \n",
       "\n",
       "    eff_length_SG_moyenne  eff_length_WB_moyenne  est_counts_SG_moyenne  \\\n",
       "0                   204.0                  204.0           1.057617e+06   \n",
       "1                   992.0                  992.0           3.066253e+06   \n",
       "2                   242.0                  242.0           3.091380e+05   \n",
       "3                   835.0                  835.0           9.150757e+05   \n",
       "4                   519.0                  519.0           4.689980e+05   \n",
       "5                   210.0                  210.0           1.821020e+05   \n",
       "6                   433.0                  433.0           2.883613e+05   \n",
       "7                   427.0                  427.0           2.138040e+05   \n",
       "8                  1369.0                 1369.0           5.981850e+05   \n",
       "9                   289.0                  289.0           1.043882e+05   \n",
       "10                  374.0                  374.0           1.339240e+05   \n",
       "11                  470.0                  470.0           1.141707e+05   \n",
       "12                  560.0                  560.0           1.266503e+05   \n",
       "13                 1878.0                 1878.0           4.258750e+05   \n",
       "14                 1207.0                 1207.0           2.093090e+05   \n",
       "15                  464.0                  464.0           4.554633e+04   \n",
       "16                  353.0                  353.0           3.179367e+04   \n",
       "17                 3853.0                 3853.0           4.147740e+05   \n",
       "18                  294.0                  294.0           2.681383e+04   \n",
       "19                  366.0                  366.0           2.196833e+04   \n",
       "20                 3833.0                 3833.0           2.103773e+05   \n",
       "21                 1912.0                 1912.0           1.119493e+05   \n",
       "22                  542.0                  542.0           2.716184e+04   \n",
       "23                  203.0                  203.0           1.109267e+04   \n",
       "24                  659.0                  659.0           3.754767e+04   \n",
       "25                  440.0                  440.0           2.056033e+04   \n",
       "26                  351.0                  351.0           1.484577e+04   \n",
       "27                  583.0                  583.0           2.413900e+04   \n",
       "28                  470.0                  470.0           1.871800e+04   \n",
       "29                  383.0                  383.0           1.599497e+04   \n",
       "30                  571.0                  571.0           2.065920e+04   \n",
       "31                  526.0                  526.0           1.896300e+04   \n",
       "32                  258.0                  258.0           9.411413e+03   \n",
       "33                  385.0                  385.0           1.280320e+04   \n",
       "34                  448.0                  448.0           1.454767e+04   \n",
       "35                  484.0                  484.0           1.573110e+04   \n",
       "36                 1604.0                 1604.0           5.687477e+04   \n",
       "37                  451.0                  451.0           1.180133e+04   \n",
       "38                  399.0                  399.0           1.093524e+04   \n",
       "39                 2187.0                 2187.0           6.258823e+04   \n",
       "\n",
       "    est_counts_WB_moyenne  tpm_SG_moyenne  tpm_WB_moyenne # feature class  \\\n",
       "0            31682.333333   259046.333333    19003.666667      mRNA   NaN   \n",
       "1            76623.333333   158939.000000     9438.400000      mRNA   NaN   \n",
       "2             9549.000000    63435.066667     4852.050000      mRNA   NaN   \n",
       "3            21120.333333    53900.766667     3149.296667      mRNA   NaN   \n",
       "4            16962.000000    46692.900000     3957.446667      mRNA   NaN   \n",
       "5             5812.670000    42454.866667     3474.873333      mRNA   NaN   \n",
       "6             3282.666667    29669.166667      963.891000      mRNA   NaN   \n",
       "7             9582.333333    25164.766667     2807.980000      mRNA   NaN   \n",
       "8            14832.333333    21543.000000     1397.255333      mRNA   NaN   \n",
       "9             3566.836667    18237.133333     1523.330000      mRNA   NaN   \n",
       "10            4886.543333    17962.933333     1614.153333      mRNA   NaN   \n",
       "11            2753.333333    12235.700000      715.236667      mRNA   NaN   \n",
       "12            6600.333333    11862.650000     1474.483333      mRNA   NaN   \n",
       "13           80063.300000    10155.466667     5336.540000      rRNA   NaN   \n",
       "14          561986.666667     8986.583333    58015.500000       NaN   NaN   \n",
       "15            3301.000000     5387.010000      892.240000      mRNA   NaN   \n",
       "16            5113.000000     4921.940000     1810.910000      mRNA   NaN   \n",
       "17           95845.466667     4861.533333     3138.580000      rRNA   NaN   \n",
       "18             407.422667     4515.520000      170.873000      mRNA   NaN   \n",
       "19             837.333333     3113.860000      278.401000      mRNA   NaN   \n",
       "20           18277.000000     3057.726667      574.350667      mRNA   NaN   \n",
       "21           64487.200000     2967.360000     4139.443333      mRNA   NaN   \n",
       "22            4624.226667     2855.899000     1063.007000      mRNA   NaN   \n",
       "23            9938.333333     2835.206667     6150.353333      mRNA   NaN   \n",
       "24           15563.333333     2736.716667     2908.393333      mRNA   NaN   \n",
       "25            1037.333333     2322.400000      292.972333      mRNA   NaN   \n",
       "26             532.161000     2145.663333      189.342333      mRNA   NaN   \n",
       "27            2014.666667     2142.906667      429.658667      mRNA   NaN   \n",
       "28             103.666667     2020.475333       25.919057      mRNA   NaN   \n",
       "29              58.000000     1816.681000       18.725860      mRNA   NaN   \n",
       "30             969.215333     1781.160000      214.304667      mRNA   NaN   \n",
       "31            1327.333333     1761.030000      315.188000      mRNA   NaN   \n",
       "32             327.177333     1710.842333      157.651900      mRNA   NaN   \n",
       "33            9811.873333     1700.466667     3148.786667      mRNA   NaN   \n",
       "34             630.666667     1698.270000      175.833667      mRNA   NaN   \n",
       "35           14184.500000     1659.976667     3641.643333      mRNA   NaN   \n",
       "36            8442.126667     1566.547667      659.653000       NaN   NaN   \n",
       "37             278.000000     1423.465667       80.756233      mRNA   NaN   \n",
       "38              97.156033     1393.441000       29.800633      mRNA   NaN   \n",
       "39          265480.000000     1379.476667    14837.000000      mRNA   NaN   \n",
       "\n",
       "           assembly     assembly_unit           seq_type chromosome  \\\n",
       "0   GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "1   GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "2   GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "3   GCF_000001215.4  Primary Assembly         chromosome          X   \n",
       "4   GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "5   GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "6   GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "7   GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "8   GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "9   GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "10  GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "11  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "12  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "13  GCF_000001215.4  Primary Assembly  unplaced scaffold        NaN   \n",
       "14              NaN               NaN                NaN        NaN   \n",
       "15  GCF_000001215.4  Primary Assembly         chromosome         2R   \n",
       "16  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "17  GCF_000001215.4  Primary Assembly  unplaced scaffold        NaN   \n",
       "18  GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "19  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "20  GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "21  GCF_000001215.4  Primary Assembly         chromosome         2R   \n",
       "22  GCF_000001215.4  Primary Assembly         chromosome         2R   \n",
       "23  GCF_000001215.4  Primary Assembly         chromosome         2R   \n",
       "24  GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "25  GCF_000001215.4  Primary Assembly         chromosome          X   \n",
       "26  GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "27  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "28  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "29  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "30  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "31  GCF_000001215.4  Primary Assembly         chromosome          X   \n",
       "32  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "33  GCF_000001215.4  Primary Assembly         chromosome         3R   \n",
       "34  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "35  GCF_000001215.4  Primary Assembly         chromosome         2L   \n",
       "36              NaN               NaN                NaN        NaN   \n",
       "37  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "38  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "39  GCF_000001215.4  Primary Assembly         chromosome         3L   \n",
       "\n",
       "   genomic_accession       start         end strand  non-redundant_refseq  \\\n",
       "0        NT_037436.4  11509861.0  11510247.0      +                   NaN   \n",
       "1        NT_037436.4  11512221.0  11513402.0      +                   NaN   \n",
       "2        NT_037436.4  11508967.0  11509394.0      -                   NaN   \n",
       "3        NC_004354.4   3250089.0   3251040.0      +                   NaN   \n",
       "4        NT_033777.3  17595362.0  17596112.0      +                   NaN   \n",
       "5        NT_033777.3  17596536.0  17596917.0      +                   NaN   \n",
       "6        NT_033777.3  17594386.0  17595057.0      +                   NaN   \n",
       "7        NT_037436.4  15050263.0  15050806.0      -                   NaN   \n",
       "8        NT_037436.4  15654472.0  15656010.0      -                   NaN   \n",
       "9        NT_033779.5   3173972.0   3174442.0      +                   NaN   \n",
       "10       NT_033779.5   3173283.0   3173840.0      -                   NaN   \n",
       "11       NT_033777.3  14565927.0  14566513.0      +                   NaN   \n",
       "12       NT_037436.4  15061029.0  15061705.0      -                   NaN   \n",
       "13    NW_007931121.1     55965.0     57959.0      +                   NaN   \n",
       "14               NaN         NaN         NaN    NaN                   NaN   \n",
       "15       NT_033778.4  23751915.0  23752495.0      +                   NaN   \n",
       "16       NT_037436.4  18526976.0  18527445.0      +                   NaN   \n",
       "17    NW_007931121.1     70955.0     74924.0      +                   NaN   \n",
       "18       NT_033779.5   3388024.0   3388496.0      -                   NaN   \n",
       "19       NT_033777.3  14564323.0  14564805.0      -                   NaN   \n",
       "20       NT_033779.5   4937409.0   4941423.0      +                   NaN   \n",
       "21       NT_033778.4  11892122.0  11895520.0      +                   NaN   \n",
       "22       NT_033778.4  23747560.0  23748218.0      +                   NaN   \n",
       "23       NT_033778.4  24903416.0  24903935.0      -                   NaN   \n",
       "24       NT_033779.5  12045343.0  12046118.0      -                   NaN   \n",
       "25       NC_004354.4   3236130.0   3236686.0      -                   NaN   \n",
       "26       NT_033779.5   3173972.0   3174504.0      +                   NaN   \n",
       "27       NT_033777.3  12341674.0  12342373.0      +                   NaN   \n",
       "28       NT_033777.3  14560935.0  14561521.0      +                   NaN   \n",
       "29       NT_033777.3  17406984.0  17407534.0      +                   NaN   \n",
       "30       NT_033777.3  17402362.0  17403288.0      -                   NaN   \n",
       "31       NC_004354.4  21428614.0  21429256.0      -                   NaN   \n",
       "32       NT_037436.4  15050856.0  15051230.0      -                   NaN   \n",
       "33       NT_033777.3   9778097.0   9779078.0      +                   NaN   \n",
       "34       NT_037436.4  13986620.0  13987184.0      +                   NaN   \n",
       "35       NT_033779.5    419952.0    420697.0      +                   NaN   \n",
       "36               NaN         NaN         NaN    NaN                   NaN   \n",
       "37       NT_037436.4  11130835.0  11131402.0      +                   NaN   \n",
       "38       NT_037436.4  15050856.0  15051425.0      -                   NaN   \n",
       "39       NT_037436.4  12129393.0  12131696.0      +                   NaN   \n",
       "\n",
       "   related_accession                                               name  \\\n",
       "0        NP_476718.1                         salivary gland secretion 7   \n",
       "1        NP_524024.1                         salivary gland secretion 3   \n",
       "2        NP_476719.2                         salivary gland secretion 8   \n",
       "3        NP_476717.4                         salivary gland secretion 4   \n",
       "4        NP_524388.1                         salivary gland secretion 5   \n",
       "5     NP_001163637.1      uncharacterized protein, transcript variant B   \n",
       "6        NP_732246.1                                            Sgs5bis   \n",
       "7        NP_648737.1                            uncharacterized protein   \n",
       "8        NP_524092.2                         Ecdysone-induced gene 71Ee   \n",
       "9        NP_608756.1      uncharacterized protein, transcript variant A   \n",
       "10       NP_722883.1      uncharacterized protein, transcript variant A   \n",
       "11       NP_650373.1                            uncharacterized protein   \n",
       "12       NP_648741.2                            uncharacterized protein   \n",
       "13               NaN                                  18S ribosomal RNA   \n",
       "14               NaN                                                NaN   \n",
       "15       NP_611825.1                            uncharacterized protein   \n",
       "16       NP_730339.1                            uncharacterized protein   \n",
       "17               NaN                                  28S ribosomal RNA   \n",
       "18    NP_001162857.1      uncharacterized protein, transcript variant A   \n",
       "19       NP_731917.1                            uncharacterized protein   \n",
       "20       NP_523475.3                         salivary gland secretion 1   \n",
       "21       NP_477375.1  eukaryotic translation elongation factor 1 alp...   \n",
       "22       NP_611823.2      uncharacterized protein, transcript variant A   \n",
       "23    NP_001014551.1                              ribosomal protein L41   \n",
       "24       NP_609539.1                            uncharacterized protein   \n",
       "25       NP_570050.1                            uncharacterized protein   \n",
       "26    NP_001285577.1      uncharacterized protein, transcript variant B   \n",
       "27    NP_001287300.1             salivary gland-derived secreted factor   \n",
       "28       NP_650371.1                                                Jig   \n",
       "29    NP_001189242.1      uncharacterized protein, transcript variant A   \n",
       "30    NP_001097819.1      uncharacterized protein, transcript variant A   \n",
       "31       NP_608453.1                            uncharacterized protein   \n",
       "32    NP_001261856.1      uncharacterized protein, transcript variant B   \n",
       "33       NP_649946.1        ribosomal protein S29, transcript variant A   \n",
       "34       NP_648676.2                            uncharacterized protein   \n",
       "35       NP_476630.1        ribosomal protein LP1, transcript variant A   \n",
       "36               NaN                                                NaN   \n",
       "37       NP_525014.2                                      no optic lobe   \n",
       "38    NP_001261855.1      uncharacterized protein, transcript variant A   \n",
       "39       NP_524816.1       larval serum protein 2, transcript variant A   \n",
       "\n",
       "             symbol      GeneID     locus_tag  feature_interval_length  \\\n",
       "0              Sgs7     47198.0  Dmel_CG18087                    321.0   \n",
       "1              Sgs3     39288.0  Dmel_CG11720                   1109.0   \n",
       "2              Sgs8     39285.0   Dmel_CG6132                    359.0   \n",
       "3              Sgs4     31304.0  Dmel_CG12181                    952.0   \n",
       "4              Sgs5     42114.0   Dmel_CG7596                    636.0   \n",
       "5            CG7606   8673956.0   Dmel_CG7606                    327.0   \n",
       "6           Sgs5bis     42113.0   Dmel_CG7587                    550.0   \n",
       "7           CG12310     39634.0  Dmel_CG12310                    544.0   \n",
       "8           Eig71Ee     39706.0   Dmel_CG7604                   1486.0   \n",
       "9           CG15404     33537.0  Dmel_CG15404                    406.0   \n",
       "10          CG31698    318888.0  Dmel_CG31698                    491.0   \n",
       "11          CG14852     41765.0  Dmel_CG14852                    587.0   \n",
       "12          CG13460     39638.0  Dmel_CG13460                    677.0   \n",
       "13  18SrRNA:CR45838  26067166.0  Dmel_CR45838                   1995.0   \n",
       "14              NaN         NaN           NaN                      NaN   \n",
       "15          CG11300     37760.0  Dmel_CG11300                    581.0   \n",
       "16          CG32198    317909.0  Dmel_CG32198                    470.0   \n",
       "17  28SrRNA:CR45844  26067172.0  Dmel_CR45844                   3970.0   \n",
       "18          CG42460   8674116.0  Dmel_CG42460                    411.0   \n",
       "19           CG8087     41764.0   Dmel_CG8087                    483.0   \n",
       "20             Sgs1     33701.0   Dmel_CG3047                   3950.0   \n",
       "21       eEF1alpha1     36271.0   Dmel_CG8280                   2029.0   \n",
       "22          CG13560     37758.0  Dmel_CG13560                    659.0   \n",
       "23            RpL41    251466.0  Dmel_CG30425                    320.0   \n",
       "24           CG6770     34621.0   Dmel_CG6770                    776.0   \n",
       "25          CG14265     31297.0  Dmel_CG14265                    557.0   \n",
       "26          CG15404     33537.0  Dmel_CG15404                    468.0   \n",
       "27             Sgsf  19835010.0  Dmel_CG44956                    700.0   \n",
       "28              Jig     41762.0  Dmel_CG14850                    587.0   \n",
       "29          CG42798  10178954.0  Dmel_CG42798                    500.0   \n",
       "30          CG34279   5740605.0  Dmel_CG34279                    688.0   \n",
       "31          CG10918     33123.0  Dmel_CG10918                    643.0   \n",
       "32          CG43679  14462861.0  Dmel_CG43679                    375.0   \n",
       "33            RpS29     41200.0   Dmel_CG8495                    502.0   \n",
       "34          CG17362     39545.0  Dmel_CG17362                    565.0   \n",
       "35            RpLP1     33214.0   Dmel_CG4087                    601.0   \n",
       "36              NaN         NaN           NaN                      NaN   \n",
       "37              nol     64867.0  Dmel_CG32077                    568.0   \n",
       "38          CG43679  14462861.0  Dmel_CG43679                    516.0   \n",
       "39             Lsp2     45326.0   Dmel_CG6806                   2304.0   \n",
       "\n",
       "    product_length attributes  \n",
       "0            321.0        NaN  \n",
       "1           1109.0        NaN  \n",
       "2            359.0        NaN  \n",
       "3            952.0        NaN  \n",
       "4            636.0        NaN  \n",
       "5            327.0        NaN  \n",
       "6            550.0        NaN  \n",
       "7            544.0        NaN  \n",
       "8           1486.0        NaN  \n",
       "9            406.0        NaN  \n",
       "10           491.0        NaN  \n",
       "11           587.0        NaN  \n",
       "12           677.0        NaN  \n",
       "13          1995.0        NaN  \n",
       "14             NaN        NaN  \n",
       "15           581.0        NaN  \n",
       "16           470.0        NaN  \n",
       "17          3970.0        NaN  \n",
       "18           411.0        NaN  \n",
       "19           483.0        NaN  \n",
       "20          3950.0        NaN  \n",
       "21          2029.0        NaN  \n",
       "22           659.0        NaN  \n",
       "23           320.0        NaN  \n",
       "24           776.0        NaN  \n",
       "25           557.0        NaN  \n",
       "26           468.0        NaN  \n",
       "27           700.0        NaN  \n",
       "28           587.0        NaN  \n",
       "29           500.0        NaN  \n",
       "30           688.0        NaN  \n",
       "31           643.0        NaN  \n",
       "32           375.0        NaN  \n",
       "33           502.0        NaN  \n",
       "34           565.0        NaN  \n",
       "35           601.0        NaN  \n",
       "36             NaN        NaN  \n",
       "37           568.0        NaN  \n",
       "38           516.0        NaN  \n",
       "39          2304.0        NaN  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tab_cor = pd.read_table('/Users/arthur/PROJECTS/Stage_IJM/data/genomes/melanogaster/GCF_000001215.4_Release_6_plus_ISO1_MT_feature_table.txt')\n",
    "new_df = pd.merge(a, tab_cor, how='left', on='product_accession')\n",
    "new_df = new_df.sort_values(by='tpm_SG_moyenne', ascending=False)\n",
    "new_df = new_df.reset_index()\n",
    "new_df = new_df.drop(columns=['index'])\n",
    "new_df = new_df.reset_index()\n",
    "new_df.to_csv(\"merged_abundance_ME_RF.csv\", index=False)\n",
    "pd.set_option('display.max_columns', None)\n",
    "display(new_df.head(40))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target_id</th>\n",
       "      <th>pval</th>\n",
       "      <th>qval</th>\n",
       "      <th>b</th>\n",
       "      <th>se_b</th>\n",
       "      <th>mean_obs</th>\n",
       "      <th>var_obs</th>\n",
       "      <th>tech_var</th>\n",
       "      <th>sigma_sq</th>\n",
       "      <th>smooth_sigma_sq</th>\n",
       "      <th>final_sigma_sq</th>\n",
       "      <th>product_accession</th>\n",
       "      <th># feature</th>\n",
       "      <th>class</th>\n",
       "      <th>assembly</th>\n",
       "      <th>assembly_unit</th>\n",
       "      <th>seq_type</th>\n",
       "      <th>chromosome</th>\n",
       "      <th>genomic_accession</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>strand</th>\n",
       "      <th>non-redundant_refseq</th>\n",
       "      <th>related_accession</th>\n",
       "      <th>name</th>\n",
       "      <th>symbol</th>\n",
       "      <th>GeneID</th>\n",
       "      <th>locus_tag</th>\n",
       "      <th>feature_interval_length</th>\n",
       "      <th>product_length</th>\n",
       "      <th>attributes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_079830.4_34286</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-10.229093</td>\n",
       "      <td>0.244448</td>\n",
       "      <td>4.421399</td>\n",
       "      <td>31.398745</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.010500</td>\n",
       "      <td>0.089579</td>\n",
       "      <td>0.089579</td>\n",
       "      <td>NM_079830.4</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>29923754.0</td>\n",
       "      <td>29924615.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_524554.1</td>\n",
       "      <td>jonah 99Cii</td>\n",
       "      <td>Jon99Cii</td>\n",
       "      <td>43544.0</td>\n",
       "      <td>Dmel_CG31034</td>\n",
       "      <td>862.0</td>\n",
       "      <td>862.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_169182.2_27709</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.893563</td>\n",
       "      <td>0.099916</td>\n",
       "      <td>7.624523</td>\n",
       "      <td>4.557184</td>\n",
       "      <td>0.001541</td>\n",
       "      <td>0.010001</td>\n",
       "      <td>0.013434</td>\n",
       "      <td>0.013434</td>\n",
       "      <td>NM_169182.2</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>7345069.0</td>\n",
       "      <td>7346354.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_731155.2</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG31496</td>\n",
       "      <td>326145.0</td>\n",
       "      <td>Dmel_CG31496</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_057273.4_13918</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-10.871797</td>\n",
       "      <td>0.282519</td>\n",
       "      <td>4.742751</td>\n",
       "      <td>35.554571</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>0.119708</td>\n",
       "      <td>0.053962</td>\n",
       "      <td>0.119708</td>\n",
       "      <td>NM_057273.4</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>8435443.0</td>\n",
       "      <td>8436011.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_476621.1</td>\n",
       "      <td>larval cuticle protein 3, transcript variant A</td>\n",
       "      <td>Lcp3</td>\n",
       "      <td>35819.0</td>\n",
       "      <td>Dmel_CG2043</td>\n",
       "      <td>513.0</td>\n",
       "      <td>513.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_001275633.1_29734</td>\n",
       "      <td>3.305172e-270</td>\n",
       "      <td>1.506745e-266</td>\n",
       "      <td>-9.871007</td>\n",
       "      <td>0.281063</td>\n",
       "      <td>4.242356</td>\n",
       "      <td>29.285838</td>\n",
       "      <td>0.000136</td>\n",
       "      <td>0.068368</td>\n",
       "      <td>0.118359</td>\n",
       "      <td>0.118359</td>\n",
       "      <td>NM_001275633.1</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>14152211.0</td>\n",
       "      <td>14152650.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001262562.1</td>\n",
       "      <td>uncharacterized protein, transcript variant B</td>\n",
       "      <td>CG42500</td>\n",
       "      <td>50032.0</td>\n",
       "      <td>Dmel_CG42500</td>\n",
       "      <td>440.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_078970.4_15010</td>\n",
       "      <td>2.992215e-256</td>\n",
       "      <td>1.091261e-252</td>\n",
       "      <td>-10.554266</td>\n",
       "      <td>0.308660</td>\n",
       "      <td>4.583986</td>\n",
       "      <td>33.532083</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.142887</td>\n",
       "      <td>0.069274</td>\n",
       "      <td>0.142887</td>\n",
       "      <td>NM_078970.4</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>11355319.0</td>\n",
       "      <td>11356128.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_523694.2</td>\n",
       "      <td>deltaTrypsin</td>\n",
       "      <td>deltaTry</td>\n",
       "      <td>48343.0</td>\n",
       "      <td>Dmel_CG12351</td>\n",
       "      <td>810.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_079220.2_21712</td>\n",
       "      <td>2.119157e-253</td>\n",
       "      <td>6.440470e-250</td>\n",
       "      <td>-9.810342</td>\n",
       "      <td>0.288527</td>\n",
       "      <td>4.212024</td>\n",
       "      <td>28.941105</td>\n",
       "      <td>0.000039</td>\n",
       "      <td>0.085290</td>\n",
       "      <td>0.124832</td>\n",
       "      <td>0.124832</td>\n",
       "      <td>NM_079220.2</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>6035216.0</td>\n",
       "      <td>6036175.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_523944.1</td>\n",
       "      <td>yippee interacting protein 7</td>\n",
       "      <td>yip7</td>\n",
       "      <td>38680.0</td>\n",
       "      <td>Dmel_CG6457</td>\n",
       "      <td>904.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>lcl|NC_004354.4_mrna_NM_132983.3_4788</td>\n",
       "      <td>3.498568e-250</td>\n",
       "      <td>9.113771e-247</td>\n",
       "      <td>-9.798751</td>\n",
       "      <td>0.290049</td>\n",
       "      <td>4.206228</td>\n",
       "      <td>28.875181</td>\n",
       "      <td>0.000043</td>\n",
       "      <td>0.088110</td>\n",
       "      <td>0.126150</td>\n",
       "      <td>0.126150</td>\n",
       "      <td>NM_132983.3</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>X</td>\n",
       "      <td>NC_004354.4</td>\n",
       "      <td>17281777.0</td>\n",
       "      <td>17282726.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_573211.1</td>\n",
       "      <td>uncharacterized protein, transcript variant A</td>\n",
       "      <td>CG8664</td>\n",
       "      <td>32719.0</td>\n",
       "      <td>Dmel_CG8664</td>\n",
       "      <td>712.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>lcl|NT_033778.4_mrna_NM_136526.2_13883</td>\n",
       "      <td>7.833472e-243</td>\n",
       "      <td>1.785542e-239</td>\n",
       "      <td>3.443112</td>\n",
       "      <td>0.103463</td>\n",
       "      <td>6.968585</td>\n",
       "      <td>3.562530</td>\n",
       "      <td>0.002361</td>\n",
       "      <td>0.005168</td>\n",
       "      <td>0.013696</td>\n",
       "      <td>0.013696</td>\n",
       "      <td>NM_136526.2</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>2R</td>\n",
       "      <td>NT_033778.4</td>\n",
       "      <td>8267643.0</td>\n",
       "      <td>8269334.0</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_610370.1</td>\n",
       "      <td>uncharacterized protein</td>\n",
       "      <td>CG30371</td>\n",
       "      <td>35806.0</td>\n",
       "      <td>Dmel_CG30371</td>\n",
       "      <td>1258.0</td>\n",
       "      <td>1258.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>lcl|NT_037436.4_mrna_NM_139756.3_21716</td>\n",
       "      <td>6.365772e-239</td>\n",
       "      <td>1.289776e-235</td>\n",
       "      <td>-10.193626</td>\n",
       "      <td>0.308829</td>\n",
       "      <td>4.403666</td>\n",
       "      <td>31.287456</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.143027</td>\n",
       "      <td>0.092091</td>\n",
       "      <td>0.143027</td>\n",
       "      <td>NM_139756.3</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3L</td>\n",
       "      <td>NT_037436.4</td>\n",
       "      <td>6050757.0</td>\n",
       "      <td>6051690.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_648013.1</td>\n",
       "      <td>jonah 65Aiii</td>\n",
       "      <td>Jon65Aiii</td>\n",
       "      <td>38683.0</td>\n",
       "      <td>Dmel_CG6483</td>\n",
       "      <td>875.0</td>\n",
       "      <td>875.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>lcl|NT_033777.3_mrna_NM_001300669.1_34284</td>\n",
       "      <td>5.935906e-235</td>\n",
       "      <td>1.082412e-231</td>\n",
       "      <td>-9.743364</td>\n",
       "      <td>0.297693</td>\n",
       "      <td>4.178535</td>\n",
       "      <td>28.504584</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>0.030682</td>\n",
       "      <td>0.132810</td>\n",
       "      <td>0.132810</td>\n",
       "      <td>NM_001300669.1</td>\n",
       "      <td>mRNA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GCF_000001215.4</td>\n",
       "      <td>Primary Assembly</td>\n",
       "      <td>chromosome</td>\n",
       "      <td>3R</td>\n",
       "      <td>NT_033777.3</td>\n",
       "      <td>29922216.0</td>\n",
       "      <td>29923455.0</td>\n",
       "      <td>+</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NP_001287598.1</td>\n",
       "      <td>jonah 99Ciii, transcript variant B</td>\n",
       "      <td>Jon99Ciii</td>\n",
       "      <td>43543.0</td>\n",
       "      <td>Dmel_CG31362</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   target_id           pval           qval  \\\n",
       "0     lcl|NT_033777.3_mrna_NM_079830.4_34286   0.000000e+00   0.000000e+00   \n",
       "1     lcl|NT_033777.3_mrna_NM_169182.2_27709   0.000000e+00   0.000000e+00   \n",
       "2     lcl|NT_033778.4_mrna_NM_057273.4_13918   0.000000e+00   0.000000e+00   \n",
       "3  lcl|NT_033777.3_mrna_NM_001275633.1_29734  3.305172e-270  1.506745e-266   \n",
       "4     lcl|NT_033778.4_mrna_NM_078970.4_15010  2.992215e-256  1.091261e-252   \n",
       "5     lcl|NT_037436.4_mrna_NM_079220.2_21712  2.119157e-253  6.440470e-250   \n",
       "6      lcl|NC_004354.4_mrna_NM_132983.3_4788  3.498568e-250  9.113771e-247   \n",
       "7     lcl|NT_033778.4_mrna_NM_136526.2_13883  7.833472e-243  1.785542e-239   \n",
       "8     lcl|NT_037436.4_mrna_NM_139756.3_21716  6.365772e-239  1.289776e-235   \n",
       "9  lcl|NT_033777.3_mrna_NM_001300669.1_34284  5.935906e-235  1.082412e-231   \n",
       "\n",
       "           b      se_b  mean_obs    var_obs  tech_var  sigma_sq  \\\n",
       "0 -10.229093  0.244448  4.421399  31.398745  0.000053  0.010500   \n",
       "1   3.893563  0.099916  7.624523   4.557184  0.001541  0.010001   \n",
       "2 -10.871797  0.282519  4.742751  35.554571  0.000018  0.119708   \n",
       "3  -9.871007  0.281063  4.242356  29.285838  0.000136  0.068368   \n",
       "4 -10.554266  0.308660  4.583986  33.532083  0.000020  0.142887   \n",
       "5  -9.810342  0.288527  4.212024  28.941105  0.000039  0.085290   \n",
       "6  -9.798751  0.290049  4.206228  28.875181  0.000043  0.088110   \n",
       "7   3.443112  0.103463  6.968585   3.562530  0.002361  0.005168   \n",
       "8 -10.193626  0.308829  4.403666  31.287456  0.000035  0.143027   \n",
       "9  -9.743364  0.297693  4.178535  28.504584  0.000122  0.030682   \n",
       "\n",
       "   smooth_sigma_sq  final_sigma_sq product_accession # feature class  \\\n",
       "0         0.089579        0.089579       NM_079830.4      mRNA   NaN   \n",
       "1         0.013434        0.013434       NM_169182.2      mRNA   NaN   \n",
       "2         0.053962        0.119708       NM_057273.4      mRNA   NaN   \n",
       "3         0.118359        0.118359    NM_001275633.1      mRNA   NaN   \n",
       "4         0.069274        0.142887       NM_078970.4      mRNA   NaN   \n",
       "5         0.124832        0.124832       NM_079220.2      mRNA   NaN   \n",
       "6         0.126150        0.126150       NM_132983.3      mRNA   NaN   \n",
       "7         0.013696        0.013696       NM_136526.2      mRNA   NaN   \n",
       "8         0.092091        0.143027       NM_139756.3      mRNA   NaN   \n",
       "9         0.132810        0.132810    NM_001300669.1      mRNA   NaN   \n",
       "\n",
       "          assembly     assembly_unit    seq_type chromosome genomic_accession  \\\n",
       "0  GCF_000001215.4  Primary Assembly  chromosome         3R       NT_033777.3   \n",
       "1  GCF_000001215.4  Primary Assembly  chromosome         3R       NT_033777.3   \n",
       "2  GCF_000001215.4  Primary Assembly  chromosome         2R       NT_033778.4   \n",
       "3  GCF_000001215.4  Primary Assembly  chromosome         3R       NT_033777.3   \n",
       "4  GCF_000001215.4  Primary Assembly  chromosome         2R       NT_033778.4   \n",
       "5  GCF_000001215.4  Primary Assembly  chromosome         3L       NT_037436.4   \n",
       "6  GCF_000001215.4  Primary Assembly  chromosome          X       NC_004354.4   \n",
       "7  GCF_000001215.4  Primary Assembly  chromosome         2R       NT_033778.4   \n",
       "8  GCF_000001215.4  Primary Assembly  chromosome         3L       NT_037436.4   \n",
       "9  GCF_000001215.4  Primary Assembly  chromosome         3R       NT_033777.3   \n",
       "\n",
       "        start         end strand  non-redundant_refseq related_accession  \\\n",
       "0  29923754.0  29924615.0      -                   NaN       NP_524554.1   \n",
       "1   7345069.0   7346354.0      +                   NaN       NP_731155.2   \n",
       "2   8435443.0   8436011.0      +                   NaN       NP_476621.1   \n",
       "3  14152211.0  14152650.0      -                   NaN    NP_001262562.1   \n",
       "4  11355319.0  11356128.0      +                   NaN       NP_523694.2   \n",
       "5   6035216.0   6036175.0      +                   NaN       NP_523944.1   \n",
       "6  17281777.0  17282726.0      -                   NaN       NP_573211.1   \n",
       "7   8267643.0   8269334.0      -                   NaN       NP_610370.1   \n",
       "8   6050757.0   6051690.0      +                   NaN       NP_648013.1   \n",
       "9  29922216.0  29923455.0      +                   NaN    NP_001287598.1   \n",
       "\n",
       "                                             name     symbol    GeneID  \\\n",
       "0                                     jonah 99Cii   Jon99Cii   43544.0   \n",
       "1                         uncharacterized protein    CG31496  326145.0   \n",
       "2  larval cuticle protein 3, transcript variant A       Lcp3   35819.0   \n",
       "3   uncharacterized protein, transcript variant B    CG42500   50032.0   \n",
       "4                                    deltaTrypsin   deltaTry   48343.0   \n",
       "5                    yippee interacting protein 7       yip7   38680.0   \n",
       "6   uncharacterized protein, transcript variant A     CG8664   32719.0   \n",
       "7                         uncharacterized protein    CG30371   35806.0   \n",
       "8                                    jonah 65Aiii  Jon65Aiii   38683.0   \n",
       "9              jonah 99Ciii, transcript variant B  Jon99Ciii   43543.0   \n",
       "\n",
       "      locus_tag  feature_interval_length  product_length attributes  \n",
       "0  Dmel_CG31034                    862.0           862.0        NaN  \n",
       "1  Dmel_CG31496                   1030.0          1030.0        NaN  \n",
       "2   Dmel_CG2043                    513.0           513.0        NaN  \n",
       "3  Dmel_CG42500                    440.0           440.0        NaN  \n",
       "4  Dmel_CG12351                    810.0           810.0        NaN  \n",
       "5   Dmel_CG6457                    904.0           904.0        NaN  \n",
       "6   Dmel_CG8664                    712.0           712.0        NaN  \n",
       "7  Dmel_CG30371                   1258.0          1258.0        NaN  \n",
       "8   Dmel_CG6483                    875.0           875.0        NaN  \n",
       "9  Dmel_CG31362                   1240.0          1240.0        NaN  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index([267], dtype='int64')\n"
     ]
    }
   ],
   "source": [
    "res_sleuth = pd.read_csv('sleuth_results_ME_RF.csv')\n",
    "\n",
    "new_col = []\n",
    "for i, v in enumerate(res_sleuth['target_id']):\n",
    "    v = v.split('_')[-3]+'_'+v.split('_')[-2]\n",
    "    new_col.append(v)\n",
    "res_sleuth['product_accession'] = new_col\n",
    "\n",
    "tab_cor = pd.read_table('/Users/arthur/PROJECTS/Stage_IJM/data/genomes/melanogaster/GCF_000001215.4_Release_6_plus_ISO1_MT_feature_table.txt')\n",
    "res_sleuth = pd.merge(res_sleuth, tab_cor, how='left', on='product_accession')\n",
    "res_sleuth.to_csv('sleuth_results_trie_ME_RF.csv')\n",
    "display(res_sleuth.head(10))\n",
    "index = res_sleuth[res_sleuth['symbol'] == 'Eig71Ee'].index\n",
    "print(index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Gene ID': 'NM_001170166.1',\n",
       " 'Nom': 'CG7606',\n",
       " 'Length': 327,\n",
       " 'Definition': 'Drosophila melanogaster uncharacterized protein, transcript variant B (CG7606), mRNA',\n",
       " 'Organism': 'Drosophila melanogaster',\n",
       " 'Protein Translation': 'MFNIKLIILVALTISMVQSCSVEEPEQVECGCGCGKPQCLSCGSRSCGCGCNPCRCPSSSGCGCKD',\n",
       " 'Signal Peptide': 'Not Available',\n",
       " 'pT': 1.5151515151515151,\n",
       " 'pP': 6.0606060606060606,\n",
       " 'pS': 13.636363636363637,\n",
       " 'pC': 19.696969696969695}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from Bio import Entrez, SeqIO, Seq\n",
    "\n",
    "def get_gene_info(gene):\n",
    "    Entrez.email = \"akdgljs@gmail.com\"\n",
    "    stream = Entrez.efetch(db=\"nucleotide\", id=gene, retmode=\"text\", rettype=\"gb\")\n",
    "    record = SeqIO.read(stream, \"genbank\")\n",
    "    stream.close()\n",
    "    \n",
    "    gene_info = {\n",
    "        \"Gene ID\": gene,\n",
    "        \"Nom\": \"\",\n",
    "        \"Length\": len(record),\n",
    "        \"Definition\": record.description,\n",
    "        \"Organism\": record.annotations.get(\"organism\", \"Unknown\"),\n",
    "        \"Protein Translation\": \"\",\n",
    "        \"Signal Peptide\": \"Not Available\",\n",
    "        \"pT\": 0,\n",
    "        \"pP\": 0,\n",
    "        \"pS\": 0,\n",
    "        \"pC\": 0\n",
    "    }\n",
    "    \n",
    "    for feature in record.features:\n",
    "        if feature.type == \"CDS\":\n",
    "            gene_info[\"Protein Translation\"] = feature.qualifiers.get(\"translation\", [\"\"])[0]\n",
    "            gene_info[\"Nom\"] = feature.qualifiers.get(\"gene\", [\"\"])[0]\n",
    "            # Check for signal peptide feature\n",
    "            if \"signal_peptide\" in feature.qualifiers:\n",
    "                gene_info[\"Signal Peptide\"] = feature.qualifiers[\"signal_peptide\"][0]\n",
    "\n",
    "    seq = gene_info[\"Protein Translation\"]\n",
    "    if seq.find(\"T\") != -1:\n",
    "        gene_info[\"pT\"] = 100*seq.count(\"T\")/len(seq)\n",
    "    else:\n",
    "        gene_info[\"pT\"] = 0\n",
    "    if seq.find(\"P\") != -1:\n",
    "        gene_info[\"pP\"] = 100*seq.count(\"P\")/len(seq)\n",
    "    else:\n",
    "        gene_info[\"pP\"] = 0\n",
    "    if seq.find(\"S\") != -1:\n",
    "        gene_info[\"pS\"] = 100*seq.count(\"S\")/len(seq)\n",
    "    else:\n",
    "        gene_info[\"pS\"] = 0\n",
    "    if seq.find(\"C\") != -1:\n",
    "        gene_info[\"pC\"] = 100*seq.count(\"C\")/len(seq)\n",
    "    else:\n",
    "        gene_info[\"pC\"] = 0\n",
    "    \n",
    "    return gene_info\n",
    "\n",
    "gene = 'NM_001170166.1'\n",
    "get_gene_info(gene)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('NNHHHHHHHHHHHHHHHCCCCCC', 23)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_signal(gene):\n",
    "    g1 = gene.split('.')[0]\n",
    "    g2 = gene.split('.')[1]\n",
    "    df = pd.read_table(f'res_signalp_RF/output_{g1}_{g2}_plot.txt',header = 1)\n",
    "    sig = \"\"\n",
    "    for l in df['label']:\n",
    "        if l != \"O\":\n",
    "            sig+=l\n",
    "        else:\n",
    "            break\n",
    "    return sig, len(sig)\n",
    "\n",
    "gene = 'NM_057370.2'\n",
    "get_signal(gene)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Gene ID</th>\n",
       "      <th>Nom</th>\n",
       "      <th>Definition</th>\n",
       "      <th>TPM SG moyen</th>\n",
       "      <th>TPM WB moyen</th>\n",
       "      <th>Taille</th>\n",
       "      <th>% Threonine</th>\n",
       "      <th>% Proline</th>\n",
       "      <th>% Serine</th>\n",
       "      <th>% Cysteine</th>\n",
       "      <th>Sequence</th>\n",
       "      <th>Peptide Signal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NM_057370.2</td>\n",
       "      <td>Sgs7</td>\n",
       "      <td>Drosophila melanogaster salivary gland secreti...</td>\n",
       "      <td>259046.333333</td>\n",
       "      <td>19003.666667</td>\n",
       "      <td>74</td>\n",
       "      <td>2.702703</td>\n",
       "      <td>6.756757</td>\n",
       "      <td>2.702703</td>\n",
       "      <td>12.162162</td>\n",
       "      <td>MKLIAVTIIACILLIGFSDLALGGACECQPCGPGGKACTGCPEKPQ...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NM_079300.3</td>\n",
       "      <td>Sgs3</td>\n",
       "      <td>Drosophila melanogaster salivary gland secreti...</td>\n",
       "      <td>158939.000000</td>\n",
       "      <td>9438.400000</td>\n",
       "      <td>307</td>\n",
       "      <td>42.345277</td>\n",
       "      <td>14.65798</td>\n",
       "      <td>1.628664</td>\n",
       "      <td>6.188925</td>\n",
       "      <td>MKLTIATALASILLIGSANVANCCDCGCPTTTTTCAPRTTQPPCTT...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHHCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NM_057371.3</td>\n",
       "      <td>Sgs8</td>\n",
       "      <td>Drosophila melanogaster salivary gland secreti...</td>\n",
       "      <td>63435.066667</td>\n",
       "      <td>4852.050000</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13.333333</td>\n",
       "      <td>MKLLVVAVIACIMLIGFADPASGCKDCSCVICGPGGEPCPGCSARV...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NM_057369.4</td>\n",
       "      <td>Sgs4</td>\n",
       "      <td>Drosophila melanogaster salivary gland secreti...</td>\n",
       "      <td>53900.766667</td>\n",
       "      <td>3149.296667</td>\n",
       "      <td>287</td>\n",
       "      <td>16.376307</td>\n",
       "      <td>18.118467</td>\n",
       "      <td>5.923345</td>\n",
       "      <td>10.452962</td>\n",
       "      <td>MRLELLVVLLVGLAALAPSGSTCCKTEPPRCETEPPRCETEPPRCE...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NM_079664.2</td>\n",
       "      <td>Sgs5</td>\n",
       "      <td>Drosophila melanogaster salivary gland secreti...</td>\n",
       "      <td>46692.900000</td>\n",
       "      <td>3957.446667</td>\n",
       "      <td>163</td>\n",
       "      <td>3.067485</td>\n",
       "      <td>7.361963</td>\n",
       "      <td>9.202454</td>\n",
       "      <td>7.361963</td>\n",
       "      <td>MFNIKLLLLLLAVSWFHHGQAVQETKIEEKPVSEPEIESEIKNSTS...</td>\n",
       "      <td>(NNNHHHHHHHHHHHHHCCCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NM_001170166.1</td>\n",
       "      <td>CG7606</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>42454.866667</td>\n",
       "      <td>3474.873333</td>\n",
       "      <td>66</td>\n",
       "      <td>1.515152</td>\n",
       "      <td>6.060606</td>\n",
       "      <td>13.636364</td>\n",
       "      <td>19.69697</td>\n",
       "      <td>MFNIKLIILVALTISMVQSCSVEEPEQVECGCGCGKPQCLSCGSRS...</td>\n",
       "      <td>(NNNHHHHHHHHHHHHHCCC, 19)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NM_169764.3</td>\n",
       "      <td>Sgs5bis</td>\n",
       "      <td>Drosophila melanogaster Sgs5bis (Sgs5bis), mRNA</td>\n",
       "      <td>29669.166667</td>\n",
       "      <td>963.891000</td>\n",
       "      <td>142</td>\n",
       "      <td>4.225352</td>\n",
       "      <td>6.338028</td>\n",
       "      <td>4.929577</td>\n",
       "      <td>7.746479</td>\n",
       "      <td>MFNIILLATILVSVAQATIIIKPENPVEETTKCQIYWREHAWALED...</td>\n",
       "      <td>(NNNHHHHHHHHHHHCCC, 17)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NM_140480.3</td>\n",
       "      <td>CG12310</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>25164.766667</td>\n",
       "      <td>2807.980000</td>\n",
       "      <td>114</td>\n",
       "      <td>7.017544</td>\n",
       "      <td>4.385965</td>\n",
       "      <td>11.403509</td>\n",
       "      <td>0.0</td>\n",
       "      <td>MRSLILVALLAFLAVGFVAARPAEDEESSAAVVENADEDSTSNDAE...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NM_079368.3</td>\n",
       "      <td>Eig71Ee</td>\n",
       "      <td>Drosophila melanogaster Ecdysone-induced gene ...</td>\n",
       "      <td>21543.000000</td>\n",
       "      <td>1397.255333</td>\n",
       "      <td>445</td>\n",
       "      <td>19.550562</td>\n",
       "      <td>16.629213</td>\n",
       "      <td>7.640449</td>\n",
       "      <td>7.41573</td>\n",
       "      <td>MKLTVVCLVVSFFLLHYAEHSDACLEVIEKALGLQPCNEGGRNEHR...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHCCCCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NM_134912.3</td>\n",
       "      <td>CG15404</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>18237.133333</td>\n",
       "      <td>1523.330000</td>\n",
       "      <td>122</td>\n",
       "      <td>4.918033</td>\n",
       "      <td>4.918033</td>\n",
       "      <td>4.918033</td>\n",
       "      <td>10.655738</td>\n",
       "      <td>MVAKILLSLLLLAVVTDLVSAQCSQNLCPVVTNSNPRCKGKLQYQC...</td>\n",
       "      <td>(NNNNHHHHHHHHHHHHHHCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NM_164529.3</td>\n",
       "      <td>CG31698</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>17962.933333</td>\n",
       "      <td>1614.153333</td>\n",
       "      <td>151</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.960265</td>\n",
       "      <td>5.298013</td>\n",
       "      <td>13.245033</td>\n",
       "      <td>MRAIRVLLIFQLLACLMAVISGCNQGSCHPFIGLNKCNGNGYKEPK...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHHHCCC, 22)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NM_142116.2</td>\n",
       "      <td>CG14852</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>12235.700000</td>\n",
       "      <td>715.236667</td>\n",
       "      <td>174</td>\n",
       "      <td>21.264368</td>\n",
       "      <td>8.62069</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>0.574713</td>\n",
       "      <td>MRTTTLLLSLGLLVLCFSSYSFAEDDPTDGSTTPTDGSTTPTDGST...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NM_140484.3</td>\n",
       "      <td>CG13460</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>11862.650000</td>\n",
       "      <td>1474.483333</td>\n",
       "      <td>202</td>\n",
       "      <td>8.910891</td>\n",
       "      <td>9.405941</td>\n",
       "      <td>11.881188</td>\n",
       "      <td>0.49505</td>\n",
       "      <td>MRLFVALVCVSLVAVSSAQLSLRGRLGRSSKVDLAVETPTLLAKTA...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHCCC, 18)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NR_133555.1</td>\n",
       "      <td></td>\n",
       "      <td>Drosophila melanogaster 18S ribosomal RNA (18S...</td>\n",
       "      <td>10155.466667</td>\n",
       "      <td>5336.540000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td></td>\n",
       "      <td>(None, None)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Dmel_CR34094</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>8986.583333</td>\n",
       "      <td>58015.500000</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NM_137981.2</td>\n",
       "      <td>CG11300</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>5387.010000</td>\n",
       "      <td>892.240000</td>\n",
       "      <td>157</td>\n",
       "      <td>10.191083</td>\n",
       "      <td>17.197452</td>\n",
       "      <td>14.649682</td>\n",
       "      <td>0.636943</td>\n",
       "      <td>MRCQFVIAFGLLALIATAYADSPPAAGSPPASSPPAGTPTSPPPAT...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NM_168767.2</td>\n",
       "      <td>CG32198</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>4921.940000</td>\n",
       "      <td>1810.910000</td>\n",
       "      <td>136</td>\n",
       "      <td>16.911765</td>\n",
       "      <td>11.029412</td>\n",
       "      <td>11.764706</td>\n",
       "      <td>0.735294</td>\n",
       "      <td>MCSKLTLFLGLVALIAAVFALDDPTSPTSPTSPTSPTSPTSPTSPT...</td>\n",
       "      <td>(NNNNHHHHHHHHHHHHHCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NR_133562.1</td>\n",
       "      <td></td>\n",
       "      <td>Drosophila melanogaster 28S ribosomal RNA (28S...</td>\n",
       "      <td>4861.533333</td>\n",
       "      <td>3138.580000</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>(None, None)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NM_001169386.2</td>\n",
       "      <td>CG42460</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>4515.520000</td>\n",
       "      <td>170.873000</td>\n",
       "      <td>79</td>\n",
       "      <td>5.063291</td>\n",
       "      <td>2.531646</td>\n",
       "      <td>7.594937</td>\n",
       "      <td>8.860759</td>\n",
       "      <td>MKLFSIVFFIFSILGCVSALKNPVCGVKYRGVGLCKMLITKIVYIP...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHCCC, 19)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NM_169585.2</td>\n",
       "      <td>CG8087</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>3113.860000</td>\n",
       "      <td>278.401000</td>\n",
       "      <td>142</td>\n",
       "      <td>21.830986</td>\n",
       "      <td>1.408451</td>\n",
       "      <td>9.15493</td>\n",
       "      <td>3.521127</td>\n",
       "      <td>MKATTILAVVSVLTACLLRSSEAVTCTADATVTGCIDCTTNPTDSE...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHHCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NM_078751.4</td>\n",
       "      <td>Sgs1</td>\n",
       "      <td>Drosophila melanogaster salivary gland secreti...</td>\n",
       "      <td>3057.726667</td>\n",
       "      <td>574.350667</td>\n",
       "      <td>1286</td>\n",
       "      <td>46.656299</td>\n",
       "      <td>14.07465</td>\n",
       "      <td>13.141524</td>\n",
       "      <td>3.18818</td>\n",
       "      <td>MKVALIFLTVSILLIQVKNVKANYDWDSMQDGPSEEIIPGCGGDTI...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCCC, 22)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NM_058027.5</td>\n",
       "      <td>eEF1alpha1</td>\n",
       "      <td>Drosophila melanogaster eukaryotic translation...</td>\n",
       "      <td>2967.360000</td>\n",
       "      <td>4139.443333</td>\n",
       "      <td>463</td>\n",
       "      <td>6.047516</td>\n",
       "      <td>5.183585</td>\n",
       "      <td>4.103672</td>\n",
       "      <td>1.079914</td>\n",
       "      <td>MGKEKIHINIVVIGHVDSGKSTTTGHLIYKCGGIDKRTIEKFEKEA...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NM_137979.3</td>\n",
       "      <td>CG13560</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>2855.899000</td>\n",
       "      <td>1063.007000</td>\n",
       "      <td>181</td>\n",
       "      <td>23.20442</td>\n",
       "      <td>3.314917</td>\n",
       "      <td>23.756906</td>\n",
       "      <td>0</td>\n",
       "      <td>MRFQFVLAFGLIAILATAYAGGDTTGTGSTGTDTTGTGSTGTGSTG...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NM_001014551.3</td>\n",
       "      <td>RpL41</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein L41 ...</td>\n",
       "      <td>2835.206667</td>\n",
       "      <td>6150.353333</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>MRAKWRKKRMRRLKRKRRKMRARSK</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NM_135695.2</td>\n",
       "      <td>CG6770</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>2736.716667</td>\n",
       "      <td>2908.393333</td>\n",
       "      <td>69</td>\n",
       "      <td>4.347826</td>\n",
       "      <td>1.449275</td>\n",
       "      <td>7.246377</td>\n",
       "      <td>1.449275</td>\n",
       "      <td>MSEAHFDEYEHYNFDHDKHIFSGHSGKQRNKREANEHTNHFDPSGH...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NM_130694.3</td>\n",
       "      <td>CG14265</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>2322.400000</td>\n",
       "      <td>292.972333</td>\n",
       "      <td>119</td>\n",
       "      <td>14.285714</td>\n",
       "      <td>0.840336</td>\n",
       "      <td>29.411765</td>\n",
       "      <td>0.840336</td>\n",
       "      <td>MKLHWLLLAVVLICALYSATGTSPTTETSTSTESTTATGSSTSTTS...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NM_001298648.1</td>\n",
       "      <td>CG15404</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>2145.663333</td>\n",
       "      <td>189.342333</td>\n",
       "      <td>122</td>\n",
       "      <td>4.918033</td>\n",
       "      <td>4.918033</td>\n",
       "      <td>4.918033</td>\n",
       "      <td>10.655738</td>\n",
       "      <td>MVAKILLSLLLLAVVTDLVSAQCSQNLCPVVTNSNPRCKGKLQYQC...</td>\n",
       "      <td>(NNNNHHHHHHHHHHHHHHCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NM_001300371.1</td>\n",
       "      <td>Sgsf</td>\n",
       "      <td>Drosophila melanogaster salivary gland-derived...</td>\n",
       "      <td>2142.906667</td>\n",
       "      <td>429.658667</td>\n",
       "      <td>162</td>\n",
       "      <td>2.469136</td>\n",
       "      <td>5.555556</td>\n",
       "      <td>4.938272</td>\n",
       "      <td>1.851852</td>\n",
       "      <td>MSARRHSGIILVLCCINLSYSYRIIESNEVPKTCPALNKDIIFEEP...</td>\n",
       "      <td>(NNNNNHHHHHHHHHHHHHCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NM_142114.3</td>\n",
       "      <td>Jig</td>\n",
       "      <td>Drosophila melanogaster Jig (Jig), mRNA</td>\n",
       "      <td>2020.475333</td>\n",
       "      <td>25.919057</td>\n",
       "      <td>158</td>\n",
       "      <td>16.455696</td>\n",
       "      <td>8.227848</td>\n",
       "      <td>12.025316</td>\n",
       "      <td>3.164557</td>\n",
       "      <td>MRATSIILSGVLVLVACLLRSSEAVTCTADPNVTGCIDCTTSPSDP...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHHHCCCCC, 24)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NM_001202313.1</td>\n",
       "      <td>CG42798</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>1816.681000</td>\n",
       "      <td>18.725860</td>\n",
       "      <td>97</td>\n",
       "      <td>5.154639</td>\n",
       "      <td>3.092784</td>\n",
       "      <td>12.371134</td>\n",
       "      <td>8.247423</td>\n",
       "      <td>MNSLIVIFGFLFISTQIVATTESECPEICLAIYSPVCEEAMINGKL...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHCCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NM_001104349.2</td>\n",
       "      <td>CG34279</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>1781.160000</td>\n",
       "      <td>214.304667</td>\n",
       "      <td>99</td>\n",
       "      <td>3.030303</td>\n",
       "      <td>2.020202</td>\n",
       "      <td>5.050505</td>\n",
       "      <td>9.090909</td>\n",
       "      <td>MQIVCTLGNKILLICVLLGIFTIVGGQLFTLSIPKKCHDVCPMGYR...</td>\n",
       "      <td>(NNNNNNNNNNHHHHHHHHHHHHHCCC, 26)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NM_134609.2</td>\n",
       "      <td>CG10918</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>1761.030000</td>\n",
       "      <td>315.188000</td>\n",
       "      <td>183</td>\n",
       "      <td>10.382514</td>\n",
       "      <td>6.557377</td>\n",
       "      <td>19.125683</td>\n",
       "      <td>0</td>\n",
       "      <td>MRAYIAITLLALVAVVVAQGGGGRRGGRGGGGGGGRSLGGFGGRGG...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHCCC, 18)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>NM_001274927.2</td>\n",
       "      <td>CG43679</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>1710.842333</td>\n",
       "      <td>157.651900</td>\n",
       "      <td>63</td>\n",
       "      <td>7.936508</td>\n",
       "      <td>12.698413</td>\n",
       "      <td>11.111111</td>\n",
       "      <td>0</td>\n",
       "      <td>MRYLGIIALVAFLAISTVMAHPYANSSTEEGSGSSNRSTIRPVPRW...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHCCCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>NM_141689.3</td>\n",
       "      <td>RpS29</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein S29,...</td>\n",
       "      <td>1700.466667</td>\n",
       "      <td>3148.786667</td>\n",
       "      <td>56</td>\n",
       "      <td>1.785714</td>\n",
       "      <td>1.785714</td>\n",
       "      <td>5.357143</td>\n",
       "      <td>8.928571</td>\n",
       "      <td>MGFATLWYSHPRKYGQGSRCCRACSNRHGLIRKYGLNICRQCFREY...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>NM_140419.3</td>\n",
       "      <td>CG17362</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>1698.270000</td>\n",
       "      <td>175.833667</td>\n",
       "      <td>153</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>2.614379</td>\n",
       "      <td>10.457516</td>\n",
       "      <td>0</td>\n",
       "      <td>MKLLLVLALAVFVAHVAVAQTTDSSDDGDYSYDYADDNDTAGSSED...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHCCC, 19)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>NM_057282.4</td>\n",
       "      <td>RpLP1</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein LP1,...</td>\n",
       "      <td>1659.976667</td>\n",
       "      <td>3641.643333</td>\n",
       "      <td>112</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>4.464286</td>\n",
       "      <td>5.357143</td>\n",
       "      <td>0.892857</td>\n",
       "      <td>MSTKAELACVYASLILVDDDVAVTGEKINTILKAANVEVEPYWPGL...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Dmel_CR45851</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1566.547667</td>\n",
       "      <td>659.653000</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>NM_080275.3</td>\n",
       "      <td>nol</td>\n",
       "      <td>Drosophila melanogaster no optic lobe (nol), mRNA</td>\n",
       "      <td>1423.465667</td>\n",
       "      <td>80.756233</td>\n",
       "      <td>130</td>\n",
       "      <td>20.769231</td>\n",
       "      <td>13.076923</td>\n",
       "      <td>13.076923</td>\n",
       "      <td>0</td>\n",
       "      <td>MRSQIIILFAIVAFVSSAWAVTDPATPPATDPTTPPATDPTTPPAT...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHCCCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>NM_001274926.2</td>\n",
       "      <td>CG43679</td>\n",
       "      <td>Drosophila melanogaster uncharacterized protei...</td>\n",
       "      <td>1393.441000</td>\n",
       "      <td>29.800633</td>\n",
       "      <td>63</td>\n",
       "      <td>7.936508</td>\n",
       "      <td>12.698413</td>\n",
       "      <td>11.111111</td>\n",
       "      <td>0</td>\n",
       "      <td>MRYLGIIALVAFLAISTVMAHPYANSSTEEGSGSSNRSTIRPVPRW...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHCCCCC, 20)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>NM_080077.2</td>\n",
       "      <td>Lsp2</td>\n",
       "      <td>Drosophila melanogaster larval serum protein 2...</td>\n",
       "      <td>1379.476667</td>\n",
       "      <td>14837.000000</td>\n",
       "      <td>701</td>\n",
       "      <td>3.708987</td>\n",
       "      <td>3.851641</td>\n",
       "      <td>4.564907</td>\n",
       "      <td>0.285307</td>\n",
       "      <td>MKSFTVIALAAVALLATLGQAKHLDSKVADKDFLMKQKFMYQILQH...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHHCCC, 21)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>NM_080321.1</td>\n",
       "      <td>ng3</td>\n",
       "      <td>Drosophila melanogaster new glue 3 (ng3), mRNA</td>\n",
       "      <td>1296.626333</td>\n",
       "      <td>594.985667</td>\n",
       "      <td>146</td>\n",
       "      <td>20.547945</td>\n",
       "      <td>1.369863</td>\n",
       "      <td>22.60274</td>\n",
       "      <td>1.369863</td>\n",
       "      <td>MRYSCVLLLLATVACLLIPQTGGSTATTTSTSASATTTTSASATTT...</td>\n",
       "      <td>(NNHHHHHHHHHHHHHHHHCCCCC, 23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>NM_079879.4</td>\n",
       "      <td>RpS3A</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein S3A,...</td>\n",
       "      <td>1186.006667</td>\n",
       "      <td>2098.206667</td>\n",
       "      <td>268</td>\n",
       "      <td>4.104478</td>\n",
       "      <td>2.985075</td>\n",
       "      <td>5.597015</td>\n",
       "      <td>1.492537</td>\n",
       "      <td>MAVGKNKGLSKGGKKGGKKKVVDPFSRKDWYDVKAPNMFQTRQIGK...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>NM_057329.4</td>\n",
       "      <td>Pig1</td>\n",
       "      <td>Drosophila melanogaster Pre-intermoult gene 1 ...</td>\n",
       "      <td>1150.050000</td>\n",
       "      <td>224.317333</td>\n",
       "      <td>172</td>\n",
       "      <td>8.139535</td>\n",
       "      <td>1.162791</td>\n",
       "      <td>17.44186</td>\n",
       "      <td>0.581395</td>\n",
       "      <td>MKLTKLWLLFVCLGLFVTLVVSADTDSDADSDSSADSDSSADSDEN...</td>\n",
       "      <td>(NNNNNHHHHHHHHHHHHHHCCC, 22)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>NM_057966.5</td>\n",
       "      <td>RpL39</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein L39 ...</td>\n",
       "      <td>1130.682000</td>\n",
       "      <td>2799.083333</td>\n",
       "      <td>51</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>1.960784</td>\n",
       "      <td>3.921569</td>\n",
       "      <td>0</td>\n",
       "      <td>MAAHKSFRIKQKLAKKLKQNRSVPQWVRLRTGNTIRYNAKRRHWRR...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>NR_037753.2</td>\n",
       "      <td></td>\n",
       "      <td>Drosophila melanogaster signal recognition par...</td>\n",
       "      <td>1061.853000</td>\n",
       "      <td>255.299667</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>(None, None)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>NR_001992.2</td>\n",
       "      <td></td>\n",
       "      <td>Drosophila melanogaster signal recognition par...</td>\n",
       "      <td>1061.853000</td>\n",
       "      <td>255.299667</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>(None, None)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>NM_001299481.1</td>\n",
       "      <td>RpS23</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein S23,...</td>\n",
       "      <td>1006.795333</td>\n",
       "      <td>2419.143333</td>\n",
       "      <td>143</td>\n",
       "      <td>2.097902</td>\n",
       "      <td>4.195804</td>\n",
       "      <td>3.496503</td>\n",
       "      <td>0.699301</td>\n",
       "      <td>MGKPRGLRTARKHVNHRRDQRWADKDYKKAHLGTRWKANPFGGASH...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>NM_001272632.2</td>\n",
       "      <td>RpL37-1</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein L37-...</td>\n",
       "      <td>1001.317667</td>\n",
       "      <td>2396.933333</td>\n",
       "      <td>93</td>\n",
       "      <td>9.677419</td>\n",
       "      <td>2.150538</td>\n",
       "      <td>8.602151</td>\n",
       "      <td>4.301075</td>\n",
       "      <td>MTKGTSSFGKRHNKTHTLCRRCGRSSYHIQKSTCAQCGYPAAKLRS...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>NM_137292.4</td>\n",
       "      <td>RpS15</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein S15,...</td>\n",
       "      <td>981.607333</td>\n",
       "      <td>2364.193333</td>\n",
       "      <td>148</td>\n",
       "      <td>4.054054</td>\n",
       "      <td>6.756757</td>\n",
       "      <td>3.378378</td>\n",
       "      <td>0</td>\n",
       "      <td>MADQVDENLKKKRTFKKFTYRGVDLDQLLDMPNNQLVELMHSRARR...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>NM_166383.4</td>\n",
       "      <td>RpS18</td>\n",
       "      <td>Drosophila melanogaster ribosomal protein S18,...</td>\n",
       "      <td>966.795000</td>\n",
       "      <td>1909.826667</td>\n",
       "      <td>152</td>\n",
       "      <td>6.578947</td>\n",
       "      <td>1.973684</td>\n",
       "      <td>5.263158</td>\n",
       "      <td>0.657895</td>\n",
       "      <td>MSLVIPEKFQHILRIMNTNIDGKRKVGIAMTAIKGVGRRYSNIVLK...</td>\n",
       "      <td>(, 0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Gene ID         Nom  \\\n",
       "0      NM_057370.2        Sgs7   \n",
       "1      NM_079300.3        Sgs3   \n",
       "2      NM_057371.3        Sgs8   \n",
       "3      NM_057369.4        Sgs4   \n",
       "4      NM_079664.2        Sgs5   \n",
       "5   NM_001170166.1      CG7606   \n",
       "6      NM_169764.3     Sgs5bis   \n",
       "7      NM_140480.3     CG12310   \n",
       "8      NM_079368.3     Eig71Ee   \n",
       "9      NM_134912.3     CG15404   \n",
       "10     NM_164529.3     CG31698   \n",
       "11     NM_142116.2     CG14852   \n",
       "12     NM_140484.3     CG13460   \n",
       "13     NR_133555.1               \n",
       "14    Dmel_CR34094        None   \n",
       "15     NM_137981.2     CG11300   \n",
       "16     NM_168767.2     CG32198   \n",
       "17     NR_133562.1               \n",
       "18  NM_001169386.2     CG42460   \n",
       "19     NM_169585.2      CG8087   \n",
       "20     NM_078751.4        Sgs1   \n",
       "21     NM_058027.5  eEF1alpha1   \n",
       "22     NM_137979.3     CG13560   \n",
       "23  NM_001014551.3       RpL41   \n",
       "24     NM_135695.2      CG6770   \n",
       "25     NM_130694.3     CG14265   \n",
       "26  NM_001298648.1     CG15404   \n",
       "27  NM_001300371.1        Sgsf   \n",
       "28     NM_142114.3         Jig   \n",
       "29  NM_001202313.1     CG42798   \n",
       "30  NM_001104349.2     CG34279   \n",
       "31     NM_134609.2     CG10918   \n",
       "32  NM_001274927.2     CG43679   \n",
       "33     NM_141689.3       RpS29   \n",
       "34     NM_140419.3     CG17362   \n",
       "35     NM_057282.4       RpLP1   \n",
       "36    Dmel_CR45851        None   \n",
       "37     NM_080275.3         nol   \n",
       "38  NM_001274926.2     CG43679   \n",
       "39     NM_080077.2        Lsp2   \n",
       "40     NM_080321.1         ng3   \n",
       "41     NM_079879.4       RpS3A   \n",
       "42     NM_057329.4        Pig1   \n",
       "43     NM_057966.5       RpL39   \n",
       "44     NR_037753.2               \n",
       "45     NR_001992.2               \n",
       "46  NM_001299481.1       RpS23   \n",
       "47  NM_001272632.2     RpL37-1   \n",
       "48     NM_137292.4       RpS15   \n",
       "49     NM_166383.4       RpS18   \n",
       "\n",
       "                                           Definition   TPM SG moyen  \\\n",
       "0   Drosophila melanogaster salivary gland secreti...  259046.333333   \n",
       "1   Drosophila melanogaster salivary gland secreti...  158939.000000   \n",
       "2   Drosophila melanogaster salivary gland secreti...   63435.066667   \n",
       "3   Drosophila melanogaster salivary gland secreti...   53900.766667   \n",
       "4   Drosophila melanogaster salivary gland secreti...   46692.900000   \n",
       "5   Drosophila melanogaster uncharacterized protei...   42454.866667   \n",
       "6     Drosophila melanogaster Sgs5bis (Sgs5bis), mRNA   29669.166667   \n",
       "7   Drosophila melanogaster uncharacterized protei...   25164.766667   \n",
       "8   Drosophila melanogaster Ecdysone-induced gene ...   21543.000000   \n",
       "9   Drosophila melanogaster uncharacterized protei...   18237.133333   \n",
       "10  Drosophila melanogaster uncharacterized protei...   17962.933333   \n",
       "11  Drosophila melanogaster uncharacterized protei...   12235.700000   \n",
       "12  Drosophila melanogaster uncharacterized protei...   11862.650000   \n",
       "13  Drosophila melanogaster 18S ribosomal RNA (18S...   10155.466667   \n",
       "14                                               None    8986.583333   \n",
       "15  Drosophila melanogaster uncharacterized protei...    5387.010000   \n",
       "16  Drosophila melanogaster uncharacterized protei...    4921.940000   \n",
       "17  Drosophila melanogaster 28S ribosomal RNA (28S...    4861.533333   \n",
       "18  Drosophila melanogaster uncharacterized protei...    4515.520000   \n",
       "19  Drosophila melanogaster uncharacterized protei...    3113.860000   \n",
       "20  Drosophila melanogaster salivary gland secreti...    3057.726667   \n",
       "21  Drosophila melanogaster eukaryotic translation...    2967.360000   \n",
       "22  Drosophila melanogaster uncharacterized protei...    2855.899000   \n",
       "23  Drosophila melanogaster ribosomal protein L41 ...    2835.206667   \n",
       "24  Drosophila melanogaster uncharacterized protei...    2736.716667   \n",
       "25  Drosophila melanogaster uncharacterized protei...    2322.400000   \n",
       "26  Drosophila melanogaster uncharacterized protei...    2145.663333   \n",
       "27  Drosophila melanogaster salivary gland-derived...    2142.906667   \n",
       "28            Drosophila melanogaster Jig (Jig), mRNA    2020.475333   \n",
       "29  Drosophila melanogaster uncharacterized protei...    1816.681000   \n",
       "30  Drosophila melanogaster uncharacterized protei...    1781.160000   \n",
       "31  Drosophila melanogaster uncharacterized protei...    1761.030000   \n",
       "32  Drosophila melanogaster uncharacterized protei...    1710.842333   \n",
       "33  Drosophila melanogaster ribosomal protein S29,...    1700.466667   \n",
       "34  Drosophila melanogaster uncharacterized protei...    1698.270000   \n",
       "35  Drosophila melanogaster ribosomal protein LP1,...    1659.976667   \n",
       "36                                               None    1566.547667   \n",
       "37  Drosophila melanogaster no optic lobe (nol), mRNA    1423.465667   \n",
       "38  Drosophila melanogaster uncharacterized protei...    1393.441000   \n",
       "39  Drosophila melanogaster larval serum protein 2...    1379.476667   \n",
       "40     Drosophila melanogaster new glue 3 (ng3), mRNA    1296.626333   \n",
       "41  Drosophila melanogaster ribosomal protein S3A,...    1186.006667   \n",
       "42  Drosophila melanogaster Pre-intermoult gene 1 ...    1150.050000   \n",
       "43  Drosophila melanogaster ribosomal protein L39 ...    1130.682000   \n",
       "44  Drosophila melanogaster signal recognition par...    1061.853000   \n",
       "45  Drosophila melanogaster signal recognition par...    1061.853000   \n",
       "46  Drosophila melanogaster ribosomal protein S23,...    1006.795333   \n",
       "47  Drosophila melanogaster ribosomal protein L37-...    1001.317667   \n",
       "48  Drosophila melanogaster ribosomal protein S15,...     981.607333   \n",
       "49  Drosophila melanogaster ribosomal protein S18,...     966.795000   \n",
       "\n",
       "    TPM WB moyen Taille % Threonine  % Proline   % Serine % Cysteine  \\\n",
       "0   19003.666667     74    2.702703   6.756757   2.702703  12.162162   \n",
       "1    9438.400000    307   42.345277   14.65798   1.628664   6.188925   \n",
       "2    4852.050000     75         0.0   6.666667        4.0  13.333333   \n",
       "3    3149.296667    287   16.376307  18.118467   5.923345  10.452962   \n",
       "4    3957.446667    163    3.067485   7.361963   9.202454   7.361963   \n",
       "5    3474.873333     66    1.515152   6.060606  13.636364   19.69697   \n",
       "6     963.891000    142    4.225352   6.338028   4.929577   7.746479   \n",
       "7    2807.980000    114    7.017544   4.385965  11.403509        0.0   \n",
       "8    1397.255333    445   19.550562  16.629213   7.640449    7.41573   \n",
       "9    1523.330000    122    4.918033   4.918033   4.918033  10.655738   \n",
       "10   1614.153333    151         0.0   5.960265   5.298013  13.245033   \n",
       "11    715.236667    174   21.264368    8.62069  16.666667   0.574713   \n",
       "12   1474.483333    202    8.910891   9.405941  11.881188    0.49505   \n",
       "13   5336.540000      0         0.0        0.0        0.0        0.0   \n",
       "14  58015.500000   None        None       None       None       None   \n",
       "15    892.240000    157   10.191083  17.197452  14.649682   0.636943   \n",
       "16   1810.910000    136   16.911765  11.029412  11.764706   0.735294   \n",
       "17   3138.580000      0           0          0          0          0   \n",
       "18    170.873000     79    5.063291   2.531646   7.594937   8.860759   \n",
       "19    278.401000    142   21.830986   1.408451    9.15493   3.521127   \n",
       "20    574.350667   1286   46.656299   14.07465  13.141524    3.18818   \n",
       "21   4139.443333    463    6.047516   5.183585   4.103672   1.079914   \n",
       "22   1063.007000    181    23.20442   3.314917  23.756906          0   \n",
       "23   6150.353333     25           0          0        4.0          0   \n",
       "24   2908.393333     69    4.347826   1.449275   7.246377   1.449275   \n",
       "25    292.972333    119   14.285714   0.840336  29.411765   0.840336   \n",
       "26    189.342333    122    4.918033   4.918033   4.918033  10.655738   \n",
       "27    429.658667    162    2.469136   5.555556   4.938272   1.851852   \n",
       "28     25.919057    158   16.455696   8.227848  12.025316   3.164557   \n",
       "29     18.725860     97    5.154639   3.092784  12.371134   8.247423   \n",
       "30    214.304667     99    3.030303   2.020202   5.050505   9.090909   \n",
       "31    315.188000    183   10.382514   6.557377  19.125683          0   \n",
       "32    157.651900     63    7.936508  12.698413  11.111111          0   \n",
       "33   3148.786667     56    1.785714   1.785714   5.357143   8.928571   \n",
       "34    175.833667    153    5.882353   2.614379  10.457516          0   \n",
       "35   3641.643333    112    3.571429   4.464286   5.357143   0.892857   \n",
       "36    659.653000   None        None       None       None       None   \n",
       "37     80.756233    130   20.769231  13.076923  13.076923          0   \n",
       "38     29.800633     63    7.936508  12.698413  11.111111          0   \n",
       "39  14837.000000    701    3.708987   3.851641   4.564907   0.285307   \n",
       "40    594.985667    146   20.547945   1.369863   22.60274   1.369863   \n",
       "41   2098.206667    268    4.104478   2.985075   5.597015   1.492537   \n",
       "42    224.317333    172    8.139535   1.162791   17.44186   0.581395   \n",
       "43   2799.083333     51    5.882353   1.960784   3.921569          0   \n",
       "44    255.299667      0           0          0          0          0   \n",
       "45    255.299667      0           0          0          0          0   \n",
       "46   2419.143333    143    2.097902   4.195804   3.496503   0.699301   \n",
       "47   2396.933333     93    9.677419   2.150538   8.602151   4.301075   \n",
       "48   2364.193333    148    4.054054   6.756757   3.378378          0   \n",
       "49   1909.826667    152    6.578947   1.973684   5.263158   0.657895   \n",
       "\n",
       "                                             Sequence  \\\n",
       "0   MKLIAVTIIACILLIGFSDLALGGACECQPCGPGGKACTGCPEKPQ...   \n",
       "1   MKLTIATALASILLIGSANVANCCDCGCPTTTTTCAPRTTQPPCTT...   \n",
       "2   MKLLVVAVIACIMLIGFADPASGCKDCSCVICGPGGEPCPGCSARV...   \n",
       "3   MRLELLVVLLVGLAALAPSGSTCCKTEPPRCETEPPRCETEPPRCE...   \n",
       "4   MFNIKLLLLLLAVSWFHHGQAVQETKIEEKPVSEPEIESEIKNSTS...   \n",
       "5   MFNIKLIILVALTISMVQSCSVEEPEQVECGCGCGKPQCLSCGSRS...   \n",
       "6   MFNIILLATILVSVAQATIIIKPENPVEETTKCQIYWREHAWALED...   \n",
       "7   MRSLILVALLAFLAVGFVAARPAEDEESSAAVVENADEDSTSNDAE...   \n",
       "8   MKLTVVCLVVSFFLLHYAEHSDACLEVIEKALGLQPCNEGGRNEHR...   \n",
       "9   MVAKILLSLLLLAVVTDLVSAQCSQNLCPVVTNSNPRCKGKLQYQC...   \n",
       "10  MRAIRVLLIFQLLACLMAVISGCNQGSCHPFIGLNKCNGNGYKEPK...   \n",
       "11  MRTTTLLLSLGLLVLCFSSYSFAEDDPTDGSTTPTDGSTTPTDGST...   \n",
       "12  MRLFVALVCVSLVAVSSAQLSLRGRLGRSSKVDLAVETPTLLAKTA...   \n",
       "13                                                      \n",
       "14                                               None   \n",
       "15  MRCQFVIAFGLLALIATAYADSPPAAGSPPASSPPAGTPTSPPPAT...   \n",
       "16  MCSKLTLFLGLVALIAAVFALDDPTSPTSPTSPTSPTSPTSPTSPT...   \n",
       "17                                                      \n",
       "18  MKLFSIVFFIFSILGCVSALKNPVCGVKYRGVGLCKMLITKIVYIP...   \n",
       "19  MKATTILAVVSVLTACLLRSSEAVTCTADATVTGCIDCTTNPTDSE...   \n",
       "20  MKVALIFLTVSILLIQVKNVKANYDWDSMQDGPSEEIIPGCGGDTI...   \n",
       "21  MGKEKIHINIVVIGHVDSGKSTTTGHLIYKCGGIDKRTIEKFEKEA...   \n",
       "22  MRFQFVLAFGLIAILATAYAGGDTTGTGSTGTDTTGTGSTGTGSTG...   \n",
       "23                          MRAKWRKKRMRRLKRKRRKMRARSK   \n",
       "24  MSEAHFDEYEHYNFDHDKHIFSGHSGKQRNKREANEHTNHFDPSGH...   \n",
       "25  MKLHWLLLAVVLICALYSATGTSPTTETSTSTESTTATGSSTSTTS...   \n",
       "26  MVAKILLSLLLLAVVTDLVSAQCSQNLCPVVTNSNPRCKGKLQYQC...   \n",
       "27  MSARRHSGIILVLCCINLSYSYRIIESNEVPKTCPALNKDIIFEEP...   \n",
       "28  MRATSIILSGVLVLVACLLRSSEAVTCTADPNVTGCIDCTTSPSDP...   \n",
       "29  MNSLIVIFGFLFISTQIVATTESECPEICLAIYSPVCEEAMINGKL...   \n",
       "30  MQIVCTLGNKILLICVLLGIFTIVGGQLFTLSIPKKCHDVCPMGYR...   \n",
       "31  MRAYIAITLLALVAVVVAQGGGGRRGGRGGGGGGGRSLGGFGGRGG...   \n",
       "32  MRYLGIIALVAFLAISTVMAHPYANSSTEEGSGSSNRSTIRPVPRW...   \n",
       "33  MGFATLWYSHPRKYGQGSRCCRACSNRHGLIRKYGLNICRQCFREY...   \n",
       "34  MKLLLVLALAVFVAHVAVAQTTDSSDDGDYSYDYADDNDTAGSSED...   \n",
       "35  MSTKAELACVYASLILVDDDVAVTGEKINTILKAANVEVEPYWPGL...   \n",
       "36                                               None   \n",
       "37  MRSQIIILFAIVAFVSSAWAVTDPATPPATDPTTPPATDPTTPPAT...   \n",
       "38  MRYLGIIALVAFLAISTVMAHPYANSSTEEGSGSSNRSTIRPVPRW...   \n",
       "39  MKSFTVIALAAVALLATLGQAKHLDSKVADKDFLMKQKFMYQILQH...   \n",
       "40  MRYSCVLLLLATVACLLIPQTGGSTATTTSTSASATTTTSASATTT...   \n",
       "41  MAVGKNKGLSKGGKKGGKKKVVDPFSRKDWYDVKAPNMFQTRQIGK...   \n",
       "42  MKLTKLWLLFVCLGLFVTLVVSADTDSDADSDSSADSDSSADSDEN...   \n",
       "43  MAAHKSFRIKQKLAKKLKQNRSVPQWVRLRTGNTIRYNAKRRHWRR...   \n",
       "44                                                      \n",
       "45                                                      \n",
       "46  MGKPRGLRTARKHVNHRRDQRWADKDYKKAHLGTRWKANPFGGASH...   \n",
       "47  MTKGTSSFGKRHNKTHTLCRRCGRSSYHIQKSTCAQCGYPAAKLRS...   \n",
       "48  MADQVDENLKKKRTFKKFTYRGVDLDQLLDMPNNQLVELMHSRARR...   \n",
       "49  MSLVIPEKFQHILRIMNTNIDGKRKVGIAMTAIKGVGRRYSNIVLK...   \n",
       "\n",
       "                      Peptide Signal  \n",
       "0      (NNHHHHHHHHHHHHHHHCCCCCC, 23)  \n",
       "1      (NNHHHHHHHHHHHHHHHHCCCCC, 23)  \n",
       "2      (NNHHHHHHHHHHHHHHHCCCCCC, 23)  \n",
       "3        (NNHHHHHHHHHHHHHHHCCCC, 21)  \n",
       "4        (NNNHHHHHHHHHHHHHCCCCC, 21)  \n",
       "5          (NNNHHHHHHHHHHHHHCCC, 19)  \n",
       "6            (NNNHHHHHHHHHHHCCC, 17)  \n",
       "7         (NNHHHHHHHHHHHHHHHCCC, 20)  \n",
       "8      (NNHHHHHHHHHHHHHCCCCCCCC, 23)  \n",
       "9        (NNNNHHHHHHHHHHHHHHCCC, 21)  \n",
       "10      (NNHHHHHHHHHHHHHHHHHCCC, 22)  \n",
       "11     (NNHHHHHHHHHHHHHHHCCCCCC, 23)  \n",
       "12          (NNHHHHHHHHHHHHHCCC, 18)  \n",
       "13                      (None, None)  \n",
       "14                              None  \n",
       "15        (NNHHHHHHHHHHHHHHHCCC, 20)  \n",
       "16        (NNNNHHHHHHHHHHHHHCCC, 20)  \n",
       "17                      (None, None)  \n",
       "18         (NNHHHHHHHHHHHHHHCCC, 19)  \n",
       "19     (NNHHHHHHHHHHHHHHHHCCCCC, 23)  \n",
       "20      (NNHHHHHHHHHHHHHHHCCCCC, 22)  \n",
       "21                             (, 0)  \n",
       "22        (NNHHHHHHHHHHHHHHHCCC, 20)  \n",
       "23                             (, 0)  \n",
       "24                             (, 0)  \n",
       "25       (NNHHHHHHHHHHHHHHHCCCC, 21)  \n",
       "26       (NNNNHHHHHHHHHHHHHHCCC, 21)  \n",
       "27       (NNNNNHHHHHHHHHHHHHCCC, 21)  \n",
       "28    (NNHHHHHHHHHHHHHHHHHCCCCC, 24)  \n",
       "29     (NNHHHHHHHHHHHHHHHCCCCCC, 23)  \n",
       "30  (NNNNNNNNNNHHHHHHHHHHHHHCCC, 26)  \n",
       "31          (NNHHHHHHHHHHHHHCCC, 18)  \n",
       "32        (NNHHHHHHHHHHHHHCCCCC, 20)  \n",
       "33                             (, 0)  \n",
       "34         (NNHHHHHHHHHHHHHHCCC, 19)  \n",
       "35                             (, 0)  \n",
       "36                              None  \n",
       "37        (NNHHHHHHHHHHHHHCCCCC, 20)  \n",
       "38        (NNHHHHHHHHHHHHHCCCCC, 20)  \n",
       "39       (NNHHHHHHHHHHHHHHHHCCC, 21)  \n",
       "40     (NNHHHHHHHHHHHHHHHHCCCCC, 23)  \n",
       "41                             (, 0)  \n",
       "42      (NNNNNHHHHHHHHHHHHHHCCC, 22)  \n",
       "43                             (, 0)  \n",
       "44                      (None, None)  \n",
       "45                      (None, None)  \n",
       "46                             (, 0)  \n",
       "47                             (, 0)  \n",
       "48                             (, 0)  \n",
       "49                             (, 0)  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_final = pd.DataFrame()\n",
    "for gene_id in new_df.head(50)['product_accession']:\n",
    "    if gene_id.startswith('Dmel'):\n",
    "        new_row ={\n",
    "            \"Gene ID\": gene_id,\n",
    "            \"Nom\": \"None\",\n",
    "            \"Definition\": \"None\",\n",
    "            \"TPM SG moyen\": new_df[new_df['product_accession'] == gene_id]['tpm_SG_moyenne'].values[0],\n",
    "            \"TPM WB moyen\": new_df[new_df['product_accession'] == gene_id]['tpm_WB_moyenne'].values[0],\n",
    "            \"Taille\": \"None\",\n",
    "            \"% Threonine\": \"None\",\n",
    "            \"% Proline\": \"None\",\n",
    "            \"% Serine\": \"None\",\n",
    "            \"% Cysteine\": \"None\",\n",
    "            \"Sequence\": \"None\",\n",
    "            \"Peptide Signal\": \"None\"\n",
    "        }\n",
    "    else:\n",
    "        gene_info = get_gene_info(gene_id)\n",
    "        sig, taille = \"None\", \"None\"\n",
    "        if gene_id.startswith('NM'):\n",
    "            sig, taille = get_signal(gene_id)\n",
    "        new_row = {\n",
    "            \"Gene ID\": gene_info[\"Gene ID\"],\n",
    "            \"Nom\": gene_info[\"Nom\"],\n",
    "            \"Definition\": gene_info[\"Definition\"],\n",
    "            \"TPM SG moyen\": new_df[new_df['product_accession'] == gene_id]['tpm_SG_moyenne'].values[0],\n",
    "            \"TPM WB moyen\": new_df[new_df['product_accession'] == gene_id]['tpm_WB_moyenne'].values[0],\n",
    "            \"Taille\": len(gene_info[\"Protein Translation\"]),\n",
    "            \"% Threonine\": gene_info[\"pT\"],\n",
    "            \"% Proline\": gene_info[\"pP\"],\n",
    "            \"% Serine\": gene_info[\"pS\"],\n",
    "            \"% Cysteine\": gene_info[\"pC\"],\n",
    "            \"Sequence\": gene_info[\"Protein Translation\"],\n",
    "            \"Peptide Signal\": (sig, taille)\n",
    "        }\n",
    "    df_final = pd.concat([df_final, pd.DataFrame([new_row])], ignore_index=True)\n",
    "\n",
    "df_final.to_csv('final_table_RF.csv', index=False)\n",
    "display(df_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('prot50_FR.fasta','a') as f:\n",
    "    for gene_id in new_df.head(50)['product_accession']:\n",
    "        if gene_id.startswith('Dmel'):\n",
    "            continue\n",
    "        gene_info = get_gene_info(gene_id)\n",
    "        f.write(f'>{gene_info[\"Gene ID\"]}\\n{gene_info[\"Protein Translation\"]}\\n')"
   ]
  }
 ],
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