diff --git a/ProcessFASTQ.ipynb b/ProcessFASTQ.ipynb
index c6a0225a76f30ee9d279ad3b48aebb2c6daf972d..3c9e707f9094c2c4b3fe003030e1e4ba5a82d6b5 100644
--- a/ProcessFASTQ.ipynb
+++ b/ProcessFASTQ.ipynb
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 164,
+   "execution_count": 190,
    "metadata": {
     "collapsed": false
    },
@@ -95,11 +95,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 191,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Available files :\n",
+      "\n",
+      "Undetermined_lane7_pair1\n",
+      "flowcell261_lane8_pair1_CAGATC \t\t Processsed\n",
+      "flowcell261_lane8_pair1_TGACCA \t\t Processsed\n",
+      "flowcell362_lane4_pair1_ACAGTG \t\t Processsed\n",
+      "flowcell362_lane4_pair1_ACTTGA \t\t Processsed\n",
+      "flowcell362_lane4_pair1_CAGATC \t\t Processsed\n",
+      "flowcell362_lane4_pair1_TGACCA \t\t Processsed\n",
+      "flowcell362_lane4_pair1_Undetermined\n",
+      "flowcell384_lane7_pair1_ACAGTG \t\t Processsed\n",
+      "flowcell384_lane7_pair1_ACTTGA \t\t Processsed\n",
+      "flowcell384_lane7_pair1_CAGATC \t\t Processsed\n",
+      "flowcell384_lane7_pair1_GATCAG \t\t Processsed\n",
+      "flowcell384_lane7_pair1_TGACCA \t\t Processsed\n",
+      "testing\n"
+     ]
+    }
+   ],
    "source": [
     "# This lib is needed to parse fastq easily\n",
     "from Bio import SeqIO\n",
@@ -122,12 +146,12 @@
     "# fname = \"flowcell362_lane4_pair1_ACTTGA\"\n",
     "# fname = \"flowcell362_lane4_pair1_CAGATC\"\n",
     "# fname = \"flowcell362_lane4_pair1_TGACCA\"\n",
-    "# fname = \"flowcell362_lane4_pair1_Undetermined\"\n",
+    "fname = \"flowcell362_lane4_pair1_Undetermined\"\n",
     "# fname = \"flowcell384_lane7_pair1_ACAGTG\"\n",
     "# fname = \"flowcell384_lane7_pair1_ACTTGA\"\n",
     "# fname = \"flowcell384_lane7_pair1_CAGATC\"\n",
     "# fname = \"flowcell384_lane7_pair1_GATCAG\"\n",
-    "fname = \"flowcell384_lane7_pair1_TGACCA\"\n",
+    "# fname = \"flowcell384_lane7_pair1_TGACCA\"\n",
     "\n",
     "# Print available files in 0-Raws/ directory\n",
     "\n",
@@ -184,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 166,
+   "execution_count": 192,
    "metadata": {
     "collapsed": false
    },
@@ -207,7 +231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 167,
+   "execution_count": 193,
    "metadata": {
     "collapsed": false
    },
@@ -215,10 +239,10 @@
     {
      "data": {
       "text/plain": [
-       "'flowcell384_lane7_pair1_TGACCA.fastq.gz'"
+       "'flowcell362_lane4_pair1_Undetermined.fastq.gz'"
       ]
      },
-     "execution_count": 167,
+     "execution_count": 193,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -242,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 194,
    "metadata": {
     "collapsed": false
    },
@@ -252,12 +276,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "flowcell384_lane7_pair1_TGACCA\n",
+      "flowcell362_lane4_pair1_Undetermined\n",
       "\n",
-      "@SN279:498:C88PKACXX:7:1109:1699:2220 1:N:0:TGACCA\n",
-      "NGAGGTGCACAATCGACCGATCCTGCTGTAGGCACCATCAATAGATCGGAA\n",
+      "@SN279:493:C84L3ACXX:4:2309:1848:2226 1:N:0:TTCCGT\n",
+      "NCTGTTACTGAGAAGTTAATGGATGAATTGGCACAATGCTACAATGTGCTC\n",
       "+\n",
-      "#1=D;DDDHHFHHIIIIIIIIIIIIIIIIHIIIIFHIIIIIHHIIIIIIII\n"
+      "#4=DDDDDHHHHHIHFHJJJJJJJJIJJJHIJJJJJJJJJJJJJJJIJJJJ\n"
      ]
     }
    ],
@@ -279,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 169,
+   "execution_count": 195,
    "metadata": {
     "collapsed": false
    },
@@ -288,7 +312,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Processing will take approximatively 0 hour(s) 44 minute(s) and 38 second(s)\n"
+      "Processing will take approximatively 0 hour(s) 3 minute(s) and 31 second(s)\n"
      ]
     }
    ],
@@ -334,7 +358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -346,21 +370,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 171,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "This is cutadapt 1.9.1 with Python 3.5.1\n",
-      "Command line parameters: -a CTGTAGGCACCATCAATAGATCGGAA -o 1-Cutadapted/flowcell384_lane7_pair1_TGACCA.fastq.gz --quiet flowcell384_lane7_pair1_TGACCA.fastq.gz\n",
-      "Trimming 1 adapter with at most 10.0% errors in single-end mode ...\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%bash\n",
     "source ./source\n",
@@ -378,19 +392,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 172,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Cutadapt run time : 0:38:47.798753\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -403,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 173,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -424,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 174,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -436,7 +442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 175,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -451,19 +457,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 176,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Zcat run time : 0:00:40.103272\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -489,7 +487,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 177,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -501,7 +499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 178,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -526,19 +524,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 179,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Filtering run time : 0:35:14.961783\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -574,28 +564,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 180,
+   "execution_count": null,
    "metadata": {
     "collapsed": false,
     "scrolled": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Time loading forward index: 00:00:00\n",
-      "Time loading mirror index: 00:00:00\n",
-      "End-to-end 2/3-mismatch full-index search: 00:04:29\n",
-      "# reads processed: 46620824\n",
-      "# reads with at least one reported alignment: 33736079 (72.36%)\n",
-      "# reads that failed to align: 12884745 (27.64%)\n",
-      "Reported 33736079 alignments to 1 output stream(s)\n",
-      "Time searching: 00:04:29\n",
-      "Overall time: 00:04:29\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%bash\n",
     "source ./source\n",
@@ -644,7 +618,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 181,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -657,24 +631,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 182,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "@SQ\tSN:tW(UCA)Q\tLN:74\n",
-      "\n",
-      "@SQ\tSN:tY(GUA)Q\tLN:84\n",
-      "\n",
-      "@PG\tID:Bowtie\tVN:1.1.2\tCL:\"bowtie --wrapper basic-0 -S -v 3 -p 8 --time --best ref/2-Indexes/Yeast-Noncoding/Yeast-Noncoding 3-Filtered/flowcell384_lane7_pair1_TGACCA.fastq 4-Bowtied/flowcell384_lane7_pair1_TGACCA.sam\"\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "with open(\"3-Filtered/\"     +fname+\".fastq\",\"r\") as filtered, \\\n",
     "     open(\"4-Bowtied/\"      +fname+\".sam\",\"r\")   as matches,  \\\n",
@@ -702,19 +663,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 183,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Filtering non-codant tRNA run time : 0:25:12.216325\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -736,27 +689,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 184,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Time loading forward index: 00:00:00\n",
-      "Time loading mirror index: 00:00:00\n",
-      "End-to-end 2/3-mismatch full-index search: 00:01:06\n",
-      "# reads processed: 12884745\n",
-      "# reads with at least one reported alignment: 10864699 (84.32%)\n",
-      "# reads that failed to align: 2020046 (15.68%)\n",
-      "Reported 10864699 alignments to 1 output stream(s)\n",
-      "Time searching: 00:01:06\n",
-      "Overall time: 00:01:06\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%bash\n",
     "source ./source\n",
@@ -781,7 +718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 185,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -812,7 +749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 186,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -856,7 +793,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 187,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },