diff --git a/ProcessFASTQ.ipynb b/ProcessFASTQ.ipynb
index f4bb18109cab446be90f0a619ba51ffa3b4f7b2f..8286ad586fb1ca7766d9fe8e47fc0d77ed42b726 100644
--- a/ProcessFASTQ.ipynb
+++ b/ProcessFASTQ.ipynb
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": 164,
    "metadata": {
     "collapsed": false
    },
@@ -95,7 +95,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 163,
+   "execution_count": 165,
    "metadata": {
     "collapsed": false
    },
@@ -150,8 +150,8 @@
     "# 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_GATCAG\"\n",
+    "fname = \"flowcell384_lane7_pair1_TGACCA\"\n",
     "\n",
     "# Print available files in 0-Raws/ directory\n",
     "\n",
@@ -208,7 +208,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 141,
+   "execution_count": 166,
    "metadata": {
     "collapsed": false
    },
@@ -231,7 +231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 142,
+   "execution_count": 167,
    "metadata": {
     "collapsed": false
    },
@@ -239,10 +239,10 @@
     {
      "data": {
       "text/plain": [
-       "'flowcell384_lane7_pair1_GATCAG.fastq.gz'"
+       "'flowcell384_lane7_pair1_TGACCA.fastq.gz'"
       ]
      },
-     "execution_count": 142,
+     "execution_count": 167,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -266,7 +266,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 143,
+   "execution_count": 168,
    "metadata": {
     "collapsed": false
    },
@@ -276,12 +276,12 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "flowcell384_lane7_pair1_GATCAG\n",
+      "flowcell384_lane7_pair1_TGACCA\n",
       "\n",
-      "@SN279:498:C88PKACXX:7:1109:1982:2231 1:N:0:GATCAG\n",
-      "NATAGTGTAGTGGTTATCACTTTCGCTGTAGGCACCATCAATAGATCGGAA\n",
+      "@SN279:498:C88PKACXX:7:1109:1699:2220 1:N:0:TGACCA\n",
+      "NGAGGTGCACAATCGACCGATCCTGCTGTAGGCACCATCAATAGATCGGAA\n",
       "+\n",
-      "#1:DDFFFHFCFHCGIIJJJJJJAHHIJJIIIJJIJIJIIGIGIJJIJJII\n"
+      "#1=D;DDDHHFHHIIIIIIIIIIIIIIIIHIIIIFHIIIIIHHIIIIIIII\n"
      ]
     }
    ],
@@ -303,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 144,
+   "execution_count": 169,
    "metadata": {
     "collapsed": false
    },
@@ -312,7 +312,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Processing will take approximatively 0 hour(s) 30 minute(s) and 43 second(s)\n"
+      "Processing will take approximatively 0 hour(s) 44 minute(s) and 38 second(s)\n"
      ]
     }
    ],
@@ -358,7 +358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 145,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -370,21 +370,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 146,
+   "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_GATCAG.fastq.gz --quiet flowcell384_lane7_pair1_GATCAG.fastq.gz\n",
-      "Trimming 1 adapter with at most 10.0% errors in single-end mode ...\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%bash\n",
     "source ./source\n",
@@ -402,19 +392,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 147,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Cutadapt run time : 0:27:05.246443\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -427,7 +409,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 148,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -448,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 149,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -460,7 +442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -475,19 +457,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Zcat run time : 0:00:27.042865\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -513,7 +487,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -525,7 +499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -550,19 +524,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Filtering run time : 0:24:28.649445\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -598,28 +564,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 155,
+   "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: 00:00:01\n",
-      "End-to-end 2/3-mismatch full-index search: 00:02:56\n",
-      "# reads processed: 32558526\n",
-      "# reads with at least one reported alignment: 24915112 (76.52%)\n",
-      "# reads that failed to align: 7643414 (23.48%)\n",
-      "Reported 24915112 alignments to 1 output stream(s)\n",
-      "Time searching: 00:02:57\n",
-      "Overall time: 00:02:57\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%bash\n",
     "source ./source\n",
@@ -668,7 +618,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 156,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -681,24 +631,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 157,
+   "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_GATCAG.fastq 4-Bowtied/flowcell384_lane7_pair1_GATCAG.sam\"\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "with open(\"3-Filtered/\"     +fname+\".fastq\",\"r\") as filtered, \\\n",
     "     open(\"4-Bowtied/\"      +fname+\".sam\",\"r\")   as matches,  \\\n",
@@ -726,19 +663,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 158,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Filtering non-codant tRNA run time : 0:17:11.459755\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Store current time\n",
     "after = datetime.datetime.now()\n",
@@ -760,27 +689,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "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: 00:00:40\n",
-      "# reads processed: 7643414\n",
-      "# reads with at least one reported alignment: 6626979 (86.70%)\n",
-      "# reads that failed to align: 1016435 (13.30%)\n",
-      "Reported 6626979 alignments to 1 output stream(s)\n",
-      "Time searching: 00:00:40\n",
-      "Overall time: 00:00:40\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%bash\n",
     "source ./source\n",
@@ -805,7 +718,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 160,
+   "execution_count": null,
    "metadata": {
     "collapsed": true
    },
@@ -836,7 +749,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
@@ -880,7 +793,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },