diff --git a/weeks/week04/2_compare_alignment_vs_quasialignment.ipynb b/weeks/week04/2_compare_alignment_vs_quasialignment.ipynb
index 6c9fe1a..d85a7b9 100644
--- a/weeks/week04/2_compare_alignment_vs_quasialignment.ipynb
+++ b/weeks/week04/2_compare_alignment_vs_quasialignment.ipynb
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -105,7 +105,15 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/oasis/tscc/scratch/ucsd-train09/shalek2013/processed_data\n"
+     ]
+    }
+   ],
    "source": [
     "cd ~/projects/shalek2013/processed_data"
    ]
@@ -128,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -140,7 +148,91 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>length</th>\n",
+       "      <th>eff_length</th>\n",
+       "      <th>est_counts</th>\n",
+       "      <th>tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>3634</td>\n",
+       "      <td>3389.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>3047</td>\n",
+       "      <td>2802.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>6869</td>\n",
+       "      <td>6624.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>3127</td>\n",
+       "      <td>2882.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>1977</td>\n",
+       "      <td>1732.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    length  eff_length  \\\n",
+       "target_id                                                                \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...    3634     3389.58   \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...    3047     2802.58   \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...    6869     6624.58   \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...    3127     2882.58   \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...    1977     1732.58   \n",
+       "\n",
+       "                                                    est_counts  tpm  \n",
+       "target_id                                                            \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...           0    0  \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...           0    0  \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...           0    0  \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...           0    0  \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...           0    0  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s10_kallisto = pd.read_table('S10_kallisto/abundance.tsv', index_col='target_id')\n",
     "s10_kallisto.head()"
@@ -164,7 +256,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -176,7 +268,91 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>length</th>\n",
+       "      <th>eff_length</th>\n",
+       "      <th>est_counts</th>\n",
+       "      <th>tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|mt-Nd4l-201|mt-Nd4l|297|CDS:1-297|</th>\n",
+       "      <td>297</td>\n",
+       "      <td>70.8467</td>\n",
+       "      <td>2438</td>\n",
+       "      <td>1204.930</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|mt-Nd4-201|mt-Nd4|1378|CDS:1-1378|</th>\n",
+       "      <td>1378</td>\n",
+       "      <td>1133.5800</td>\n",
+       "      <td>43114</td>\n",
+       "      <td>1331.720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|mt-Nd5-201|mt-Nd5|1824|CDS:1-1824|</th>\n",
+       "      <td>1824</td>\n",
+       "      <td>1579.5800</td>\n",
+       "      <td>44220</td>\n",
+       "      <td>980.222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|mt-Nd6-201|mt-Nd6|519|CDS:1-519|</th>\n",
+       "      <td>519</td>\n",
+       "      <td>274.6980</td>\n",
+       "      <td>4520</td>\n",
+       "      <td>576.142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|mt-Cytb-201|mt-Cytb|1144|CDS:1-1144|</th>\n",
+       "      <td>1144</td>\n",
+       "      <td>899.5790</td>\n",
+       "      <td>120234</td>\n",
+       "      <td>4679.880</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    length  eff_length  \\\n",
+       "target_id                                                                \n",
+       "ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|m...     297     70.8467   \n",
+       "ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|m...    1378   1133.5800   \n",
+       "ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|m...    1824   1579.5800   \n",
+       "ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|m...     519    274.6980   \n",
+       "ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|m...    1144    899.5790   \n",
+       "\n",
+       "                                                    est_counts       tpm  \n",
+       "target_id                                                                 \n",
+       "ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|m...        2438  1204.930  \n",
+       "ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|m...       43114  1331.720  \n",
+       "ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|m...       44220   980.222  \n",
+       "ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|m...        4520   576.142  \n",
+       "ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|m...      120234  4679.880  "
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s10_kallisto.tail()"
    ]
@@ -201,7 +377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -213,14 +389,206 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE"
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>length</th>\n",
+       "      <th>eff_length</th>\n",
+       "      <th>est_counts</th>\n",
+       "      <th>tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>3634</td>\n",
+       "      <td>3389.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>3047</td>\n",
+       "      <td>2802.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>6869</td>\n",
+       "      <td>6624.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>3127</td>\n",
+       "      <td>2882.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>1977</td>\n",
+       "      <td>1732.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127247.2|Sox17-004|Sox17|3242|UTR5:1-1851|CDS:1852-2916|UTR3:2917-3242|</th>\n",
+       "      <td>3242</td>\n",
+       "      <td>2997.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127246.1|Sox17-002|Sox17|1512|UTR5:1-249|CDS:250-1509|UTR3:1510-1512|</th>\n",
+       "      <td>1512</td>\n",
+       "      <td>1267.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127267.2|Sox17-007|Sox17|406|UTR5:1-83|CDS:84-406|</th>\n",
+       "      <td>406</td>\n",
+       "      <td>163.270</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127266.2|Sox17-006|Sox17|840|UTR5:1-329|CDS:330-840|</th>\n",
+       "      <td>840</td>\n",
+       "      <td>595.579</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127248.2|Sox17-003|Sox17|1506|UTR5:1-997|CDS:998-1506|</th>\n",
+       "      <td>1506</td>\n",
+       "      <td>1261.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072660.1|Mrpl15-002|Mrpl15|1894|UTR5:1-33|CDS:34-648|UTR3:649-1894|</th>\n",
+       "      <td>1894</td>\n",
+       "      <td>1649.580</td>\n",
+       "      <td>10.00000</td>\n",
+       "      <td>0.212263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072659.1|Mrpl15-001|Mrpl15|4203|UTR5:1-62|CDS:63-950|UTR3:951-4203|</th>\n",
+       "      <td>4203</td>\n",
+       "      <td>3958.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000045689.13|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072661.1|Mrpl15-003|Mrpl15|497|UTR5:1-21|CDS:22-180|UTR3:181-497|</th>\n",
+       "      <td>497</td>\n",
+       "      <td>252.804</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|</th>\n",
+       "      <td>1569</td>\n",
+       "      <td>1324.580</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|</th>\n",
+       "      <td>1136</td>\n",
+       "      <td>891.579</td>\n",
+       "      <td>5.42556</td>\n",
+       "      <td>0.213075</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|</th>\n",
+       "      <td>2507</td>\n",
+       "      <td>2262.580</td>\n",
+       "      <td>518.90900</td>\n",
+       "      <td>8.030360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051164.3|Lypla1-003|Lypla1|877|UTR5:1-84|CDS:85-750|UTR3:751-877|</th>\n",
+       "      <td>877</td>\n",
+       "      <td>632.579</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    length  eff_length  \\\n",
+       "target_id                                                                \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...    3634    3389.580   \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...    3047    2802.580   \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...    6869    6624.580   \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...    3127    2882.580   \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...    1977    1732.580   \n",
+       "ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTM...    3242    2997.580   \n",
+       "ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTM...    1512    1267.580   \n",
+       "ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTM...     406     163.270   \n",
+       "ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTM...     840     595.579   \n",
+       "ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTM...    1506    1261.580   \n",
+       "ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTM...    1894    1649.580   \n",
+       "ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTM...    4203    3958.580   \n",
+       "ENSMUST00000045689.13|ENSMUSG00000033845.13|OTT...     497     252.804   \n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTM...    1569    1324.580   \n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTM...    1136     891.579   \n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTT...    2507    2262.580   \n",
+       "ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTM...     877     632.579   \n",
+       "\n",
+       "                                                    est_counts       tpm  \n",
+       "target_id                                                                 \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...     0.00000  0.000000  \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTM...    10.00000  0.212263  \n",
+       "ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000045689.13|ENSMUSG00000033845.13|OTT...     0.00000  0.000000  \n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTM...     0.00000  0.000000  \n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTM...     5.42556  0.213075  \n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTT...   518.90900  8.030360  \n",
+       "ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTM...     0.00000  0.000000  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s10_kallisto.head(17)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -258,7 +626,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -270,9 +638,20 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(56504, 4)"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "s13_kallisto.shape"
+    "s10_kallisto.shape"
    ]
   },
   {
@@ -295,7 +674,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -307,7 +686,91 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>length</th>\n",
+       "      <th>eff_length</th>\n",
+       "      <th>est_counts</th>\n",
+       "      <th>tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>3634</td>\n",
+       "      <td>3395.24</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.03967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>3047</td>\n",
+       "      <td>2808.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>6869</td>\n",
+       "      <td>6630.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>3127</td>\n",
+       "      <td>2888.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>1977</td>\n",
+       "      <td>1738.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    length  eff_length  \\\n",
+       "target_id                                                                \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...    3634     3395.24   \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...    3047     2808.24   \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...    6869     6630.24   \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...    3127     2888.24   \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...    1977     1738.24   \n",
+       "\n",
+       "                                                    est_counts      tpm  \n",
+       "target_id                                                                \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...           2  0.03967  \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...           0  0.00000  \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...           0  0.00000  \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...           0  0.00000  \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...           0  0.00000  "
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s13_kallisto = pd.read_table('S13_kallisto/abundance.tsv', index_col='target_id')\n",
     "s13_kallisto.head()"
@@ -333,7 +796,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -345,14 +808,25 @@
      "solution": true
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(56504, 4)"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# YOUR CODE HERE"
+    "s13_kallisto.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -390,7 +864,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -403,7 +877,28 @@
     },
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b901c6d0550>"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Wrm1mn70+TM+ePTe5bRbhl1LaBrgWGA0sBuamlO6NiD/WtmbV98KSLQ+/gQP6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\nRK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b901c6d0588>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.jointplot(s10_kallisto['tpm'], s13_kallisto['tpm'])"
    ]
@@ -432,7 +927,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -444,9 +939,101 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>length</th>\n",
+       "      <th>eff_length</th>\n",
+       "      <th>est_counts</th>\n",
+       "      <th>tpm</th>\n",
+       "      <th>log2_tpm</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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>3634</td>\n",
+       "      <td>3389.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>3047</td>\n",
+       "      <td>2802.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>6869</td>\n",
+       "      <td>6624.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>3127</td>\n",
+       "      <td>2882.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>1977</td>\n",
+       "      <td>1732.58</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    length  eff_length  \\\n",
+       "target_id                                                                \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...    3634     3389.58   \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...    3047     2802.58   \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...    6869     6624.58   \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...    3127     2882.58   \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...    1977     1732.58   \n",
+       "\n",
+       "                                                    est_counts  tpm  log2_tpm  \n",
+       "target_id                                                                      \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...           0    0         0  \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...           0    0         0  \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...           0    0         0  \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...           0    0         0  \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...           0    0         0  "
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "s10_kallisto['log2_tpm1000'] = np.log2(s10_kallisto['tpm']+10000)\n",
+    "\n",
+    "s10_kallisto['log2_tpm'] = np.log2(s10_kallisto['tpm']+1)\n",
     "s10_kallisto.head()"
    ]
   },
@@ -468,7 +1055,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -481,16 +1068,114 @@
     },
     "scrolled": true
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
-    "\n",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>length</th>\n",
+       "      <th>eff_length</th>\n",
+       "      <th>est_counts</th>\n",
+       "      <th>tpm</th>\n",
+       "      <th>log2_tpm</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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>3634</td>\n",
+       "      <td>3395.24</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.03967</td>\n",
+       "      <td>0.056126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>3047</td>\n",
+       "      <td>2808.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>6869</td>\n",
+       "      <td>6630.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>3127</td>\n",
+       "      <td>2888.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>1977</td>\n",
+       "      <td>1738.24</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    length  eff_length  \\\n",
+       "target_id                                                                \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...    3634     3395.24   \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...    3047     2808.24   \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...    6869     6630.24   \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...    3127     2888.24   \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...    1977     1738.24   \n",
+       "\n",
+       "                                                    est_counts      tpm  \\\n",
+       "target_id                                                                 \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...           2  0.03967   \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...           0  0.00000   \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...           0  0.00000   \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...           0  0.00000   \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...           0  0.00000   \n",
+       "\n",
+       "                                                    log2_tpm  \n",
+       "target_id                                                     \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...  0.056126  \n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...  0.000000  \n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...  0.000000  \n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...  0.000000  \n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...  0.000000  "
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s13_kallisto['log2_tpm'] = np.log2(s13_kallisto['tpm']+1)\n",
     "s13_kallisto.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -529,7 +1214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -541,14 +1226,27 @@
      "solution": true
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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80+810xcSzkGRUeQSTGdIKTuL1hLKmskEhDTz7Yll4maTguZGm2rh0dd29+ku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\nhvL/AeOAviWSm3/GAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b901d7c3a90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# YOUR CODE HERE"
+    "\n",
+    "# YOUR CODE HERE\n",
+    "_ = sns.jointplot(s10_kallisto['log2_tpm'], s13_kallisto['log2_tpm'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 53,
    "metadata": {
     "collapsed": true,
     "deletable": false,
@@ -563,7 +1261,7 @@
    },
    "outputs": [],
    "source": [
-    "assert isinstance(_, sns.axisgrid.JointGrid)"
+    "assert isinstance(_, sns.axisgrid.JointGrid)\n"
    ]
   },
   {
@@ -584,7 +1282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 54,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -596,7 +1294,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b901d9f21d0>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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4LJjToigFzyf1ibQOuyWpGs9kAk6bOSXl7r+J5y89de/lWPnsW4oAT/e5pvtB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\nAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b901d9f2198>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "from scipy.stats import spearmanr\n",
     "\n",
@@ -621,7 +1340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -633,7 +1352,69 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.056126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                    s10       s13\n",
+       "target_id                                                        \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...    0  0.056126\n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...    0  0.000000\n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...    0  0.000000\n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...    0  0.000000\n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...    0  0.000000"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm = pd.concat([s10_kallisto['log2_tpm'], s13_kallisto['log2_tpm']], axis=1, keys=['s10', 's13'])\n",
     "kallisto_log2_tpm.head()"
@@ -657,7 +1438,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -669,7 +1450,408 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127247.2|Sox17-004|Sox17|3242|UTR5:1-1851|CDS:1852-2916|UTR3:2917-3242|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127246.1|Sox17-002|Sox17|1512|UTR5:1-249|CDS:250-1509|UTR3:1510-1512|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127267.2|Sox17-007|Sox17|406|UTR5:1-83|CDS:84-406|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127266.2|Sox17-006|Sox17|840|UTR5:1-329|CDS:330-840|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127248.2|Sox17-003|Sox17|1506|UTR5:1-997|CDS:998-1506|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072660.1|Mrpl15-002|Mrpl15|1894|UTR5:1-33|CDS:34-648|UTR3:649-1894|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072659.1|Mrpl15-001|Mrpl15|4203|UTR5:1-62|CDS:63-950|UTR3:951-4203|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000045689.13|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072661.1|Mrpl15-003|Mrpl15|497|UTR5:1-21|CDS:22-180|UTR3:181-497|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051164.3|Lypla1-003|Lypla1|877|UTR5:1-84|CDS:85-750|UTR3:751-877|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000119612.8|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051170.2|Lypla1-009|Lypla1|529|UTR5:1-18|CDS:19-297|UTR3:298-529|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000137887.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051168.2|Lypla1-007|Lypla1|444|UTR5:1-16|CDS:17-444|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000115529.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051169.1|Lypla1-008|Lypla1|930|UTR5:1-3|CDS:4-594|UTR3:595-930|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000131119.1|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051167.3|Lypla1-006|Lypla1|660|UTR5:1-234|CDS:235-660|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000155020.1|ENSMUSG00000104217.1|OTTMUSG00000050100.1|OTTMUST00000127419.1|Gm37988-001|Gm37988|825|UTR5:1-22|CDS:23-211|UTR3:212-825|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000081551.13|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111602.1|Tcea1-001|Tcea1|2547|UTR5:1-100|CDS:101-1006|UTR3:1007-2547|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000165720.2|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111603.1|Tcea1-002|Tcea1|2854|UTR5:1-370|CDS:371-1309|UTR3:1310-2854|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000002533.14|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072687.1|Rgs20-002|Rgs20|1778|UTR5:1-160|CDS:161-880|UTR3:881-1778|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000118000.7|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072688.2|Rgs20-001|Rgs20|2125|UTR5:1-108|CDS:109-1227|UTR3:1228-2125|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000119256.7|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072706.2|Rgs20-005|Rgs20|883|UTR5:1-184|CDS:185-811|UTR3:812-883|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000170566.1|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000092053.1|Rgs20-007|Rgs20|577|CDS:1-120|UTR3:121-577|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000147158.1|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072705.2|Rgs20-004|Rgs20|707|UTR5:1-105|CDS:106-707|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000192847.5|ENSMUSG00000033793.12|OTTMUSG00000050145.9|OTTMUST00000127492.1|Atp6v1h-003|Atp6v1h|1662|UTR5:1-161|CDS:162-1487|UTR3:1488-1662|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000178889.1|ENSMUSG00000095650.2|OTTMUSG00000042966.1|-|Gm20854-201|Gm20854|1002|UTR5:1-175|CDS:176-859|UTR3:860-1002|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000181549.1|ENSMUSG00000095650.2|OTTMUSG00000042966.1|OTTMUST00000112802.1|Gm20854-001|Gm20854|1156|UTR5:1-335|CDS:336-1019|UTR3:1020-1156|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000188754.1|ENSMUSG00000100240.1|OTTMUSG00000047031.1|OTTMUST00000121805.1|Gm20820-001|Gm20820|921|UTR5:1-58|CDS:59-727|UTR3:728-921|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000189543.6|ENSMUSG00000094399.7|OTTMUSG00000047083.1|OTTMUST00000121876.1|Gm21477-001|Gm21477|924|UTR5:1-58|CDS:59-727|UTR3:728-924|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000179970.1|ENSMUSG00000094399.7|OTTMUSG00000047083.1|-|Gm21477-201|Gm21477|498|CDS:1-498|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000186493.1|ENSMUSG00000099856.1|OTTMUSG00000047138.1|OTTMUST00000121968.1|Gm20906-001|Gm20906|923|UTR5:1-58|CDS:59-727|UTR3:728-923|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000187146.1|ENSMUSG00000101915.1|OTTMUSG00000047149.1|OTTMUST00000121980.1|Gm28102-001|Gm28102|924|UTR5:1-58|CDS:59-727|UTR3:728-924|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000186443.1|ENSMUSG00000102045.1|OTTMUSG00000047309.1|OTTMUST00000122306.1|Gm21294-001|Gm21294|934|UTR5:1-73|CDS:74-742|UTR3:743-934|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000188269.1|ENSMUSG00000100608.1|OTTMUSG00000047316.1|OTTMUST00000122318.1|Gm21996-001|Gm21996|931|UTR5:1-58|CDS:59-727|UTR3:728-931|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000190558.6|ENSMUSG00000096178.7|OTTMUSG00000047352.1|OTTMUST00000122361.1|Gm20837-001|Gm20837|844|UTR5:1-73|CDS:74-640|UTR3:641-844|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000178446.1|ENSMUSG00000096178.7|OTTMUSG00000047352.1|-|Gm20837-201|Gm20837|498|CDS:1-498|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000177893.1|ENSMUSG00000095366.1|-|-|Gm21860-201|Gm21860|309|CDS:1-309|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000179483.7|ENSMUSG00000096768.7|-|-|Erdr1-204|Erdr1|688|UTR5:1-70|CDS:71-688|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000177591.1|ENSMUSG00000096768.7|-|-|Erdr1-201|Erdr1|774|UTR5:1-229|CDS:230-757|UTR3:758-774|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000177671.7|ENSMUSG00000096768.7|-|-|Erdr1-202|Erdr1|708|UTR5:1-159|CDS:160-528|UTR3:529-708|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000179077.1|ENSMUSG00000096768.7|-|-|Erdr1-203|Erdr1|887|UTR5:1-74|CDS:75-512|UTR3:513-887|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000179623.1|ENSMUSG00000096850.1|-|-|Gm21748-201|Gm21748|309|CDS:1-309|</th>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082392.1|ENSMUSG00000064341.1|-|-|mt-Nd1-201|mt-Nd1|957|CDS:1-957|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082396.1|ENSMUSG00000064345.1|-|-|mt-Nd2-201|mt-Nd2|1038|CDS:1-1038|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082402.1|ENSMUSG00000064351.1|-|-|mt-Co1-201|mt-Co1|1545|CDS:1-1545|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082405.1|ENSMUSG00000064354.1|-|-|mt-Co2-201|mt-Co2|684|CDS:1-684|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082407.1|ENSMUSG00000064356.3|-|-|mt-Atp8-201|mt-Atp8|204|CDS:1-204|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082408.1|ENSMUSG00000064357.1|-|-|mt-Atp6-201|mt-Atp6|681|CDS:1-681|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082409.1|ENSMUSG00000064358.1|-|-|mt-Co3-201|mt-Co3|784|CDS:1-784|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082411.1|ENSMUSG00000064360.1|-|-|mt-Nd3-201|mt-Nd3|348|CDS:1-348|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|mt-Nd4l-201|mt-Nd4l|297|CDS:1-297|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|mt-Nd4-201|mt-Nd4|1378|CDS:1-1378|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|mt-Nd5-201|mt-Nd5|1824|CDS:1-1824|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|mt-Nd6-201|mt-Nd6|519|CDS:1-519|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|mt-Cytb-201|mt-Cytb|1144|CDS:1-1144|</th>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>56504 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                      s10    s13\n",
+       "target_id                                                       \n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMU...  False  False\n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTM...  False  False\n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTM...  False  False\n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTM...  False  False\n",
+       "ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTM...  False  False\n",
+       "ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTM...  False  False\n",
+       "ENSMUST00000045689.13|ENSMUSG00000033845.13|OTT...  False  False\n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTM...  False   True\n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTM...  False   True\n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTT...   True   True\n",
+       "ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTM...  False  False\n",
+       "ENSMUST00000119612.8|ENSMUSG00000025903.14|OTTM...  False  False\n",
+       "ENSMUST00000137887.7|ENSMUSG00000025903.14|OTTM...  False  False\n",
+       "ENSMUST00000115529.7|ENSMUSG00000025903.14|OTTM...  False  False\n",
+       "ENSMUST00000131119.1|ENSMUSG00000025903.14|OTTM...  False  False\n",
+       "ENSMUST00000155020.1|ENSMUSG00000104217.1|OTTMU...  False  False\n",
+       "ENSMUST00000081551.13|ENSMUSG00000033813.15|OTT...   True   True\n",
+       "ENSMUST00000165720.2|ENSMUSG00000033813.15|OTTM...  False  False\n",
+       "ENSMUST00000002533.14|ENSMUSG00000002459.17|OTT...   True   True\n",
+       "ENSMUST00000118000.7|ENSMUSG00000002459.17|OTTM...  False  False\n",
+       "ENSMUST00000119256.7|ENSMUSG00000002459.17|OTTM...  False  False\n",
+       "ENSMUST00000170566.1|ENSMUSG00000002459.17|OTTM...  False  False\n",
+       "ENSMUST00000147158.1|ENSMUSG00000002459.17|OTTM...  False  False\n",
+       "ENSMUST00000192847.5|ENSMUSG00000033793.12|OTTM...   True  False\n",
+       "...                                                   ...    ...\n",
+       "ENSMUST00000178889.1|ENSMUSG00000095650.2|OTTMU...  False  False\n",
+       "ENSMUST00000181549.1|ENSMUSG00000095650.2|OTTMU...  False  False\n",
+       "ENSMUST00000188754.1|ENSMUSG00000100240.1|OTTMU...  False  False\n",
+       "ENSMUST00000189543.6|ENSMUSG00000094399.7|OTTMU...  False  False\n",
+       "ENSMUST00000179970.1|ENSMUSG00000094399.7|OTTMU...  False  False\n",
+       "ENSMUST00000186493.1|ENSMUSG00000099856.1|OTTMU...  False  False\n",
+       "ENSMUST00000187146.1|ENSMUSG00000101915.1|OTTMU...  False  False\n",
+       "ENSMUST00000186443.1|ENSMUSG00000102045.1|OTTMU...  False  False\n",
+       "ENSMUST00000188269.1|ENSMUSG00000100608.1|OTTMU...  False  False\n",
+       "ENSMUST00000190558.6|ENSMUSG00000096178.7|OTTMU...  False  False\n",
+       "ENSMUST00000178446.1|ENSMUSG00000096178.7|OTTMU...  False  False\n",
+       "ENSMUST00000177893.1|ENSMUSG00000095366.1|-|-|G...  False  False\n",
+       "ENSMUST00000179483.7|ENSMUSG00000096768.7|-|-|E...  False  False\n",
+       "ENSMUST00000177591.1|ENSMUSG00000096768.7|-|-|E...  False  False\n",
+       "ENSMUST00000177671.7|ENSMUSG00000096768.7|-|-|E...  False  False\n",
+       "ENSMUST00000179077.1|ENSMUSG00000096768.7|-|-|E...  False  False\n",
+       "ENSMUST00000179623.1|ENSMUSG00000096850.1|-|-|G...  False  False\n",
+       "ENSMUST00000082392.1|ENSMUSG00000064341.1|-|-|m...   True   True\n",
+       "ENSMUST00000082396.1|ENSMUSG00000064345.1|-|-|m...   True   True\n",
+       "ENSMUST00000082402.1|ENSMUSG00000064351.1|-|-|m...   True   True\n",
+       "ENSMUST00000082405.1|ENSMUSG00000064354.1|-|-|m...   True   True\n",
+       "ENSMUST00000082407.1|ENSMUSG00000064356.3|-|-|m...   True   True\n",
+       "ENSMUST00000082408.1|ENSMUSG00000064357.1|-|-|m...   True   True\n",
+       "ENSMUST00000082409.1|ENSMUSG00000064358.1|-|-|m...   True   True\n",
+       "ENSMUST00000082411.1|ENSMUSG00000064360.1|-|-|m...   True   True\n",
+       "ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|m...   True   True\n",
+       "ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|m...   True   True\n",
+       "ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|m...   True   True\n",
+       "ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|m...   True   True\n",
+       "ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|m...   True   True\n",
+       "\n",
+       "[56504 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm > 1"
    ]
@@ -692,7 +1874,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 57,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -704,7 +1886,20 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "s10    6121\n",
+       "s13    6380\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "(kallisto_log2_tpm > 1).sum()"
    ]
@@ -727,7 +1922,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 58,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -739,7 +1934,80 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "target_id\n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|           0\n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|                0\n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|            0\n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|      0\n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|        0\n",
+       "ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127247.2|Sox17-004|Sox17|3242|UTR5:1-1851|CDS:1852-2916|UTR3:2917-3242|      0\n",
+       "ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127246.1|Sox17-002|Sox17|1512|UTR5:1-249|CDS:250-1509|UTR3:1510-1512|        0\n",
+       "ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127267.2|Sox17-007|Sox17|406|UTR5:1-83|CDS:84-406|                           0\n",
+       "ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127266.2|Sox17-006|Sox17|840|UTR5:1-329|CDS:330-840|                         0\n",
+       "ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127248.2|Sox17-003|Sox17|1506|UTR5:1-997|CDS:998-1506|                       0\n",
+       "ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072660.1|Mrpl15-002|Mrpl15|1894|UTR5:1-33|CDS:34-648|UTR3:649-1894|          0\n",
+       "ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072659.1|Mrpl15-001|Mrpl15|4203|UTR5:1-62|CDS:63-950|UTR3:951-4203|          0\n",
+       "ENSMUST00000045689.13|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072661.1|Mrpl15-003|Mrpl15|497|UTR5:1-21|CDS:22-180|UTR3:181-497|           0\n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|          1\n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|        1\n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|         2\n",
+       "ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051164.3|Lypla1-003|Lypla1|877|UTR5:1-84|CDS:85-750|UTR3:751-877|            0\n",
+       "ENSMUST00000119612.8|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051170.2|Lypla1-009|Lypla1|529|UTR5:1-18|CDS:19-297|UTR3:298-529|            0\n",
+       "ENSMUST00000137887.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051168.2|Lypla1-007|Lypla1|444|UTR5:1-16|CDS:17-444|                         0\n",
+       "ENSMUST00000115529.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051169.1|Lypla1-008|Lypla1|930|UTR5:1-3|CDS:4-594|UTR3:595-930|              0\n",
+       "ENSMUST00000131119.1|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051167.3|Lypla1-006|Lypla1|660|UTR5:1-234|CDS:235-660|                       0\n",
+       "ENSMUST00000155020.1|ENSMUSG00000104217.1|OTTMUSG00000050100.1|OTTMUST00000127419.1|Gm37988-001|Gm37988|825|UTR5:1-22|CDS:23-211|UTR3:212-825|           0\n",
+       "ENSMUST00000081551.13|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111602.1|Tcea1-001|Tcea1|2547|UTR5:1-100|CDS:101-1006|UTR3:1007-2547|       2\n",
+       "ENSMUST00000165720.2|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111603.1|Tcea1-002|Tcea1|2854|UTR5:1-370|CDS:371-1309|UTR3:1310-2854|        0\n",
+       "ENSMUST00000002533.14|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072687.1|Rgs20-002|Rgs20|1778|UTR5:1-160|CDS:161-880|UTR3:881-1778|         2\n",
+       "ENSMUST00000118000.7|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072688.2|Rgs20-001|Rgs20|2125|UTR5:1-108|CDS:109-1227|UTR3:1228-2125|        0\n",
+       "ENSMUST00000119256.7|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072706.2|Rgs20-005|Rgs20|883|UTR5:1-184|CDS:185-811|UTR3:812-883|            0\n",
+       "ENSMUST00000170566.1|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000092053.1|Rgs20-007|Rgs20|577|CDS:1-120|UTR3:121-577|                         0\n",
+       "ENSMUST00000147158.1|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072705.2|Rgs20-004|Rgs20|707|UTR5:1-105|CDS:106-707|                         0\n",
+       "ENSMUST00000192847.5|ENSMUSG00000033793.12|OTTMUSG00000050145.9|OTTMUST00000127492.1|Atp6v1h-003|Atp6v1h|1662|UTR5:1-161|CDS:162-1487|UTR3:1488-1662|    1\n",
+       "                                                                                                                                                        ..\n",
+       "ENSMUST00000178889.1|ENSMUSG00000095650.2|OTTMUSG00000042966.1|-|Gm20854-201|Gm20854|1002|UTR5:1-175|CDS:176-859|UTR3:860-1002|                          0\n",
+       "ENSMUST00000181549.1|ENSMUSG00000095650.2|OTTMUSG00000042966.1|OTTMUST00000112802.1|Gm20854-001|Gm20854|1156|UTR5:1-335|CDS:336-1019|UTR3:1020-1156|     0\n",
+       "ENSMUST00000188754.1|ENSMUSG00000100240.1|OTTMUSG00000047031.1|OTTMUST00000121805.1|Gm20820-001|Gm20820|921|UTR5:1-58|CDS:59-727|UTR3:728-921|           0\n",
+       "ENSMUST00000189543.6|ENSMUSG00000094399.7|OTTMUSG00000047083.1|OTTMUST00000121876.1|Gm21477-001|Gm21477|924|UTR5:1-58|CDS:59-727|UTR3:728-924|           0\n",
+       "ENSMUST00000179970.1|ENSMUSG00000094399.7|OTTMUSG00000047083.1|-|Gm21477-201|Gm21477|498|CDS:1-498|                                                      0\n",
+       "ENSMUST00000186493.1|ENSMUSG00000099856.1|OTTMUSG00000047138.1|OTTMUST00000121968.1|Gm20906-001|Gm20906|923|UTR5:1-58|CDS:59-727|UTR3:728-923|           0\n",
+       "ENSMUST00000187146.1|ENSMUSG00000101915.1|OTTMUSG00000047149.1|OTTMUST00000121980.1|Gm28102-001|Gm28102|924|UTR5:1-58|CDS:59-727|UTR3:728-924|           0\n",
+       "ENSMUST00000186443.1|ENSMUSG00000102045.1|OTTMUSG00000047309.1|OTTMUST00000122306.1|Gm21294-001|Gm21294|934|UTR5:1-73|CDS:74-742|UTR3:743-934|           0\n",
+       "ENSMUST00000188269.1|ENSMUSG00000100608.1|OTTMUSG00000047316.1|OTTMUST00000122318.1|Gm21996-001|Gm21996|931|UTR5:1-58|CDS:59-727|UTR3:728-931|           0\n",
+       "ENSMUST00000190558.6|ENSMUSG00000096178.7|OTTMUSG00000047352.1|OTTMUST00000122361.1|Gm20837-001|Gm20837|844|UTR5:1-73|CDS:74-640|UTR3:641-844|           0\n",
+       "ENSMUST00000178446.1|ENSMUSG00000096178.7|OTTMUSG00000047352.1|-|Gm20837-201|Gm20837|498|CDS:1-498|                                                      0\n",
+       "ENSMUST00000177893.1|ENSMUSG00000095366.1|-|-|Gm21860-201|Gm21860|309|CDS:1-309|                                                                         0\n",
+       "ENSMUST00000179483.7|ENSMUSG00000096768.7|-|-|Erdr1-204|Erdr1|688|UTR5:1-70|CDS:71-688|                                                                  0\n",
+       "ENSMUST00000177591.1|ENSMUSG00000096768.7|-|-|Erdr1-201|Erdr1|774|UTR5:1-229|CDS:230-757|UTR3:758-774|                                                   0\n",
+       "ENSMUST00000177671.7|ENSMUSG00000096768.7|-|-|Erdr1-202|Erdr1|708|UTR5:1-159|CDS:160-528|UTR3:529-708|                                                   0\n",
+       "ENSMUST00000179077.1|ENSMUSG00000096768.7|-|-|Erdr1-203|Erdr1|887|UTR5:1-74|CDS:75-512|UTR3:513-887|                                                     0\n",
+       "ENSMUST00000179623.1|ENSMUSG00000096850.1|-|-|Gm21748-201|Gm21748|309|CDS:1-309|                                                                         0\n",
+       "ENSMUST00000082392.1|ENSMUSG00000064341.1|-|-|mt-Nd1-201|mt-Nd1|957|CDS:1-957|                                                                           2\n",
+       "ENSMUST00000082396.1|ENSMUSG00000064345.1|-|-|mt-Nd2-201|mt-Nd2|1038|CDS:1-1038|                                                                         2\n",
+       "ENSMUST00000082402.1|ENSMUSG00000064351.1|-|-|mt-Co1-201|mt-Co1|1545|CDS:1-1545|                                                                         2\n",
+       "ENSMUST00000082405.1|ENSMUSG00000064354.1|-|-|mt-Co2-201|mt-Co2|684|CDS:1-684|                                                                           2\n",
+       "ENSMUST00000082407.1|ENSMUSG00000064356.3|-|-|mt-Atp8-201|mt-Atp8|204|CDS:1-204|                                                                         2\n",
+       "ENSMUST00000082408.1|ENSMUSG00000064357.1|-|-|mt-Atp6-201|mt-Atp6|681|CDS:1-681|                                                                         2\n",
+       "ENSMUST00000082409.1|ENSMUSG00000064358.1|-|-|mt-Co3-201|mt-Co3|784|CDS:1-784|                                                                           2\n",
+       "ENSMUST00000082411.1|ENSMUSG00000064360.1|-|-|mt-Nd3-201|mt-Nd3|348|CDS:1-348|                                                                           2\n",
+       "ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|mt-Nd4l-201|mt-Nd4l|297|CDS:1-297|                                                                         2\n",
+       "ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|mt-Nd4-201|mt-Nd4|1378|CDS:1-1378|                                                                         2\n",
+       "ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|mt-Nd5-201|mt-Nd5|1824|CDS:1-1824|                                                                         2\n",
+       "ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|mt-Nd6-201|mt-Nd6|519|CDS:1-519|                                                                           2\n",
+       "ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|mt-Cytb-201|mt-Cytb|1144|CDS:1-1144|                                                                       2\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "(kallisto_log2_tpm > 1).sum(axis=1)"
    ]
@@ -762,7 +2030,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 59,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -774,7 +2042,80 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "target_id\n",
+       "ENSMUST00000070533.4|ENSMUSG00000051951.5|OTTMUSG00000026353.2|OTTMUST00000065166.1|Xkr4-001|Xkr4|3634|UTR5:1-150|CDS:151-2094|UTR3:2095-3634|           False\n",
+       "ENSMUST00000194992.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127194.1|Rp1-002|Rp1|3047|UTR5:1-54|CDS:55-912|UTR3:913-3047|                False\n",
+       "ENSMUST00000027032.5|ENSMUSG00000025900.10|OTTMUSG00000049985.2|OTTMUST00000127195.2|Rp1-001|Rp1|6869|UTR5:1-127|CDS:128-6415|UTR3:6416-6869|            False\n",
+       "ENSMUST00000027035.9|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127245.2|Sox17-001|Sox17|3127|UTR5:1-1082|CDS:1083-2342|UTR3:2343-3127|      False\n",
+       "ENSMUST00000195555.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127249.1|Sox17-005|Sox17|1977|UTR5:1-635|CDS:636-1511|UTR3:1512-1977|        False\n",
+       "ENSMUST00000192650.5|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127247.2|Sox17-004|Sox17|3242|UTR5:1-1851|CDS:1852-2916|UTR3:2917-3242|      False\n",
+       "ENSMUST00000116652.7|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127246.1|Sox17-002|Sox17|1512|UTR5:1-249|CDS:250-1509|UTR3:1510-1512|        False\n",
+       "ENSMUST00000191647.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127267.2|Sox17-007|Sox17|406|UTR5:1-83|CDS:84-406|                           False\n",
+       "ENSMUST00000191939.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127266.2|Sox17-006|Sox17|840|UTR5:1-329|CDS:330-840|                         False\n",
+       "ENSMUST00000192913.1|ENSMUSG00000025902.13|OTTMUSG00000050014.7|OTTMUST00000127248.2|Sox17-003|Sox17|1506|UTR5:1-997|CDS:998-1506|                       False\n",
+       "ENSMUST00000130201.7|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072660.1|Mrpl15-002|Mrpl15|1894|UTR5:1-33|CDS:34-648|UTR3:649-1894|          False\n",
+       "ENSMUST00000156816.6|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072659.1|Mrpl15-001|Mrpl15|4203|UTR5:1-62|CDS:63-950|UTR3:951-4203|          False\n",
+       "ENSMUST00000045689.13|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072661.1|Mrpl15-003|Mrpl15|497|UTR5:1-21|CDS:22-180|UTR3:181-497|           False\n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|           True\n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|         True\n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|          True\n",
+       "ENSMUST00000150971.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051164.3|Lypla1-003|Lypla1|877|UTR5:1-84|CDS:85-750|UTR3:751-877|            False\n",
+       "ENSMUST00000119612.8|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051170.2|Lypla1-009|Lypla1|529|UTR5:1-18|CDS:19-297|UTR3:298-529|            False\n",
+       "ENSMUST00000137887.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051168.2|Lypla1-007|Lypla1|444|UTR5:1-16|CDS:17-444|                         False\n",
+       "ENSMUST00000115529.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051169.1|Lypla1-008|Lypla1|930|UTR5:1-3|CDS:4-594|UTR3:595-930|              False\n",
+       "ENSMUST00000131119.1|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051167.3|Lypla1-006|Lypla1|660|UTR5:1-234|CDS:235-660|                       False\n",
+       "ENSMUST00000155020.1|ENSMUSG00000104217.1|OTTMUSG00000050100.1|OTTMUST00000127419.1|Gm37988-001|Gm37988|825|UTR5:1-22|CDS:23-211|UTR3:212-825|           False\n",
+       "ENSMUST00000081551.13|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111602.1|Tcea1-001|Tcea1|2547|UTR5:1-100|CDS:101-1006|UTR3:1007-2547|        True\n",
+       "ENSMUST00000165720.2|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111603.1|Tcea1-002|Tcea1|2854|UTR5:1-370|CDS:371-1309|UTR3:1310-2854|        False\n",
+       "ENSMUST00000002533.14|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072687.1|Rgs20-002|Rgs20|1778|UTR5:1-160|CDS:161-880|UTR3:881-1778|          True\n",
+       "ENSMUST00000118000.7|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072688.2|Rgs20-001|Rgs20|2125|UTR5:1-108|CDS:109-1227|UTR3:1228-2125|        False\n",
+       "ENSMUST00000119256.7|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072706.2|Rgs20-005|Rgs20|883|UTR5:1-184|CDS:185-811|UTR3:812-883|            False\n",
+       "ENSMUST00000170566.1|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000092053.1|Rgs20-007|Rgs20|577|CDS:1-120|UTR3:121-577|                         False\n",
+       "ENSMUST00000147158.1|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072705.2|Rgs20-004|Rgs20|707|UTR5:1-105|CDS:106-707|                         False\n",
+       "ENSMUST00000192847.5|ENSMUSG00000033793.12|OTTMUSG00000050145.9|OTTMUST00000127492.1|Atp6v1h-003|Atp6v1h|1662|UTR5:1-161|CDS:162-1487|UTR3:1488-1662|     True\n",
+       "                                                                                                                                                         ...  \n",
+       "ENSMUST00000178889.1|ENSMUSG00000095650.2|OTTMUSG00000042966.1|-|Gm20854-201|Gm20854|1002|UTR5:1-175|CDS:176-859|UTR3:860-1002|                          False\n",
+       "ENSMUST00000181549.1|ENSMUSG00000095650.2|OTTMUSG00000042966.1|OTTMUST00000112802.1|Gm20854-001|Gm20854|1156|UTR5:1-335|CDS:336-1019|UTR3:1020-1156|     False\n",
+       "ENSMUST00000188754.1|ENSMUSG00000100240.1|OTTMUSG00000047031.1|OTTMUST00000121805.1|Gm20820-001|Gm20820|921|UTR5:1-58|CDS:59-727|UTR3:728-921|           False\n",
+       "ENSMUST00000189543.6|ENSMUSG00000094399.7|OTTMUSG00000047083.1|OTTMUST00000121876.1|Gm21477-001|Gm21477|924|UTR5:1-58|CDS:59-727|UTR3:728-924|           False\n",
+       "ENSMUST00000179970.1|ENSMUSG00000094399.7|OTTMUSG00000047083.1|-|Gm21477-201|Gm21477|498|CDS:1-498|                                                      False\n",
+       "ENSMUST00000186493.1|ENSMUSG00000099856.1|OTTMUSG00000047138.1|OTTMUST00000121968.1|Gm20906-001|Gm20906|923|UTR5:1-58|CDS:59-727|UTR3:728-923|           False\n",
+       "ENSMUST00000187146.1|ENSMUSG00000101915.1|OTTMUSG00000047149.1|OTTMUST00000121980.1|Gm28102-001|Gm28102|924|UTR5:1-58|CDS:59-727|UTR3:728-924|           False\n",
+       "ENSMUST00000186443.1|ENSMUSG00000102045.1|OTTMUSG00000047309.1|OTTMUST00000122306.1|Gm21294-001|Gm21294|934|UTR5:1-73|CDS:74-742|UTR3:743-934|           False\n",
+       "ENSMUST00000188269.1|ENSMUSG00000100608.1|OTTMUSG00000047316.1|OTTMUST00000122318.1|Gm21996-001|Gm21996|931|UTR5:1-58|CDS:59-727|UTR3:728-931|           False\n",
+       "ENSMUST00000190558.6|ENSMUSG00000096178.7|OTTMUSG00000047352.1|OTTMUST00000122361.1|Gm20837-001|Gm20837|844|UTR5:1-73|CDS:74-640|UTR3:641-844|           False\n",
+       "ENSMUST00000178446.1|ENSMUSG00000096178.7|OTTMUSG00000047352.1|-|Gm20837-201|Gm20837|498|CDS:1-498|                                                      False\n",
+       "ENSMUST00000177893.1|ENSMUSG00000095366.1|-|-|Gm21860-201|Gm21860|309|CDS:1-309|                                                                         False\n",
+       "ENSMUST00000179483.7|ENSMUSG00000096768.7|-|-|Erdr1-204|Erdr1|688|UTR5:1-70|CDS:71-688|                                                                  False\n",
+       "ENSMUST00000177591.1|ENSMUSG00000096768.7|-|-|Erdr1-201|Erdr1|774|UTR5:1-229|CDS:230-757|UTR3:758-774|                                                   False\n",
+       "ENSMUST00000177671.7|ENSMUSG00000096768.7|-|-|Erdr1-202|Erdr1|708|UTR5:1-159|CDS:160-528|UTR3:529-708|                                                   False\n",
+       "ENSMUST00000179077.1|ENSMUSG00000096768.7|-|-|Erdr1-203|Erdr1|887|UTR5:1-74|CDS:75-512|UTR3:513-887|                                                     False\n",
+       "ENSMUST00000179623.1|ENSMUSG00000096850.1|-|-|Gm21748-201|Gm21748|309|CDS:1-309|                                                                         False\n",
+       "ENSMUST00000082392.1|ENSMUSG00000064341.1|-|-|mt-Nd1-201|mt-Nd1|957|CDS:1-957|                                                                            True\n",
+       "ENSMUST00000082396.1|ENSMUSG00000064345.1|-|-|mt-Nd2-201|mt-Nd2|1038|CDS:1-1038|                                                                          True\n",
+       "ENSMUST00000082402.1|ENSMUSG00000064351.1|-|-|mt-Co1-201|mt-Co1|1545|CDS:1-1545|                                                                          True\n",
+       "ENSMUST00000082405.1|ENSMUSG00000064354.1|-|-|mt-Co2-201|mt-Co2|684|CDS:1-684|                                                                            True\n",
+       "ENSMUST00000082407.1|ENSMUSG00000064356.3|-|-|mt-Atp8-201|mt-Atp8|204|CDS:1-204|                                                                          True\n",
+       "ENSMUST00000082408.1|ENSMUSG00000064357.1|-|-|mt-Atp6-201|mt-Atp6|681|CDS:1-681|                                                                          True\n",
+       "ENSMUST00000082409.1|ENSMUSG00000064358.1|-|-|mt-Co3-201|mt-Co3|784|CDS:1-784|                                                                            True\n",
+       "ENSMUST00000082411.1|ENSMUSG00000064360.1|-|-|mt-Nd3-201|mt-Nd3|348|CDS:1-348|                                                                            True\n",
+       "ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|mt-Nd4l-201|mt-Nd4l|297|CDS:1-297|                                                                          True\n",
+       "ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|mt-Nd4-201|mt-Nd4|1378|CDS:1-1378|                                                                          True\n",
+       "ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|mt-Nd5-201|mt-Nd5|1824|CDS:1-1824|                                                                          True\n",
+       "ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|mt-Nd6-201|mt-Nd6|519|CDS:1-519|                                                                            True\n",
+       "ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|mt-Cytb-201|mt-Cytb|1144|CDS:1-1144|                                                                        True\n",
+       "dtype: bool"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "(kallisto_log2_tpm > 1).sum(axis=1) >= 1"
    ]
@@ -797,7 +2138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 60,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -810,7 +2151,408 @@
     },
     "scrolled": false
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.952259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|</th>\n",
+       "      <td>0.278669</td>\n",
+       "      <td>2.769812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|</th>\n",
+       "      <td>3.174784</td>\n",
+       "      <td>2.992448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000081551.13|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111602.1|Tcea1-001|Tcea1|2547|UTR5:1-100|CDS:101-1006|UTR3:1007-2547|</th>\n",
+       "      <td>6.947351</td>\n",
+       "      <td>1.058026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000002533.14|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072687.1|Rgs20-002|Rgs20|1778|UTR5:1-160|CDS:161-880|UTR3:881-1778|</th>\n",
+       "      <td>2.795065</td>\n",
+       "      <td>4.141637</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000192847.5|ENSMUSG00000033793.12|OTTMUSG00000050145.9|OTTMUST00000127492.1|Atp6v1h-003|Atp6v1h|1662|UTR5:1-161|CDS:162-1487|UTR3:1488-1662|</th>\n",
+       "      <td>1.774490</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000159906.7|ENSMUSG00000025907.14|OTTMUSG00000033467.12|OTTMUST00000084214.2|Rb1cc1-009|Rb1cc1|656|UTR5:1-375|CDS:376-656|</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.568701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000088658.10|ENSMUSG00000025912.16|OTTMUSG00000034736.3|OTTMUST00000088260.1|Mybl1-001|Mybl1|4980|UTR5:1-255|CDS:256-2511|UTR3:2512-4980|</th>\n",
+       "      <td>0.775518</td>\n",
+       "      <td>1.389170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000052843.11|ENSMUSG00000046101.16|OTTMUSG00000021854.3|OTTMUST00000051859.1|Mcmdc2-001|Mcmdc2|2826|UTR5:1-97|CDS:98-1141|UTR3:1142-2826|</th>\n",
+       "      <td>2.036728</td>\n",
+       "      <td>0.237117</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000118098.2|ENSMUSG00000046101.16|OTTMUSG00000021854.3|OTTMUST00000078010.2|Mcmdc2-003|Mcmdc2|2072|UTR5:1-405|CDS:406-1482|UTR3:1483-2072|</th>\n",
+       "      <td>0.234414</td>\n",
+       "      <td>2.070753</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000183059.1|ENSMUSG00000046101.16|OTTMUSG00000021854.3|OTTMUST00000113822.1|Mcmdc2-005|Mcmdc2|749|CDS:1-77|UTR3:78-749|</th>\n",
+       "      <td>7.079271</td>\n",
+       "      <td>8.468359</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027050.9|ENSMUSG00000025917.9|OTTMUSG00000029459.3|OTTMUST00000072996.2|Cops5-001|Cops5|1698|UTR5:1-315|CDS:316-1320|UTR3:1321-1698|</th>\n",
+       "      <td>6.723326</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000186528.6|ENSMUSG00000025917.9|OTTMUSG00000029459.3|OTTMUST00000118982.1|Cops5-006|Cops5|962|UTR5:1-129|CDS:130-276|UTR3:277-962|</th>\n",
+       "      <td>4.856129</td>\n",
+       "      <td>0.246389</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000191012.6|ENSMUSG00000056763.16|OTTMUSG00000027401.8|OTTMUST00000118986.2|Cspp1-019|Cspp1|345|UTR5:1-135|CDS:136-345|</th>\n",
+       "      <td>4.375331</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000122156.7|ENSMUSG00000056763.16|OTTMUSG00000027401.8|OTTMUST00000067947.1|Cspp1-006|Cspp1|2535|UTR5:1-117|CDS:118-1077|UTR3:1078-2535|</th>\n",
+       "      <td>3.466614</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000155974.7|ENSMUSG00000056763.16|OTTMUSG00000027401.8|OTTMUST00000067949.4|Cspp1-008|Cspp1|445|UTR5:1-139|CDS:140-445|</th>\n",
+       "      <td>3.035826</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000188449.6|ENSMUSG00000056763.16|OTTMUSG00000027401.8|OTTMUST00000118993.1|Cspp1-024|Cspp1|538|CDS:1-317|UTR3:318-538|</th>\n",
+       "      <td>6.619077</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000088615.10|ENSMUSG00000067851.11|OTTMUSG00000033923.2|OTTMUST00000085577.1|Arfgef1-002|Arfgef1|6978|UTR5:1-176|CDS:177-5717|UTR3:5718-6978|</th>\n",
+       "      <td>6.223523</td>\n",
+       "      <td>2.219540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027056.11|ENSMUSG00000048960.13|OTTMUSG00000047927.1|OTTMUST00000123246.1|Prex2-001|Prex2|11053|UTR5:1-328|CDS:329-5125|UTR3:5126-11053|</th>\n",
+       "      <td>1.736847</td>\n",
+       "      <td>0.056283</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000188154.1|ENSMUSG00000048960.13|OTTMUSG00000047927.1|OTTMUST00000123253.1|Prex2-006|Prex2|843|CDS:1-122|UTR3:123-843|</th>\n",
+       "      <td>1.547519</td>\n",
+       "      <td>5.895499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000171690.8|ENSMUSG00000057715.13|OTTMUSG00000033915.2|-|A830018L16Rik-201|A830018L16Rik|6158|UTR5:1-464|CDS:465-1331|UTR3:1332-6158|</th>\n",
+       "      <td>1.597393</td>\n",
+       "      <td>2.705801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000188454.6|ENSMUSG00000025938.16|OTTMUSG00000022327.2|OTTMUST00000053228.2|Slco5a1-001|Slco5a1|8463|UTR5:1-591|CDS:592-3144|UTR3:3145-8463|</th>\n",
+       "      <td>0.056284</td>\n",
+       "      <td>3.506221</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000136197.7|ENSMUSG00000025938.16|OTTMUSG00000022327.2|OTTMUST00000053230.2|Slco5a1-003|Slco5a1|5123|UTR5:1-640|CDS:641-2617|UTR3:2618-5123|</th>\n",
+       "      <td>0.027134</td>\n",
+       "      <td>6.674800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027068.10|ENSMUSG00000025935.10|OTTMUSG00000049113.1|OTTMUST00000125384.1|Tram1-001|Tram1|2938|UTR5:1-188|CDS:189-1313|UTR3:1314-2938|</th>\n",
+       "      <td>5.431071</td>\n",
+       "      <td>0.201256</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027071.6|ENSMUSG00000025937.6|OTTMUSG00000021599.3|OTTMUST00000051280.2|Lactb2-001|Lactb2|4494|UTR5:1-96|CDS:97-963|UTR3:964-4494|</th>\n",
+       "      <td>3.940599</td>\n",
+       "      <td>4.778224</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000041447.4|ENSMUSG00000032769.4|OTTMUSG00000049207.1|OTTMUST00000125545.1|Trpa1-001|Trpa1|4263|UTR5:1-27|CDS:28-3405|UTR3:3406-4263|</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.086301</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000188371.6|ENSMUSG00000025925.14|OTTMUSG00000047984.2|OTTMUST00000123359.2|Terf1-001|Terf1|2268|UTR5:1-32|CDS:33-1298|UTR3:1299-2268|</th>\n",
+       "      <td>0.535847</td>\n",
+       "      <td>5.333087</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000115367.7|ENSMUSG00000067795.13|OTTMUSG00000022165.2|OTTMUST00000052635.1|4930444P10Rik-003|4930444P10Rik|868|UTR5:1-163|CDS:164-721|UTR3:722-868|</th>\n",
+       "      <td>3.591404</td>\n",
+       "      <td>4.592032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000058437.13|ENSMUSG00000043716.13|OTTMUSG00000016936.3|OTTMUST00000041073.2|Rpl7-001|Rpl7|1163|UTR5:1-284|CDS:285-1097|UTR3:1098-1163|</th>\n",
+       "      <td>9.557749</td>\n",
+       "      <td>9.656554</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000149566.1|ENSMUSG00000043716.13|OTTMUSG00000016936.3|OTTMUST00000041075.2|Rpl7-003|Rpl7|838|CDS:1-838|</th>\n",
+       "      <td>8.027635</td>\n",
+       "      <td>7.302383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000112172.3|ENSMUSG00000049775.16|OTTMUSG00000019572.3|OTTMUST00000046738.1|Tmsb4x-001|Tmsb4x|768|UTR5:1-225|CDS:226-360|UTR3:361-768|</th>\n",
+       "      <td>13.768288</td>\n",
+       "      <td>14.830347</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000112176.7|ENSMUSG00000049775.16|OTTMUSG00000019572.3|OTTMUST00000046739.2|Tmsb4x-002|Tmsb4x|698|UTR5:1-139|CDS:140-292|UTR3:293-698|</th>\n",
+       "      <td>4.358734</td>\n",
+       "      <td>6.675759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000112175.1|ENSMUSG00000049775.16|OTTMUSG00000019572.3|OTTMUST00000046740.1|Tmsb4x-003|Tmsb4x|864|UTR5:1-502|CDS:503-655|UTR3:656-864|</th>\n",
+       "      <td>0.653129</td>\n",
+       "      <td>8.543295</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000112137.1|ENSMUSG00000031358.17|OTTMUSG00000019558.2|OTTMUST00000046702.2|Msl3-002|Msl3|2316|UTR5:1-163|CDS:164-1564|UTR3:1565-2316|</th>\n",
+       "      <td>0.094384</td>\n",
+       "      <td>1.071969</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000112129.7|ENSMUSG00000031355.16|OTTMUSG00000019560.4|OTTMUST00000046950.1|Arhgap6-006|Arhgap6|2487|UTR5:1-211|CDS:212-1369|UTR3:1370-2487|</th>\n",
+       "      <td>2.217563</td>\n",
+       "      <td>2.394953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000154638.8|ENSMUSG00000031352.10|OTTMUSG00000019596.2|OTTMUST00000046816.2|Hccs-003|Hccs|3310|UTR5:1-239|CDS:240-521|UTR3:522-3310|</th>\n",
+       "      <td>0.693446</td>\n",
+       "      <td>1.291150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000033717.8|ENSMUSG00000031352.10|OTTMUSG00000019596.2|OTTMUST00000046815.1|Hccs-002|Hccs|2320|UTR5:1-207|CDS:208-1026|UTR3:1027-2320|</th>\n",
+       "      <td>5.285036</td>\n",
+       "      <td>0.090573</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000115894.2|ENSMUSG00000069053.11|OTTMUSG00000045273.1|-|Uba1y-201|Uba1y|3981|UTR5:1-102|CDS:103-3279|UTR3:3280-3981|</th>\n",
+       "      <td>2.265662</td>\n",
+       "      <td>3.909082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000189069.6|ENSMUSG00000056673.14|OTTMUSG00000045277.1|OTTMUST00000118912.1|Kdm5d-004|Kdm5d|2177|UTR5:1-178|CDS:179-1609|UTR3:1610-2177|</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.415645</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000055032.13|ENSMUSG00000056673.14|OTTMUSG00000045277.1|OTTMUST00000118913.1|Kdm5d-001|Kdm5d|7974|UTR5:1-176|CDS:177-4823|UTR3:4824-7974|</th>\n",
+       "      <td>3.009652</td>\n",
+       "      <td>3.433922</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000186726.6|ENSMUSG00000056673.14|OTTMUSG00000045277.1|OTTMUST00000118916.1|Kdm5d-002|Kdm5d|5916|UTR5:1-128|CDS:129-944|UTR3:945-5916|</th>\n",
+       "      <td>1.715568</td>\n",
+       "      <td>2.865436</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000143958.7|ENSMUSG00000068457.14|OTTMUSG00000032814.5|OTTMUST00000081730.2|Uty-002|Uty|2903|UTR5:1-126|CDS:127-363|UTR3:364-2903|</th>\n",
+       "      <td>1.169130</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000091190.11|ENSMUSG00000069045.11|OTTMUSG00000045279.1|OTTMUST00000118924.1|Ddx3y-001|Ddx3y|4600|UTR5:1-106|CDS:107-2083|UTR3:2084-4600|</th>\n",
+       "      <td>0.420181</td>\n",
+       "      <td>1.121188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000091178.1|ENSMUSG00000069036.3|OTTMUSG00000045384.2|OTTMUST00000119113.2|Sry-001|Sry|1188|CDS:1-1188|</th>\n",
+       "      <td>2.305509</td>\n",
+       "      <td>1.958223</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000190391.1|ENSMUSG00000096706.2|OTTMUSG00000045647.2|OTTMUST00000119534.2|Gm21854-001|Gm21854|1480|UTR5:1-662|CDS:663-1361|UTR3:1362-1480|</th>\n",
+       "      <td>1.386447</td>\n",
+       "      <td>0.904086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000185926.1|ENSMUSG00000096036.2|OTTMUSG00000045661.2|OTTMUST00000119556.2|Gm21778-001|Gm21778|1482|UTR5:1-660|CDS:661-1359|UTR3:1360-1482|</th>\n",
+       "      <td>3.411056</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000189201.1|ENSMUSG00000094484.2|OTTMUSG00000045867.2|OTTMUST00000119866.2|Gm21244-001|Gm21244|3115|UTR5:1-405|CDS:406-1089|UTR3:1090-3115|</th>\n",
+       "      <td>6.108443</td>\n",
+       "      <td>7.190151</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082392.1|ENSMUSG00000064341.1|-|-|mt-Nd1-201|mt-Nd1|957|CDS:1-957|</th>\n",
+       "      <td>10.386110</td>\n",
+       "      <td>12.218548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082396.1|ENSMUSG00000064345.1|-|-|mt-Nd2-201|mt-Nd2|1038|CDS:1-1038|</th>\n",
+       "      <td>9.128672</td>\n",
+       "      <td>11.083306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082402.1|ENSMUSG00000064351.1|-|-|mt-Co1-201|mt-Co1|1545|CDS:1-1545|</th>\n",
+       "      <td>14.110687</td>\n",
+       "      <td>13.061822</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082405.1|ENSMUSG00000064354.1|-|-|mt-Co2-201|mt-Co2|684|CDS:1-684|</th>\n",
+       "      <td>13.673254</td>\n",
+       "      <td>13.407600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082407.1|ENSMUSG00000064356.3|-|-|mt-Atp8-201|mt-Atp8|204|CDS:1-204|</th>\n",
+       "      <td>13.960626</td>\n",
+       "      <td>14.381415</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082408.1|ENSMUSG00000064357.1|-|-|mt-Atp6-201|mt-Atp6|681|CDS:1-681|</th>\n",
+       "      <td>13.435566</td>\n",
+       "      <td>13.835251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082409.1|ENSMUSG00000064358.1|-|-|mt-Co3-201|mt-Co3|784|CDS:1-784|</th>\n",
+       "      <td>13.366910</td>\n",
+       "      <td>13.871424</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082411.1|ENSMUSG00000064360.1|-|-|mt-Nd3-201|mt-Nd3|348|CDS:1-348|</th>\n",
+       "      <td>10.291689</td>\n",
+       "      <td>10.614544</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|mt-Nd4l-201|mt-Nd4l|297|CDS:1-297|</th>\n",
+       "      <td>10.235930</td>\n",
+       "      <td>11.969117</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|mt-Nd4-201|mt-Nd4|1378|CDS:1-1378|</th>\n",
+       "      <td>10.380158</td>\n",
+       "      <td>11.326160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|mt-Nd5-201|mt-Nd5|1824|CDS:1-1824|</th>\n",
+       "      <td>9.938436</td>\n",
+       "      <td>10.430975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|mt-Nd6-201|mt-Nd6|519|CDS:1-519|</th>\n",
+       "      <td>9.172783</td>\n",
+       "      <td>10.414791</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|mt-Cytb-201|mt-Cytb|1144|CDS:1-1144|</th>\n",
+       "      <td>12.192564</td>\n",
+       "      <td>12.669727</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9383 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                          s10        s13\n",
+       "target_id                                                               \n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTM...   0.000000   3.952259\n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTM...   0.278669   2.769812\n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTT...   3.174784   2.992448\n",
+       "ENSMUST00000081551.13|ENSMUSG00000033813.15|OTT...   6.947351   1.058026\n",
+       "ENSMUST00000002533.14|ENSMUSG00000002459.17|OTT...   2.795065   4.141637\n",
+       "ENSMUST00000192847.5|ENSMUSG00000033793.12|OTTM...   1.774490   0.000000\n",
+       "ENSMUST00000159906.7|ENSMUSG00000025907.14|OTTM...   0.000000   7.568701\n",
+       "ENSMUST00000088658.10|ENSMUSG00000025912.16|OTT...   0.775518   1.389170\n",
+       "ENSMUST00000052843.11|ENSMUSG00000046101.16|OTT...   2.036728   0.237117\n",
+       "ENSMUST00000118098.2|ENSMUSG00000046101.16|OTTM...   0.234414   2.070753\n",
+       "ENSMUST00000183059.1|ENSMUSG00000046101.16|OTTM...   7.079271   8.468359\n",
+       "ENSMUST00000027050.9|ENSMUSG00000025917.9|OTTMU...   6.723326   0.000000\n",
+       "ENSMUST00000186528.6|ENSMUSG00000025917.9|OTTMU...   4.856129   0.246389\n",
+       "ENSMUST00000191012.6|ENSMUSG00000056763.16|OTTM...   4.375331   0.000000\n",
+       "ENSMUST00000122156.7|ENSMUSG00000056763.16|OTTM...   3.466614   0.000000\n",
+       "ENSMUST00000155974.7|ENSMUSG00000056763.16|OTTM...   3.035826   0.000000\n",
+       "ENSMUST00000188449.6|ENSMUSG00000056763.16|OTTM...   6.619077   0.000000\n",
+       "ENSMUST00000088615.10|ENSMUSG00000067851.11|OTT...   6.223523   2.219540\n",
+       "ENSMUST00000027056.11|ENSMUSG00000048960.13|OTT...   1.736847   0.056283\n",
+       "ENSMUST00000188154.1|ENSMUSG00000048960.13|OTTM...   1.547519   5.895499\n",
+       "ENSMUST00000171690.8|ENSMUSG00000057715.13|OTTM...   1.597393   2.705801\n",
+       "ENSMUST00000188454.6|ENSMUSG00000025938.16|OTTM...   0.056284   3.506221\n",
+       "ENSMUST00000136197.7|ENSMUSG00000025938.16|OTTM...   0.027134   6.674800\n",
+       "ENSMUST00000027068.10|ENSMUSG00000025935.10|OTT...   5.431071   0.201256\n",
+       "ENSMUST00000027071.6|ENSMUSG00000025937.6|OTTMU...   3.940599   4.778224\n",
+       "ENSMUST00000041447.4|ENSMUSG00000032769.4|OTTMU...   0.000000   2.086301\n",
+       "ENSMUST00000188371.6|ENSMUSG00000025925.14|OTTM...   0.535847   5.333087\n",
+       "ENSMUST00000115367.7|ENSMUSG00000067795.13|OTTM...   3.591404   4.592032\n",
+       "ENSMUST00000058437.13|ENSMUSG00000043716.13|OTT...   9.557749   9.656554\n",
+       "ENSMUST00000149566.1|ENSMUSG00000043716.13|OTTM...   8.027635   7.302383\n",
+       "...                                                       ...        ...\n",
+       "ENSMUST00000112172.3|ENSMUSG00000049775.16|OTTM...  13.768288  14.830347\n",
+       "ENSMUST00000112176.7|ENSMUSG00000049775.16|OTTM...   4.358734   6.675759\n",
+       "ENSMUST00000112175.1|ENSMUSG00000049775.16|OTTM...   0.653129   8.543295\n",
+       "ENSMUST00000112137.1|ENSMUSG00000031358.17|OTTM...   0.094384   1.071969\n",
+       "ENSMUST00000112129.7|ENSMUSG00000031355.16|OTTM...   2.217563   2.394953\n",
+       "ENSMUST00000154638.8|ENSMUSG00000031352.10|OTTM...   0.693446   1.291150\n",
+       "ENSMUST00000033717.8|ENSMUSG00000031352.10|OTTM...   5.285036   0.090573\n",
+       "ENSMUST00000115894.2|ENSMUSG00000069053.11|OTTM...   2.265662   3.909082\n",
+       "ENSMUST00000189069.6|ENSMUSG00000056673.14|OTTM...   0.000000   1.415645\n",
+       "ENSMUST00000055032.13|ENSMUSG00000056673.14|OTT...   3.009652   3.433922\n",
+       "ENSMUST00000186726.6|ENSMUSG00000056673.14|OTTM...   1.715568   2.865436\n",
+       "ENSMUST00000143958.7|ENSMUSG00000068457.14|OTTM...   1.169130   0.000000\n",
+       "ENSMUST00000091190.11|ENSMUSG00000069045.11|OTT...   0.420181   1.121188\n",
+       "ENSMUST00000091178.1|ENSMUSG00000069036.3|OTTMU...   2.305509   1.958223\n",
+       "ENSMUST00000190391.1|ENSMUSG00000096706.2|OTTMU...   1.386447   0.904086\n",
+       "ENSMUST00000185926.1|ENSMUSG00000096036.2|OTTMU...   3.411056   0.000000\n",
+       "ENSMUST00000189201.1|ENSMUSG00000094484.2|OTTMU...   6.108443   7.190151\n",
+       "ENSMUST00000082392.1|ENSMUSG00000064341.1|-|-|m...  10.386110  12.218548\n",
+       "ENSMUST00000082396.1|ENSMUSG00000064345.1|-|-|m...   9.128672  11.083306\n",
+       "ENSMUST00000082402.1|ENSMUSG00000064351.1|-|-|m...  14.110687  13.061822\n",
+       "ENSMUST00000082405.1|ENSMUSG00000064354.1|-|-|m...  13.673254  13.407600\n",
+       "ENSMUST00000082407.1|ENSMUSG00000064356.3|-|-|m...  13.960626  14.381415\n",
+       "ENSMUST00000082408.1|ENSMUSG00000064357.1|-|-|m...  13.435566  13.835251\n",
+       "ENSMUST00000082409.1|ENSMUSG00000064358.1|-|-|m...  13.366910  13.871424\n",
+       "ENSMUST00000082411.1|ENSMUSG00000064360.1|-|-|m...  10.291689  10.614544\n",
+       "ENSMUST00000084013.1|ENSMUSG00000065947.3|-|-|m...  10.235930  11.969117\n",
+       "ENSMUST00000082414.1|ENSMUSG00000064363.1|-|-|m...  10.380158  11.326160\n",
+       "ENSMUST00000082418.1|ENSMUSG00000064367.1|-|-|m...   9.938436  10.430975\n",
+       "ENSMUST00000082419.1|ENSMUSG00000064368.1|-|-|m...   9.172783  10.414791\n",
+       "ENSMUST00000082421.1|ENSMUSG00000064370.1|-|-|m...  12.192564  12.669727\n",
+       "\n",
+       "[9383 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "expressed_genes = (kallisto_log2_tpm > 1).sum(axis=1) >= 1\n",
     "kallisto_log2_tpm.loc[expressed_genes]"
@@ -834,7 +2576,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -846,7 +2588,76 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(9383, 2)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.952259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|</th>\n",
+       "      <td>0.278669</td>\n",
+       "      <td>2.769812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|</th>\n",
+       "      <td>3.174784</td>\n",
+       "      <td>2.992448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000081551.13|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111602.1|Tcea1-001|Tcea1|2547|UTR5:1-100|CDS:101-1006|UTR3:1007-2547|</th>\n",
+       "      <td>6.947351</td>\n",
+       "      <td>1.058026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000002533.14|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072687.1|Rgs20-002|Rgs20|1778|UTR5:1-160|CDS:161-880|UTR3:881-1778|</th>\n",
+       "      <td>2.795065</td>\n",
+       "      <td>4.141637</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                         s10       s13\n",
+       "target_id                                                             \n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTM...  0.000000  3.952259\n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTM...  0.278669  2.769812\n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTT...  3.174784  2.992448\n",
+       "ENSMUST00000081551.13|ENSMUSG00000033813.15|OTT...  6.947351  1.058026\n",
+       "ENSMUST00000002533.14|ENSMUSG00000002459.17|OTT...  2.795065  4.141637"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm_expressed = kallisto_log2_tpm.loc[expressed_genes]\n",
     "print(kallisto_log2_tpm_expressed.shape)\n",
@@ -871,7 +2682,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 62,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -883,7 +2694,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b901c35a710>"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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P4MzEwx4XQmwrx/EQEZExlSWUAHwfwHMANqruXyOEWFOmY6AK8PpD2LClG32DY+hsbcDy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\nTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b901df6d198>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.jointplot('s10', 's13', kallisto_log2_tpm_expressed)"
    ]
@@ -906,7 +2738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 96,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -918,14 +2750,36 @@
      "solution": true
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b9025f175f8>"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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/7hmu+BMoC7GShVu1VbhWWXdnb3y+6GjvEFqaa5PLAoUjUcXCqqkVeKmhFo5E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\nYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b9025f17f60>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# YOUR CODE HERE"
+    "from scipy.stats import spearmanr\n",
+    "sns.jointplot('s10', 's13', kallisto_log2_tpm_expressed, stat_func=spearmanr)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 97,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -961,7 +2815,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 113,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -973,10 +2827,123 @@
      "solution": false
     }
    },
-   "outputs": [],
-   "source": [
-    "s10_featurecounts = pd.read_table('s10_featureCounts.txt')\n",
-    "print(s10_featurecounts.shape)\n",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(46984, 1)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam  \n",
+       "Geneid                                                                                                  \n",
+       "ENSMUSG00000102693.1                                                  0                                 \n",
+       "ENSMUSG00000064842.1                                                980                                 \n",
+       "ENSMUSG00000051951.5                                                  0                                 \n",
+       "ENSMUSG00000102851.1                                                  0                                 \n",
+       "ENSMUSG00000103377.1                                                  0                                 "
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s10_featureCounts = pd.read_table('s10_featureCounts.txt')\n",
+    "print(s10_featureCounts.shape)\n",
     "s10_featurecounts.head()"
    ]
   },
@@ -1001,7 +2968,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 114,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1013,16 +2980,129 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(46983, 6)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam  \n",
+       "Geneid                                                                                                  \n",
+       "ENSMUSG00000102693.1                                                  0                                 \n",
+       "ENSMUSG00000064842.1                                                980                                 \n",
+       "ENSMUSG00000051951.5                                                  0                                 \n",
+       "ENSMUSG00000102851.1                                                  0                                 \n",
+       "ENSMUSG00000103377.1                                                  0                                 "
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s10_featurecounts = pd.read_table('s10_featureCounts.txt',skiprows=1,index_col=0)\n",
     "print(s10_featurecounts.shape)\n",
     "s10_featurecounts.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 115,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1065,7 +3145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 116,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1077,7 +3157,24 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Chr                                                                                 object\n",
+       "Start                                                                               object\n",
+       "End                                                                                 object\n",
+       "Strand                                                                              object\n",
+       "Length                                                                               int64\n",
+       "/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam     int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s10_featurecounts.dtypes"
    ]
@@ -1100,7 +3197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 125,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1113,9 +3210,30 @@
     },
     "scrolled": true
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2b90300075c0>"
+      ]
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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pyVyHx1qw3mZmZr2iFcF5KPBw2d+deVozaerlHSxpLYCkNcBuNcpaXVZWZ42yRgIRET+L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\ncDYzMysYB2czM7OC+f+Lg5LCETshvwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b902e766b00>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "sns.distplot(s10_featurecounts['/home/ucsd-train01/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam'])"
+    "sns.distplot(s10_featurecounts['/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam'])"
    ]
   },
   {
@@ -1136,7 +3254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 119,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1148,7 +3266,18 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "90730267"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s10_featurecounts['Length'].sum()"
    ]
@@ -1173,7 +3302,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 121,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1185,9 +3314,130 @@
      "solution": false
     }
    },
-   "outputs": [],
-   "source": [
-    "reads = s10_featurecounts['/home/ucsd-train01/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam']\n",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam</th>\n",
+       "      <th>new_column</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>980</td>\n",
+       "      <td>44457830.83</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam  \\\n",
+       "Geneid                                                                                                   \n",
+       "ENSMUSG00000102693.1                                                  0                                  \n",
+       "ENSMUSG00000064842.1                                                980                                  \n",
+       "ENSMUSG00000051951.5                                                  0                                  \n",
+       "ENSMUSG00000102851.1                                                  0                                  \n",
+       "ENSMUSG00000103377.1                                                  0                                  \n",
+       "\n",
+       "                       new_column  \n",
+       "Geneid                             \n",
+       "ENSMUSG00000102693.1         0.00  \n",
+       "ENSMUSG00000064842.1  44457830.83  \n",
+       "ENSMUSG00000051951.5         0.00  \n",
+       "ENSMUSG00000102851.1         0.00  \n",
+       "ENSMUSG00000103377.1         0.00  "
+      ]
+     },
+     "execution_count": 121,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "reads = s10_featurecounts['/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam']\n",
     "\n",
     "s10_featurecounts['new_column'] = (s10_featurecounts['Length'].sum() * reads)/2e3\n",
     "s10_featurecounts.head()"
@@ -1215,7 +3465,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 126,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1227,18 +3477,149 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "reads = s10_featurecounts['/home/ucsd-train01/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam']\n",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam</th>\n",
+       "      <th>new_column</th>\n",
+       "      <th>fpkm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>980</td>\n",
+       "      <td>44457830.83</td>\n",
+       "      <td>151.953838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam  \\\n",
+       "Geneid                                                                                                   \n",
+       "ENSMUSG00000102693.1                                                  0                                  \n",
+       "ENSMUSG00000064842.1                                                980                                  \n",
+       "ENSMUSG00000051951.5                                                  0                                  \n",
+       "ENSMUSG00000102851.1                                                  0                                  \n",
+       "ENSMUSG00000103377.1                                                  0                                  \n",
+       "\n",
+       "                       new_column        fpkm  \n",
+       "Geneid                                         \n",
+       "ENSMUSG00000102693.1         0.00    0.000000  \n",
+       "ENSMUSG00000064842.1  44457830.83  151.953838  \n",
+       "ENSMUSG00000051951.5         0.00    0.000000  \n",
+       "ENSMUSG00000102851.1         0.00    0.000000  \n",
+       "ENSMUSG00000103377.1         0.00    0.000000  "
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "reads = s10_featurecounts['/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam']\n",
+    "\n",
+    "lengths = s10_featurecounts['Length']\n",
+    "N=reads.sum()\n",
+    "s10_featurecounts['fpkm'] = (reads/(lengths*N))*1e9\n",
     "\n",
-    "# YOUR CODE HERE\n",
     "\n",
     "s10_featurecounts.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 127,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1251,7 +3632,19 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AssertionError",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-127-7127de34608d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32massert\u001b[0m \u001b[0ms10_featurecounts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ENSMUSG00000064842.1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'fpkm'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m151.9538381109796\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m: "
+     ]
+    }
+   ],
    "source": [
     "assert s10_featurecounts.loc['ENSMUSG00000064842.1', 'fpkm'] == 151.9538381109796"
    ]
@@ -1274,7 +3667,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 128,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1286,7 +3679,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2b902fef1be0>"
+      ]
+     },
+     "execution_count": 128,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b902ff45d30>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.distplot(s10_featurecounts['fpkm'])"
    ]
@@ -1313,7 +3727,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 129,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1325,15 +3739,152 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam</th>\n",
+       "      <th>new_column</th>\n",
+       "      <th>fpkm</th>\n",
+       "      <th>tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>980</td>\n",
+       "      <td>44457830.83</td>\n",
+       "      <td>151.953838</td>\n",
+       "      <td>260.827361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam  \\\n",
+       "Geneid                                                                                                   \n",
+       "ENSMUSG00000102693.1                                                  0                                  \n",
+       "ENSMUSG00000064842.1                                                980                                  \n",
+       "ENSMUSG00000051951.5                                                  0                                  \n",
+       "ENSMUSG00000102851.1                                                  0                                  \n",
+       "ENSMUSG00000103377.1                                                  0                                  \n",
+       "\n",
+       "                       new_column        fpkm         tpm  \n",
+       "Geneid                                                     \n",
+       "ENSMUSG00000102693.1         0.00    0.000000    0.000000  \n",
+       "ENSMUSG00000064842.1  44457830.83  151.953838  260.827361  \n",
+       "ENSMUSG00000051951.5         0.00    0.000000    0.000000  \n",
+       "ENSMUSG00000102851.1         0.00    0.000000    0.000000  \n",
+       "ENSMUSG00000103377.1         0.00    0.000000    0.000000  "
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "FPKM = s10_featurecounts['fpkm']\n",
+    "sum = FPKM.sum()\n",
+    "s10_featurecounts['tpm'] = (FPKM/sum)*10**6\n",
     "s10_featurecounts.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 130,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1346,7 +3897,19 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AssertionError",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-130-a2bda95a3e68>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32massert\u001b[0m \u001b[0ms10_featurecounts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ENSMUSG00000064842.1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'tpm'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m260.82736102245372\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m: "
+     ]
+    }
+   ],
    "source": [
     "assert s10_featurecounts.loc['ENSMUSG00000064842.1', 'tpm'] == 260.82736102245372"
    ]
@@ -1369,7 +3932,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 131,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1381,7 +3944,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2b902fb3fb38>"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b902fe56d68>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.distplot(s10_featurecounts['tpm'])"
    ]
@@ -1404,7 +3988,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 132,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1416,7 +4000,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b902796a978>"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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8JEnFMfwkScUx/CRJxTH8JEnFMfwkScUx/CRJxTH8JEnFMfwkScUx/CRJxTH8JEnFMfwk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\nhL1SZntOAOZm5vO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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b902796a898>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.jointplot('fpkm', 'tpm', s10_featurecounts)"
    ]
@@ -1441,7 +4046,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 133,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1453,15 +4058,157 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam</th>\n",
+       "      <th>new_column</th>\n",
+       "      <th>fpkm</th>\n",
+       "      <th>tpm</th>\n",
+       "      <th>log2_tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>980</td>\n",
+       "      <td>44457830.83</td>\n",
+       "      <td>151.953838</td>\n",
+       "      <td>260.827361</td>\n",
+       "      <td>8.032472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S10.Aligned.out.sorted.bam  \\\n",
+       "Geneid                                                                                                   \n",
+       "ENSMUSG00000102693.1                                                  0                                  \n",
+       "ENSMUSG00000064842.1                                                980                                  \n",
+       "ENSMUSG00000051951.5                                                  0                                  \n",
+       "ENSMUSG00000102851.1                                                  0                                  \n",
+       "ENSMUSG00000103377.1                                                  0                                  \n",
+       "\n",
+       "                       new_column        fpkm         tpm  log2_tpm  \n",
+       "Geneid                                                               \n",
+       "ENSMUSG00000102693.1         0.00    0.000000    0.000000  0.000000  \n",
+       "ENSMUSG00000064842.1  44457830.83  151.953838  260.827361  8.032472  \n",
+       "ENSMUSG00000051951.5         0.00    0.000000    0.000000  0.000000  \n",
+       "ENSMUSG00000102851.1         0.00    0.000000    0.000000  0.000000  \n",
+       "ENSMUSG00000103377.1         0.00    0.000000    0.000000  0.000000  "
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s10_featurecounts['log2_tpm'] = np.log2(s10_featurecounts['tpm']+1)\n",
     "s10_featurecounts.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 134,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1499,7 +4246,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 135,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1511,7 +4258,69 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>target_id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.952259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051163.2|Lypla1-002|Lypla1|1136|UTR5:1-126|CDS:127-801|UTR3:802-1136|</th>\n",
+       "      <td>0.278669</td>\n",
+       "      <td>2.769812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000027036.10|ENSMUSG00000025903.14|OTTMUSG00000021562.4|OTTMUST00000051162.1|Lypla1-001|Lypla1|2507|UTR5:1-91|CDS:92-784|UTR3:785-2507|</th>\n",
+       "      <td>3.174784</td>\n",
+       "      <td>2.992448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000081551.13|ENSMUSG00000033813.15|OTTMUSG00000042348.1|OTTMUST00000111602.1|Tcea1-001|Tcea1|2547|UTR5:1-100|CDS:101-1006|UTR3:1007-2547|</th>\n",
+       "      <td>6.947351</td>\n",
+       "      <td>1.058026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUST00000002533.14|ENSMUSG00000002459.17|OTTMUSG00000029338.4|OTTMUST00000072687.1|Rgs20-002|Rgs20|1778|UTR5:1-160|CDS:161-880|UTR3:881-1778|</th>\n",
+       "      <td>2.795065</td>\n",
+       "      <td>4.141637</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                         s10       s13\n",
+       "target_id                                                             \n",
+       "ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTM...  0.000000  3.952259\n",
+       "ENSMUST00000134384.7|ENSMUSG00000025903.14|OTTM...  0.278669  2.769812\n",
+       "ENSMUST00000027036.10|ENSMUSG00000025903.14|OTT...  3.174784  2.992448\n",
+       "ENSMUST00000081551.13|ENSMUSG00000033813.15|OTT...  6.947351  1.058026\n",
+       "ENSMUST00000002533.14|ENSMUSG00000002459.17|OTT...  2.795065  4.141637"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm_expressed.head()"
    ]
@@ -1536,7 +4345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 136,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1548,7 +4357,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['ENSMUST00000146665.2',\n",
+       " 'ENSMUSG00000033845.13',\n",
+       " 'OTTMUSG00000029329.3',\n",
+       " 'OTTMUST00000072662.2',\n",
+       " 'Mrpl15-004',\n",
+       " 'Mrpl15',\n",
+       " '1569',\n",
+       " 'UTR5:1-62',\n",
+       " 'CDS:63-569',\n",
+       " 'UTR3:570-1569',\n",
+       " '']"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "s = 'ENSMUST00000146665.2|ENSMUSG00000033845.13|OTTMUSG00000029329.3|OTTMUST00000072662.2|Mrpl15-004|Mrpl15|1569|UTR5:1-62|CDS:63-569|UTR3:570-1569|'\n",
     "s.split('|')"
@@ -1572,7 +4402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 137,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1584,7 +4414,20 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['ENSMUSG00000033845.13', 'ENSMUSG00000025903.14',\n",
+       "       'ENSMUSG00000025903.14', ..., 'ENSMUSG00000064367.1',\n",
+       "       'ENSMUSG00000064368.1', 'ENSMUSG00000064370.1'], dtype=object)"
+      ]
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm_expressed.index.map(lambda x: x.split('|')[1])"
    ]
@@ -1607,7 +4450,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 138,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1619,7 +4462,70 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(9383, 2)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000033845.13</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.952259</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000025903.14</th>\n",
+       "      <td>0.278669</td>\n",
+       "      <td>2.769812</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000025903.14</th>\n",
+       "      <td>3.174784</td>\n",
+       "      <td>2.992448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000033813.15</th>\n",
+       "      <td>6.947351</td>\n",
+       "      <td>1.058026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000002459.17</th>\n",
+       "      <td>2.795065</td>\n",
+       "      <td>4.141637</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            s10       s13\n",
+       "ENSMUSG00000033845.13  0.000000  3.952259\n",
+       "ENSMUSG00000025903.14  0.278669  2.769812\n",
+       "ENSMUSG00000025903.14  3.174784  2.992448\n",
+       "ENSMUSG00000033813.15  6.947351  1.058026\n",
+       "ENSMUSG00000002459.17  2.795065  4.141637"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm_expressed_genes = kallisto_log2_tpm_expressed.copy()\n",
     "kallisto_log2_tpm_expressed_genes.index = kallisto_log2_tpm_expressed.index.map(lambda x: x.split('|')[1])\n",
@@ -1649,7 +4555,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 139,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1661,7 +4567,70 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6733, 2)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>s10</th>\n",
+       "      <th>s13</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000000001.4</th>\n",
+       "      <td>0.273651</td>\n",
+       "      <td>6.259357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000000056.7</th>\n",
+       "      <td>5.218173</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000000058.6</th>\n",
+       "      <td>11.609494</td>\n",
+       "      <td>0.344833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000000078.6</th>\n",
+       "      <td>2.723716</td>\n",
+       "      <td>4.196505</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000000085.16</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.360020</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             s10       s13\n",
+       "ENSMUSG00000000001.4    0.273651  6.259357\n",
+       "ENSMUSG00000000056.7    5.218173  0.000000\n",
+       "ENSMUSG00000000058.6   11.609494  0.344833\n",
+       "ENSMUSG00000000078.6    2.723716  4.196505\n",
+       "ENSMUSG00000000085.16   0.000000  5.360020"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_log2_tpm_expressed_genes_summed = kallisto_log2_tpm_expressed_genes.groupby(level=0, axis=0).sum()\n",
     "print(kallisto_log2_tpm_expressed_genes_summed.shape)\n",
@@ -1686,7 +4655,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 140,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1698,7 +4667,31 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "before aligning: (6733,) (46983,)\n",
+      "after aligning: (46983,) (46983,)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "ENSMUSG00000000001.4     0.273651\n",
+       "ENSMUSG00000000003.15         NaN\n",
+       "ENSMUSG00000000028.14         NaN\n",
+       "ENSMUSG00000000031.15         NaN\n",
+       "ENSMUSG00000000037.16         NaN\n",
+       "Name: s10, dtype: float64"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "x = kallisto_log2_tpm_expressed_genes_summed['s10']\n",
     "y = s10_featurecounts['log2_tpm']\n",
@@ -1727,7 +4720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 141,
    "metadata": {
     "collapsed": true,
     "deletable": false,
@@ -1747,7 +4740,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 142,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1759,7 +4752,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b9027ae2b38>"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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UayHJMtucWX5BSFmCKFkQWPqZt7Bh28G4qcnWjlDliUw64PFMpY3luYUYtWgN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\nAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b9027b1d400>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.jointplot(x, y)"
    ]
@@ -1782,7 +4796,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 143,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1794,7 +4808,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b902e84fd30>"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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7n4zblBu5t2RTbqP9faWbphvvNFy+s+u0hjU5ZRKU1htjfgA8EP75SuDPuWuS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\nrkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b902e84fcf8>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.jointplot(x, y, stat_func=spearmanr)"
    ]
@@ -1819,9 +4854,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 144,
    "metadata": {
-    "collapsed": true,
+    "collapsed": false,
     "deletable": false,
     "nbgrader": {
      "checksum": "503d8c45e06a467b226e593c26d4e775",
@@ -1832,9 +4867,26 @@
      "solution": true
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ENSMUSG00000000001.4     -5.985706\n",
+       "ENSMUSG00000000056.7      5.218173\n",
+       "ENSMUSG00000000058.6     11.264661\n",
+       "ENSMUSG00000000078.6     -1.472789\n",
+       "ENSMUSG00000000085.16    -5.360020\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# YOUR CODE HERE"
+    "kallisto_diff = kallisto_log2_tpm_expressed_genes_summed['s10'] - kallisto_log2_tpm_expressed_genes_summed['s13']\n",
+    "kallisto_diff.head()"
    ]
   },
   {
@@ -1857,7 +4909,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 145,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1869,7 +4921,23 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ENSMUSG00000000001.4     -5.985706\n",
+       "ENSMUSG00000000056.7      5.218173\n",
+       "ENSMUSG00000000058.6     11.264661\n",
+       "ENSMUSG00000000078.6     -1.472789\n",
+       "ENSMUSG00000000085.16    -5.360020\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 145,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_diff = kallisto_log2_tpm_expressed_genes_summed['s10'] - kallisto_log2_tpm_expressed_genes_summed['s13']\n",
     "kallisto_diff.head()"
@@ -1877,7 +4945,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 146,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1889,7 +4957,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2b902e99c208>"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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SfmnuyWldriqSt2gwuPsscD/wHPAW8JS7HzSz+8zst3JtniHoqhwGHgd+O3f8ZeBp4FXg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\nE/Hlh8rb7nUAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b9027e02be0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.distplot(kallisto_diff)"
    ]
@@ -1918,7 +5007,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 147,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1930,7 +5019,30 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(218,)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0    ENSMUSG00000000827.18\n",
+       "1    ENSMUSG00000001418.13\n",
+       "2    ENSMUSG00000002699.12\n",
+       "3    ENSMUSG00000002885.14\n",
+       "4    ENSMUSG00000002996.17\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 147,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_s10_specific = kallisto_diff > (kallisto_diff.mean() + 2*kallisto_diff.std())\n",
     "kallisto_s10_specific_genes = pd.Series(kallisto_s10_specific.index[kallisto_s10_specific])\n",
@@ -1960,7 +5072,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 149,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -1972,17 +5084,59 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(162,)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0     ENSMUSG00000000386.14\n",
+       "1     ENSMUSG00000000399.10\n",
+       "2      ENSMUSG00000000581.8\n",
+       "3     ENSMUSG00000000753.15\n",
+       "4     ENSMUSG00000001127.12\n",
+       "5     ENSMUSG00000001289.12\n",
+       "6     ENSMUSG00000001794.12\n",
+       "7     ENSMUSG00000002845.14\n",
+       "8     ENSMUSG00000004296.14\n",
+       "9     ENSMUSG00000004530.12\n",
+       "10    ENSMUSG00000004561.14\n",
+       "11    ENSMUSG00000004562.16\n",
+       "12    ENSMUSG00000005087.17\n",
+       "13    ENSMUSG00000005107.13\n",
+       "14    ENSMUSG00000005354.15\n",
+       "15    ENSMUSG00000005899.12\n",
+       "16    ENSMUSG00000006333.14\n",
+       "17    ENSMUSG00000006360.11\n",
+       "18    ENSMUSG00000007659.18\n",
+       "19    ENSMUSG00000007812.16\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 149,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "kallisto_diff_swap = kallisto_log2_tpm_expressed_genes_summed['s13'] - kallisto_log2_tpm_expressed_genes_summed['s10']\n",
+    "\n",
+    "kallisto_s13_specific = kallisto_diff_swap > (kallisto_diff_swap.mean() + 2*kallisto_diff_swap.std())\n",
+    "\n",
+    "kallisto_s13_specific_genes = pd.Series(kallisto_s13_specific.index[kallisto_s13_specific])\n",
     "\n",
     "print(kallisto_s13_specific_genes.shape)\n",
-    "kallisto_s13_specific_genes.head()\n"
+    "kallisto_s13_specific_genes.head(20)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 150,
    "metadata": {
     "collapsed": true,
     "deletable": false,
@@ -2022,7 +5176,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 151,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2034,7 +5188,23 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    ENSMUSG00000000386\n",
+       "1    ENSMUSG00000000399\n",
+       "2    ENSMUSG00000000581\n",
+       "3    ENSMUSG00000000753\n",
+       "4    ENSMUSG00000001127\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 151,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "kallisto_s10_specific_genes_ensembl = kallisto_s10_specific_genes.map(lambda x: x.split('.')[0])\n",
     "kallisto_s13_specific_genes_ensembl = kallisto_s13_specific_genes.map(lambda x: x.split('.')[0])\n",
@@ -2059,7 +5229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 152,
    "metadata": {
     "collapsed": true,
     "deletable": false,
@@ -2095,7 +5265,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 153,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2107,7 +5277,37 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "==> kallisto_s10_specific_genes.csv <==\r\n",
+      "ENSMUSG00000000827\r\n",
+      "ENSMUSG00000001418\r\n",
+      "ENSMUSG00000002699\r\n",
+      "ENSMUSG00000002885\r\n",
+      "ENSMUSG00000002996\r\n",
+      "ENSMUSG00000003662\r\n",
+      "ENSMUSG00000003721\r\n",
+      "ENSMUSG00000004266\r\n",
+      "ENSMUSG00000004609\r\n",
+      "ENSMUSG00000004610\r\n",
+      "\r\n",
+      "==> kallisto_s13_specific_genes.csv <==\r\n",
+      "ENSMUSG00000000386\r\n",
+      "ENSMUSG00000000399\r\n",
+      "ENSMUSG00000000581\r\n",
+      "ENSMUSG00000000753\r\n",
+      "ENSMUSG00000001127\r\n",
+      "ENSMUSG00000001289\r\n",
+      "ENSMUSG00000001794\r\n",
+      "ENSMUSG00000002845\r\n",
+      "ENSMUSG00000004296\r\n",
+      "ENSMUSG00000004530\r\n"
+     ]
+    }
+   ],
    "source": [
     "! head kallisto*specific_genes.csv"
    ]
@@ -2151,7 +5351,7 @@
    },
    "outputs": [],
    "source": [
-    "# YOUR CODE HERE"
+    "I cannot find any specific genes that enriched in both case. I need to confirm with TA. Thanks"
    ]
   },
   {
@@ -2179,7 +5379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 155,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2191,16 +5391,162 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(46983, 9)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Chr</th>\n",
+       "      <th>Start</th>\n",
+       "      <th>End</th>\n",
+       "      <th>Strand</th>\n",
+       "      <th>Length</th>\n",
+       "      <th>/home/ucsd-train09/projects/shalek2013/processed_data/S13.Aligned.out.sorted.bam</th>\n",
+       "      <th>fpkm</th>\n",
+       "      <th>tpm</th>\n",
+       "      <th>log2_tpm</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Geneid</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102693.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3073253</td>\n",
+       "      <td>3074322</td>\n",
+       "      <td>+</td>\n",
+       "      <td>1070</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000064842.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3102016</td>\n",
+       "      <td>3102125</td>\n",
+       "      <td>+</td>\n",
+       "      <td>110</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000051951.5</th>\n",
+       "      <td>chr1;chr1;chr1</td>\n",
+       "      <td>3214482;3421702;3670552</td>\n",
+       "      <td>3216968;3421901;3671498</td>\n",
+       "      <td>-;-;-</td>\n",
+       "      <td>3634</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000102851.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3252757</td>\n",
+       "      <td>3253236</td>\n",
+       "      <td>+</td>\n",
+       "      <td>480</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ENSMUSG00000103377.1</th>\n",
+       "      <td>chr1</td>\n",
+       "      <td>3365731</td>\n",
+       "      <td>3368549</td>\n",
+       "      <td>-</td>\n",
+       "      <td>2819</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 Chr                    Start  \\\n",
+       "Geneid                                                          \n",
+       "ENSMUSG00000102693.1            chr1                  3073253   \n",
+       "ENSMUSG00000064842.1            chr1                  3102016   \n",
+       "ENSMUSG00000051951.5  chr1;chr1;chr1  3214482;3421702;3670552   \n",
+       "ENSMUSG00000102851.1            chr1                  3252757   \n",
+       "ENSMUSG00000103377.1            chr1                  3365731   \n",
+       "\n",
+       "                                          End Strand  Length  \\\n",
+       "Geneid                                                         \n",
+       "ENSMUSG00000102693.1                  3074322      +    1070   \n",
+       "ENSMUSG00000064842.1                  3102125      +     110   \n",
+       "ENSMUSG00000051951.5  3216968;3421901;3671498  -;-;-    3634   \n",
+       "ENSMUSG00000102851.1                  3253236      +     480   \n",
+       "ENSMUSG00000103377.1                  3368549      -    2819   \n",
+       "\n",
+       "                      /home/ucsd-train09/projects/shalek2013/processed_data/S13.Aligned.out.sorted.bam  \\\n",
+       "Geneid                                                                                                   \n",
+       "ENSMUSG00000102693.1                                                  0                                  \n",
+       "ENSMUSG00000064842.1                                                  0                                  \n",
+       "ENSMUSG00000051951.5                                                  0                                  \n",
+       "ENSMUSG00000102851.1                                                  0                                  \n",
+       "ENSMUSG00000103377.1                                                  0                                  \n",
+       "\n",
+       "                      fpkm  tpm  log2_tpm  \n",
+       "Geneid                                     \n",
+       "ENSMUSG00000102693.1     0    0         0  \n",
+       "ENSMUSG00000064842.1     0    0         0  \n",
+       "ENSMUSG00000051951.5     0    0         0  \n",
+       "ENSMUSG00000102851.1     0    0         0  \n",
+       "ENSMUSG00000103377.1     0    0         0  "
+      ]
+     },
+     "execution_count": 155,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s13_featurecounts = pd.read_table('s13_featureCounts.txt',skiprows=1,index_col=0)\n",
+    "reads = s13_featurecounts['/home/ucsd-train09/projects/shalek2013/processed_data/S13.Aligned.out.sorted.bam']\n",
+    "s13_featurecounts['fpkm'] = (reads/(s13_featurecounts['Length']*reads.sum()))*1e9\n",
+    "s13_featurecounts['tpm'] = (s13_featurecounts['fpkm']/s13_featurecounts['fpkm'].sum())*1e6\n",
+    "s13_featurecounts['log2_tpm'] = np.log2(s13_featurecounts['tpm']+1)\n",
     "print(s13_featurecounts.shape)\n",
     "s13_featurecounts.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 156,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2213,7 +5559,19 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AssertionError",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-156-bda7e0ff2e38>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms13_featurecounts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mintersection\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'fpkm'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'tpm'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'log2_tpm'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32massert\u001b[0m \u001b[0ms13_featurecounts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ENSMUSG00000064370.1'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'log2_tpm'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m13.15202328657807\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m: "
+     ]
+    }
+   ],
    "source": [
     "assert len(s13_featurecounts.columns.intersection(['fpkm', 'tpm', 'log2_tpm'])) == 3\n",
     "assert s13_featurecounts.loc['ENSMUSG00000064370.1', 'log2_tpm'] == 13.15202328657807"
@@ -2237,7 +5595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 157,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2249,7 +5607,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2b9031ae60b8>"
+      ]
+     },
+     "execution_count": 157,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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TyUgMj99zFW55+JemElNG4ZBP93ubP6dR9/NSRz6sFEHVVkxg+hKAbaIo7gKg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\ns5ryHwemtODyMpeGAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b9031ae6128>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.jointplot(s10_featurecounts['log2_tpm'], s13_featurecounts['log2_tpm'])"
    ]
@@ -2274,7 +5653,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 158,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2286,16 +5665,41 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(46983,)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Geneid\n",
+       "ENSMUSG00000102693.1    0.000000\n",
+       "ENSMUSG00000064842.1    8.032472\n",
+       "ENSMUSG00000051951.5    0.000000\n",
+       "ENSMUSG00000102851.1    0.000000\n",
+       "ENSMUSG00000103377.1    0.000000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 158,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "featurecounts_log2_tpm = pd.concat([s10_featurecounts['log2_tpm'], s13_featurecounts['log2_tpm']], axis=1, keys=['s10', 's13'])\n",
+    "featurecounts_diff = featurecounts_log2_tpm['s10'] - featurecounts_log2_tpm['s13']\n",
     "print(featurecounts_diff.shape)\n",
     "featurecounts_diff.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 159,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2308,7 +5712,19 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AssertionError",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-159-df3e426ce533>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32massert\u001b[0m \u001b[0mfeaturecounts_diff\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'ENSMUSG00000064842.1'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m8.0324720569159282\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mAssertionError\u001b[0m: "
+     ]
+    }
+   ],
    "source": [
     "assert featurecounts_diff['ENSMUSG00000064842.1'] == 8.0324720569159282"
    ]
@@ -2331,7 +5747,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 160,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2343,7 +5759,28 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2b9031aa5ba8>"
+      ]
+     },
+     "execution_count": 160,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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OF3Z9prCavG1FeSpeOzOzQ8AQkAcy7l55y/e2YmbfAN4PnHL3NxX2XQF8D7ge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\niq+uv6ccYQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b9031ae6240>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.distplot(featurecounts_diff)"
    ]
@@ -2366,7 +5803,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 161,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2378,7 +5815,35 @@
      "solution": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(9470,)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x2b903012d470>"
+      ]
+     },
+     "execution_count": 161,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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KEqk5Tz0AM7sVuI9iYDzknLu36ue/Anyi9HQK+C3n3A9rWajIepmcSdPWElmxXTAQIBwK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\nFAAiIk3q/wPgSntCLN27ewAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x2b903013c390>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "featurecounts_diff_nonzero = featurecounts_diff[featurecounts_diff != 0]\n",
     "print(featurecounts_diff_nonzero.shape)\n",
@@ -2413,7 +5878,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 162,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2425,9 +5890,36 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "featurecounts_s10_specific_genes.shape (303,)\n",
+      "featurecounts_s13_specific_genes.shape (369,)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0     ENSMUSG00000081441.3\n",
+       "1     ENSMUSG00000102664.1\n",
+       "2     ENSMUSG00000079658.9\n",
+       "3    ENSMUSG00000062939.11\n",
+       "4    ENSMUSG00000026094.14\n",
+       "Name: Geneid, dtype: object"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "featurecounts_s10_specific = featurecounts_diff_nonzero > (featurecounts_diff_nonzero.mean() + 2*featurecounts_diff_nonzero.std())\n",
+    "featurecounts_s10_specific_genes = pd.Series(featurecounts_s10_specific.index[featurecounts_s10_specific])\n",
+    "featurecounts_s13_specific = featurecounts_diff_nonzero < (featurecounts_diff_nonzero.mean() - 2*featurecounts_diff_nonzero.std())\n",
+    "featurecounts_s13_specific_genes = pd.Series(featurecounts_s13_specific.index[featurecounts_s13_specific])\n",
     "print('featurecounts_s10_specific_genes.shape', featurecounts_s10_specific_genes.shape)\n",
     "print('featurecounts_s13_specific_genes.shape', featurecounts_s13_specific_genes.shape)\n",
     "\n",
@@ -2436,7 +5928,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 163,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2496,7 +5988,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 164,
    "metadata": {
     "collapsed": false,
     "deletable": false,
@@ -2508,15 +6000,32 @@
      "solution": true
     }
    },
-   "outputs": [],
-   "source": [
-    "# YOUR CODE HERE\n",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    ENSMUSG00000081441\n",
+       "1    ENSMUSG00000102664\n",
+       "2    ENSMUSG00000079658\n",
+       "3    ENSMUSG00000062939\n",
+       "4    ENSMUSG00000026094\n",
+       "Name: Geneid, dtype: object"
+      ]
+     },
+     "execution_count": 164,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "featurecounts_s10_specific_genes_ensembl = featurecounts_s10_specific_genes.map(lambda x: x.split('.')[0])\n",
+    "featurecounts_s13_specific_genes_ensembl = featurecounts_s13_specific_genes.map(lambda x: x.split('.')[0])\n",
     "featurecounts_s13_specific_genes_ensembl.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 165,
    "metadata": {
     "collapsed": true,
     "deletable": false,
@@ -2559,7 +6068,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 166,
    "metadata": {
     "collapsed": true,
     "deletable": false,
@@ -2573,8 +6082,8 @@
    },
    "outputs": [],
    "source": [
-    "# Code to write series to file.\n",
-    "# YOUR CODE HERE"
+    "featurecounts_s10_specific_genes_ensembl.to_csv('featurecounts_s10_specific_genes.csv', index=False)\n",
+    "featurecounts_s13_specific_genes_ensembl.to_csv('featurecounts_s13_specific_genes.csv', index=False)"
    ]
   },
   {
@@ -2619,4 +6128,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
\ No newline at end of file
+}