diff --git a/notebooks/00 - The Baseball Data - Cleaning it.ipynb b/notebooks/00 - The Baseball Data - Cleaning it.ipynb
index d6fb157..2111641 100644
--- a/notebooks/00 - The Baseball Data - Cleaning it.ipynb	
+++ b/notebooks/00 - The Baseball Data - Cleaning it.ipynb	
@@ -330,132 +330,6 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
-        "  <thead>\n",
-        "    <tr style=\"text-align: right;\">\n",
-        "      <th></th>\n",
-        "      <th>break_y</th>\n",
-        "      <th>break_angle</th>\n",
-        "      <th>break_length</th>\n",
-        "      <th>pitch_name</th>\n",
-        "      <th>type_confidence</th>\n",
-        "      <th>zone</th>\n",
-        "      <th>nasty</th>\n",
-        "      <th>spin_dir</th>\n",
-        "      <th>spin_rate</th>\n",
-        "      <th>comments</th>\n",
-        "      <th>unk</th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>0</th>\n",
-        "      <td> 23.8</td>\n",
-        "      <td>-41.3</td>\n",
-        "      <td> 6.3</td>\n",
-        "      <td> Fastball</td>\n",
-        "      <td> 0.894</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 65</td>\n",
-        "      <td> 120.583</td>\n",
-        "      <td> 2541.561</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td>NaN</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>1</th>\n",
-        "      <td> 23.8</td>\n",
-        "      <td>-44.6</td>\n",
-        "      <td> 5.4</td>\n",
-        "      <td> Fastball</td>\n",
-        "      <td> 0.895</td>\n",
-        "      <td> 12</td>\n",
-        "      <td> 62</td>\n",
-        "      <td> 128.371</td>\n",
-        "      <td> 2589.087</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td>NaN</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2</th>\n",
-        "      <td> 23.8</td>\n",
-        "      <td>-10.4</td>\n",
-        "      <td> 5.8</td>\n",
-        "      <td>   Slider</td>\n",
-        "      <td> 0.931</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 32</td>\n",
-        "      <td> 148.073</td>\n",
-        "      <td> 1133.227</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td>NaN</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>3</th>\n",
-        "      <td> 23.8</td>\n",
-        "      <td>  2.6</td>\n",
-        "      <td> 6.8</td>\n",
-        "      <td>   Slider</td>\n",
-        "      <td> 0.926</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 34</td>\n",
-        "      <td> 189.793</td>\n",
-        "      <td>  430.593</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td>NaN</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>4</th>\n",
-        "      <td> 23.8</td>\n",
-        "      <td> -3.1</td>\n",
-        "      <td> 7.3</td>\n",
-        "      <td>   Slider</td>\n",
-        "      <td> 0.915</td>\n",
-        "      <td> 13</td>\n",
-        "      <td> 55</td>\n",
-        "      <td> 140.567</td>\n",
-        "      <td>  482.080</td>\n",
-        "      <td> NaN</td>\n",
-        "      <td>NaN</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 34,
-       "text": [
-        "   break_y  break_angle  break_length pitch_name  type_confidence  zone  \\\n",
-        "0     23.8        -41.3           6.3   Fastball            0.894     9   \n",
-        "1     23.8        -44.6           5.4   Fastball            0.895    12   \n",
-        "2     23.8        -10.4           5.8     Slider            0.931     8   \n",
-        "3     23.8          2.6           6.8     Slider            0.926     8   \n",
-        "4     23.8         -3.1           7.3     Slider            0.915    13   \n",
-        "\n",
-        "   nasty  spin_dir  spin_rate comments  unk  \n",
-        "0     65   120.583   2541.561      NaN  NaN  \n",
-        "1     62   128.371   2589.087      NaN  NaN  \n",
-        "2     32   148.073   1133.227      NaN  NaN  \n",
-        "3     34   189.793    430.593      NaN  NaN  \n",
-        "4     55   140.567    482.080      NaN  NaN  "
-       ]
-      }
-     ],
-     "prompt_number": 34
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "df.ix[:,25:].head()"
-     ],
-     "language": "python",
-     "metadata": {},
      "outputs": [
       {
        "html": [
@@ -601,4 +475,4 @@
    "metadata": {}
   }
  ]
-}
\ No newline at end of file
+}