diff --git a/PaintingPandas.ipynb b/PaintingPandas.ipynb
index 6ff0e7f11e61e9d25e64346f5ed6149bed2036de..9a8cd8ff161c0e70457de353a97361c4a376c13e 100644
--- a/PaintingPandas.ipynb
+++ b/PaintingPandas.ipynb
@@ -2,7 +2,7 @@
  "metadata": {
   "celltoolbar": "Slideshow",
   "name": "",
-  "signature": "sha256:50ca620738157a8bbba85c84c29421d72c35d159bf4f0c13073ab698e0b3aace"
+  "signature": "sha256:e3a9c2db1ada7191abdcfbc0a9c2f98d21b831cf50379d3e2dab9393c30cb164"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -21,7 +21,8 @@
       "More on IPython and Python libraries making science peanuts..\n",
       "===\n",
       "\n",
-      "Lecturer: Wai Yi Leung, Martijn Vermaat\n"
+      "Lecture by: Wai Yi Leung < <w.y.leung@lumc.nl> >\n",
+      "\n"
      ]
     },
     {
@@ -50,13 +51,95 @@
       "Pandas\n",
       "===\n",
       "\n",
-      "* The ultimate carpenters toolkit for bio-informaticians\n",
-      "* Functional programming for science\n",
-      "* ***Easy*** statistical analyses using Python\n",
-      "* Intuitive data mangling\n",
-      "* Datatype context related plotting and operations\n",
+      "* The ultimate carpenters toolkit for bio-informaticians"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* Functional programming for science"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* High level programming"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* ***Easy*** statistical analyses using Python"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* Intuitive data mangling"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* Context based plotting and operations"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "slide"
+      }
+     },
+     "source": [
+      "Basic concepts\n",
+      "===\n",
       "\n",
-      "\n"
+      "* List, Array's, Tuples\n",
+      "* Matrixes, series\n",
+      "\n",
+      "* Importing data\n",
+      "* Plotting\n",
+      "* Writing results"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "slide"
+      }
+     },
+     "source": [
+      "Let's get started\n",
+      "===\n",
+      "\n",
+      "* Open a new iPython environment (top-right: New Notebook)\n"
      ]
     },
     {
@@ -68,7 +151,11 @@
       "%pylab inline\n",
       "\n",
       "from pandas import DataFrame, read_csv\n",
-      "import matplotlib.pyplot as plt"
+      "import matplotlib.pyplot as plt\n",
+      "\n",
+      "import matplotlib\n",
+      "font = {'family' : 'sans-serif'}\n",
+      "matplotlib.rc('font', **font)"
      ],
      "language": "python",
      "metadata": {
@@ -83,14 +170,6 @@
        "text": [
         "Populating the interactive namespace from numpy and matplotlib\n"
        ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "/home/wyleung/.virtualenvs/bio/local/lib/python2.7/site-packages/pandas/io/excel.py:626: UserWarning: Installed openpyxl is not supported at this time. Use >=1.6.1 and <2.0.0.\n",
-        "  .format(openpyxl_compat.start_ver, openpyxl_compat.stop_ver))\n"
-       ]
       }
      ],
      "prompt_number": 1
@@ -114,14 +193,38 @@
      "collapsed": false,
      "input": [
       "# Sample dataset\n",
-      "participants = ['Anthony', 'Berend', 'Christine', 'Don', 'Esther', \n",
-      "                'Fer', 'Ginny', 'Hendrik', 'Ivo', 'John', 'Karl', \n",
-      "                'Lotte', 'Marjolijn', 'Nanda']\n",
-      "grades = [70, 65, 81, 73, 85, 35, 42, 60, 14, 64, 72, 75, 92, 84]\n",
-      "sex = ['M','M','F','M','F','M','F','M','M','M','M', 'F', 'F', 'F']\n",
-      "university = ['AU', 'NL', 'NL', 'AU', 'DE', 'DE', 'NL', 'NL', 'NL', 'AU', 'DE', 'NL', 'NL', 'AU']\n",
-      "\n",
-      "\n",
+      "participants = ['Andrew', 'Bruno', 'Christine', 'Don', 'Esther', \n",
+      "                'Frans', 'Ginny', 'Hendrik', 'Ivar', 'John', 'Karl', \n",
+      "                'Lotte', 'Marjolijn', 'Nora', 'Olivia', 'Paula', 'Quinta', 'Renatta']\n",
+      "grades = [70, 65, 81, 73, 85, 35, 62, 60, 14, 64, 72, 75, 92, 84, 67, 72, 85, 82]\n",
+      "sex = ['M','M','F','M','F','M','F','M','M','M','M', 'F', 'F', 'F', 'F', 'F', 'F', 'F']\n",
+      "university = ['AU', 'NL', 'NL', 'AU', 'DE', 'DE', 'NL', 'NL', 'DE', 'AU', 'DE', 'NL', 'NL', 'AU', 'AU', 'DE', 'AU', 'DE']"
+     ],
+     "language": "python",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "outputs": [],
+     "prompt_number": 2
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "The dataset is in Python Lists, it doesnt' have a good structure yet.\n"
+     ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "# We could merge it\n",
       "courseResults = zip(participants, grades)\n",
       "partipants_info = zip(participants, grades, sex, university)"
      ],
@@ -132,12 +235,13 @@
       }
      },
      "outputs": [],
-     "prompt_number": 2
+     "prompt_number": 3
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
+      "# This is a 'Python' List( tuple(), tuple(), tuple() )\n",
       "courseResults"
      ],
      "language": "python",
@@ -150,31 +254,36 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 3,
+       "prompt_number": 4,
        "text": [
-        "[('Anthony', 70),\n",
-        " ('Berend', 65),\n",
+        "[('Andrew', 70),\n",
+        " ('Bruno', 65),\n",
         " ('Christine', 81),\n",
         " ('Don', 73),\n",
         " ('Esther', 85),\n",
-        " ('Fer', 35),\n",
-        " ('Ginny', 42),\n",
+        " ('Frans', 35),\n",
+        " ('Ginny', 62),\n",
         " ('Hendrik', 60),\n",
-        " ('Ivo', 14),\n",
+        " ('Ivar', 14),\n",
         " ('John', 64),\n",
         " ('Karl', 72),\n",
         " ('Lotte', 75),\n",
         " ('Marjolijn', 92),\n",
-        " ('Nanda', 84)]"
+        " ('Nora', 84),\n",
+        " ('Olivia', 67),\n",
+        " ('Paula', 72),\n",
+        " ('Quinta', 85),\n",
+        " ('Renatta', 82)]"
        ]
       }
      ],
-     "prompt_number": 3
+     "prompt_number": 4
     },
     {
      "cell_type": "code",
      "collapsed": true,
      "input": [
+      "# Some more information in the tuples\n",
       "partipants_info"
      ],
      "language": "python",
@@ -187,26 +296,78 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 4,
+       "prompt_number": 5,
        "text": [
-        "[('Anthony', 70, 'M', 'AU'),\n",
-        " ('Berend', 65, 'M', 'NL'),\n",
+        "[('Andrew', 70, 'M', 'AU'),\n",
+        " ('Bruno', 65, 'M', 'NL'),\n",
         " ('Christine', 81, 'F', 'NL'),\n",
         " ('Don', 73, 'M', 'AU'),\n",
         " ('Esther', 85, 'F', 'DE'),\n",
-        " ('Fer', 35, 'M', 'DE'),\n",
-        " ('Ginny', 42, 'F', 'NL'),\n",
+        " ('Frans', 35, 'M', 'DE'),\n",
+        " ('Ginny', 62, 'F', 'NL'),\n",
         " ('Hendrik', 60, 'M', 'NL'),\n",
-        " ('Ivo', 14, 'M', 'NL'),\n",
+        " ('Ivar', 14, 'M', 'DE'),\n",
         " ('John', 64, 'M', 'AU'),\n",
         " ('Karl', 72, 'M', 'DE'),\n",
         " ('Lotte', 75, 'F', 'NL'),\n",
         " ('Marjolijn', 92, 'F', 'NL'),\n",
-        " ('Nanda', 84, 'F', 'AU')]"
+        " ('Nora', 84, 'F', 'AU'),\n",
+        " ('Olivia', 67, 'F', 'AU'),\n",
+        " ('Paula', 72, 'F', 'DE'),\n",
+        " ('Quinta', 85, 'F', 'AU'),\n",
+        " ('Renatta', 82, 'F', 'DE')]"
        ]
       }
      ],
-     "prompt_number": 4
+     "prompt_number": 5
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "However, do you still know what the n-th column is representing after 1 year?\n",
+      "---"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "slide"
+      }
+     },
+     "source": [
+      "Pandas, DataFrame and more structures\n",
+      "===\n",
+      "\n",
+      "* Data representation and datastructures with high similarity to Cran-R objects"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* Not only storing values"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "source": [
+      "* For free: context based functions!"
+     ]
     },
     {
      "cell_type": "code",
@@ -236,13 +397,13 @@
         "  </thead>\n",
         "  <tbody>\n",
         "    <tr>\n",
-        "      <th>Anthony</th>\n",
+        "      <th>Andrew</th>\n",
         "      <td> 70</td>\n",
         "      <td> M</td>\n",
         "      <td> AU</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Berend</th>\n",
+        "      <th>Bruno</th>\n",
         "      <td> 65</td>\n",
         "      <td> M</td>\n",
         "      <td> NL</td>\n",
@@ -266,14 +427,14 @@
         "      <td> DE</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Fer</th>\n",
+        "      <th>Frans</th>\n",
         "      <td> 35</td>\n",
         "      <td> M</td>\n",
         "      <td> DE</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>Ginny</th>\n",
-        "      <td> 42</td>\n",
+        "      <td> 62</td>\n",
         "      <td> F</td>\n",
         "      <td> NL</td>\n",
         "    </tr>\n",
@@ -284,10 +445,10 @@
         "      <td> NL</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Ivo</th>\n",
+        "      <th>Ivar</th>\n",
         "      <td> 14</td>\n",
         "      <td> M</td>\n",
-        "      <td> NL</td>\n",
+        "      <td> DE</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>John</th>\n",
@@ -314,38 +475,66 @@
         "      <td> NL</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Nanda</th>\n",
+        "      <th>Nora</th>\n",
         "      <td> 84</td>\n",
         "      <td> F</td>\n",
         "      <td> AU</td>\n",
         "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Olivia</th>\n",
+        "      <td> 67</td>\n",
+        "      <td> F</td>\n",
+        "      <td> AU</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Paula</th>\n",
+        "      <td> 72</td>\n",
+        "      <td> F</td>\n",
+        "      <td> DE</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Quinta</th>\n",
+        "      <td> 85</td>\n",
+        "      <td> F</td>\n",
+        "      <td> AU</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Renatta</th>\n",
+        "      <td> 82</td>\n",
+        "      <td> F</td>\n",
+        "      <td> DE</td>\n",
+        "    </tr>\n",
         "  </tbody>\n",
         "</table>\n",
         "</div>"
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 5,
+       "prompt_number": 6,
        "text": [
         "           Grade Sex University\n",
-        "Anthony       70   M         AU\n",
-        "Berend        65   M         NL\n",
+        "Andrew        70   M         AU\n",
+        "Bruno         65   M         NL\n",
         "Christine     81   F         NL\n",
         "Don           73   M         AU\n",
         "Esther        85   F         DE\n",
-        "Fer           35   M         DE\n",
-        "Ginny         42   F         NL\n",
+        "Frans         35   M         DE\n",
+        "Ginny         62   F         NL\n",
         "Hendrik       60   M         NL\n",
-        "Ivo           14   M         NL\n",
+        "Ivar          14   M         DE\n",
         "John          64   M         AU\n",
         "Karl          72   M         DE\n",
         "Lotte         75   F         NL\n",
         "Marjolijn     92   F         NL\n",
-        "Nanda         84   F         AU"
+        "Nora          84   F         AU\n",
+        "Olivia        67   F         AU\n",
+        "Paula         72   F         DE\n",
+        "Quinta        85   F         AU\n",
+        "Renatta       82   F         DE"
        ]
       }
      ],
-     "prompt_number": 5
+     "prompt_number": 6
     },
     {
      "cell_type": "code",
@@ -359,7 +548,7 @@
      "language": "python",
      "metadata": {
       "slideshow": {
-       "slide_type": "subslide"
+       "slide_type": "slide"
       }
      },
      "outputs": [
@@ -376,15 +565,15 @@
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>count</th>\n",
-        "      <td> 14.000000</td>\n",
+        "      <td> 18.000000</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>mean</th>\n",
-        "      <td> 65.142857</td>\n",
+        "      <td> 68.777778</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>std</th>\n",
-        "      <td> 21.554429</td>\n",
+        "      <td> 18.794729</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>min</th>\n",
@@ -392,15 +581,15 @@
         "    </tr>\n",
         "    <tr>\n",
         "      <th>25%</th>\n",
-        "      <td> 61.000000</td>\n",
+        "      <td> 64.250000</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>50%</th>\n",
-        "      <td> 71.000000</td>\n",
+        "      <td> 72.000000</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>75%</th>\n",
-        "      <td> 79.500000</td>\n",
+        "      <td> 81.750000</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>max</th>\n",
@@ -412,29 +601,44 @@
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 6,
+       "prompt_number": 7,
        "text": [
         "           Grade\n",
-        "count  14.000000\n",
-        "mean   65.142857\n",
-        "std    21.554429\n",
+        "count  18.000000\n",
+        "mean   68.777778\n",
+        "std    18.794729\n",
         "min    14.000000\n",
-        "25%    61.000000\n",
-        "50%    71.000000\n",
-        "75%    79.500000\n",
+        "25%    64.250000\n",
+        "50%    72.000000\n",
+        "75%    81.750000\n",
         "max    92.000000"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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N7c51SXZpOQWhc62ISNXpvDTlpfORi0jVJRIr6Om5Psd4dUnOR9fsFBGn6Bwp5aWG3HKx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\nAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x2372610>"
+        "<matplotlib.figure.Figure at 0x21c6510>"
        ]
       }
      ],
-     "prompt_number": 6
+     "prompt_number": 7
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "subslide"
+      }
+     },
+     "source": [
+      "Define groups\n",
+      "---\n",
+      "\n",
+      "* Lets group by University (NL, DE, AU)\n",
+      "* We can do multiple grouping"
+     ]
     },
     {
      "cell_type": "code",
@@ -445,11 +649,11 @@
      "language": "python",
      "metadata": {
       "slideshow": {
-       "slide_type": "slide"
+       "slide_type": "fragment"
       }
      },
      "outputs": [],
-     "prompt_number": 7
+     "prompt_number": 8
     },
     {
      "cell_type": "code",
@@ -462,7 +666,7 @@
       "df['Low'] = groupGrades['Grade'].transform( lambda x: df['Grade'].mean()-2*df['Grade'].std() )\n",
       "df['Up'] = groupGrades['Grade'].transform( lambda x: df['Grade'].mean()+2*df['Grade'].std() )\n",
       "df['Outlier'] = (df['Grade'] < df['Low']) | (df['Grade'] > df['Up'])\n",
-      "df\n"
+      "df"
      ],
      "language": "python",
      "metadata": {
@@ -488,21 +692,21 @@
         "  </thead>\n",
         "  <tbody>\n",
         "    <tr>\n",
-        "      <th>Anthony</th>\n",
+        "      <th>Andrew</th>\n",
         "      <td> 70</td>\n",
         "      <td> M</td>\n",
         "      <td> AU</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Berend</th>\n",
+        "      <th>Bruno</th>\n",
         "      <td> 65</td>\n",
         "      <td> M</td>\n",
         "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -510,8 +714,8 @@
         "      <td> 81</td>\n",
         "      <td> F</td>\n",
         "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -519,8 +723,8 @@
         "      <td> 73</td>\n",
         "      <td> M</td>\n",
         "      <td> AU</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -528,26 +732,26 @@
         "      <td> 85</td>\n",
         "      <td> F</td>\n",
         "      <td> DE</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Fer</th>\n",
+        "      <th>Frans</th>\n",
         "      <td> 35</td>\n",
         "      <td> M</td>\n",
         "      <td> DE</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>Ginny</th>\n",
-        "      <td> 42</td>\n",
+        "      <td> 62</td>\n",
         "      <td> F</td>\n",
         "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -555,17 +759,17 @@
         "      <td> 60</td>\n",
         "      <td> M</td>\n",
         "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Ivo</th>\n",
+        "      <th>Ivar</th>\n",
         "      <td> 14</td>\n",
         "      <td> M</td>\n",
-        "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> DE</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td>  True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -573,8 +777,8 @@
         "      <td> 64</td>\n",
         "      <td> M</td>\n",
         "      <td> AU</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -582,8 +786,8 @@
         "      <td> 72</td>\n",
         "      <td> M</td>\n",
         "      <td> DE</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -591,8 +795,8 @@
         "      <td> 75</td>\n",
         "      <td> F</td>\n",
         "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
@@ -600,17 +804,53 @@
         "      <td> 92</td>\n",
         "      <td> F</td>\n",
         "      <td> NL</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>Nanda</th>\n",
+        "      <th>Nora</th>\n",
         "      <td> 84</td>\n",
         "      <td> F</td>\n",
         "      <td> AU</td>\n",
-        "      <td> 22.033999</td>\n",
-        "      <td> 108.251715</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Olivia</th>\n",
+        "      <td> 67</td>\n",
+        "      <td> F</td>\n",
+        "      <td> AU</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Paula</th>\n",
+        "      <td> 72</td>\n",
+        "      <td> F</td>\n",
+        "      <td> DE</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Quinta</th>\n",
+        "      <td> 85</td>\n",
+        "      <td> F</td>\n",
+        "      <td> AU</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>Renatta</th>\n",
+        "      <td> 82</td>\n",
+        "      <td> F</td>\n",
+        "      <td> DE</td>\n",
+        "      <td> 31.18832</td>\n",
+        "      <td> 106.367235</td>\n",
         "      <td> False</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
@@ -619,27 +859,31 @@
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 8,
+       "prompt_number": 9,
        "text": [
-        "           Grade Sex University        Low          Up Outlier\n",
-        "Anthony       70   M         AU  22.033999  108.251715   False\n",
-        "Berend        65   M         NL  22.033999  108.251715   False\n",
-        "Christine     81   F         NL  22.033999  108.251715   False\n",
-        "Don           73   M         AU  22.033999  108.251715   False\n",
-        "Esther        85   F         DE  22.033999  108.251715   False\n",
-        "Fer           35   M         DE  22.033999  108.251715   False\n",
-        "Ginny         42   F         NL  22.033999  108.251715   False\n",
-        "Hendrik       60   M         NL  22.033999  108.251715   False\n",
-        "Ivo           14   M         NL  22.033999  108.251715    True\n",
-        "John          64   M         AU  22.033999  108.251715   False\n",
-        "Karl          72   M         DE  22.033999  108.251715   False\n",
-        "Lotte         75   F         NL  22.033999  108.251715   False\n",
-        "Marjolijn     92   F         NL  22.033999  108.251715   False\n",
-        "Nanda         84   F         AU  22.033999  108.251715   False"
+        "           Grade Sex University       Low          Up Outlier\n",
+        "Andrew        70   M         AU  31.18832  106.367235   False\n",
+        "Bruno         65   M         NL  31.18832  106.367235   False\n",
+        "Christine     81   F         NL  31.18832  106.367235   False\n",
+        "Don           73   M         AU  31.18832  106.367235   False\n",
+        "Esther        85   F         DE  31.18832  106.367235   False\n",
+        "Frans         35   M         DE  31.18832  106.367235   False\n",
+        "Ginny         62   F         NL  31.18832  106.367235   False\n",
+        "Hendrik       60   M         NL  31.18832  106.367235   False\n",
+        "Ivar          14   M         DE  31.18832  106.367235    True\n",
+        "John          64   M         AU  31.18832  106.367235   False\n",
+        "Karl          72   M         DE  31.18832  106.367235   False\n",
+        "Lotte         75   F         NL  31.18832  106.367235   False\n",
+        "Marjolijn     92   F         NL  31.18832  106.367235   False\n",
+        "Nora          84   F         AU  31.18832  106.367235   False\n",
+        "Olivia        67   F         AU  31.18832  106.367235   False\n",
+        "Paula         72   F         DE  31.18832  106.367235   False\n",
+        "Quinta        85   F         AU  31.18832  106.367235   False\n",
+        "Renatta       82   F         DE  31.18832  106.367235   False"
        ]
       }
      ],
-     "prompt_number": 8
+     "prompt_number": 9
     },
     {
      "cell_type": "code",
@@ -657,21 +901,21 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 9,
+       "prompt_number": 10,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x4145b10>"
+        "<matplotlib.axes.AxesSubplot at 0x3c5e1d0>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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CYmIixa52qd27d7d9tCFN5Cpodp/wLC/QXg1D9dvfyt8ff7R+2YE6cgSWLYPL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\nJOe6Hom6TlISCQkJ/HTkCIv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l0b59e5KTk2nSpAn33Xcff/zxh6l909LS+OyzzwJ+v3jxYgZGcuB+E0ggN3Di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\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x4073490>"
+        "<matplotlib.figure.Figure at 0x214ad50>"
        ]
       }
      ],
-     "prompt_number": 9
+     "prompt_number": 10
     },
     {
      "cell_type": "markdown",
@@ -684,7 +928,12 @@
       "So, what does this mean?\n",
       "===\n",
       "\n",
-      "Let's grind the dataset a little bit more... "
+      "Let's grind the dataset a little bit more... by visualisation.\n",
+      "We can use:\n",
+      "\n",
+      "* Boxplot\n",
+      "* Time series plotting\n",
+      "* Line splots etc.."
      ]
     },
     {
@@ -703,27 +952,27 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 10,
+       "prompt_number": 11,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x4139410>"
+        "<matplotlib.axes.AxesSubplot at 0x3c6ff50>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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gD2C39N5fJgI+RB9LfwW8J73/o03v37z3fhXwCmLj8BbsAVILyKCvvNvCzG6s\n9wR+3lCuBefHaX10+x3gD4C9iEFxahuJEWLPv9Z//jOIjrsghlasuZzYi/8VcB3R3fZcHgHWEWMr\n/zHw2TbLSz1j0Ffe/RL4GfVAOwqcQOTJ56sKXEOkcm4nemAEWMv0ATgOobX9iZTQRcQRwcFNf3+I\nOEpo9EkiLXQjMeC6tCAM+iqCNwHvJ9Iw64kTrbONajXbANlXEEPrXdEw7yzgBcTJ2e8DfzbLa08h\numPeSJzU/XTTMrcQRxkV6lcM3UwE++bUjqOrSVKTMfJ/4nMf4mqiZhN4nb4kTbMvMfDFzYOuSIfe\nRNT/5Kb5pxJHFJcueI0kSZIkSZIkSZIkSZIkSZIk9cr/B/pLBR0PQuNrAAAAAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x4139350>"
+        "<matplotlib.figure.Figure at 0x3c564d0>"
        ]
       }
      ],
-     "prompt_number": 10
+     "prompt_number": 11
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "df.boxplot(column=['Grade'], by=['Sex'])"
+      "df.boxplot(column=['Grade'], by=['Sex', 'University'])"
      ],
      "language": "python",
      "metadata": {
@@ -735,21 +984,21 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 11,
+       "prompt_number": 12,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x4438350>"
+        "<matplotlib.axes.AxesSubplot at 0x3c59450>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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HmZiYAOIPKM/pZrOZ+v3QoNHItzw+bS/+QQ7H9prN5kDKV/Z0xJfyFDUdwveZpf6Zy++l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\nq4YAAAAASUVORK5CYII=\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x462f0d0>"
+        "<matplotlib.figure.Figure at 0x4031f90>"
        ]
       }
      ],
-     "prompt_number": 11
+     "prompt_number": 12
     },
     {
      "cell_type": "code",
@@ -767,13 +1016,13 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 12,
+       "prompt_number": 13,
        "text": [
         "pandas.core.groupby.DataFrameGroupBy"
        ]
       }
      ],
-     "prompt_number": 12
+     "prompt_number": 13
     },
     {
      "cell_type": "code",
@@ -795,13 +1044,13 @@
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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        "text": [
-        "<matplotlib.figure.Figure at 0x4841a50>"
+        "<matplotlib.figure.Figure at 0x43c9fd0>"
        ]
       }
      ],
-     "prompt_number": 13
+     "prompt_number": 14
     },
     {
      "cell_type": "code",
@@ -822,29 +1071,29 @@
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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ewbqMlyrH+6eUmEREijiXy4XL5bpYky4X2RaPlbRS65b+lUWb/VjjSKnqYJ0l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\nmjXL87sYHh7uOT5cjGJ5wbF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LUWISERFL8fZceSU6/1RZmM9K8fkvxee/7BwbaK48dxr8UASKz78p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\nERERKSn/H4kGl1DjSWwNAAAAAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x4a44790>"
+        "<matplotlib.figure.Figure at 0x4753050>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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0PlJq3draERU9SUyFSxJTEYiO1ieBo6Nh2TLw9LR2RELkXni4Hvr9zz+6N6B3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\nA//++y8PPfSQ+eLWTp06mS9yPnbsGB0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Pny7+msViUd555x2lTZs2yo033lhum4t+nmOOH1fmnDrlmB+EG5kxQ1EGDiz9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\nQgghhBBCCCGEEEIIIYQQQgghhDv7/+w4rLK0qi0zAAAAAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x4873890>"
+        "<matplotlib.figure.Figure at 0x474ced0>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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maZMmTdJiYmK0Q4cOaZcuXdKefPJJrU+fPm7HbOXvp68rqv/Y9u2aFhamafv2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\nZ5Obm5s/vpmXl0e7du24+eabJX6J39D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duzYTJ06kWrVq1K1bl/nz51vYOxEJcp5UE68F/JhvO821D0yASgN2evqGdqlg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\nQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x52c9d10>"
+        "<matplotlib.figure.Figure at 0x51357d0>"
        ]
       }
      ],
-     "prompt_number": 14
+     "prompt_number": 15
     },
     {
      "cell_type": "code",
@@ -855,7 +1104,9 @@
       "\n",
       "import seaborn as sns\n",
       "import numpy as np\n",
+      "sns.set(font=\"Bitstream Vera Sans\")\n",
       "np.random.seed(sum(map(ord, \"palettes\")))\n",
+      "\n",
       "current_palette = sns.color_palette()\n",
       "current_palette"
      ],
@@ -869,7 +1120,7 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 15,
+       "prompt_number": 16,
        "text": [
         "[(0.2980392156862745, 0.4470588235294118, 0.6901960784313725),\n",
         " (0.3333333333333333, 0.6588235294117647, 0.40784313725490196),\n",
@@ -880,7 +1131,7 @@
        ]
       }
      ],
-     "prompt_number": 15
+     "prompt_number": 16
     },
     {
      "cell_type": "code",
@@ -891,7 +1142,7 @@
      "language": "python",
      "metadata": {
       "slideshow": {
-       "slide_type": "subslide"
+       "slide_type": "fragment"
       }
      },
      "outputs": [
@@ -900,11 +1151,55 @@
        "output_type": "display_data",
        "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABGCAYAAABv7kdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAWJJREFUeJzt1LEqhnEYh+E/H07IaLdIBsURGMxfVoNVZosToAxSBruR\n8yHFCcjkvV9xXevTU7/pHgMAAAAAAAAAAIB/YuW74+vb+8fG+qLaAvAnHD28jKudzS/7uvbd48b6\nYuwu76ZZ9QvcX+yNg+vjuWdM5ubwcjzt7c89YzJbd7fjbHk/94xJnF7sjufHk7lnTGZz+3wcPbzM\nPWMWq3MPAPhPRBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxAS\nXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ\n6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKERBcgJLoAIdEFCIkuQEh0AUKiCxASXYCQ6AKE\nRBcgJLoAIdEFCIkuQEh0AQAAAAAAAAAAAODnfQJIFRhpONwtPAAAAABJRU5ErkJggg==\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x5a1db90>"
+        "<matplotlib.figure.Figure at 0x428b250>"
        ]
       }
      ],
-     "prompt_number": 16
+     "prompt_number": 17
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "slide"
+      }
+     },
+     "source": [
+      "The same boxplot from before using Matplotlib, now with seaborn\n",
+      "---"
+     ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "sns.factorplot(\"Sex\", \"Grade\", hue=\"University\", data=df, kind=\"box\", palette=current_palette)"
+     ],
+     "language": "python",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "fragment"
+      }
+     },
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 18,
+       "text": [
+        "<seaborn.axisgrid.FacetGrid at 0x428b250>"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "display_data",
+       "png": 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D+yPilMzcExErgIF6O8+2RdQkqZ21U8/kNmBD8XgDcGuFtUiSJqGSv+4j4kbg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\nJEmSJEmSJEmSJEmSJEmSJEmaFf4/sZW/6sGBRWYAAAAASUVORK5CYII=\n",
+       "text": [
+        "<matplotlib.figure.Figure at 0x4b13f10>"
+       ]
+      }
+     ],
+     "prompt_number": 18
     },
     {
      "cell_type": "code",
@@ -922,46 +1217,38 @@
       }
      },
      "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "/home/wyleung/.virtualenvs/bio/local/lib/python2.7/site-packages/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['Arial'] not found. Falling back to Bitstream Vera Sans\n",
-        "  (prop.get_family(), self.defaultFamily[fontext]))\n"
-       ]
-      },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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Op7TfcjQKMmqJggyR+utglmdFS+nAIyu30HfdBSTFN/L1dLRPjqNtQkzQ/89f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\n+alLshPjyaXZJWB7FGf79u1cvHgRq9XK008/zda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70qrszCzkb2+mUVRWzQ9G92LWJQP1f9EGHDhYwtwl6RzIK6Vnlxhum5pM984t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\nAMsn+MQ7EShGAAAAAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x56b6610>"
+        "<matplotlib.figure.Figure at 0x5486cd0>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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RniZr7eLUZE1Eaq9iVwkrN6ax5DKbmPnSxUKGMWYo8CIQBky31j5XzjEv4+kf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\ndZx27dr5vFapHT7//HNatWql75RUG32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Q1uY+vUMRQiQoSRSEOIFEaouczVEXHucsbZJCiKWRREGIBfh8flqdfRTYssgryNQ7nJNW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\n4eF07dqVLl26MGjQIOMvwREjRjBnzhw2bdrEL7/8Qnp6Ou7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        "text": [
-        "<matplotlib.figure.Figure at 0x4eb3290>"
+        "<matplotlib.figure.Figure at 0x3c7b910>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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i3IQiDFE+B+FERuSlk5xiotHuIj8/Mjs05udn8OoDV+gdRqyqA47uuGWld1Xh\naDZ6Cxi7gW5FUT4ApgL7j3XCqE4UWlu7wvI6x2q5vOSskbq1XNZDIKDxu2e2s7emjRWLxnLhzOjq\n/CbiV4fLTduRLkZW5NHc0qF3OGFRWJJJdVULhw40kZ4ZWc2lmtq6ufvBDVjyUvnZrbOlqVvwbQHG\nKooyErADy4EVg455GfhLX+Gjmd5bE78f6oRy6+EE9tW0ct8TW3jold20tvdw0Swrv/nmPBbPKYub\nJAF66xW+sXQSmakmnltbxSGHS++QhDgpsThW+kT6Z1k4aiPv9sPqjTUENI1L55VLkhACqqr6gG8D\nbwG7gWdVVd2jKModiqLc0XfMXmA1sBPYCPxdVdXdQ50zqlcUQikaWi6HW3a6mdsvn8Tvn93B317+\njJ/eNJvUZPkWEpFtoD4hhhstDdafFNltTsZOLNQ5ms+1dfTw4U4H+dnJzJ5QoHc4X3LkSAt/+tPv\n2b37MzIyMjGZTFx77Q2cd96CUzrfI488SGpqGitWXBfcQE9AVdU3gTcHPfbgoM9/B/zuZM4nv+UH\nibaWy+E2aVQul51VzmufVPP4m3u488rJMb3dTEQ/h82J0ZTAiMLYKjQ+nhGF6RhNCQNJUqR4e7MN\nnz/AJXPLI663jKZp3H33/+PSSy/n3nvvA6C+vp6PP37/C8f5fD6MxpO7dMbK70ZJFPpEa8tlPVxx\nzijUmja27Gvive11LJxRqndIQhxTV6eH1pYurKNySIiwC1MoJSYmUFSSRe3hVrq7PKREwCTYjm4v\n722vIys9ibMjcKbD1q2bMZlMXHHFVQOPFRUV8dWvLueNN17l/ffX4na7CQQC3H//H/jBD/6D9nYX\nfr+P22+/k3POmQ/AypWPsHr16+Tk5FJQUMi4cb29jurqavn97++nra2V5ORkvv/9H1FWNlKPP+qw\nxX2i8KWWy2lJLF9YwblR1HI53BITErjjisn89NFNPPPufsYUZ1FeFJnV1SK+1dfGX31Cv2Jrb6Lg\nsDkZPS5f73BYu7WWHo+fK88Zhcl4/N+tz62tYvPexqC+/qzxBSxbWDHk1w8dOsi4ceOH/Pr+/Sor\nVz5DRkYGfr+fX//6v0hNTaOtrY1vfvNmzjlnPnv37mHt2jU8/vgq/H4ft9xyHePH9yYK999/H3fd\n9UNKS63s2vUZDzzwW/74x78G9c8YKnGbKGiaRuWBFp5fdwB7cydJpgSWnj2Si2eXkWKO27+Wk5aT\nYeb2yycx+UwAAAAgAElEQVTy389V8teXP+OnN82SvzcRcex9S+/x0GhpsKPnPuidKLg9PtZssZGW\nbGT+tGJdYxnK4IXjBx74LZ9+WonJZOSqq5Yxc+ZsMjJ63xBpmsbf/vYXKit3kJBgoLm5iSNHWti5\nczvnnXc+ZrMZMHP22ecB0N3dzaef7uSee74/cH6v1xeuP9ppi8vf7LHacjnczhidxyVzy3hzQw0r\nV+/ljqWT5DaNiCiOGieJiQYKLPG34lVQnEFComEgWdLTuu12Ot0+rjxnFMlJJ77sLFtYcdx3/6Ew\natQY1q1bO/D5f/zH93E627jtthsASEn5vJD97bffxOls49FH/0FiYiJXX70Uj8cDDP7919v7SNMC\nZGRk8NhjT4f6jxEScbW23tzWzUOv7OLnj29hb00bU8bk8fNbZnPTJRMkSThFXzl3NBUlWWza08j7\nlXa9wxFiQI/bS3NjBwXFmbo0ZtOb0ZhIoSWT5oYOetz6vXv1+vy8tbkGc1IiC8+M3HqmM8+chcfj\n4aWXnh94rLvbfcxjOzs7ycnJJTExkW3btlBf7wAMTJs2nQ8+WEdPTw9dXZ18/PFHAKSmplFcXMx7\n770D9K5IVFUds7dRRIqLFYVOt5fXP6nmna02fH6N8sIMli2skNahQWBMTOCbV0zip49uYtU7vfUK\nVhkXKyJAfW1vr494aNs8FEtZFo5aJ/V1TsrH5OkSw8ef1uPs8LB4TlnEj6v/9a9/x5/+9HueeupJ\nsrOzSUlJ4c47v0NPj/sLq6UXXbSY73//e9x44zWMGzeB8vJRACjKeC644EJuumkFOTm5TJw4aeA5\nP/nJL/nd737DypWP4vP5WLToIioqhuyaHFGiep24sdF13J7WXl+Atdtqee2Tw3S6feRlJvPV+aOZ\nPbFQGn0E2Y6qZv70/E6KclP5yU0zT2p5UYhQWv/eAXZstLFk+RSso3L1DkcXtkNHeO3ZnUyfa2Xu\ngjFhf31/IMDdD26grcPD/XfOIztdVm6DoaAgM6wXsJj8bR7QNDbvaeSF9w8MtFxedn5FXLVcDrdp\nFSO4eLaVtzbZePKtfdy2ZKLUKwhdOWxODAYoKonfHiiFxZkYDPoNiNq0p5Fmp5vzp5dIkhDFYi5R\n2FfTynPvVXHI0U5igoGLZllZctbIiF/yigVfnT+G/bVO1u9qYHxZDudOjczqZhH7vB4/TfXt5Bdl\nYIrj1a0ks5H8ogyaHO14vX5MpvC9UQpoGm+srybBYGDxnLKwva4Ivpj5CTpWy+Wvzh9Dfhy3XA43\nY2IC31w6iXsf28xTa1RGF2fG3NhtER0a7C4CAS0u+ycMZrFm0ehop6HORenI8NVlVe5vpq65k3mT\niuT3cJSL+l0Pzo4enli9l588sokdVc0o1mx+fMNMvnnFZPnm1MGI7BRuuWwCHl+A/33pM3o8fr1D\nEnGof0tgcRz2Txjs834K4dsmqWkar62vxgBcNk9G1Ee7qF5ReOWjQ7wpLZcjzgwln0UzS3lnSy3/\nWLOPWy+bqHdIIs44BiZGSqLQnyyFs05hT3UrhxwuzlTyKR6RFrbXFaER1YnCSx8dkpbLEWrZ+RVU\n1Tr5+NN6xpflcPYZkdfbXcQmvy9Ag91FXkEa5mSpTTInm8jLT6PB7sLvD5CYGPrfk6+vrwbgUllN\niAlRfWX9xtKJ/Pobc1kwvUSShAhjTEzgm1dOJsWcyJNv78Pe3Kl3SCJONNa34/cF4rp/wmAWazZ+\nX4AmR3vIX+tAnZM91a1MGpXLKEv07Di58MJz9Q4hYkX11XXuxCKZLxDBCrJTuPmSCXi8Af768mf0\neKVeQYSeI47nOwyluKz/9kPo6xT6VxOWRN1qgtyyHkpUJwoi8s0cX8D5M0qoa+pk1Tuq3uGIOGC3\nxe/EyKFYSnsTBUeI6xRsjR3sqGqmoiQLJQb+/vfv38c3vnETN964gh/+8C7a29tpbT3Crbde3/d1\nlXPPnUVjYwMAy5ZdQU9Pj54hh4S8HRchd83CCg7UOvmg0sH4shzmTirSOyQRowKBAPW1TrJzU0hN\nS9I7nIiRmm4mKzcFR62TQEAjISE0757f2NC7mnDZvPLTKip/seo1tjd+GqywAJhecAZXVSwZ1nN+\n+cuf8r3vfZ+pU6fzyCMP8thjD/Gd7/wHHk/vLIedO7czfvxEduzYzpQpU8nNzeubHBlbZEVBhJzJ\nmMidV07GnJTIyrf2UX+kS++QRIxqaezE6/HLasIxFFuz8Xr8tDR2hOT8Da1dbNrTQGl+OlN0misR\nTB0dHXR0dDB16nQAFi++jB07tgMwefJUdu6spLJyB9dffzOVldvYuXMHU6ZM0zPkkJEVBREWhbmp\n3LR4PA++sou/vvQZP77hTGmnLYLOXiP9E4ZisWaxp9KB3dZGflHwx26/uaEGTYMlZ53eagLAVRVL\nhv3uP5ymTZtOZeV2GhrqOffc+fzjH49jMBg466zYLIiUFQURNnMmFjJ/WjG2xg5WvVuldzgiBjmk\nPmFIxQONl4Jfp9Da3sPHnzooyElh5riCoJ9fD+np6WRkZFJZuQOA1atfZ/r0MwGYOnU6b731BqWl\nVgwGA5mZmaxf/7GsKAgRDCsuGMuBOhfrttcxviyb2RMK9Q5JxAhN07Db2sjINJORlax3OBEnIyuZ\n9EwzDlsbmqYFtTHdW5tq8Ac0Lp1bHrL6h1Dr6XFz1VWXDXx+zTVf50c/upff/e7XuN1uSkpK+eEP\nfwpAUVFvX5hp02YAvYlDc3Mz6emx2bJet39RRVGygYeBSYAG3AzsB54FyoHDwDJVVYfcz3OiMdMi\nMjlaOvn541swGODem2dRkJOqd0giBrQ0dfDcI1tQJhVyweUT9A4nIr376h7UXQ0sv3UWufnB6ZjY\n3uXhrr9+Qlqyid9+cx7GMDR0infhHjOt57/oH4E3VFWdAEwB9gI/ANaoqqoA7/Z9LmKMJS+NGy4e\nh9vj568v7cLrC+gdkogBA7cdyqQ+YSgWa/D7KbyzpRaPN8DiOWWSJMQoXf5VFUXJAs5VVfVRAFVV\nfaqqOoGlwMq+w1YCV+oRnwi9eZOLOGeKheqGdp57T+oVxOlzDAyCkvqEoViCXKfQ3ePj3a21pKeY\nOE/GyscsvWoURgFNiqI8BkwFtgLfBQpVVW3oO6YBkBvYMezrFyocsrt4d2st48uyOTNGiqBiXXuX\nhw27GpgzsZDMCOlV0Fuf4CQlzURWjkyNHUp2bgopqaag1Sm8t72Orh4fV503GrNJdjHFKr3WiYzA\nDOB/VVWdAXQy6DaDqqoavbULIkaZTYl888rJJJkSePSNvTS1desdkjiOgKbxYaWdHz60gVXv7ufv\nr+5C0yLjR9TV1k1Xh4dia7ZMjz0Og8GAxZpNZ4cHV5v7tM7l8fp5e1MNKeZEFs4oCVKEIhLplSjU\nArWqqm7u+/x5ehOHekVRigAURbEAjTrFJ8KkZEQa1104ju4eH397+TN8fqlXiER1TR3c/9Q2Hntz\nLz6/Rkl+GrsOt7JhV8OJnxwG9hoZK32y+ntMOE6zTuHDnQ5cXV4WziglVaZ0xjRdEgVVVesBm6Io\nSt9Di4BdwKvAjX2P3Qi8pEN4IszOmWLhrMlFHHK08/y6A3qHI47S4/Xz/LoD3PvYZtRaJ2cq+dx3\n+xz+7atTSDIlsOrd/bR3efQOU+oThqG/TsF+GnUKPn+A1RurMRkTuHCmNVihiQilZ4nqvwJPKYpS\nSe+uh/uA3wAXKoqiAgv7Phdx4LqLFCx5qby92cb2/U16hyOAnQeauefhjbyxoZrsdDPf+doU/uWq\nM8jNTGZEdgpfOXc0Hd1enlurfzGq3ebEnGwM2pa/WJZXkEaS2XhaKwobdzfQ4urhvKnFEVOncroc\nDjs33LD8C4898siDrFr1D50iihy6NVxSVbUSmHWMLy0KdyxCf8lJRu68YjK/eGILj76+h5/enM6I\nLClK00Nrew9Pv6OydV8TiQkGLplbxtKzRmFO+mKx2qKZpWzY1cDHn9Uzb3IRE0fm6hJvh8tNu9PN\nyIo8qU84Cb11CllUV7XQ4XKTnjm85lSBgMbr66tJTDCweHZZiKKMDPL91Es2vYqIUVqQztcvVOh0\n+3jw5V1SrxBm/kCANZtt/PDvG9i6r4mKkix+etMsrl5Q8aUkASAxIYGbLhmPwQBPrN6Hx+vXIWoZ\nK30qBuoUaod/+2Gb2kT9kS7mTSoiL046YP7rv97BH//4ADfffC033LCcPXt26R1SWEkLZxFRzp1i\nYW91Kxt2N/DiBwdZdn6F3iHFhUMOF0+s3kd1QztpyUZWXDKec6ZYSDjBO6ryogwummXlrU02Xv3k\nMF+dPyZMEX9uoD5BGi2dtKPrFMZOPPld6JrWu5pgAC6ZG7rVhKZ/PkP7ls0nPnAYMmbOIv/qa075\n+T09bh577GkqK7fz61//nCeeeDaI0UU2SRRERDEYDFx/8TgO1bezemMN46zZTK0YoXdYMavL7ePF\nDw7w3rY6NODsyUVcvbCCzNSTv+985Tmj2bK3idUba5g9oRBrQXj73TtsToymBEYUxmaf/VAYUZiO\n0ZQw7DqFXYeOUN3QzqzxBVjyYqseZKjbDP0PL1p0MdA716Gzs5POzg7S0uLje04SBRFxUsxG7rxi\nEr98YiuPvL6He2+eRe4w76OK49M0jc17G1n1zn6cnR6KclO54eJxjC/PGfa5zEmJXH/xOP7wz0pW\nrt7LD687M2yDgbo6PbS2dGEdlUNCgtxJPVmJiQkUlWRRe7iV7i4PKSeZGL62vhqAy+aVhzI88q++\n5rTe/Z+KzMws2tvbv/CYy+XCYjl2x8l4ql+QnywRkcoKM1ixaCwd3V4efGUX/oDUKwRLY2sX//1c\nJX97eRedbh9fOXcUP7tl9iklCf2mjMlj9oQCDtpdvLe9LojRHl99rdQnnKrP+ymcXJ2CamtDtbUx\nZUweZYUZoQxNF6mpqeTljWDbti0AuFxONm78ZGB09Nq1awCorNxBenoGqamxtaJyPLKiICLWgmnF\n7K1uZfPeRl768JAu979jidfXu/f9tfXVeH0BJo3K5bqLFAqDNL1zxSKFzw4e4YX3DzB97IiwrAL1\nDzeSRkvDd/Tch9Hj8k94/BsbwrOaoKcf//hn/P73v+XPf/49ALfc8g1KSkoBSEpK4pZbvo7f7+fu\nu3+iZ5hhJ4mCiFgGg4GbLhlPdX07r6+vZpw1m8mj8/QOKyrtrW7lybf34WjpIistiRWXjWXW+IKg\nLp9mpSWxbGEFj7+5l6fWqPzrV6cE7dxDcdQ4SUw0UGCJvXe4oVZQnEFCouGkJklW17ez80ALijWb\nsaWxu3ozcuQo/vSnvx3zaxdffBnf+c5/hDmiyCC3HkRESzEbufPKyRgTDfz9td20tvfoHVJUcXV5\nePi13dy/ajv1LV1cMKOU+26fy+wJhSG5x3ruFAvjrNls39/M1n2hbZzV4/bS3NhBQXEmRqMMJBou\nozGRQksmzQ0d9Lh9xz329b7VhCUxvJoghiaJgoh45UUZLF84lvYuLw9JvcJJCWgaH1Ta+dFDG/jk\ns3rKCtP58Y0z+fpFCqnJoVtINBgM3LB4HMZEA0+t2UfXCS5Ap6O+1gVI2+bTYenbUlpfN3SdgqOl\nk617GykvzGDSKH2aauntz39+kHHjxusdhm4kURBRYeGMEs5U8tlna+OVjw7rHU5Eq23q4DdPbePx\nN/fiC2isuGAs99w4k1GWzLC8viUvjSVnjaStw8MLH4RudofUJ5y+4oE6haFvP7y5oQaN3tqEeKr0\nF5+TGgURFQwGAzdfOp7qhnZe++QwSlk2k3RqGRypejx+Xvn4EG9vtuEPaJw5Lp9rFynkZJjDHsul\nc8vZtKeRddvqmDexiIrS4F/MHTYnBgMUlYQnAYpFhcWZGAxDD4hqcbpZv6seS14qM06i4FHEJllR\nEFEjNdnEnVdOJiHBwN9f3Y2zQ+oV+u2oaubHD2/kzY015GSY+bevTeFfvnKGLkkCgDExgRsXj0MD\nVq7eG/R23F6Pn6b6dvKLMjAlyfudU5VkNpJflEGTox3vMVpwr95Ugz+gcenc8hN26RSxSxIFEVVG\nWTK5esEYXJ0eHnp1N4GApndIujricvM/L37Kn57fSVtHD5fOLecXt82JiG6WY0uzWTC9hLrmTt7c\nWBPUczfYXQQCmvRPCAKLNYtAQKOhzvWFx12dHj6otJOXaWbOMNo8i9gjiYKIOhfOsjKtYgR7qlt5\n7ZPDeoejC38gwNubavjRwxvZqjYxtjSLe2+exdcWjMFsipwdAF+bP5qs9CRe/fgw9Ue6gnbe/vqE\nYqlPOG2WIeoU1myx4fUFWDynHGNifFwqGhsb+MEPvsc111zF8uVX8sc/PoDPd/yC3CeeePQLn194\n4bkANDc38eMffz9ksYZTfPzri5hiMBi45bIJ5GWaefnjQ+ytbtU7pLA6aHfxi8e38MzaKowJBm6+\nZDzf//oMSvIjr+98arKJry9S8PkDPLF6L5oWnBUgx8DESEkUTpelr37k6DqFLreXtdtqyUxL4twp\nFr1CCytN0/jRj+5i/vyFPPPMi6xa9SLd3V089ND/HPd5Tz75+KBHem/RjBiRzy9/+duTfv0TJSR6\nkkRBRKX0FBN3XDGZBIOBB1/dhavTo3dIIdfl9vLkW/u474kt1DR2cPYZRfzqG3M5d2pxRN8/PnNc\nPtMqRrC3po2PP60/7fP5fQEa7C7yCtIwJ5uCEGF8S04xkZefRoPdhb+vlmTttjq6e/xcPMtKUgSt\nUIXS1q2bMZuTueSSJQAkJCTwne98j9dff4X/+7/n+e//vn/g2P/8z++yfftW/vrXP+Px9HDzzdfy\ni1/c84XzORx2brhhOQB+v5//+Z8/cvvtN3DjjSt4+eUXAdi2bQvf+tZt/OAH3+P665eF6U86fFIF\nJKJWRUkWV80fzT/fO8DfX9vNvy+bGtEXzFOlaRqb9jTyzLu9A5wseb0DnMaVnfpshnAyGAxcd5HC\nnppWnl27nylj8shMO/nplIM11rfj9wWkf0IQWazZtDR10uRoJ6cwnbc320g1G1kwvUSXeD5Ze4CD\nexuDes7R4ws4a+HQbeAPHTr4pV4JqalpFBYW4fcPfrdvwGAwcOed/8qLL/6Txx57+riv/dprL5Oe\nns7f//4EHo+Hb33rNmbPngvA/v37ePLJ5ygqityVG0kURFS7eHYZ+2ra2HmghTfWV7PkrJF6hxRU\nDa1d/OOtfew63IrJmMBV541m8ZyyqLtnnJuZzFXnjWbVO/t5Zu1+vnH5pFM+l0P6JwRdcVkWn22r\nw25r41OHi45uL5efNZIUc/xcIkL5HmPz5g0cOFDFunXvAtDZ2UltrY3ExEQmTJgU0UkCSKIgolyC\nwcCtl03g3sc2838fHkSxZqPEwDtNry/Amxuree2Tanz+AJNH53LdReMoyE7RO7RTdsGMUjbsqmfD\nrgbOmlR0ynM77DaZGBlsA3UKNW2819xBkimBRTNLdYvnrIVjjvvuPxRGjhzNunVrv/BYZ2cHDQ31\npKdnfGGHlccz/K3Z3/vefzJr1twvPLZt2xaSkyP/Zzq63pYIcQwZqUncsXQSBgw8+Mou2ruiu15h\nT3UrP310Ey99eIi0lN5ZF/9+9dSoThIAEhIM3Lh4PAkGA0+8tY8ez5f37Z9IIBCgvtZJdm4Kqadx\n+0J8UWq6mazcFOpqnLS297BgWgkZqfH19ztz5mzcbjerV78O9NYV/OUvf+DSS5dSXFxCVdU+NE2j\noaGePXt2DTzPaDSesBBx9ux5vPji8wPH1dRU43a7Q/eHCTJZURAxQbFm85XzRvHC+wd55PU9fOdr\nU6KuXsHV6eHZtVWs31WPAbjgzFKuOm90TC3/lhVmcPEcK29uqOHljw+x7PyKYT2/pbETr8cvqwkh\nYCnNwnmknnSDgYtnl+kdji5+9av/4oEHfsPjjz+CpgWYN+8c7rjjXzAajVgsJVx33dWUl49i3LgJ\nA89ZuvQr3HTTCsaNG8899/ziC22u+z++/PIrcTjs3HrrdWiaRk5OLr/61X9hMBhCessjWKIgxKE1\nNrriu9uO+IKApvGH5yr57NARrj5/DJfMiY5JdwFN48NKO8+vO0Cn20d5YQY3LB4XttkM4dbj9fOT\nRzbS4uzhnhtnUl508iOiKzfZ+GTtAS5YMh5lclEIo4w/b76tcnibHVNxBrfdcKbe4YjjKCjIPO61\nW1GUxcAfgETgYVVVj7lPU1GUWcB6YJmqqi8OdT659SBiRoLBwG1LJpKVnsQL6w5SdZyJeJGitrGD\nX/9jKytX78Mf0Lh2UXgHOOnBbErkhovHE9A0Vq7eO6zump8PgpIVhWDSNI1Nh48AMEJaYkc1RVES\ngb8Ai4GJwApFUSYMcdxvgdWcYNFAEgURUzLTkvjm0kloaDz48md0dHv1DumYejx+nnuvinsf28yB\nOhczxxdw3+1zWTTTSkJCVC/0nZRJo3KZN6mIw/XtvLu19qSeo2kaDpuTjEwzGVnJIY4wvuw80EL1\nkS4wJdDa0B60xlhCF7OBKlVVD6uq6gWeAa44xnH/CjwPNJ3ohJIoiJgzriyHK84ZRYurh0df3xNx\nv/R27G/mxw9vYPXGGnIzzXz36ql868rJug1w0svyCypITzHx4gcHaXGeuLDrSHMnPW6frCYEmaZp\nvLb+MAAlZdm4u320Ngev3bYIuxLAdtTntX2PDVAUpYTe5OGvfQ8d95ekJAoiJi2ZN5IJ5TnsqGpm\nzWbbiZ8QBkdcbv78wk7+9MJO2jo8XDavd4DTlDGntk0w2mWmJrF8YQU9Xj9Pvr3vhAndQNvmMumf\nEEyqrY0DdS6mVYygYmzvMDH7oLkPIqqczDujPwA/UFVVo/e2w3GXMaP6ZlROTipGY3y0FxXDd/93\nztM7hC/Iz8/g52Py9Q4joly5MIMrFyondeyRxk4AJk8tIS8C51pEq/z8DM45s3eXQ3NjB++vVjnS\n2El+/skXmYqIUgdYj/rcSu+qwtHOBJ5RFAVgBHCJoiheVVVfOdYJozpRaG2V5TFxfLsPH+GBZ3aQ\nl5XMvTfPIjXMswEO2J08sXoftsYO0lNMLDu/grPPKPrCFqp419DaxU8e2USK2ch9t88h7Rj/Rpqm\ncaiqmZQ0E34tQFNTuw6Rxp5DDhe/WLmFCeU53LViOhoaKakmDlc109joku/T6LQFGKsoykjADiwH\nVhx9gKqqo/s/VhTlMeDVoZIEkFsPIsZNHJnL5WePpNnp5tE3gje98EQ63V6eeGsfv3piK7bGDs6Z\nYuG+2+dwzhSL/PIdpDAnlaVnj8TV6eH5dQeOeYyrrZuuDg/F1mz5+wuiN9ZXA3DZvN6txAaDAYs1\nm84OD6626GkIJD6nqqoP+DbwFrAbeFZV1T2KotyhKModp3LOqF5REOJkLD17FKqtjW1qE+9urWXR\nTOuJn3SKNE1j4+4Gnnl3P64uL8Uj0rj+IiVqBjjp5eLZZWzY3cD7O+zMm1T0pTbc9hoZKx1sdc2d\nbFWbGGXJZEL559+fxdYsDu5rwmFrIysnuruBxitVVd8E3hz02INDHHvzic4nKwoi5iUkGLj98klk\npJp47r0qDte7QvI6DUe6eODZHTz06m7cHj9fnT+ae2+eJUnCSTAmJnDT4vEYgJWr9+L1Bb7w9f5B\nUDIxMnj6VxOWzCv/wipN/66S/pkaQkiiIOJCToaZ2y+fiN+v8deXPqPLffze7MPh9QV4+aND3PPI\nJnYfbuWM0Xn84rY5XDZvZNRNedTTmJIsFs4oxdHSxRsbqr/wNbvNiTnZSG5+mk7RxZamtm427m6g\nZEQaU/t2OvTLzU8jyWwcSM6EkN9iIm5MHpXHpfPKaWpz8/jq4NQr7D58hJ88uomXPzpEeoqRb105\nme9ePYX8KB/gpJer5o8mJ8PM6+sP42jp3eXQ4XLT7nRjKc2S+oQgWb2xhoCmcem88i/NRElIMGCx\nZuFqc9PhkjoFIYmCiDNXnjsKpTSLLXsbWbe97pTP4+z08NCru/jdMztobO1i0cxS7rt9LjPHF8jF\n7DSkmI1cd6GCz6+x8s29BDRNxkoHWVtHDx/udDAiK5nZEwqOeUxxXy2Io1ZuPwhJFEScSUxI4BtL\nJ5GeYmLVu1XUNAxvm11A01i3vY4fPbSBDbsaGFmUwT03zuTaRUpMTXnU03QlnzOVfNRaJx/tdHxe\nnyCNloLi7c02fP4Al84tJzHh2JcAqVMQR5NEQcSd3MxkblsyEZ8/wF9f+ozunpOrV6hpaOfXT27l\nibf2oaHx9QsVfnzDTEYWxe4AJ71ce6FCclIiz62tora6DaMpgRGF0mTpdHV0e3lvex1Z6UmcfcbQ\n0zdHFKZjNCVInYIAJFEQcWrKmDwumVNGQ2t374X/OPUKbo+PZ9fu5+ePb+GA3cXsCQX88ra5XHBm\naVwMcNJDToaZry0Yg6fHh6u1G0tpFglDvPsVJ2/t1lp6PH4unlWG6ThdbRMTEygqyaK1uYvuLk8Y\nIxSRSNZKRdz6ynmj2V/rZOPuBsaXZTN/WsmXjtmuNvHUOypHXD3kZydz3UXjOGN0fM5mCLcF00vY\nsqUWjrgxpIa3o2Yscnt8rNliIy3ZyILpxSc8vtiaRe3hVhw2J6PHSevxeCYpuohbxsQE7lg6ibRk\nI0+/sx9bY8fA11qcbv70/E7+/OKnODs8LDlrJL+4dY4kCWGUYDAwxdJ7W2fDoRbcnuBtaY1H7++w\n0+n2ceFMK8lJJ36P2F+n4JA6hbgniYKIa3lZydx62US8vkBffwUvqzfW8KOHN7Cjqplx1mx+dsts\nrjpvNEkmGUAWbu1NXWAAe5eXlz48pHc4UcvrC7B6Uw3mpEQWnll6Us8pKM4gIdEgkySF3HoQYtrY\nEVw0y8rbm238v//9BLfHT3qKiesvGsdZk2WAk1563F6aGzsoKs2koLOHNVtszJlYyCiLFI8O18ef\nOgD8xb0AACAASURBVHB2eFg8p4z0lJO7jWM0JlJoycRR66TH7cOcLJeLeCUrCkIAX1swhtHFmbg9\nfs6bauFX35jL2WfIACc91df2ttouKcvhhsXj0TRY+eZe/IHACZ4pjuYPBHhjQzXGxAQumjW8OSeW\nvi2p9XVy+yGe6ZoiKoqSSO9IzFpVVS9XFCUXeBYoBw4Dy1RVlXUvEXLGxATuumY6bZ09FOak6h2O\ngIElb4s1C2t5DuecYeGjTx2s2VzL4jllOkcXPTbtaaTZ6eb86SVkp5uH9dxiazbbqMFha6N8jNTn\nxCu9VxT+jd4xmP17034ArFFVVQHe7ftciLAwJyVKkhBBHDYnBgMUlfTeali2sIKMVBMvfXSQprZu\nnaOLDgFN44311SQYDKeUXBUWZ2IwSOOleKdboqAoSilwKfAw0L++uxRY2ffxSuBKHUITQujM6/HT\nVN9OflEGpr4K/fQUEysuGIvHG+DJt4/f+0L0qtzfTF1zJ3MmFp7S/JEks5H8ogyaHO14vf4QRCii\ngZ4rCv8N3AUcfcOxUFXVhr6PG4DCsEclhNBdg91FIKB9ab7DnImFTBqVy2cHj7BxT8MQzxYAmqbx\nWt8o6UvnlZ/yeSzWLAIBjYa60IxnF5FPl0RBUZQlQKOqqtv5fDXhC1RV1fj8loQQIo701yf0Dyfq\nZzAYuP7icSQZE1j1zn46ur16hBcV9lS3csjhYoaST8mIUx/P/Xk/BSkXi1d6rSicBSxVFOUQsApY\nqCjKk0CDoihFAIqiWIBGneITQujIMTAx8suDoAqyU7ji3FG0d3l57r2qcIcWNV7vW0247DRWEwAs\npb3/BlKnEL90SRTU/9/enUdHVacJH//Wmo3sBLKHLZfFBkHZGVQWFekGgbZbWxCwX0V9dUbfY7fT\n7cxxpvs9g8sZuumGHgfUliBoM68sYjeb0IqKYVFBEQLXRCCVnRCSykKqKlX1/pFUCUgwkKq6VbnP\n5xyPVOrm3uepqlQ99bu/+/xU9VlVVXNUVe0P3Af8XVXVB4CtwKKOzRYBW7SITwihHXebh+oKO6lp\ncURFX/ma/zvG5JDbpxcff1lJ0ZnzIY4w/JWUN1B05jw39E/pdt+J6BgLKWlxVFfYcbvl0lQ90vqq\nBx/fKYYXgNsVRVGBqR23hRA6UlPViLvNQ2ZuUqfbmIxGFt01BIMB1u44gatNJtpdzDea8KNujib4\nZOYk4W7zcLby2pZlFz2D5q22VFXdC+zt+HcdMF3biIQQWqq8qH/C1fTPSGD6zTm896mNdz85w7xb\nBoQivLBXVtPEkeJaBmUlouR0Xmxdi8zcRL76vJwKWz3p2Vd/XkTPEy4jCkIIAXx7LvzyKx6uZO4t\n/UlNiGL7/jOUn2363u31YNv+b+cmBKqzqG+egiwQpU9SKAghwobH46GqrIGklBhi46zfu3201cyC\nOwbj9ngp2HESj857K1Sfb+FAUTXZab0YEcBOirG9okhMiaGyrAGPR9+PsR5JoSCECBvnappxOd1d\nGk3wuXFQb8YM6UNxeQN7j1QEMbrwt31/KV4v/Ghi4EYTfDJzknA53ZyrkZEbvZFCQQgRNipKr9w/\n4fvcPz2fmCgzb39QzPlGRzBCC3vnGx3sO1pJn+QYRg/uE/D9++aMyLLT+iOFghAibHy7ENS1TcJL\n7BXFT6YM5ILDzZu71WCEFvZ2HizF7fEyc3weRmPgVz3N9DVeKpV5CnojhYIQIix4vV4qbQ3EJ0QR\nnxh9zb9/y42Z5Gcn8tnJsxxWzwYhwvDV2OLkgyPlJMdHMfEH6UE5RnxiNL0Soqgsq5d1NnRGCgUh\nRFioq23G0dp2zaMJPkaDgUUzhmAyGlj3nsoFR1uAIwxfuz8tw+nyMGNsLmZT8N7WM3OSaL3Qxvna\nlqAdQ4QfKRSEEGHB37Y59/qv08/sHccPJ+RxvtHBpg+/CVRoYe2Co409n5XRK8bCLTdmBvVYMk9B\nn6RQEEKEhUr/QlDdaxL0wwn9SE+J5e+flVFS0fPPp39wuJwWRxu3j8khymoK6rG+XSCq5z+u4ltS\nKAghNOf1eqmwNRATZyExOaZb+7KYjSyaMRgvULD9BG09eH0Cp8vNzkM2YqJMTLspK+jHS0qJISbW\nQqVN5inoiRQKQgjN2esv0NLkJDMnKSDX/w/OTeaWGzMpO9vMrkO2AEQYnj4+Wom92cnUm7KJ7WQB\nrUAyGAxk5CTR3OTEXt8a9OOJ8CCFghBCcxWlnS8rfb1+MmUgCXFW3vn4FDXne97kuza3h+37S7GY\njdw+Oidkx/X1uKiUeQq6IYWCEEJzgZqfcLG4aAv3T8/H1eZh7c6TPW6o/MDxas7ZW7nlxkwSutDu\nOlB88xQqZJ6CbkihIITQXIWtgahoMylpcQHd75ghfRgxMJXjp89TeKwqoPvWksfj5W+FZzAZDcwY\nmxvSY6ekxWGNMsuIgo5IoSCE0FSTvZXGhlYyshMDvj6BwWBgwR0KVouRv+wpprHFGdD9a+Vz9SxV\ndS1MuCGd1OtoTtUdRqOBjJxE7PWtNNllnoIeSKEghNDUtSwrfT16J8Ywb/IAmi642PD34qAcI5S8\n3vbRBANw1/jQjib4+OcplMnpBz2QQkEIoSn//IRuNFr6PtNGZ5OXHs8nX1Vx7HRd0I4TCsdO1XGm\nupGbh/QhIzWwp2q6SuYp6IsUCkIITVXaGjBbjPTu2ytoxzAZjSyeMQSjwcDaHSdwuNxBO1aw/bXw\nDAA/HJ+nWQy9+/bCbDHKPAWdkEJBCKGZlmYn58+1kJGdiNEY3LejvPR47hiTw9n6Vt7ddzqoxwoW\n1VaPaqtn+IBU8tLjNYvDZDKSnpXI+doWLvSQeR+ic1IoCCE0U1UW3PkJl7v7H/rTOzGaHQdKsdU0\nheSYgbRtf8dowgTtRhN8vu2nIKcfejopFIQQmvEtLhTIRktXE2U18cCdg/F4vRTsOIHHEzm9FUqr\nG/my5BxKThJKiAqrq5F1H/RDCgUhhGYqSxswmQz0yQjdMPrwAamMH9aXbyrsvH+4PGTH7a6/dcxN\n+FEYjCYA9MmMx2gyyEqSOiCFghBCE45WF7U1TfTJTMBsDu6qh5e7b1o+cdFm3t5bQl0E9AKoqmvh\n0xM15PWN54b+KVqHA4DZbKJvRgK11U04Wtu0DkcEkRQKQghNVJXZgcC2be6qhDgrP506CIfTzbpd\nati3d962/wxe2ucmBLopVXdkdFzSWlUupx96MikUhBCaCPX8hMv9w/AMhuQmcaS4ls/Vs5rE0BXn\nGlop/KqKjNRYbhqcpnU4l8j0z1OQ0w89mRQKQghNVNoaMBggPStBk+MbDAYWzhiC2WRk3XsqLWE6\nfL7jYCluj5eZ4/MwhtFoAkDfzAQMBmm81NNJoSCECDmX083ZqkbS0uOxWM2axZGeEsusiXk0NDnZ\nuLdEszg6Y2928uEXFaQmRDFuWF+tw/kOa5SZtPR4zlY24orgJlbi6qRQEEKEXHWFHY/HG7L+CVdz\n1/g8MnvH8f7hcr4uC68h9Pc+teFq8zBjXB5mU3i+XWfkJOLxeKkut2sdigiS8HzlCSF6NN/8hEyN\n5idczGxqb+8MULDjJG1uj8YRtWtpdfH3z8tIiLUweUSG1uF0KkPmKfR4UigIIUKu0r9ipPaFAsCg\n7ESmjMqioraZ7QdKtQ4HgL9/Xs4Fh5s7xuZitYT28tFrkZHd/hzKPIWeSwoFIURIuds8VFfYSU2L\nIyraonU4fj++dSCJvay8u+80VXUtmsbicLnZdchGTJSZKaOyNI3l+0THWEhJi6O6wo47TEZjRGBJ\noSCECKmaqkbcbR4yc7Wfn3Cx2GgzC25XaHN7WLvjhKa9FT78ooKmCy6m3ZxNTJR2kz27KjMnCXeb\nh7OVjVqHIoIg/F+BQogepVLj/glXc5OSxqj83hz+upaPj1YyeURmyGNoc3vYcaAUq8XI7aOzQ378\n65GZm8hXn5dTYasnPTv8nle9URRlBrAcMAGvqqr64mX3zweeAQxAI/CYqqpfdrY/GVEQQoRUhS20\nK0ZeC4PBwPzbFaKsJv7n78XYm0O/hHLhV1Wcb3Rw28gs4mOtIT/+9fDNU5AForSnKIoJWAnMAIYB\nP1MUZehlm30D3KKq6gjg/wKrr7ZPKRSEECHj8XioKmsgKSWG2Ljw/BBMSYjmnlsH0tzaxl/2fB3S\nY3s8XrbtP4PJaODOsbkhPXZ3xPaKIjElhsqyhohakbOHGgsUq6p6WlVVF/AX4O6LN1BVtVBVVV9V\ndwC46tCVFApCiJA5V9OMy+kOy9GEi00ZlcWAzAT2H6/m6DfnQnbcT0/WUH3+ApOGZ5AcHxWy4wZC\nZk4SLqebczVNWoeid1mA7aLbZR0/68z/ArZdbYcRPUchOTk25KvOCSGuX8nxGgAG35BOWlrolpa+\nHn94ekrIj/nDtHh+eMugkB83EAYP60vRF5XYz7cybHjo53YIvy4P6SiKMgX4OTDpattFdKFw/ry2\nlzAJIa6NWlQNQK/EKM6eDf8Z8m9/UMK2/WeYMTaXn04N7gf4F8W1/OHtLxk3rC+PzL4hqMcKhl5J\n0QB8fbyagUPDa/EqnSkHci66nUP7qMIlFEUZAbwCzFBV9fzVdiinHoQQIeH1eqm0NRCfEEV8YrTW\n4XTJ7En96JMUw65DNs5UBa+w8Xq9/LXwNAAzx+cF7TjBFJ8YTa+EKCrL6sN+2e4e7lMgX1GUfoqi\nWIF7ga0Xb6AoSi6wCVigqmrx9+1QCgUhREjU1TbjaG0L+/kJF7NaTDwwYzAer5c1O04EbaKeaqun\npNzOyEG9yenTKyjHCIXMnCRaL7RxvlZGe7Wiqmob8ASwEzgObFBVtUhRlEcURXmkY7PngGTgZUVR\nDiuKcvBq+wyvNUuv0SNbfi1lqxARIraiL0nFA6jPL6Elo0brcK5JU4uTVpebuGhLUBog2ZudONvc\nJMVFYTZH7ve32Mo+JH09kPpB39CSWa11OD3WqjnPh/SzO3JfkUKIiBLVkACAIzHyVhmMjbZgNBho\naW0L+KhCm9uDs82NxWyM6CIBvn1urR3PtegZNBlRUBQlB1gL9KF9huZqVVX/qChKCrAByANOAz9V\nVbXTJclqauwyoiBEBPB6vaz9UyFer5dFT0zEYIi8wcxPvqrk1b8WMWJgKk/eMyJgOfxp01E+U8/y\n9H0juaFfSkD2qRWv10vBik8wGg088PiEiHyeI0GfPgm6GFFwAf9HVdUbgPHA4x2do34FvKeqqgLs\n6bgthIhw9voLtDQ5ycxJitgPjwk3pDOsXzJflpzj0InAnDopr23mM/Us/TMSGJaXHJB9aslgMJCR\nk0RzkxN7favW4YgA0aRQUFW1SlXVIx3/bgKKaG8IMRso6NisAJijRXxCiMCqKA2vZaWvh8FgYOGd\ng7GYjby5+2uaW13d3uf2/WcA+NGEvIgtoC6XmeNr59zpYLCIMJqfEFMUpR8wivY2kn1VVfXNgKkG\n+moVlxAicHwfGpkRdMXDlfRJjmX2pH7Ym538v/dLurWv2voL7D9WTVbvOG7M7x2gCLXnu6qlQtZ9\n6DE0LRQURekFbASeVFX1kouUVVX1cg0dpoQQ4avC1oA1ykxKWpzWoXTbnWNzyU6L48MvKjhZetU+\nNVe1/WApHq+XmRPyMPaQ0QSAlLQ4rFFmGVHoQTQrFBRFsdBeJLyhquqWjh9XK4qS3nF/BhBZ11AJ\nIb6jyd5KY0MrGTmJPWJ43WwysuiuIRiAgh0ncbV5rnkf9U0OPvqikt6J0Ywd2ifwQWrIaDSQkZ2I\nvb6VJrvMU+gJNCkUFEUxAK8Bx1VVXX7RXVuBRR3/XgRsufx3hRCRxTcEHemnHS42MDORqTdnU1XX\nwraOeQbXYtchG21uDzPH52Eyan4GOOAyczvmKZTJ6YeeQKtX6CRgATCloyvUYUVRZgAvALcriqIC\nUztuCyEimH9+Qm7kTmS8knm3DCA5Poq/FZ6mora5y7/XdMHF+4fLSexlZdLw9OAFqCGZp9CzaLIo\nlKqqH9N5kTI9lLEIIYKr0taA2WKkd9/IbU18JTFRZhbcobBi41HW7jjBM/Nv6tJcg79/VobD6ebu\nSf2x9NDVb3v37YXZYpR5Cj1EzxvzEkKEjZZmJ+fPtZCRnYixBw6xj8pP4+bBaahlDXz0RcX3bt/q\nbOO9T23ERZu5bVTPXYrZZDKSnpXI+doWLrQ4tQ5HdFPP+8sVQoSNqjJf/4SeMz/hcvdPV4iJMvE/\n75dQ3+S46rZ7j1TQ3NrG9NE5RFs1GdANmW/7Kcjph0gnhYIQImgqOoaeI7nR0vdJjo/intsGccHR\nxlu7v+50O1ebhx0HS4mymJh2c3YII9SGrziUQiHySaEghAiaytIGTCYDfTLitQ4lqG4dmcmgrEQO\nnajhSHHtFbfZ91UlDU1OpozKoleMJcQRhl6fzHiMJoO/WBSRSwoFIURQOFpd1NY00SczAXMPnbTn\nYzQYWDRjMCajgXW7TtLqbLvkfrfHw/b9ZzCbjNwxNkejKEPLbDbRNyOB2uomHK1t3/8LImxJoSCE\nCIqqsvYlh3tS/4SryUrrxV3j86izO9j84alL7jtUVMPZ+lYmj8ggqVeURhGGXkbHJbFV5XL6IZJJ\noSCECAo9zE+43KyJefRNjmH3ZzZOVbYXSh6vl7/tP4PRYGDGuFyNIwytTP88BTn9EMmkUBBCBEWl\nrQGDAdKzErQOJWQsZhOLZgzB64WC7Sdwezx88XUt5WebGTesL2lJMVqHGFJ9MxMwGKTxUqSTQkEI\nEXAup5uzVY2kpcdj6eGXAV5uSF4y/zAig9KaJnYdsvHXwvYWzzMn5GkcWehZo8ykpcdztrIRl8ut\ndTjiOkmhIIQIuOoKOx6Pt0f3T7ian04ZRHyshY0ffMOpSjs3KWlk9Y78lTOvR0ZOIh6Pl+pyu9ah\niOskhYIQIuB88xMydTQ/4WK9Yiz8bHo+Hq8XgB/qcDTBJ0PmKUQ8fY0JCiFCwtdkR08TGS83bmhf\nVFsDJoOB/hn6madxuYzs9teAzFOIXFIoCCECyt3mobrCTmpaHFHRPb+xUGcMBgML7xysdRiai46x\nkJIWR3WFHbfbg8kkA9mRRp4xIURA1VQ14m7z6HZ+gviuzJxE3G0ezlY2ah2KuA5SKAghAsp3Ljoz\nV7+nHcSlMnPbi0Zp5xyZpFAQQgRUha3nrxgpro1vnoIsEBWZpFAQQgSMx+OhqqyBpJQYYuOsWocj\nwkRsrygSU2KoLGvA4/FqHY64RlIoCCEC5lxNMy6nW0YTxHdk5iThcro5V9OkdSjiGkmhIIQImIpS\nffdPEJ3zXSor8xQijxQKQoiA+XYhKBlREJfyLxBVKvMUIo0UCkKIgPB6vVTaGohPiCI+MVrrcESY\niU+MpldCFJVl9Xi9Mk8hkkihIIQIiLraZhytbTKaIDqVmZNE64U2zte2aB2KuAZSKAghAsLftln6\nJ4hOyDyFyCSFghAiIPyNlmREQXTi2wWiZJ5CJJFCQQjRbV6vlwpbAzFxFhKTY7QOR4SppJQYYmIt\nVNpknkIkkUJBCNFt9voLtDQ5ycxJwmAwaB2OCFMGg4GMnCSam5zY61u1Dkd0kRQKQohuqyiVZaVF\n1/h6bFTKPIWIIYWCEKLbZH6C6CrfPIUKmacQMaRQEEJ0W4WtAWuUmZS0OK1DEWEuJS0Oa5RZRhQi\niBQKQohuabK30tjQSkZOosxPEN/LaDSQkZ2Ivb6VJrvMU4gEUigIIbrFN4Qs6zuIrvL12qgsk9MP\nkUAKBSFEt/jnJ+TK/ATRNZkyTyGiSKEghOiWSlsDZouR3n17aR2KiBC9+/bCbDHKPIUIIYWCEOK6\ntTQ7OX+uhYzsRIxGeTsRXWMyGUnPSuR8bQsXWpxahyO+h/xlCyGuW1WZr3+CnHYQ1+bbfgpy+iHc\nSaEghLhuvsV9pNGSuFay7kPkkEJBCHHdKksbMJkM9MmI1zoUEWH6ZMZjNBlkJckIIIWCEOK6OFpd\n1NY00SczAbPZpHU4IsKYzSb6ZiRQW92Eo7VN63DEVUihIIS4LlVldkDaNovr5+unUFUupx/CmRQK\nQojrIvMTRHdl+ucpyOmHcCaFghDiulTaGjAYID0rQetQRITqm5mAwSCNl8KdFApCiGvmcro5W9VI\nWno8FqtZ63BEhLJGmUlLj+dsZSMul1vrcEQnwu4vXFGUGcBywAS8qqrqixqHJIS4THWFHY/HK/0T\nRLdl5CRSU9lIdbmd7H7JWofTI3Tlc1RRlD8CdwEtwGJVVQ93tr+wGlFQFMUErARmAMOAnymKMlTb\nqIQQl/PNT5CFoER3Zcg8hYDqyueooigzgUGqquYDS4CXr7bPsCoUgLFAsaqqp1VVdQF/Ae7WOCYh\nxGV8TXJkIqPorozs9teQzFMImK58js4GCgBUVT0AJCmK0rezHYbbqYcswHbR7TJgXGcbOx1teDze\noAclhPiWx+2husJOalocUdEWrcMRES46xkJKWhzVFXZamhwYTeH2/TW8GAzfu0lXPkevtE02UH2l\nHYZboXAtn/qm137/cdACEUJcXWwilJR8HfLjut1uwIBJpx8oPTH/uASoO+uhYGWh1qFEChPQ2ezP\nrn6OXl5ydPp74VYolAM5F93Oob3SuZKB4+6w0r9//+BHFYY++ugjsrOzJX/JX+tQQk7PuUPPzH/S\n9F4wvWvb9sT8r8WpU6fgdwwE1E426crn6OXbZHf87IrCrVD4FMhXFKUfUAHcC/yss4379++Poigh\nCi28nDp1SvKX/HWZv55zB8lf7/l3QVc+R7cCTwB/URRlPFCvquoVTztAmE1mVFW1jfbgdwLHgQ2q\nqhZpG5UQQggRGTr7HFUU5RFFUR7p2GYb8I2iKMXAKuB/X22f4TaigKqq24HtWschhBBCRKIrfY6q\nqrrqsttPdHV/YTWiEC42bdrESy+9xH/+53+ybdu2bu1rxYoVNDY2Biiy4KmpqWH58uWsWbOG9evX\nc+LEiStud/njceDAAXbv3n3F+yJZTU0Nv//971mzZg3Lli1jy5YtWocUdJs3b/Y/70uXLu3S71z8\n/Pts27btkn31BD0tn67oLOeVK1fS2NhIWVkZBQUFGkQWeJs2beLpp58G4I033uDf/u3fOt32Su9z\nvsfEd19Pei+EMBxRCAeGjutPGhoa6NOnDy+99BIJCQmMGzeOzZs3M2rUKAYOHMjf/vY30tPTyc3N\npaioiLS0NI4dO8ZTTz3FO++8g9Vq5fDhwyxevFjbhLrgzTff5JFHHiEmJobNmzeza9cu3nzzTRYu\nXMjatWsZNWoUo0eP5siRI1gsFkpKSsjNzaW5uZmTJ08yYMAAjhw5wo033siyZcsYOXIk8fHxjBo1\nig0bNpCYmMi4ceMYNWqU1ql2ie/xiI2NBdo/OMeMGXNJbgCVlZU0NDTwk5/8hI0bN/LP//zPrFix\ngkWLFpGQEHlrIGzdupUDBw5QUlLC73//e3r37o3b7WbYsGHs2rWLpKQkbr75ZjweD4cPH6a+vp7x\n48fz3HPPXfIaGTp0KHV1dSxfvpwFCxbQu3dvrVPrFo/Hw/PPP09BQQEvvPACDz74IGvWrCEhIYGb\nbrqJceM6vYo74tXW1vLaa6+RkJDAqFGjOH36NO+++y4pKSl8+eWXfPXVVxw7doyWlhbq6up48skn\nMZsj66PFYDCQkpKCzWajvr4eq9XKG2+8gc1mY8GCBbz66quXvL7z8/P561//CsCsWbP8+zly5Agz\nZ87kyJEjOByOS94fBg0apFV63RZZz2YIzZ49m/z8fIYPH84vfvELkpKSOHPmDFarlblz57Jz506s\nVitJSUlUVVUBcNddd5Gamso333zD6dOn+c1vfuO/L9x5vZdeGTN9evsU5K+++sqfs09+fj5nzpyh\nrq4ORVFITk5mwIAB/vtHjBjBwoULWbp0KefPnyctLc3/+EVKoeBTXFzMxo0bsdnaLzm+OLehQ4cy\nZcoUoP1xmjp1qn/kIRKLBGh/3Q8ZMoTS0lKKi4vp168fpaWlAIwfP56xY8eydu1a6uvr+dWvfkVh\nYSEOh+M7rxFo/5a1fPnyiC8SAIxGI1OnTuXo0aMkJSXx+eefc+eddzJy5EheeOGFHl0oHDp06JJc\n+/Xrx6xZs7Db7VRXV/ODH/yA1atXM2XKFFpaWjh37hx9+3bauydszZw5k9/85jc88cQTbNq0CYDk\n5GQOHz78ndf33r17WbBgAdBeXHfm4veHSC4U5NRDJ7Zu3cprr73GU089RVNTE06nkyFDhmA0tj9k\nY8aMAcDpdDJ48GDg25EIj8dD//792bZtG0VFRf6fh7P58+ezatUq1qxZQ0tLC0ajEaPRiNfrxWQy\nXbLtuXPniI2N5dSpU2RkZFBYWEhxcbH//ovzve2222hqasLhcDBkyJCQ5dNd8+fPZ/Xq1RQWFmK1\nWv0fdhfnZjAY/P9B+2ti48aN/PjHP9Yk5kAymUwMGTKE1tZW8vPz/T/35TplyhTeeustCgsL/dtf\nzGAw8Mwzz7Bu3Tp/kRXpRo8ezTPPPMPcuXMZM2YMO3fu5OWXX2bq1KlahxY0W7duxWaz8ec//5mX\nX36ZKVOm0L9/f9566y1MJhMnT57kiy++YPLkyTQ3N5OcnExKSorWYV+XmJgYnn32WUaOHEl5eTlu\ntxuPx4PH47nk9W0wGLj11ltZt24d69at47bbbvvOvi5+bzAYDN/5IhZpwv8TrHPKyZMnT+r1Epmd\nO3fq+hKhcMy/sLCQI0eO8NhjjwX9WOGYf6joOXeQ/LXMf/fu3djtdubNm9etbbpDVVUGt3877ayP\nQsDJqQchAmTChAlMmDBB6zCEEEHiOyXb3W0ijZx6EEIIIUSngjmiYAIGBnH/A/bu3dvezlKHDh48\nSGlpqeQv+WsdSsjpOXeQ/PWef1lZGYT4S34wC4WBO3bsOBmsftx67/ddVlYm+Uv+usxfz7mD2VyD\n9wAADOdJREFU5K/3/LUQ1DkKwZxwovd+35K/5K/X/PWcO0j+es+/gyeUB5M5CkIIIYTolBQKQggh\nhOhUyC6PrKmpYf369SQnJ3Pu3Dkee+wxf3vcK1mxYgWLFy/2t8rt6Ww2G++88w6xsbG0trbi8XhI\nT0/nnnvu0Tq0kNi+fTvHjh2jubmZuXPnsmrVKv7xH/8xopo0dccHH3zAhg0buPfee1FVlbKyMp57\n7rmIa4V7PWw2G1u2bCEuLo68vDy+/vprGhsb+eUvf6l1aCFx+vRpVq1axbRp05g+fTpbtmzhwIED\nPP/881qHFhKHDh3i+PHj7N69m+nTp9PY2Kir9769e/dy9OhR6uvrmThxIsXFxWH39x+yEQVf7/zF\nixfz9NNP+9dD+Oabb3jjjTf47W9/S2NjI6+//jrr16/n8OHDALzyyisUFBSwcuXKUIWqiQ0bNvjb\n/mZmZmK1WnE4HBpHFTrZ2dnY7XYcDgcDBw7skdcid+b48eM4nU5ycnK47bbbWLJkCVarFZfLpXVo\nIbFhwwaSkpKA9hntjz76KPn5+bpZhKlfv37+9sCffPIJWVlZuvmCBO0dTR944AEGDhxIYmKi7t77\nPv74Yx566CH/5Mxw/PsP+amH4uJiXnzxRUwmE3fffTderxej0YjFYuHkyZOcPn2a+fPnc8MNNwCw\nf/9+EhIScDgcYfXABZrT6WTixIkoikJsbCxLlizB5XL1mPa332f37t0899xzzJ07l0OHDmkdTkh9\n9NFHVFZWUlRURFFREQUFBUyZMoWYmBitQwsJp9PJhAkTyM/P/85KlHrha/FbWFjI8ePHKSoq0s3f\nPsB7773HtGnTmDNnju7e+x544AHWr1/PqVOnMJlMYfn3H7JxDV/v/NTU1Et65xcXFxMVFeXvq+1b\nI8H3bWLSpEm0tLSQm5uLxWIJVbghN2/ePLZs2UJbWxtDhgxh9erV1NTUkJ6ernVoIXHTTTexevVq\n6uvruf3223n33XcpLi4mMzMzYhdY6qpHHnkEgPLycgoLCzl27BgGg4Hhw4f3+Nzh0tf+P/3TP7Fq\n1SqampqYM2eO1qGFRG1tLbt27cLhcPD444+TkZFBRUUFOTk5WocWMvv27eO3v/0te/bsoaSkRFfv\nfS6XC6PRSEpKCiUlJWH59x/MtR6CuhaD9DuX/CV/feav59xB8td7/lq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medc1AN4BWuLQENZjmflMW7SFlJ3HNC14DbZ1Twb/fH8j2XlF9OvenJ/3N+rA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\nRoMkowAAAABJRU5ErkJggg==\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x47c0c50>"
+        "<matplotlib.figure.Figure at 0x466d9d0>"
        ]
       }
      ],
-     "prompt_number": 17
+     "prompt_number": 19
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "new_palette = sns.color_palette('muted')\n",
+      "new_palette = sns.color_palette('colorblind')\n",
       "new_palette"
      ],
      "language": "python",
@@ -974,18 +1261,18 @@
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 18,
+       "prompt_number": 20,
        "text": [
-        "[(0.2823529411764706, 0.47058823529411764, 0.8117647058823529),\n",
-        " (0.41568627450980394, 0.8, 0.396078431372549),\n",
-        " (0.8392156862745098, 0.37254901960784315, 0.37254901960784315),\n",
-        " (0.7058823529411765, 0.48627450980392156, 0.7803921568627451),\n",
-        " (0.7686274509803922, 0.6784313725490196, 0.4),\n",
-        " (0.4666666666666667, 0.7450980392156863, 0.8588235294117647)]"
+        "[(0.0, 0.4470588235294118, 0.6980392156862745),\n",
+        " (0.0, 0.6196078431372549, 0.45098039215686275),\n",
+        " (0.8352941176470589, 0.3686274509803922, 0.0),\n",
+        " (0.8, 0.4745098039215686, 0.6549019607843137),\n",
+        " (0.9411764705882353, 0.8941176470588236, 0.25882352941176473),\n",
+        " (0.33725490196078434, 0.7058823529411765, 0.9137254901960784)]"
        ]
       }
      ],
-     "prompt_number": 18
+     "prompt_number": 20
     },
     {
      "cell_type": "code",
@@ -996,20 +1283,20 @@
      "language": "python",
      "metadata": {
       "slideshow": {
-       "slide_type": "subslide"
+       "slide_type": "fragment"
       }
      },
      "outputs": [
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABGCAYAAABv7kdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAWlJREFUeJzt1jEuaFEYRtFDHjNR6F7yGolOJzojUFGYAIVKIQagoDIC\nnShVEo1EpzEREnkmICp3X2Gt9s9JvmrnjAEAAAAAAAAAAMAvsfDZ8eX17f/y0mK1BeBHOLh9Hqcb\nKx/29c9nD5eXFsfm4eM0q76Bm5O/Y/9hd+4Zkzn7dzGednbmnjGZ1cvLcX10P/eMSWwdr427q725\nZ0xmfft8HNw+zz1jFr6xACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQ\nEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2A\nkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgC\nhEQXICS6ACHRBQiJLkBIdAFCogsQEl0AAAAAAAAAAAAA+HrvWyUYktOgB/cAAAAASUVORK5CYII=\n",
+       "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAABGCAYAAABv7kdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAAWtJREFUeJzt1atNrFEYhtE9XBIcEkEH2FMC9qAHR6gBFAWgODUQHMGe\nICkBSwcYHIqEkAwNkFHM83NZy37ZyauePQYAAAAAAAAAAAC/xGzZ8eX1bbG1uV5tAfgR5rdP4+bv\nzod93Vj2cGtzfcxO/q9m1Rew+HcwZpenU89YmcXxxXg4Wvqvfmt7V4txf3Y99YyV+HN+OJ4f96ee\nsTLbu3djfvs09YxJrE09AOA3EV2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6\nACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHR\nBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJ\nLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQAAAAAAAAAAAIDP9w6Ejhh4psWK2wAAAABJRU5ErkJg\ngg==\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x4eabd50>"
+        "<matplotlib.figure.Figure at 0x53025d0>"
        ]
       }
      ],
-     "prompt_number": 19
+     "prompt_number": 21
     },
     {
      "cell_type": "code",
@@ -1030,29 +1317,64 @@
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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Op7TfcjQKMmqJggyR+utglmdFS+nAIyu30HfdBSTFN/L1dLRPjqNtQkzQ/89f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\n+alLshPjyaXZJWB7FGf79u1cvHgRq9XK008/zda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70qrszCzkb2+mUVRWzQ9G92LWJQP1f9EGHDhYwtwl6RzIK6Vnlxhum5pM984t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\nAMsn+MQ7EShGAAAAAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x49f18d0>"
+        "<matplotlib.figure.Figure at 0x4bda0d0>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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RniZr7eLUZE1Eaq9iVwkrN6ax5DKbmPnSxUKGMWYo8CIQBky31j5XzjEv4+kf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\ndZx27dr5vFapHT7//HNatWql75RUG32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Q1uY+vUMRQiQoSRSEOIFEaouczVEXHucsbZJCiKWRREGIBfh8flqdfRTYssgryNQ7nJNW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\n4eF07dqVLl26MGjQIOMvwREjRjBnzhw2bdrEL7/8Qnp6Ou7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stx569+7NzJkzOX78ODk5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\nAABJRU5ErkJggg==\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x49f1710>"
+        "<matplotlib.figure.Figure at 0x4bdad90>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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i3IQiDFE+B+FERuSlk5xiotHuIj8/Mjs05udn8OoDV+gdRqyqA47uuGWld1Xh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\nfS6XC6PRSEpKCiUlJWH59x/MtR6CuhaD9DuX/CV/feav59xB8td7/lq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medc1AN4BWuLQENZjmflMW7SFlJ3HNC14DbZ1Twb/fH8j2XlF9OvenJ/3N+rA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\nRoMkowAAAABJRU5ErkJggg==\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x49fafd0>"
+        "<matplotlib.figure.Figure at 0x4bd6dd0>"
        ]
       }
      ],
-     "prompt_number": 20
+     "prompt_number": 22
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "slide"
+      }
+     },
+     "source": [
+      "Excercises\n",
+      "===\n",
+      "\n",
+      "In the course material, we have an dataset called \"Iris\".\n",
+      "\n",
+      "<img src=\"http://upload.wikimedia.org/wikipedia/commons/d/d7/ColourIris.png\" style='height: 500px;' />\n",
+      "\n",
+      "Image from [Wikipedia](http://commons.wikimedia.org/wiki/File:ColourIris.png#mediaviewer/File:ColourIris.png) - Smhossei - Creative Commons CC BY 3.0"
+     ]
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {
+      "slideshow": {
+       "slide_type": "slide"
+      }
+     },
+     "source": [
+      "Acknowledgements\n",
+      "===\n",
+      "\n",
+      "* Pandas - \n",
+      "* Martijn Vermaat for organizing this course\n",
+      "\n",
+      "(c) 2014 - Wai Yi Leung "
+     ]
     }
    ],
    "metadata": {}
diff --git a/requirements.txt b/requirements.txt
index 8814493903455685f7aaa2f6a2b55d926fb37149..0c8f4785037c5df6239dfd80cf05bd097414c787 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,6 +10,6 @@ numpy==1.8.1
 matplotlib==1.3.1
 biopython==1.64
 pandas==0.14.0
-openpyxl==2.0.4
+openpyxl==1.8.6
 seaborn==0.3.1
-scipy
+scipy==0.14.0