diff --git a/README.md b/README.md
index 83da5b6e753d8185beb74eaea5f2104118b1e140..b48e0e6b2b66ef29293a91a37622080394695129 100644
--- a/README.md
+++ b/README.md
@@ -44,7 +44,7 @@ Program and Materials
 |                 | 11-12 | Data visualisation (1)              | Guy      | 
 |                 | 12-13 | Data visualisation (2)              | Guy      | 
 | Thursday, 21/9  | 9-10  | Assignments review                  |          | 
-|                 | 10-11 | Object-oriented programming         | Jonathan | 
+|                 | 10-11 | [Object-oriented programming](/uploads/183606d9b93de53a8262c51c9e32bc63/oop.pdf)         | Jonathan | 
 |                 | 11-12 | Biopython                           | Guy      | 
 |                 | 12-13 | Putting everything together         | Jeroen   |
 
@@ -56,6 +56,9 @@ static renderings on [IPython Notebook Viewer](http://nbviewer.ipython.org/).
 Assignments
 -------
 - [First day](https://classroom.github.com/a/QU2iPYKn).
+- [Second day](https://classroom.github.com/a/UbifRH_y)
+- Fourth day:
+  - [OOP](https://classroom.github.com/a/UbifRH_y)
 
 
 [lesson_01]: http://nbviewer.ipython.org/urls/git.lumc.nl/courses/programming-course/raw/master/introduction/01_welcome.ipynb
diff --git a/visualization/DataVisualization1.ipynb b/visualization/DataVisualization1.ipynb
index bdb893b6112a6f44e48370ce45f55a6d31f840e9..bb9cfd86853b3ea6da1dc827d08a5fe4fb7faa3e 100644
--- a/visualization/DataVisualization1.ipynb
+++ b/visualization/DataVisualization1.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 1,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
@@ -41,7 +41,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -67,21 +67,6 @@
     "## Part 1: Python + Matplotlib"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "slideshow": {
-     "slide_type": "slide"
-    }
-   },
-   "source": [
-    "# This lesson\n",
-    "\n",
-    "- A 'taster'\n",
-    "  - a small subset of what is possible with matplotlib\n",
-    "- Worked examples"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -229,7 +214,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 2,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
@@ -262,8 +247,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 3,
    "metadata": {
+    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
@@ -290,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 4,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -329,42 +315,42 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>1950</td>\n",
-       "      <td>17.2786</td>\n",
-       "      <td>8.5627</td>\n",
-       "      <td>20.2273</td>\n",
-       "      <td>14.0332</td>\n",
+       "      <td>8.63930</td>\n",
+       "      <td>4.28135</td>\n",
+       "      <td>10.11365</td>\n",
+       "      <td>7.01660</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>1951</td>\n",
-       "      <td>17.3564</td>\n",
-       "      <td>8.6074</td>\n",
-       "      <td>20.5288</td>\n",
-       "      <td>14.1408</td>\n",
+       "      <td>8.67820</td>\n",
+       "      <td>4.30370</td>\n",
+       "      <td>10.26440</td>\n",
+       "      <td>7.07040</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1952</td>\n",
-       "      <td>17.4608</td>\n",
-       "      <td>8.6676</td>\n",
-       "      <td>20.7642</td>\n",
-       "      <td>14.2489</td>\n",
+       "      <td>8.73040</td>\n",
+       "      <td>4.33380</td>\n",
+       "      <td>10.38210</td>\n",
+       "      <td>7.12445</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1953</td>\n",
-       "      <td>17.5555</td>\n",
-       "      <td>8.7386</td>\n",
-       "      <td>20.9860</td>\n",
-       "      <td>14.3429</td>\n",
+       "      <td>8.77775</td>\n",
+       "      <td>4.36930</td>\n",
+       "      <td>10.49300</td>\n",
+       "      <td>7.17145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>1954</td>\n",
-       "      <td>17.6388</td>\n",
-       "      <td>8.8114</td>\n",
-       "      <td>21.2307</td>\n",
-       "      <td>14.4272</td>\n",
+       "      <td>8.81940</td>\n",
+       "      <td>4.40570</td>\n",
+       "      <td>10.61535</td>\n",
+       "      <td>7.21360</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -372,14 +358,14 @@
       ],
       "text/plain": [
        "   Year  Belgium  Denmark  Netherlands   Sweden\n",
-       "0  1950  17.2786   8.5627      20.2273  14.0332\n",
-       "1  1951  17.3564   8.6074      20.5288  14.1408\n",
-       "2  1952  17.4608   8.6676      20.7642  14.2489\n",
-       "3  1953  17.5555   8.7386      20.9860  14.3429\n",
-       "4  1954  17.6388   8.8114      21.2307  14.4272"
+       "0  1950  8.63930  4.28135     10.11365  7.01660\n",
+       "1  1951  8.67820  4.30370     10.26440  7.07040\n",
+       "2  1952  8.73040  4.33380     10.38210  7.12445\n",
+       "3  1953  8.77775  4.36930     10.49300  7.17145\n",
+       "4  1954  8.81940  4.40570     10.61535  7.21360"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -402,7 +388,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -411,9 +397,9 @@
    "outputs": [
     {
      "data": {
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OGr4FmOJ7PAX4sZ9ziYjIBarsLm9T59x+3+MDQNOyVjSzsWaWYmYp2dnZldyc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\nhIj/BWZFM9lGDtYjAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e4d4b3c90>"
+       "<matplotlib.figure.Figure at 0x7fed6942e210>"
       ]
      },
      "metadata": {},
@@ -437,7 +423,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 6,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -446,9 +432,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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PZq9nQGYz/npxXw5pXCfRYYlUSUoEklTcnXdmrOOe9+ayZ38+N518GNcf10VV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\nAElFTkSuQmCC\n",
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qbonA3SeYWWaBybcCD7v7wXCZLfHavoiknu17D/Hr12bx2eJsftClGQ9e2JWj6tdIdFgV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\n/w9QwdbXpvToRgAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49f5bf10>"
+       "<matplotlib.figure.Figure at 0x7fed65825610>"
       ]
      },
      "metadata": {},
@@ -480,7 +466,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 7,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -489,9 +475,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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uwuTDPbfrD4P+BmVDshdXEcnozAlmVmpmk4GlwAh3H1eryvnASwnWvcjMJpjZhGXLlmUy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\n",
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SyKK4O4ubAZ2AfYA9gQfNrK+7e82K7j4KGAVQUVGxRbmIFLCqSvjgdzDlGvDNyet0HAz7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\n9wAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49e70ad0>"
+       "<matplotlib.figure.Figure at 0x7fed656c7110>"
       ]
      },
      "metadata": {},
@@ -525,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 8,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -534,9 +520,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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4S5xJSRGZ+Qi8dlLmInDgD+HEESoCIo0onz6CPdz9KymP70iZelIks0/+DGMH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\noqJuO9/j4ro9T0SkhMR6QZm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lommJSO2yHRG0j352TLMuwyWhKRu4j4tmNktdlno00T6XOFIA3GHKdTD95vTr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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49e63110>"
+       "<matplotlib.figure.Figure at 0x7fed65674190>"
       ]
      },
      "metadata": {},
@@ -567,7 +553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 9,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -576,9 +562,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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Db8uPyRHxWO3R3XKSZki6QdISSfdJ+lin+WdJCklT+vtHmJlZ//SYDHIlfgmw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\n",
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VmonmRMRxAJKuAPo1ullEzOth8qD6GszMrBzV9gx2Vh4MtnnIzMyaW7U9gxMk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\nMzOcDMzMDCcDMzMD/j/Qm2DLhZw17AAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49efadd0>"
+       "<matplotlib.figure.Figure at 0x7fed65559150>"
       ]
      },
      "metadata": {},
@@ -610,7 +596,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 24,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -619,9 +605,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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PnDA67gKHT4CBZ3nCcE1WkivVlwPnm9kUSe2ByZLGAVcDl5nZs5JGRs8PTj1Q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\nAZgwCsrXpd/fsjOM+BuUfi+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qMV3L3V3NsSLZtOR1+OAsWPdZ4jINW4aaZN+z1ctVpA4l+zRpuDuRfLB5GUwc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\nKShZioiIpPD/AVxl+iXU49tUAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49ba1450>"
+       "<matplotlib.figure.Figure at 0x7fed6558fb50>"
       ]
      },
      "metadata": {},
@@ -638,7 +624,7 @@
     "xticks(range(1950, 2016, 5), rotation=90)\n",
     "xlim(1970, 1990)\n",
     "\n",
-    "ylim(26,30);"
+    "ylim(13,15);"
    ]
   },
   {
@@ -656,7 +642,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 27,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -665,9 +651,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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onJQMRKQ0rZwUuoRWjMteru85MOxmaN45mbgKlJKBiJSWLeUw5Vr4+A+hZZBJ+6GhS6jz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\nyUBERFAyEBERlAxERAQlAxERAf4fle+VxmcgEyEAAAAASUVORK5CYII=\n",
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7QBc7JHlV22HBo6Elt/rtzOWtGQw8FoafDx2GJR+fiDQZcS27FkC7qEzqdbt1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\n/T9dO4zo1z558AAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49ace6d0>"
+       "<matplotlib.figure.Figure at 0x7fed65226d90>"
       ]
      },
      "metadata": {},
@@ -683,9 +669,9 @@
     "ylabel(\"Population (Millions)\")\n",
     "xticks(range(1950, 2016, 5), rotation=90)\n",
     "xlim(1970, 1990)\n",
-    "ylim(26,30)\n",
+    "ylim(13,15)\n",
     "\n",
-    "yticks(range(26,31));"
+    "yticks(range(13,16));"
    ]
   },
   {
@@ -705,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 12,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -714,9 +700,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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uvjEn0RWDlmZYdA+8/rNwMbiq4TDph7Dzl6H30HxHJyLSrqw6rLv7PGBerJEU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\n",
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gsgGh6Wfnc6Fil1xnJyLSKzK51tDBwEXAhOj9Bri7F++hMGvnwTvXwDtXw8al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\nEZESp0IgIlLi/j/jCis8GNZFPQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e49760dd0>"
+       "<matplotlib.figure.Figure at 0x7fed652ce5d0>"
       ]
      },
      "metadata": {},
@@ -749,7 +735,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 13,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -758,9 +744,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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HoDWQ0cHt8AdOgh7HuS6fxpgGWSIwiWfHBlj2LJT8E9a+5+Z1PgD2vdJV93Qd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\n+1Q14hvSqOp7IlLY0gCNMcb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RRx3F6tWrOemkk/j6668BWLp0KR988AFt2rRh7ty5e+fbv39/3n//fdLS0pgzZw7XXnst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\npT9zAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e4972af50>"
+       "<matplotlib.figure.Figure at 0x7fed6527aa10>"
       ]
      },
      "metadata": {},
@@ -797,7 +783,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 14,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -886,7 +872,7 @@
        "4           5.0          3.6           1.4          0.2  setosa"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -912,7 +898,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 15,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -923,7 +909,7 @@
      "data": {
       "image/png": 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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e4a0f9110>"
+       "<matplotlib.figure.Figure at 0x7fed652056d0>"
       ]
      },
      "metadata": {},
@@ -949,7 +935,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 16,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -962,7 +948,7 @@
        "['sepal_length', 'sepal_width', 'petal_length', 'petal_width']"
       ]
      },
-     "execution_count": 51,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -975,7 +961,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 17,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -986,7 +972,7 @@
      "data": {
       "image/png": 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WXUCLoT2LRXsWq6Xac9H2cQNAqhbzHjcAJIngBoDEtGxw2z7L9k2zPL7a9ica8LqrbS+v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\nRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e498a30d0>"
+       "<matplotlib.figure.Figure at 0x7fed651258d0>"
       ]
      },
      "metadata": {},
@@ -1013,10 +999,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 18,
    "metadata": {
     "slideshow": {
-     "slide_type": "subslide"
+     "slide_type": "fragment"
     }
    },
    "outputs": [
@@ -1024,7 +1010,7 @@
      "data": {
       "image/png": 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+4qm2ncHdtmJj0VUsDt1zAAAACQhNAAAACQhNAAAACQhNAAAACeqGJttX2X7c9vZmFAQA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\nAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f2e499694d0>"
+       "<matplotlib.figure.Figure at 0x7fed6505ac50>"
       ]
      },
      "metadata": {},
@@ -1039,11 +1025,431 @@
     "boxplot([flowers[f] for f in features], labels=features);"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "figsize(7,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Histogram"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAboAAAEWCAYAAAAQKVIQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZtBJkpr2/wAvidfDWFKG/QAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed64dc86d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hist(flowers[\"petal_length\"])\n",
+    "\n",
+    "title(\"Petal Length Distribution\")\n",
+    "xlabel(\"petal length\")\n",
+    "ylabel(\"count\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Histogram\n",
+    "\n",
+    "change the number of 'bins'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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JappBJ0lqmkEnSWqaQSdJappBJ0lqmkEnSWqaQSdJaprXupS2IeO6RuW4zLd6xsHrgLbH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\nAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed653a7090>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hist(flowers[\"petal_length\"], bins=20)\n",
+    "\n",
+    "title(\"Petal Length Distribution\")\n",
+    "xlabel(\"petal length\")\n",
+    "ylabel(\"count\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Histogram\n",
+    "\n",
+    "Some formatting\n",
+    "\n",
+    "- Lines around the bars\n",
+    "- color"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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SpM1pLegkzV4nnHwya6emdridhQsWcPHKlUOoSGqPQSdNoLVTUyxYunTH21m2bAjVSO0a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\nSZ1m0EmSOu3/A4LcUvLayZYHAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed64cff210>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "hist(flowers[\"petal_length\"], bins=20, facecolor=\"teal\", edgecolor=\"black\", alpha=0.7)\n",
+    "\n",
+    "title(\"Petal Length Distribution\")\n",
+    "xlabel(\"petal length\")\n",
+    "ylabel(\"count\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Subplots\n",
+    "\n",
+    "Separate plots with their own axes within a single figure\n",
+    "\n",
+    "The syntax can be confusing!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAADuCAYAAADvAKo+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed6547aed0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in range(1, 5):\n",
+    "    subplot(2, 2, i)\n",
+    "    xticks([]), yticks([])\n",
+    "    text(0.5, 0.5, 'subplot(2, 2, %d)' % i, ha='center', size=20, alpha=.5);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "subplot(2, 2, 1) indicates the first cell of a 2 row x 2 column matrix\n",
+    "\n",
+    "subplot(2, 2, 4) indicates the fourth cell of a 2 column x 2 row matrix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Subplots\n",
+    "\n",
+    "More complicated layouts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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/PxPj5Pbt25Kkp556Kub6tT5OkD5ScjS12Wxyu90aHx9P6hsEmpubH/t6kO+KRCIaGhqK\nuS4QCKijo0MZGRlRN4Tb29vV3NwcdZN6Jdy+fVsZGRlyu+Oe5r6qfN84CQaDMS+3zczMqKWlRZZl\nqbKyMmr9kzhOgsGgZmZmYi4/d+6cJGnv3r0x2671cYL0kbKLvrt27VJ3d7du3rypZ599Nmr9pUuX\n1N/fL0nzB5uvv/5a3377rSTJ6XTq8OHD89tbliUp/p80I5GIPvjgAxUVFWnz5s1yOByanp7WyMiI\nent7JUnPP/+8nE7ngnZL7Wc5+yI9eh4jEAiovLz8iZlckQqPGyednZ3q7OxUaWmp8vPzlZOTo1Ao\npFu3bmlsbExOp1ONjY0L2jyp4+TLL7/U119/LbfbLYfDMT9L7ebNm5qdndW+ffu0Z8+eqHaME6ST\nlAWOx+NRa2urLl++HDNw+vv79dVXXy1YFgwGFQwGJUllZWULDtJzy2P9p4xl3bp1amhoUF9fn/x+\n//x1cIfDob1796quri7mA3fBYFA2m23RNyTEstR9kaSrV68qEomorq4u7n5Wo8eNE4/Ho3A4rIGB\nAQ0MDCgcDstut6uwsFCHDh1SXV1d1OtwntRxsnPnTk1NTSkYDKq3t1eRSETr169XRUWF9u3bpx07\ndsRsxzhBOklZ4GRmZurAgQM6e/as7ty5oy1btixY39TUpKamprg/z+/3y2azRR24H9d/fX39kqaz\nWpal/v7++Wcl4rXUfZEkr9crp9Op7du3L6ndavO4cVJaWqrS0tIlfd6TOk527typnTt3xt3HHMYJ\n0klKfx/OwYMHlZ+fr7a2toQ/q6+vTzt27FjRJ63v3r2r8fHxuA9WyzX3duLGxsaUTlp4UjBOYmOc\nIN3Y5q41x2P//v1WR0dHUgvw+/3q7e3VoUOHnojX3DwJrly5oocPH+rAgQMr1ofNZvNalhX9eyGS\ngHFixkqPk5UcI1ibUv6kmNvtZnbN/6iqqkp1CU8cxkk0xgnSDefhAAAjCBwAgBEEDgDACAIHAGAE\ngQMAMILAAQAYQeAAAIwgcAAARhA4AAAjCBwAgBEEDgDACAIHAGAEgQMAMILAAQAYQeAAAIwgcAAA\nRhA4AAAjCBwAgBEEDgDACAIHAGAEgQMAMILAAQAYQeAAAIwgcAAARhA4AAAjCBwAgBEEDgDAiKxU\nF4DVx+v1jthsNn+q60DC3KkuAKsLgYOksyyrMNU1AHjycEkNAGAEgQMAMILAAQAYQeAAAIwgcAAA\nRhA4AAAjCBwAgBEEDgDACAIHAGAEgQMAMIJX2wAp5HQ6rbKyslSXASyb1+sdifd1VgQOkEJlZWXq\n6OhIdRnAsi3lRb1cUgMAGEHgAACMIHAAAEYQOAAAIwgcAIARBA4AwAgCBwBgBIEDADCCwAEAGEHg\nAACMIHAAAEYQOAAAIwgcAIARBA4AwAgCBwBgBIEDADCCwAEAGEHgAEiq06dP6/3331c4HE51KU+M\nzz77TO+9957Gx8dTXUpK8SumASRNIBBQV1eXGhsblZ2dPb98ampKbW1tGhwc1P379zUxMSG73a6C\nggJVVVWptrZ2wfbLYVmWbt26pevXr6u/v1/ffPONIpGI8vPzVVlZqcOHDysvLy/RXVygu7tbXq9X\nd+7cUTgcVm5uroqLi3XkyBG5XK757Y4cOaJLly6pvb1dL730UlJrSCcEDoCkOXfunOx2u/bv379g\n+cTEhLxer7Zu3arKykrl5uZqcnJSvb29am1tldfr1alTp2S325fd98zMjH7/+98rMzNTbrdbzzzz\njGZnZ9Xb26t///vf+u9//6uf/exn2rRpU6K7qdnZWZ0+fVpXrlzRpk2btHv3buXk5GhsbEwDAwMa\nHBxcEDh5eXmqqalRR0eHnnvuOeXn5ydcQzoicAAkxejoqHw+n2pra7Vu3boF6xwOh959911lZmZG\ntfv000/V1dU1fzBeLpvNpoaGBtXV1Wn9+vXzyy3L0t/+9jd1dHTo73//u955551l9zGnra1NV65c\nUX19vY4ePSqbzbZg/czMTFSb6upqXbx4UV6vVw0NDQnXkI64hwMgKTo7O2VZlnbv3h21LiMjI2bY\nSJLH45H0KLASkZmZqfr6+gVhIz0Koh/+8IeSpL6+voT6kKSxsTFduHBBLpdLDQ0NUWEzV8v/crlc\nKigomP+e1iLOcAAkhc/nU0ZGxoJLSfG4fv26JKmoqGglypL0KPC++2ciuru7NTMzoz179mh6elo3\nbtzQvXv3lJ2drdLSUhUXFy/atrS0VF1dXRoeHtbmzZsTriXdEDgAEhYOhzU0NCSn0/nYm/+zs7P6\n4osvJD26r+P3+zU0NKTy8nLt27dvxerr7OyUJFVUVCT8WYFAQJI0PT2tX/3qV3rw4MGC9R6PR8eP\nH4+6rChJJSUl6urqkt/vJ3AAYDlCoZBmZ2e1cePGx243Ozur9vb2Bcuqq6v18ssvKytrZQ5HgUBA\nn3/+uex2e1LunTx8+FDSo/s4P/jBD/TWW29p06ZNunv3rlpaWtTd3a3s7Gw1NTVFtZ2bJfe/IbVW\nEDgAEjb3fElOTs5jt8vKylJzc7Msy1IoFJLP59PZs2f14Ycf6uTJkyooKEhqXaOjo/rDH/6gmZkZ\nvfnmm3r66acT/sy5+y/r16/XO++8Mz+zzuVy6e2339Yvf/lLXb58WQ0NDXI4HAvazt1fWqvP4zBp\nAEDC5i4fRSKRuLa32WxyOByqqanRiRMnNDIyopaWlqTWNDo6qt/+9reamJjQm2++qR07diTlc+dC\ntby8PGoa98aNG+VyuWRZlgYHB6Pazn0/K3U296Rbm3sNIKlyc3MlPbovs1Qul0s5OTlJmUE2Z3h4\nWL/73e80Pj6uH/3oR9q5c2fSPtvpdEpa/Gxubnms8J07s5n7vtYaznAAJCwvL0+5ubkaGRlZctup\nqSlNTU0lZQaZJAWDwfkzmxMnTiQ1bCTpmWeekSTdvXs35vrh4WFJinl5cO77edxMttWMwAGQMJvN\nJrfbrfHxcd27dy9qfTAYjPkT/8zMjFpaWmRZliorK6PWNzc3q7m5Oe46hoaG9PHHHyscDuutt97S\n9u3bv7dNe3u7mpuboyYzLGZu6nN/f7+uXbu2YJ3X69Xw8LCefvpplZSURLW9ffu2MjIy5Ha74+pr\nteGSGoCk2LVrl7q7u3Xz5k09++yzC9Z1dnaqs7NTpaWlys/PV05OjkKhkG7duqWxsTE5nU41NjYu\naDN3cz7eM5+JiQl9/PHHmpiY0DPPPKPbt2/r9u3bUdsdOHBgweWwpfZjs9l0/Phx/eY3v9Ef//hH\nbd++XZs2bdLw8LBu3Lih7OxsHT9+POrzJicnFQgEVF5e/r2TK1YrAgdAUng8HrW2tury5ctRgePx\neBQOhzUwMKCBgQGFw2HZ7XYVFhbq0KFDqquri3puJRgMSpL27NkTV/9TU1Pz95B8Pp98Pl/M7Wpq\nahYc8IPBoGw2W8w3JCymqKhIP//5z/X555/r1q1bunHjhjZs2KC9e/eqvr5+/j7Pd129elWRSER1\ndXVx97PaEDgAkiIzM1MHDhzQ2bNndefOHW3ZsmV+XWlpqUpLS5f0eX6/XzabTYcPH45r+4KCgiVd\nfpMend309/fL4/Es+aWeTz31VMxnbRbj9XrldDrjusy3WnEPB0DSHDx4UPn5+Wpra0v4s/r6+rRj\nx44VfSL/7t27Gh8fjzvUlqunp0eDg4NqbGxM2uSIdMQZDoCkycrK0uuvv67e3l6Fw+GEfsfNiRMn\nklhZbEVFRUs+K1qO6elpvfjii2v67EYicAAkmdvtXrOzsBZTVVWV6hKeCGv33A4AYBSBAwAwgsAB\nABhB4AAAjCBwAABGEDgAACMIHACAEQQOAMAIAgcAYASBAwAwgsABABhB4AAAjCBwAABGEDgAACMI\nHACAEQQOAMAIAgcAYASBAwAwgsABABhB4AAAjCBwAABGEDgAACMIHACAEQQOAMAIAgcAYASBAwAw\nwmZZVvwb22zDkvwrVw4McluWVZjqItY6/k9hFYj7WLKkwAEAYLm4pAYAMILAAQAYQeAAAIwgcAAA\nRhA4AAAjCBwAgBEEDgDACAIHAGAEgQMAMOL/Ab35aHNu9dVnAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed6584b950>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "subplot(1, 3, 1)        # 1 row, 3 columns, cell 1\n",
+    "xticks([]), yticks([])\n",
+    "text(0.5, 0.5, '(1, 3, 1)', ha='center', size=20, alpha=.5)\n",
+    "\n",
+    "subplot(2, 3, 3)        # 2 rows, 3 columns, cell 3\n",
+    "xticks([]), yticks([])\n",
+    "text(0.5, 0.5, '(2, 3, 3)', ha='center', size=20, alpha=.5)\n",
+    "\n",
+    "subplot(3, 2, 6)        # 3 rows, 2 columns, cell 6\n",
+    "xticks([]), yticks([])\n",
+    "text(0.5, 0.5, '(3, 2, 6)', ha='center', size=20, alpha=.5)\n",
+    "\n",
+    "subplot(3, 3, 5)        # 3 rows, 3 columns, cell 5\n",
+    "xticks([]), yticks([])\n",
+    "text(0.5, 0.5, '(3, 3, 5)', ha='center', size=20, alpha=.5);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Subplots and Boxplots\n",
+    "\n",
+    "Compare how the features are distributed by species"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['setosa', 'versicolor', 'virginica']"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "species = list(set(flowers.species))\n",
+    "species"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# make a dataset for each species\n",
+    "setosa = flowers[flowers.species == \"setosa\"]\n",
+    "versicolor = flowers[flowers.species == \"versicolor\"]\n",
+    "virginica = flowers[flowers.species == \"virginica\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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rgdUAixcv7mF0aiP/Jmi6bCnrgaqa1iSp3ZLMp5OQvaeqPjROkZuBE0fNn9As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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed64a646d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figsize(10, 8)\n",
+    "cell = 1\n",
+    "for feature in features:\n",
+    "    subplot(2, 2, cell)\n",
+    "    boxplot([setosa[feature], versicolor[feature], virginica[feature]], labels=species)\n",
+    "    ylabel(feature)\n",
+    "    cell += 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "skip"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "figsize(7,4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Sketch-style drawing\n",
+    "\n",
+    "using xkcd mode"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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6XDCfeuopvPjii9i5cydisRgWLlyo/s7hcHQoXaX8XMgkbUVFBQCgqakJ5eXl\nAq3mJxQKQVdkle88MhmYNFQYmyAIoq/Aqw29NhlmsVgwf/58rFu3Tt02ceJE7NixI2+/nTt3ora2\ntkOF7Lq6OjDG8j7bt28HYwyNjY2qeGqFSCQCiKjPmc3CKGIulCAIoh8hQht6TDCz31tszxjD2rVr\nMXz4cHXb9OnT8c9//lOdr8xms3jhhRcwbdq0gq8TDAaRSqU0J5iBQACyCA8zm4VBQ3U+CYIg+gIi\ntKHHXJULLrgATqcTtbW1SCQSeOutt/D222/j+eefV/e55ppr8MQTT2DmzJn48Y9/jNWrV2Pv3r24\n9dZbC75OY2MjAKCyslL4PfAQCoWQESF02aymCmMTBEH0BURoQ495mD/5yU/gdDrx1ltvYf369Tjh\nhBPw6aef4oc//KG6T1lZGT799FPMmjULL7zwAkaOHIktW7bg8MMPL/g6ypynliqVAG29m7QgwTSS\nYBIEQXQJEdrQYx7mjBkzMGPGjEPu5/V6cd999xV9nWAwCEB7gtni9yMjYg4zldJUBiOCIIi+gAht\nKLkV8Eovwul09rIl+TS1tgIi5jATCU3lyCUIgugLiNCGkhVMLaXFA4DWQECMYCaTmvOeCYIgtI4I\nbSg5wVTcbo/H08uW5NPY3AxYrfwnisdRobE1pgRBEFpHhDaUrGBqzcMMBAKAiIQD0SgGaSwCmCAI\nQuuI0IaSE8xIJAKTyaS5pReRcFjIkKwxnYZPQ4WxCYIg+gIitKHkBDOdTmtOLAEgFo0KyfRjTiY1\nl/aPIAhC64jQhpITzGQy2SGNnhaIhEJChmT1mUyHBPUEQRDEwRGhDSUnmNFoFDabrbfNyCORSCCd\nTAoJ+tEnk5qbnyUIgtA6IrSh5AQzkUhozsP0+/0w2e2AgDqWLBRCdXW1AKsIgiD6DyK0oSQF0ypi\n+YZAmpqaIAnyClPhMAYMGCDkXARBEP0FEdpQcoIZi8U0J5jRaBQ6EWnxMhmko1HNJZYnCILQOiK0\noeQEU4tRssFgUEwtzEQCVocDen3J/dkIgiC6FYqSPQBaE5T6+npkRES2RiLwaqzOJ0EQRF+BVxu0\npSwCYIz1tgkdCIfDyBgFFIaJRilpAUEQRBGI0IaSE0wtEolEkDYYRJwIgwYN4j8PQRAE0WVKTjB1\nOh1kWe5tM/IIRyKQRXiY8TiqKEKWIAiiy4jQhpITTL1erznB3NfQAIhIppBKoYySFhAEQXQZEdpA\ngtkD+AUJZsXXAAAgAElEQVTVwjSmUij3+QRYRBAE0b8gwewEo9GITCbT22bkIaoWpjGTgd1uF2AR\nQRBE/0KENgiYWCsMWZbxySef4KOPPkImk0FtbS1mzpwJXbt0cXv27MHmzZs7HHvaaafBUGDQjBYF\nMxgIACNGcJ9HSqU0VxibIAiiL9CnBPPiiy/GCy+8gEmTJsFqteLWW2/FpEmT8Oqrr6rJxF9//XVc\nddVVGDx4cN6x27ZtKzhDgxYFMxwOi6lUkkrB7XYLsIggCKJ/0ecE83e/+x28uXWEW7duxeTJk/Hk\nk09i8eLF6n6DBg3C7t27i76OJElIp9O85golnUwCIpaVJJMkmARBEEUgQht6TDDPPPPMvJ9ra2sx\nfvx4bNq0Seh1LBYLEomE0HPykslkxAhmNguzgOAhgiCI/oYIbei1oB+/34/PP/8cEyZMyNve3NyM\nqVOnYvLkybj55pvx1VdfdXp8XV0ddDpd3mf79u0wm81IJpM9cQsFk06lhAgmy2Q0lyeXIAiiLyBC\nG3rMw2yPLMu46qqrUFVVhauvvlrdXllZiRtvvBFjx46F3+/HsmXLsHz5cnz88ccYUUDQTCqVgslk\nQiqV6k7zu0wmnQYEJC6QUynNFccmCILoC4jQhh4XTMYYrr/+eqxduxbvvPNO3jKJOXPmYM6cOerP\nCxcuxJgxY/Db3/4Wjz322CHPHYvFYLPZEI/Hu8X2YslmMoCAhPByOk2CSRAEUQQitKFHh2QZY7j5\n5pvx3HPP4Y033jik1+hwOHDSSSfhk08+6fC7uro6MMbyPsccc4z6ULSUvCAraA5TTqdpDpMgCKII\nRGhDjwkmYwxLlizBypUr8frrr2PMmDEFHfPVV191KeG44oFpKfCHyTLQbr1psWSSSfIwCYIgikCE\nNvTYkOzdd9+Nhx9+GA899BCCwSDefvttAIDX68W4ceMAAI8++igmT56MESNGoKWlBb/97W/x0Ucf\n4b777iv4Ok6nE0Db2kdNiYuAIdkseZgEQRBFIUIbekwwP/zwQ5SXl+O///u/87bPmjULzzzzDABg\n/fr1WLJkiToxO27cOKxYsQKnnnpqwddx5Ao1RyIRVFZWCrJeALLMLZpMlgvOeEQQBEF8hwht6DHB\n/Oc//3nIfZ5++mn85S9/QWNjIywWi5rkoCtYchl1tBT4o9PrhRW21gkY2iUIguhviNCGXllWcjCM\nRiOqq6uLPl5JoaclwdQbDMjKspDAHxJMgiCIriNCG0quWokWBdNgNLYNyQpAS9G/BEEQfQUSzE5Q\n1nVGo9FetuQ7JJMJEJEQXkDFcIIgiP6ICG0oOcFUKp+Ew+FetuQ7RAmmjgSTIAiiKERoQ8kJphY9\nTJvdDgjIb6s3GJDNZgVYRBAE0b8gD7MTlNBhLQmmy+0WIpg6vV5ztT4JgiD6AiK0oeQE0+PxQK/X\no7GxsbdNUTFbLICAGp16DRbHJgiC6AuI0IaSE0yj0Yjy8nJNCabNahUyh6k3GEgwCYIgikCENpSc\nYAJtrreWgn6cTicgoOSY3mDQXK1PgiCIvgKvNpSkYNrtdk3NYXpcLjGCaTJpKqk8QRBEX4JXG0pW\nMGOxWG+boTLA5wMECJ3OYNBccWyCIIi+Aq82lKRgOp1OTQ3JDqqqgkFA5iGd0UiCSRAEUSS82lCS\ngul2uxEMBnvbDBWn0wlJROICkwmRSESARQRBEP0PXm0oScF0uVyaE0yDgGUlMBo1lSOXIAiiL8Gr\nDSUpmGVlZQgEAr1thorb7YZBwFAqM5k0FcxEEATRl+DVhpIUTIfDgVgsppm8qw6HAzoBgimbTAiF\nQgIsIgiC6H/wakNJCqZSKFQrSzA8Ho+QKNmswUBDsgRBEEXCqw0lKZhayyfrcrmQFSB0JJgEQRDF\nw6sNJSmYPp8PANDU1NTLlrRRXl6OlIBlLiSYBEEQxcOrDT0umNFo9JDrYGRZRktLS9GlrJSH0tra\nWtTxoikrKwPLZrmz/WQNBk0lZCAIguhL8GpDjwnmsmXLMHbsWDgcDrhcLgwePBh//OMfO+y3evVq\nDB8+HOXl5Rg0aBCWLVvW5WspbrdW1izqdDrYXS6A1zs0m9GioehfgiCIvgSvNvSYYG7ZsgXXXHMN\nvvzyS3z77bdYuHAhFi1ahFdffVXd55NPPsG5556L6667DvF4HA8++CAWLVqEl19+uUvXcjqdAPgq\na4tmQGUlwGuPyYQARckSBEEUBa82FCyYf/rTn/Cb3/ym09/Nnj0bn3/++UGP/81vfoPrr78eI0aM\nwODBg3H33Xdj7NixWLVqlbrPihUrMHbsWCxZsgQWiwWXXHIJ5syZ02Uv0+v1AgCam5u7dFx3MmjQ\nIIBX7CQJIQ11AgiCIPoSvNpQsGC2tLQcsI7Ytm3bulynkTGGeDzetuQix9q1azFz5sy8/WbOnIn3\n338fjLGCzz1gwAAA2gn6AYChhx0G8A4Rm81o1VAGI4IgiL4ErzYYD7XDl19+iYaGBuzcuRPhcBjv\nvPOO+jtZlrFr1y7s3bsXhx12WJcuvGzZMnz77be48sor1W07duzA+eefn7dfRUUFmpqaEIlEVHca\nAOrq6nD33Xd3OO/RRx+Njz/+GA6HA36/v0s2dSe+sjJg926+kzidqN+4UYg9BEEQ/Q2TycSlDYcU\nzF/96ld46qmn1J+ffvrpvN97vV7cddddavRRIbzxxhu44YYb8Nhjj2H06NHq9kwmA7PZnLev8nO6\nwFysymSuw+HQTNAPAAwaOBCm998HV5ysxYIweZgEQRBFw6MNhxTM5cuX48knn8Rjjz2GQCCA//qv\n/1J/p9PpIElSly74zjvvYN68ebjvvvtw9dVX5/3O5/N1UH6/3w9JkvK8y4OhlL8ymUyaKoVVXl4O\nKZXiE0yTCQlah0kQBFE0PNpwSME0Gtt2ueWWW4q6QHvWrl2L2bNn4/bbb8eSJUs6/P7YY4/FZ599\nlrdt06ZNmDRpUgdhrqurQ11d3QGvZbFYNJMaD2grXMpdsUSSkCTBJAiCKBoebTikYLYnFArh//7v\n//Dtt992GCK98sorUV1dfcBjP/jgA5xxxhlYvHgxfvGLX3S6z+zZs3Hddddh165dOPzww+H3+7Fq\n1Spce+21XTETgPYE02q1QsdbE1OSkEmlIMsy9PqSTNJEEATRrfSIYO7evRtTpkxBKpXCiBEjYDKZ\n8n5//vnnH1QwFy9ejHA4jKeeegorV65Ut8+YMQPLly8HAFxyySV44YUXMHHiRJx55pl48803MXTo\nUPz0pz/t6n1pbkjWYrEARWYuUtHrIVksCIfDcLvdYgwjCILoR3TrkKzCH//4Rxx55JF4/fXXYbPZ\nunyh+++/v9M6ZEqYLwBIkoSXXnoJb7zxBj7++GOcd955mDt3blHelNFo7PJSl+7E4XBwp8YDAKPF\nglAoRIJJEARRBDzaULBgNjc345RTTilKLAFg6tSpBe2n0+kwa9YszJo1q6jrKBgMhqJz0XYHZrMZ\njHcOE4DBZkMgEMDgwYMFWEUQBNG/4NGGgl23OXPm4N133+1SAoHexGAwaKaANNA2hykLEEy9xYIg\nLS0hCIIoCh5tKNjDHDlyJGKxGObMmYMf/vCHHYYETznlFDXtENERu90OWcScqiRRxRKCIIheoGDB\nXLNmDbZv3w4A+PDDDzv9vZYEU5ZldUmMFjCZTJAFzKkySaKamARBEEXCow0FH3X99dfj+uuvL+oi\nvUE2m+2QNag3kSRJiGDKkkRDsgRBEEXCow0lu5gvm83CYDD0thkqRqMRsoAgpITFgoaGBgEWEQRB\n9D94tKFgD/Ptt9/GP//5zwP+/oYbbuhyAvbuRGuL+yVJEiKYGaNRUzlyCYIg+hI82lCwYDY2NmJj\nu0oZjDE0NDRg06ZNOO644/KqjmiBdDrd5Ty33YkoDxNmM/w0JEsQBFEUPNpQsGCed955OO+88zps\nf+2113DnnXdiyJAhRRnQXWhNMPV6PSBiSY7ZjGYNlS0jCILoS/BoA/eY5emnnw6j0Yg1a9bwnkoo\nmUxGU4IpDLsd+/bv720rCIIg+iQ82sAtmLIsIxgMam5eLR6Pt+Vv1QiyLAM6Hf+JrFY0Nzfzn4cg\nCKIfwqMNBQ/Jbt68GRs2bMjbFo1G8dprr+Hbb7/FiSeeWJQB3UU8HofVau1tM1Sy2Sz0ej24cw9R\nph+CIIii4dGGggXz/fffx69+9au8bTabDaNGjcKaNWswaNCgogzoLlKpVIeKKr1JKpWC3mjkF0yj\nEalkUoRJBFESyLKMcDiMYDCIQCCAYDCIeDyOeDyOYDCI/fv3IxKJwB8Motnvx779+9Hc0oJQIACj\n0YhrfvxjXHvNNVTQoJ/Aow0FC+aiRYuwaNGioi7S0zDGEI1G2yqEaARFMLkxGpHWUNkygugtjqyt\nxa7t25HNZmGyWmHMfXQWC2AygRmNkE0mJCwWZAwGwGxu+5SXA0OGABYLkEjgnv/9Xyz7y1/w9dat\nvX1LRDfDqw1FvcEbGxvR2tqK6upqOJ3Ooi7cncTjcWSzWU3ZlslkoBeRSIE8TIIAAOzbuxfZG28E\nHA6k9HoU242M+3yo/8MfhNpGaBNebehS0M+///1vTJo0CZWVlRg1ahR8Ph/mzJmDr7/+uqiLdxeh\nUAgA4HK5etmS70gmk9CLiNo1GJARUPWEIPo6NocDyGQA3gQl1Kb6DbzaUPA37euvv8aZZ56J0aNH\n47XXXsOGDRvwt7/9Da2trTj99NM1VXtSKVTt8Xh62ZLvSKfTYjxMgwFZDRXGJojewul2A4kE/4mo\nTfUbeLWh4CHZFStWYO7cuVi5ciV0ueURkyZNwuzZszFq1Ci88cYbOPXUU4syQjRKFKmWJvFTqRR0\nIgRTpwPTUJ1PgugtBlZVYVc4zH8ialP9Bl5tKNjD3LdvHyZOnKiKpYLNZsPIkSOxb9++ogzoDhS3\nW0uCGY1GoRMRtavXi0mxRxB9nDKPBxAxn09tqt/Aqw0FC+bkyZPx3HPPIRqN5m3/8ssvsX79ekya\nNKkoA7oDxUa73d7LlnxHNBqFTkS5MRHJDwiiBHA6HICIuUdqU/0GXm0oeEh2wYIFeOihh3DkkUdi\n/vz5KC8vx65du7Bq1SqcdtppGDdu3EGPT6fT2LRpEzZs2ICdO3fixBNPxNy5c/P2+eijj7Bq1aoO\nx957771dWjfT0tICACgrKyv4mO4mFosBIoJ+ROSjJYgSwONyAY2N/CeiNtVv4NWGggXT5XLhww8/\nxO9//3u89tpr8Pv9GDZsGP7nf/4HV1xxxSGPf+eddzBr1izU1NRg//79SKVSHQRz8+bNeOyxx3Du\nuefmbWdd/EI35hpRZWVll47rThKJBJiIOUzGoNNQ2TKC6C18ooZkqU31G3i1oUvrMMvLy3HnnXfi\nzjvv7PKFpkyZAr/fj7KyMkycOPGA+/l8PvzlL3/p8vnbEwgEYDabNZUaLxqNQhbkYWqpzidB9BY2\nmw2GbBbcs4/UpvoNvNpQ8Ldk586deOihhzp4e36/H/fccw8yhwjLdjqdBbvBiUSCK5l7KBTS1BpM\noG0oIC1iDlOWqTdMEPhOMLmhNtVv4NWGgr8lf/3rX7Ft27YOUbJlZWVYuXIl1q1bV7QR7dm7dy8c\nDgecTicmTJiAZ555ptP96urqoNPpOnxaWlrQ3NwMr9crxB5RhMNhpGlIliCEYbFYxAgmtal+A682\ndMnDHDVqVIftOp0Oo0ePFpLtZ/z48XjllVewa9cubNy4EZMmTcJFF12Et956q+BzeDwe+P1++Hw+\nbntE0uL3QxbhYWazMJZinU+C6CI2mw0GEesnqU31G3i1oeA5TJ/Ph+3bt3fYzhjD9u3bhWTVab80\nZfDgwVi2bBk2btyIP/zhD5gxY8YhjzebzTAYDIhGo9obkg0E2hI/8yLLMIhI4k4QfRyXywW9iEIE\n1Kb6DbzaULCHef7552PFihV46aWX1HnMdDqNu+++G/v27euWLD+K97pnz54Ov6urqwNjLO+TyKXJ\nikQimqpUAgDf7N0LiLApm4WRGjdBwG63QydCMKlN9Rt4taHgb8mUKVNw00034ayzzkJ1dTUqKiqw\ne/duxONxrFy5sluSBMRiMbz//vtdFuOWlhbNzWE2NzcDAwfynyidhllD0b8E0VtYrda25Ou8UJvq\nN/BqQ8GCqdPp8MADD+Cqq67CP/7xDzQ3N6Ompgbz58/HgAEDDnl8IpHAr3/9awBAfX091q9fj3vu\nuQeVlZVqnc3LLrsMo0ePxogRI9DS0oInn3wS+/fvx4033tilmwoEApoTzFgsBohIjZfJaKowNkH0\nFna7HUyEh0ltqt/Aqw1dHocYMWIEbrvtti5fKJvNYtOmTQCAE088EQCwadMmDB06VN1n/PjxePnl\nl7F8+XJYLBZMmzYNK1asQG1tbcHXSafTSCQSmqqFCQDRcFjMHGYmA7OI8xBEF2lsbETtuHFozWVL\naZ9/VafTQafXQ28wQKfXwyhJMBgMMEoSzFYrTCYTTGYzBlZV4bof/xjnnHMOt0iZzWYwER4mtal+\ngQht6LGBe7vd3mnau/bccsstuOWWW7iuo8VKJQAQDgQAEcM+ySRcGrs3on/wwEMPIXLEEZBzI0LQ\n6dpqUcqyGkcgMwbIMtLZLCDLQDbblu81mwUyGexobcWnv/gFXvn3v/HXFSu47DGZTGIEk9pUv0CE\nNpTcTLcWE68zxpCIxcR4mKkUHBq6N6L/8Idly5C8+GLg++uJu7KGcdAgRNNpxAXUsbRYLJBFJF+n\nNtUvEKENJbdaV4mUtVgsvWzJd8RisbawdRGJCxIJlGtsjSnRP8hmMoCIdpVMwitgGZrZbIYswsOk\nNtUvEKENJJg9QH19PcwCXhAAhL1sCKKrmMxmMVGpiQSqysu5T2MwGMTUsaQ21S8gwewELc5htra2\nwmiziTmZoJcNQXQVyWRqm4vkxJjJCAnKkyQJTIRgUpvqF4jQhpITzEAgAABCMg+JIhQKiRnKgriX\nDUF0FZPJJMTDNGYyQhKLGI1GIR4mtan+gQhtKDnB1GLQT2NjI2RBC6NFvWwIoqu4PB5AQLCOKR4X\nUqvWYDCACcglS22qf0BBP52guN1a8jAjkQiygpI7i3rZEERXKff5gFiM+zy6REJIcQS9Xg9ZgGBS\nm+ofiNCGkhPMcDgMAJoaYolGo8gIylUp6mVDEF2luqoKyPXSeWCJhJAOrV6vB75Xn7cYqE31D0Ro\nQ8kJZigUgl6vh01UkI0AGpuakBKUekvUy4Ygukq51wskk9znkQVl4vp+bd5ioTbVPxChDSUnmH6/\nHx6Pp633qRFag0ExSQsg7mVDEF3F63ZzCeaNxx6L/YsXY+uGDTj88MMFWsYHtan+gQhtKLlMP7FY\nTFPeJZATTEEeZiIQoPkWoldwOBwwZrMoJk7WbDDg51OnotLhEFPmDlDLDPJCbap/IEIbSk4w0+k0\nJI1VT49Eo4AIm2QZ2VRKUxHAhPZpbW3FlBNPbFsPLElqInS32w27zYYB5eXwejyo9Pngcrlgt9tR\nWVkJn88Hj8eDgQMHoqqqClVVVbAkEogUYcPCiRMx0OnktsXpdKKyshJOpxPZbBY6vR5csimoTUUi\nEcw8/XQ0NTfDaDTC1cX7sdvtmhoVK0VEaAMJZg/QGgwCVVX8J0qnIVkswuZuiP7B/zzyCP5jsSBx\n/vltiQdyidCRSLQlRo/HgUAA+OILGDMZGDMZmOJx6BIJsEQCs6ZOxfNPPw232w19keW0bjr2WCG2\nyIkErDodGuvrkUwmYZCkojxeFUFt6g9PPoktgQDi06e3JZ3vwv0kAgFkUikYJQkTjzkGH773Hpct\nROeQYHZCJpPRXPX0YDAItCtjVjSJBKzkXRJd5Pd/+AMSZ58NlJUdct9M7tN+taV/2DAAbQWbdUUm\nLijPDYXx2gIAztyQbjQahdFi4RNMQW3q0SeeQHzq1IMWiT/Q/QAAZBmZvXvRRGLZbYjQhpIbA9Ci\nhxkJh8XMYcZiKKPwd6KLxKJRgCOoJZrzKq1WK1Ckh2nKFR7gtQUALLmXXjKZhJ63cyyoTQVbWwGe\nSNtcmTQ7JVDoNsjD7IRUKqW56unJZBLgbNjThw3DrEmT4Jk4UZBVRH8hk05zVcoJ5iJj3W43WJGZ\nfoy5+TleWwDAlnvpxeNxGHjbeiolRKRE3BcSCXg0lAO71BChDSUnmFockk3G49we5r0zZuDEIUME\nWUT0J5gsd61m5fcI5ETS4/EgE48XdQ5D7vq8tgDfeZixWAw6XsEUJFLZbJb7vpBMkmB2IyK0QVvK\nIoBsNguDiLqTAknE41xRskd6vThxyBAwxvD444/D7/fDZDJRxB1REHI2C3AEtQRzgul2u4sXzNz1\neW0BACnXvtPpNHS8bV2QSAnxMDMZ2GhIttsQoQ0lJ5iMMc2JRTaT4WpMPxo3DgDw/vvvY8lddyFR\nWwuDLB804s5kscBqt6PM54PNbkeZxwO3y4X1772Hn/3sZ7htyRJRt0doHCbLXCKVzGaRzmbhdDqR\nTiTaokC72MbyPExOwXTkvMpEIqEZkRLhOSOTgU1QkQaiIyK0occFMxaL4ZtvvoHX6z3gYuGdO3di\n48aNGDlyJMaMGdPla2ht2UWWs/c5KBck8b/PPYfkUUeB/eAHh4y4S6XTSCWTCEajbYEaiURblhaz\nGbt27SraFqLvwRjjFqloOg2PxQKjJCGdTheduUqELe7ctYPBIH/ZPEEiJcJzRjqtRgAT3QOvNvSY\nK/bZZ59h3LhxcDqdqK2txdKlSzvswxjD4sWLUVtbi/vvvx/HHHMMFixY0NZAu4CoDCCi4G1M3lyD\n3tfQALmQCEO9vu2F5nK1hbkPHQqMHAkcdRT0RxyBwYMGFW0L0Ufh7FnHcm3QbLW2rS/sRVs8OZEM\nhUL8VYAEiZQIz1mfSGBgRQW3LcSB4dWGHhNMq9WKH//4x3j77bdRW1vb6T4vvvgiHnnkEbz55pv4\n4IMP8Omnn+Kll17CE0880aVraU0weXvVyhBUU3MzwNkbljIZyhTUH+EsgxXORcpabLailpbI7dsk\npy3OnIfZ2tqKDGeOZlEiJcJzprbZ/fQZwRwxYgRuvvlmnHjiiQcM7X3hhRcwbdo0nHDCCQCAkSNH\nYv78+Vi9enXB1zEYDG0Ra1qDozE5c88rGotxp9gzptNwuVxc5yD6FnqDgbsMVnOuDqbT7S6qiHQ2\nJ5IibFGGZKPRKDKcc5hCRYp3fozaZrciQhs0FR2zbt06HJtLoaVw7LHH4oMPPij4Ro1GY8kJpuJh\nipizMaTTcFPoer9Cp9Nxe3UNuTqYA6uqgFxdwa6QyV1fhC2unGC2+P3I8K6rEylSnPdFbbN7EaEN\nmhLM+vp6eL3evG0+nw+xWAyhUChve11dHXQ6Xd4nHA7DZDK1JQrQGhy9anNu7VBKQAIEHSVv73cY\nJKktZysHypBsmcdTVImvVO76Imxx5zqNraEQ9/pmUSIlwnOmttm9iNAGTQmmXq/vMMYsK0M5BQx3\nxONxWK1WxItcK9atcDQmqyKYqZSQbCLf75QQpY1RgEjFcjlknQ5HUUE/idzxImypyolKfUMDwFmu\nSZRIifCcqW12LyK0QVOCedhhh6G5uTlvW3NzM1wuV0EFXqPRKOx2O6K54SOtoNPpuARTzZ3JmQAB\nALLxOA379DNMZnNbRRAOFA/T43IVFfSjCKYIWwbkBG5vfT1/bU1BIiXCc6a22b2I0AZNCeYJJ5yA\n976Xrf+9997D8ccf38HDrKurA2Ms73P44YfDZrNpzsPUGwxcvU+ReThZNqu5XLtE9yKZTNwv80hO\nJH2cQ7IibKnKiaS/pYXbwxQlUiI8Z2qb3YsIbegxwZRlGXv27MGePXuQSqUQDoexZ88e7N+/X93n\nwgsvxLp16/Diiy8CgPr/Cy64oODrSJLUNnSpIQySxCWYSqUHEfkqWTaruWouRPdiMpm4vbp47nib\nzQZDEcIQzQ3jirBFWZfsb2ri9jBFiZQIz5naZvciQht6LNNPKBTCkHbJw7du3Yrly5fjqKOOwmef\nfQYAmDVrFn7961/jkksugcfjQXNzM2644QZcdtllBV/HZDJpTzANBq7ep0gPU9Zgcnqie3F5PNhb\nZJURhXhO8BTB7Oq32Z/r2fPa4jSZ4DCZIMsy4pEId9S4KJES4TlT2+xeRGhDj/113G43wp2Eo39/\nqHXJkiVYuHAhvvrqKxx++OEHTJ93IJSHwhjTTIo83vkNkZUemCxTL7afUe7zAbl1lMWizEFaLJai\nPExlHSevLRW5+cuGhgaYHA7EOQVGlEiJ8JypbXYvIrShxwRTp9PBUeDwidfrxXHHHVfUdcxmMxhj\nyGQymvnymc1mRDgak8hKD1kNFtgmupfqqiogGOQ6R7S9h1nE9IIimLy2VOeC/5qamiA5HOCNVhAl\nUiK8eGqb3YsIbdBU0I8IlGja76/b7E1MFgtX71NkpQc5k6HAgn5GuddbVKBOe0K5410uF/RFDGsp\nx/PaUp4L8tm3bx90IupYChIpEV48tc3uRYQ2lJxg+nw+AG15JrWChVMwFUTkq2SMaa5eKNG9eN1u\nbsFUkq/b7XboihBMJcqW1xZbTtxCoRBkAeIiSqSqq6oAziUL1Da7FxHaUHKCWVZWBgDw+/29bMl3\neMrKAFFLXQTMYWqtXijRvTgcDhh5ExfkBNNqtRbV+QvmRJLXlrJchGwkEoEsYO5RlEiJ8OKpbXYv\nIrSh5P46ypqqIOecjUjsNhtXSSSRlR6AwrImEaVDVVUVLJzza+09TFaEh9mY8754bVGWlDQ3NyPJ\nWakEECdSIrx4gNpmdyJCG0rur6OkudJSth8rZw1BkZUeiP6H2+0uat6xPUriAbPZDFaEh6lkCuK1\nxZcTTBGJ1xVEiJQIL57oXkRoQ8kJphY9zAE+X1ElkRREVnoAtFcvlOherFYrdJxz6EkltZ3JVJRg\nKmffhYYAACAASURBVIkPeG1Rgn7+s38/d5YfkYjw4gFqm90JeZidoEzsfj8nbW8ypLqaKyBAZKUH\n4LuE9kT/wGq1FpX/tT3t12HKRYyWRHPX57VFKe3V1NLCXUxdQYRIifDiAWqb3YkIbSg5wXS73bBY\nLKivr+9tU1S8ZWUwcjQmkZUe9FotsE10G263G4zT+1FGOcxmM2SOoB9eWzy5zD6BYBAQMIcJiBEp\nEV48tc3uRYQ2lJxg6nQ6DBw4MC9HbW9js9lg5GiUIis96I1GZAQscSH6Dh6PBxnOKG1FMA0GQ1sC\njS4SyIkkry3unEgGWlu50+IB4kRKhBdPbbN7EaENJSeYQFv4cCAQ6G0zVOx2OwwcQT8iKz0YJElz\n1VyI7sXtdnMLZjonmJIkgRXxHQzmBJPXFqXUXTQS4S4eDYgTKRFevEGSkOZ4TxCHhlcbSlIwXS6X\ntoJ+BgyAkaMxiaz0YDCZEOPMSEL0LZxOJ9KJBFfAmBKpbTQai/Iwk9ks0tksty1K5Z5MJsNfTB3i\nOpAivHiPz0f1MLsZXm0oydT4LpcL33zzTW+boeJ0OrnWaImq9AAABrNZU0tuiO5Hr9fDqHgvRc77\nZXOBMQaDoS1FYxFE02l4LBYuWxTBTKdSYgQz14FUAkKKRYQXP3LUKHz55ZeIx+Ow2WyQJEn9GI1G\nmEwmSJIEg8EAg8GgJhBX6gFnMhlkMhkcccQR+PTTT1FdXc1lTynCqw0lKZg+nw8fffRRb5uhwrsO\nU1SlBwDQSRKSAhZYE30Ls9XKJZhK8gy9Xl90kEwsJ5g8tkiiPUxBHcg8z7mIdZ0zDz8cZw4YgOnT\np2P//v1wVFWBZbNg2Szk3L/ZdLrt/7LcsdOi00Gv17cNMSeTaG1tJcHsBF5tKEnBrKqqQmNjo2ZK\nfDkcDsgcAQGiKj0AAPR6zdULJbofi82m5nMtBtZOMItNnhFOJgGnk8sWsyKYAmrDAuI6kLxefKXd\njp9eeimGVlXhinvuQejss7t8Djn3cf3pTxQ8dAB4taEk5zArKyuRzWbR0tLS26YAyM1vcHiGoio9\nAIDOYCDB7Ic43W6u5BmKRPJ0QJWOH48t5lzQTzqZBEQUWxbYgTRzjCSpy2UCAWR5g5moU3xAeLWh\nZAUTaKuZpwWcTifX/IaoSg8AAKORGlM/ZGBVFdBJAfdCETFO05Ab+uSxJa82rICUdiI7kBabreil\nJfacSIbDYWQ4y41Rp/jA8GpDSQqmUqg6Eon0siVtWK3WtiGkIpeEiKr0AACgZSX9kjKPh6uzpW8X\nYFIsSj5ZHltE1oYFAAhc+8jjOZflPMxIJII071AzdYoPCK82lKRgulwuANopIm0wGODweIoO2BFV\n6QEAsmazpkqfET2D0+HgCjxTgm2y2Sx0RXp2sZww8doCiKkNCwCQJEybNo3/PODznJ25ec/6xkbI\nvAkZqFN8QHi1oSSDfrQmmABgsVoRLvIlIarSAwCkTSZNFdcmegaPywU0NhZ9vDU3X5hMJmGQJBTj\nkynfY15bVEQIps2GVCoFxhj0ev1Bl2vE43HE43FEo1EkEgmk02mkUikcccQRGDhwIJfnrCRkiESj\nAOeQLHWKD0xJCeaqVavwwAMPdNi+bt26LpXgseWqGGhpvaGVY35DVKUHAEhJEglmP8THOSSrZtiJ\nRmG0WIoSTGUuntcWUbjNZty2aBGsVitkWYZOrz/ocg2DydT2MZuhMxqhMxgAgwEP3XsvfnzhhW2e\nc5FZZCw5Dz4Wj3MHM1Gn+MDwaoOmBLOxsRG7d+/G0qVL87Z3NTJP6UWEOYIcROMpK8O3RQ6TiKr0\nAADMZIJfQ1mQiJ7BZrPBkM2i2BlwSzsPU1/kC13p+PHYkpVldR4TnMOyksGA2xcuxKKzzsKgYcOQ\nXLKk0/2U5RoH6iS0DB4MgM9zduSCfqKxGLdgUqf4wPBqg6YEE2gbdrziiiu4zuF0OgFoSzAddnvR\nYieq0gMAQJIQ0kgwFNFz8AqmLTdMGI/HYShy2UM8NyXBY0sqm4VVr4fBaGxL18cRKSvljs1kMm3e\nYpGI8JzduXnLYCgE5CI5i4U6xQeGVxs0F/STSqXw+uuv45VXXil6HN6aq5OnpZypDo5AB1GVHgAA\nNhvqGxr4zkH0OSwWCwwcEdaKhxmLxaArUjDb19Qs1pZYrg0ZBeRVVgKZ0uk09ByC+X3PuRgUD7M1\nEOCvwkKd4gPCqw2aE8y9e/di0aJFuOiii1BZWYmbbrqp01RcdXV10Ol0HT7HHnss9Ho9LBaLpuYw\nPS5X8R6moEoPAACbDY0aWZ9K9Bw2mw0GjuTr7cWlWG8s2t7DLNIWRZxMFgt3pK0x52Hy3BPQ0XMu\nhvLc3FosGuWvwkKd4gPCqw2aGpKdN28eLr300rZUcrKMZcuWYdGiRTj++ONx4YUXFnQOpedgs9k0\nFVo97LDDgA8/LOrYTis9FDsU5XKhft++4o4lepxsNotsNqtGax4oUjOZTCIej6O1tRV+vx+BQAD+\nYBDDhg3DzTfcAJfLxRVhrXhAiUSi6JR0SsYqHluU4U+zxVJ01LmCPTfMnEqluARThOesrMNsbWkB\n7PaibQHQ1inesYPvHCUMjzZoSjAPO+ww9f96vR5XX301nn76aTz77LMFC6bSc3A4HJpJXAAAg6qr\nYU4kUGxsoIhKDwAAmw1BCjnvMxhzQ6F6oxF6g+GAkZowGgGjEVmzGWmTCSlJAjOZMN1kws1oq8mq\n4xBMpXBzMBgseshQGU7lsUUJgHM4nWjmjLT15obngsEgDLn/F2WTAM9ZyfQTj0aLb9sK1Ck+KDza\noCnB7Ay3293pzdXV1aGuru6Ax9ntdk0JZnl5OUzJZNGCKaLSAwDAbEYiGtVMYnri4Ch/J/m//uug\nkZoHIjZoEIDc3A3HnJ+S6zQUCiFb5DpBRTB5bFGGZM1mM/ccpjpv2NoKcAgmr+ds1OthMhggyzJS\niQT3OkzqFB8cHm3Q1Bzm929i+/bteOutt3DyySd3+VySxqqXDxgwAHqOICRl0TdPvkoAgNEInV6v\nqeFq4sDwpKID8r06xvG9UTLRtLa2IlNkZ02ELco5bBxR5wqu3H1Eo1EwDpHi9ZwrckOw0Wi0LZiJ\nN0duu04x0REebdCUh3nSSSehuroaw4cPR1NTE1588UUcccQRuPrqq7t8LpPJpKl8ij6fD4xDpJpj\nMYxEW77KZs6lJSa7HaFQSF3ES2gX3pdeKjenZjabwTg8Mnc7cckUOd8nwhYlwMZqsXB7mKIqhPB6\nzsr8ZUNDAyweD3jHxXRGI2bOnIlkMgkLb8RtCcKjDZryMB9++GFMmTIFsVgM5eXlWLlyJT766COU\nlZV1+Vy97WEyxhCLxdCQi1ZzuVyQOYRORKUHBcntxj6a4+gT8ORuBYCkElVqMnEJpuKNtfj9yBQp\nLiJsCededC6nk9vDFFUhhNdzVrz3cDgMvQCBq3Y68fq//12UWCrvrfr6emzZskVTa9lFUTIe5owZ\nMzBjxgwh5zIYDMjyVvYAsHXrVvj9fuh0ugNGIobCYdQ3NqKxqQn1+/Yh6PcjEY1CbzCgoroae3ft\n4i7xJaLSg4LOZtNM6TPi4CiCWayf2T6CU+boQCoL61tDoaKXPYiwpb04FVvMQEFUhRBez7msnaer\nEyCYQ9xu7veWZLPBaLMh0dKCD9evx4QJE7jt0go82qApwRSJXq8XMoY/e84cfLN7N9zDhx8wEhEm\nU1vQQE0NMHEiYLMBZjNkoxHBXM/VarUiy9Ejzqv0UGS+SoWM3Y76+nqucxA9g7KovtgVlJlc1KbZ\nbIbM4WFW5ebZ6hsa2r7fvWSLEpHqcbm424GoCiG8nnNVruRUS0sLGKdgDvd6MX/0aO73lnIXrtWr\nsWPHjpISTB5tKFnBlGVZDcnn4dV//hPHzpqF4CWXFHW88pIwGo1tRW+LRGSlh7TJhADny4boGVKp\nVNHVQYDvvn8Gg4Hr+zcgJ5h76+uBESN6zRZlHabLbudOXCCqQgiv5+xpN4eZ4ojWBQCZMSw54QTM\n4XxvKWRNpralRCUEjzZoag5TJNlsFgbeQqxoW7OT5RgCVV4SkiRxvbBEVnrIGI2ayoJEHBjePKfp\ndt8/xvH9U7wgf0tL0R6mCFuac8OwFQMGwMgZ/CaqQgiv56zMpUajUWQ4O/nqOlXO95ZCWpI0VSZR\nBDzaULKCmclkhHiYvEOp2ZzrbzAYOpYO6gIi8lUqyCYTmmidVp+AN89pVtAIh7LI39/UBOTEszds\nUYqpl5eXw8wZ9COqQgiv56xEIIdCIW7B/P/tnXt0VNX5978zc86cud+STC5gwEiABE0a0J8gCllS\n7QLB27L2/bUq76Ly+lMKtAgvoK3QVrrqbeFC+f28FLEIgjegVlovVeTSslREAVlREQK+hmSSTOZ+\nnzn7/SNzNgkXCbPPZNKwP2vNgrnkzHP27P08+9n72c/TsxQgi95SGIyTaxbbMGiXZBOJRPfhZkZY\nO56SGoA1SYAalR4oen13VQROQSGEIBaLIRAIoLW1FR0dHWhtbYXf74coipgzZw5znlM1JmxWvR4W\nvR6yLCMWDuec6UcNWU5kozaHDBkCgTExiVoVQlg9ZyUC2eP1MideVwKQ1DKY/TG5/r5xEIlE0NHV\nhUwmg5tnzEBjYyPzyiGLbRi0BjMej6tyBkkQBKZgCaV2H2sAkhr5KimiiMAgDBcfSLz++utoamqC\nLMvwBYPnjEgU7XZoTCakzWak9HrUVFdjDtjznMrZfqfVas9YxKAvKAfrPR4P9BYLYjnOztWQxZM1\nkm63G4TR8+lVIWTYsJyvw+o5U+/d72dOi9crZoLxnCoA1SbXq556CvsPHoRMCNo6Ovo8DtI6HWRJ\ngkaWsfa113Dnrbfif556ikkWFtswaA1mNBpV5WC+IAg5D26gd0UElmhHNfJVUgyG7sHJyRvLf/c7\nHDp4EJg8uTug5BwRiaceOHJkFThrnlPSw0ghx0lbRbaGYEdHB0SL5TRZ+1OWnh5mkrEPq1UhhNVz\nVgx3R2cnUFycsxzAyUkJq96iqDS5Xv3f/42vv/sOmDTpvMaBAgEQKSlB0+HDzLKw2AZuMM+BRqPJ\neXADgL5nzT1ByNlgqlHpgSKKg25fYqDx6B//iJ8uXoxAjueK1cpzqvRcli0BxbCcOHECGru9oLKE\nkknEUikUFxcjGQ4DmUzO1VPUqhDC6jlbe+6lMuaRVWRh1VsUlSbXc+69F/930yYk/uM/cr+ISnqL\nxTYM2qCfZDIJPWtdObDvPSoGUzkekCtqVHqgiOKAKq49GDEwpm5TK8+pGun1TdnvDwaDkBnGlFqp\n/juiUQiCALPdzpS8QK0KIayeszI5YqkEcyqqFVZQyUi5XC6IA0RvsdiGQWsw1Qr6YUXsWaSWIcWZ\nGpUeTgolIqPG/gbnrLBW01Arz6k2qzhZ9tCdWQ83HA5DZojiVEMWAPBnj5OYLJacj1ipWSGE1XOW\nsm2aTCSYonUB9SYlFJVSjDqdTuhYj7mIoipFI3jQzymk02mkUilVlmRZB3fPwrvaAuarrLBacei+\n+2AQBHpgm5M/9Hp993JhjqiV51TMrnCwpNhTglI6OzuRYJiEqiEL0L2PWVdaCrfbDU8olNO+36kV\nQtIMk1lWI2VUDGYymfPysoIak5J86Aq1JvpxRoPJahsGpeZUlhDMrJXLwT64aeh6IACBYS+KNV9l\nIB6nXgvQfV/xeBzBYPCsodz+QADBcBhenw/RaBTRSATRWAzxWAxElvF/Zs3C/LlzUVRUlPN9DURY\n2mZ4ZSW2v/MOc6IAtfKcKso4kUjknDGoKNtvWRKvqyULcDJ5QUVFBQ7muFyoZoUQViOlGKVELMa8\nh6nIwqK31NQVtaNHY9uWLarUL4UkIcIYgMRqGwalwezKnhvKpcrJqbAaTMXDDIfD0DDMzlnzVUZS\nKSTSaUiCgMpLLsH/a26GoNdDNBrPGsoNJd+k0wm43d2DWYn4TKXw2LZteOHFF/HdsWM539dAg7Vt\ntBUVALr3MFmqg6iV51RRxpFIBILBkJORUoJ+vmtryznLj1qyAKfkk80xbZuaFUJYPWclkj6dSjF7\nmMq1WPSWmrrCdcklANhXXLpvTkCKcR+U1TYMaoNZzBiiDbAfB1FmssFgkCmwQI1KD95YDBVWK7yd\nncCiRUibTN8byn1OmaZMgXf16hz/emDC2jaR7MzVbDYzpSZTK8+poYdXp81xeU0JQOrwepkidtWQ\nBTiZ/s1qsQCdnTldQ80KIayes76HwWUtHt0rKp9Bb6mlK5LZI0msKy4AAK2WKVsVwG4bBmXQj5L7\n0GazMV+LNbpVWZLt6upi8hTUqPTQlj30bXe5ADWOlWg0TOn+BiKsbaNWajK18pwqEa6xWAy6HJdT\naQBSIMA06VNDFuBkTUynzZZzTUw1K4Sc6jmfL2p6mKJKUflq6Qol9oJ1xQUAoNMhzehhstqGQWkw\nlez6doYzYwqsya8VJREKhZBh6MBqVHpQDn2XV1QAaqTGU6EDDzRY20at1GRq5TlVlHk0GoUmRyOl\n5Dr1+3xMxx7UkAU4mSbSarFAk6MSVrNCCKvnTLOByTKzh6lE5bPqLbV0hbIawLriAqDbw2ScoLPa\nhkFpMH0+HwB19jBZk18rii8WiyFd4KoT3h6VHliL7wJQpQMPNFjbRq3UZL3ynKoQmcqSk5Z6UOEw\nU0YcNWQBTlbuMZlMEHIcC2pWCGH1nHXZQB05kwEYz0+KpyzJ5opaukLVZPBaLfOKFqttGJR7mOHs\ncoIlx6oKPWEd3ErAhN/vR4phYKpR6cGfneGVu91AS0vOslBU6MBqQQjBmjVrcOzYMYQiEQRCobNG\n+EbDYaSSSWTSaWRSKciZDFauXIn58+czt41aqcnUynPa81hTrst9yr5YOp1mWjJUQxbgZNYrh8MB\nfSqFXHb01awQwuo59/IwGQ1mz1ScLHpLLV2hdjJ4Vlhtw6A0mMrhViPjUgvAnvxaCZg44fGAMEQY\nqlHpQVkesVmtOe/9DFSampowd9EixBsaupcwlWjeM0X4SlK3wtZquz+r1SIydiwA9rZRKzWZWnlO\nFcPAkkWGBpIwnhNUQxbgZJSs2WyGNkcvXs0KIWp5zoQQZoNpznq7rHpLLV2hajJ4WWZK/gKw24YB\nZzBTqRTWr1+Pzz//HGPGjMHMmTPPOytDIBCATqdTJXEBa/Lr4uzf+oNBJsWnRqWHQHbW6LLboUkm\ncz4qc1Io9g6sFjt37oS2uro72XkOqN02rKnJ1Mpz6ugRpZ3rHrqokoephiwAEMr+VlarNee8ympW\nCFHLcwbAvIep3Ber3lJrPKiaDJ6Q7vSDDLDahoGh7bJEIhFceeWV+P3vfw9JkvDEE0+goaEB/vNM\n/hsKhWC1WlXJp8ia/HpoNhrr2+++y7nwLqBOpQdfdnalLGUxo0IHVguDwQANg0enVtuolZpMrTyn\nynlDn8+HdI7XkRSDyRjFqYYswMkoWYvFkrP306tCCONKFKvnLPfst4xGRa2k/WqNB1WTwWcyTJG/\nALttGFAe5jPPPIPm5mYcPXoUTqcTDz30EEaOHIknn3wSy5cv7/N1AoEAHA6HKjKxJr9WZtWtra1A\nbe1ZP6dBt5J0GY0YYrXCbTajxGyGVa+HWa+n19FoNPjHP/4Bqboaep0Oep0OolYLkyjCrNfDKAjQ\n63QQtFq6N3Iqc+bMwf+eNQsprRZpWUZKlpHKZBBNpeCLxxGIxxFOJuFPJBBOJhFKJOCLxxFPpxFP\np/G/xowBNBpoZBlCY2PObaMm5eXlEHIMf9frdEhk91ouvvhiTKmrg6m2FmZRhEWvh02SYBJFGEUR\nxmy6MKteD6skwSgIMIkiTKIIvU5H84IC3Z6UYDBA0Gqh1WjO+Hsk0mnEsu0aT6cRSSaRzGSg1+lA\nCMGmDRsQGD4cgezvEEgkEEok0B6JoC0cRkc0ivZIBKFE4oxegKLMI5FIzkFnyj2lGHOdlmY9ZavV\niqmTJ8NaXw9Tto3N2Ta0SRItWG3N/t+s18MgCBC1WhgEAcbseJw0aRL8X33V6ztSmQyS2Uc8nUYo\n226hZBLBRAL+eBzBRAJjSkoAAD+67jqUm83ostkQiMcRSiYRTibRGY3Ss8/ngtVzzsgytDpd97nJ\nHIyKTqOB02hEqdmMqysrAXSPh98sWAB7QwNs2X5qEASY9XqYRBGSTkf1hZjVF4JWC/EUvTF37lzc\n81//hSQhSMsykpkMEpkM0rKMWCqFcDKJSCqFWCqFRCaDQDwOX7aNg1m9AXTrrUsvvRR+mw1dsRg9\nbnJepNMQGA1mV1cXk20YUAbzvffew/Tp02kEk8Viwa233or33nvvvAzmn//85+5DwCqQTCZhdbmQ\nEgSkZRkZQiAT0q0ANRqIPYyWJTu4TaIIc1bBFptMePubb3Dnf/4nhPHjYbHbYZUklJrNcJvNqLBa\n4TQYYJWkXim2AoEAvF4vAoEAIpEIAl4vXnrpJXi9XoRCISS2b0cymUQymUQqlUI0GkUkEkEsFkMy\nmUQ6nT6tDTQaDXQ6HQRBgF6vhyiKEAQBoihCFEWYTCa4XC7YbDZYrVbY7XaUm81wOBywl5fDYDDA\nYDDAbDbDbrdDFEVg5EhV2pmVoUOHor6qClJVFdxmM5xGI2ySBHP2NygyGqnRs2YnIHaDAXZJokuO\nADBjxgxMnToVfr8f4XAYkUgEwWCwu20DAcRiMcTjcXSEwzgaCnUHFGUfyWQSiUQC8XgcqVQK6XSa\nPmRZhizLdKVAmeEq7d6zbSVJwiZRhMVigd1uhz0YRKXNBpvNBrvTCZvNBrfbDbvdTq+TSKfRGg7D\nEw7DE4kgnDUQPygrQ7PPh+HDh2NaYyOCw4fDF4shlk5T45KSZcTTaSTSaWQIAcn2cQLQfg4ATocD\nBqcTVpOpuy2zk4Wefd6s18MuSSgymVBhsdA+Xmqx0GjSmTNn4tZQCF1dXYhEIvQRDQQQCoUQCoXQ\nEQ7T/4fDYdqm8XgciUQCqVQKyWSyVx/XaDS0b+v1ehiNRlitVvqw2Wyw2+0os9nwVTAIj8OBH998\nM2Y7HHA6nd39uQfBRALeaBRdsRgiqRS80Sjao1FEskY1mEigKxbDxMpKHPP7odPpMOySSxC226lh\nSWYySGUNDI1DyE6eBK0Wkk6HtCxD1Olw+eWXw1BZCUmSYMlOGmyShBKzGQ6Doft5diJhkyTYJQku\noxFus5kauUQigebmZqTTadQPGwZPUxO82f4bj8dpX00kElRfKH1V+bdnm2q1WoiiCL1eT9tWkiQI\nggCj0QiLxQKz2Uz7r8PhQLXT2d3eJSUoKiqiyc4PHjxIrysTAn88jrZwmBrZzmgUsXQagXgcXbEY\nwtl2DieTCCQSCHq90NXXM+uKkQw6S0NYs4urSFFRERYuXIilS5fS11avXo0FCxYgFov1Wv5bvnw5\nfvvb3552DVmW8ctf/hJffPEFjEYjHA4HXC4XNQDKj+x0OmG322Gz2eByueByuWA2myGolGxYlmXE\nYjGEQiEEg0FEo1EEg0EEg0GEw2F4PB54PB60tbXB6/XS93w+H1pbW7v3Q74HjUZDFYOiHMxmM4xG\nIyRJgk6ng06ng0ajgUaj6VaCsoxMJoN0Ok0NrTJQFKPr9/v7vNegDJCioiI6cFwuF4qLi2Gz2eBw\nOOB2u1FUVASz2UwVlsPhgM1mg9FoVK8MUZZkMomOjg50dXVRZev1euH1eqniDYfD8Pl8CAaDCGSV\ntKK0w+EwOjs7z2u/xWg0wmg0UmViMBjoZER5aLVa+lCQZRmpVAqxWIwa4mg0So1D8hzLjXq9Hm63\nGyUlJXC73SgvL0dpaSlKS0thMpngcDhQXFwMp9OJ4uJiOBwOWCwW1ZbRCSFIJBJ0shaJRBCNRulk\nr7W1FW1tbfTftrY2dHV10d+iL0iSBIvFAqPRCEEQYDAYIEkSVeJKHwe621Pp28lkEvF4nI6/vlS5\nMJlMsFgssFqttE2LiorgcrlgMplQUlKC4uJi2tftdjucTiccDgccDocq7UoIQTKZRDQaRTgcRjAY\nREdHB3w+H32u3FMgEKD6oqOjA+3t7ejo6Pje6yv7d5IkUX3Rc+IsCAJ0Oh2NlVD6qDIJVyaF6XQa\nsVgMkUgEiT6cr1R+R0d2cmK1WuFyuVBaWkp1cFFRUS+drbSzMtk5dUJTCAaUh+n3+09zl51OJ5LJ\nJGKx2DkT5hoMBjp44vE4/H4/Dh06BL/f3504oA9epyiKkCQJer0eJpOJzv6VWVXPzpTJZGhnSqVS\nVOEqSu9c6HQ6uN1uuN1uWK1WlJeXo6amBmVlZSgvL0dxcTHsdjsdnC6XC86shyEIgurGBuhWOtFo\nFKFQiCZX9vv9CAQCiMfjiMfj3R5v1tB0dXWhq6uLemMHDx5EV1cXgsHgOQeSTqeD2WymBl9RiorH\nq9VqqeFXlFEmk+ll9BWZkskkwuFwnxSxYkzsdjvsdjusVitKS0vp4FR+E7PZTF9TlIvyUBSrwWDI\n2z5uKpVCMBiE3++nijIQCCAQCMDj8aC9vR3t7e3o7OxEa2srvvjiC7S3t39vOSaNRkMnK4rREUWR\n9nHFAGm1Wmg0Gqo0lTGoKHLFOznXfFur1cLtdqOiogLl5eW47LLL4HK5UFFRgaKiIphMJtrOJpOJ\nrm5YLBZYLBbVlGQmk+k1QfL7/bRd/X4/fD4f1ROhUAjt7e04fvw49u7dC7/ff846jEq7ms1m2q6K\nHulpiBRZlD6cSCSQSCQQi8XoqkZffBhBEOjks7S0FKNGjcLEiRMxZMgQDBkyhE6USktLYbfbqR4T\nRVF1vZFOp+k47NmuwWAQnZ2d8Hg81FHw+XzU+B86dAgffvghgsFgn0qIGY1Geh8Wi4Xej6IrlD4L\ngK7mKAY/lUrRdr/88suxbt26nO51QBlMvV5/mqFRZoZ9Kfhps9lACMGTTz55WqcghCAajSIWYB9T\ntgAAD5VJREFUi9EfLhAI0B/V5/PRGXIikaCzPMX4KbOqTCYDQggEQeg10xWzS2jKbFhRAMpykOJh\n2Ww2WCwWlGSXK/Jh9HKlrq6Ozv7eeustlJeXM10vGo2ivb2dtq2i7HsagHA4TJWx4lkpD2VSorQ5\nAOpVKMtDylKQXq+HxWKBy+WinoCieJ1OJ0pKSujS0akGTvmt1dr3VgtRFFFUVHRe1WBkWaZLyD6f\nj3p0yvK+0v7KUpwy2VP6uNLWykPxjpXVmZ7LcCaTifZ15bnSz4uKiujEo5CBYTU1NbQffPDBBzkf\nWJdlGZ2dndQ7VvqzYmi7urroBFPpv8pETlnJUVYtevZhSZIgSRKdxCmGQNEdSlsqHpcyoTjb6sz2\n7dvR0tKCo0eP4le/+hVT2/UVQRCo7sslRyshhK6uxWKxXpMXxQlRdHVPHd5TXygTu54yKRM/xagq\nk5ZLsgnhc2FALcnW19fj+uuvx2OPPUZfe/jhh7F27VocOXKk3+U5duwYXeIcaMo0H/QcgAOoW+QV\ng8FAPeEL4Z53795NPczq6upCi5N3LrQ+faHdbywW6+Vh5psBZTDnzJmD3bt34/PPP6c//NVXX42q\nqqqcXWgWLrTOd6HdL3Dh3TO/38ENv9/8MjAO0WW555570NTUhAceeADNzc14+OGHsWfPHtx3332F\nFo3D4XA4FzgDymDW1dXhnXfewQcffIDRo0dj8+bNeOuttzB+/PhCi8bhcDicC5wBtSQ70ODLG4Of\nC+2e+f0Obvj95pcB5WFyOBwOhzNQGVDHSgYay5YtK7QI/cqFdr/AhXfP/H4HN/x+8wtfkuVwOBwO\npw/wJVkOh8PhcPoAN5gcDofD4fQBvod5BmRZxtdff419+/YhGAziZz/7GaxWa6HFyhttbW3Ytm0b\nvvjiC1gsFkyYMAFTp04dUGn71KSlpQVvv/02vvzyS6TTaYwYMQI//elPc06b9u8EIQQbNmxAJBLB\nPffcU2hx8sZzzz13WgL9q666CnV1dQWSKP8QQvDOO+/g3XffhVarxbhx43D77bfTHLaDiTP9vgAw\nZswYXHPNNXn7Xr6HeQZuvfVWbNmyBVarFaFQCM3NzRg+fHihxcobNpsNFRUVuOqqqxAOh7F161ZM\nnToVW7duHZRGc8WKFdi8eTPq6uqg1Wrx4YcfwufzYc+ePRg1alShxcsrGzduxB133AEAqpXAG4iI\noohRo0bB5XLR1+bOnYsf//jHBZQqfwSDQUyfPh379+/HzTffDI1Gg127duGzzz6DLVvEfjBx7bXX\nIt2jXmk8Hscnn3yCRx99FIsWLcrfFxPOaezbt4+0tLSQHTt2EACkubm50CLllV27dhFZlunzbdu2\nEQBkx44dBZQqf6TT6V7PI5EIGTZsGLn33nsLJFH/4PF4SFlZGZk7dy7RarWFFievCIJA/v73vxda\njH5jzpw5pKqqini9XvqaLMu9xvVgZt26dUSn05HW1ta8fg/fwzwDDQ0NqKioKLQY/cbVV1/dy5Oc\nMmUKAODo0aOFEimvnLpEZTKZMHTo0HPWn/x3Z968eZg1axbqVSjCyxk4pNNpbNiwAUuWLOnlUSu1\ncC8E1qxZgxtuuAFlZWV5/R5uMDmnsW3bNmg0GkyYMKHQouQNWZaxZ88evP/++1i6dCmampowb968\nQouVN7Zs2YJ9+/bhN7/5TaFF6Tdmz54Np9OJhoYGPPHEE32qufjvyCeffEILv1955ZUoKirCtdde\ni3fffbfQovUL33zzDXbs2IFZs2bl/bt40A+nF8ePH8e9996L+fPnD+r9vGQyiZtuugmRSATxeBzL\nli3DmDFjCi1WXujq6sKcOXOwceNGGAyGQovTLyxcuBCTJk2CJEnYsWMHHnzwQRw/fhyrVq0qtGiq\n09bWBgD49a9/jccffxxjxozB888/j2nTpuHTTz8d9CsKa9euRWlpKaZNm5b/L8vrgu+/ORfKHqbC\niRMnSHV1NbnllltIKpUqtDj9gizLZM+ePaS4uJgsXry40OLkhZkzZ5LZs2fT53/6058G/R7mqfzx\nj38kBoOBBAKBQouiOn/9618JALJ8+XL6WjqdJlVVVWT+/PkFlCz/pFIpUlFRQRYtWtQv38eXZDkA\nAI/HgylTpmDkyJHYtGkTBOHCWHzQaDQYP3487r77brz66quFFicvrFu3Dnv37sXkyZMxefJkPPLI\nI5BlGZMnTx6093wqV111FeLxOL799ttCi6I6NTU1AIDa2lr6mk6nw6hRo3DkyJFCidUvvPvuuzhx\n4kS/LMcCfEmWA6C9vR3XXnstLrroIrz++uvQ6/WFFqnfaW9vh9lsLrQYeeHZZ5/t9Xz37t04fPgw\n7rjjDqpsBzt79+6FXq/HkCFDCi2K6lRVVaG8vBxff/01fU2WZXzzzTeYOnVqASXLP2vWrMHEiRMx\nevTofvk+bjDPwP79+3HgwAF8+eWXAIDNmzejpKQEEyZMwIgRIwosnbpkMhn88Ic/xIkTJzB//ny8\n9tpr9L2xY8cOyn29Bx98EJdeeilGjx6NSCSCt99+G2vXrsXq1asLLVpemD17dq/nWq0W69evP+31\nwcKbb76Jw4cPY8KECRAEATt37sSyZctw1113DcrkFBqNBgsWLMAf/vAH1NbWora2Fs8//zyOHj3a\nb55XIWhvb8ebb7552oQwn3CDeQY++ugj+iOMHTsWGzZsANB9wH+wGUxZliGKIqqqqk7rePPnzx+U\nBlOSJPzud7/DkSNHoNPpcPnll+PZZ5/F3XffXWjR+oWioiKMHTu20GLkDYvFgo0bN2LZsmVIJBIY\nNWoUli5dmt8D7QXm/vvvh9FoxIIFC9DS0oIrrrgCb7311qAO+Nm5cyfGjh2L22+/vd++k2f64XA4\nHA6nD/CgHw6Hw+Fw+gA3mBwOh8Ph9AFuMDkcDofD6QPcYHI4HA6H0we4weRwOBwOpw9wg8nhcDgc\nTh/gBpPDGQDE4/GcCjrfdttteOGFF876/po1awpSNFmWZcTjcZx6au3OO+/EU0891e/ycDhqwA0m\nhzMAqK6uxksvvXTef9fc3Ayv13vW971eL5qbm1lEy4mPP/4YRqMRkUik1+vHjx9HR0dHv8vD4agB\nN5gcjkoQQpBOp7/3M6lU6jSv61zIspyX4tZ9keVcXu+57vf7kGUZsizn/PccTn/DDSaHw8D69etx\n/fXXY/Xq1SgpKYEoipg2bdppXt2rr76KhoYG6PV6FBcXY8mSJdQI3njjjWhtbcXixYtRXV2NSy+9\nFABw6NAhTJw4ESaTCZIkYfTo0d+7/NoXCCF4/vnnUVNTA71ej4qKCqxYsYIaLkIIqqursWnTJjQ2\nNkIURZSVleHFF1/sdZ3t27ejvr6eplXcsmULqqursX//fhw/fhy33XYbAKC+vh7V1dVYuHAh/dt4\nPI6f//znMBqNsNvtmDdvXk7L0RxOv9MvRcQ4nEHK008/TfR6PbnuuutIc3MzOXLkCGlsbCSXXXYZ\nkWWZEELI5s2biSRJZN26daSzs5N89NFHpKqqijz44IOEEEJaWlpIWVkZeeyxx8ixY8fI8ePHCSGE\nHDhwgLzxxhvE4/EQr9dLXnjhBSIIAvn000/p948dO5Y8+uijZ5XvkUceIePGjaPPn3nmGWK328kb\nb7xBvF4v2b59OyktLSWrVq0ihHTXBwVAKisryZtvvklaWlrIihUriCiK5NtvvyWEdNdNNZvNZN68\necTj8ZDPP/+cjBs3jgAgH330EUkmk2Tz5s0EADl06BA5duwY6ejoIIQQcs011xCz2UxWrlxJvvvu\nO7Jt2zai1+vJK6+8ouKvwuHkB24wORwGnn76aQKAGjlCCDl8+DABQPbt20cIIaSxsZEsXLiw19+9\n/PLLZMiQIdSoDh06lKxdu/as35NMJkksFiPXXXcdeeihh+jr52MwZVkmNTU1p31+5cqVpKGhgX4G\nAHn88cfp+5lMhtjtdvL666/Te66oqOhVZHzbtm3UYBJCyJ49ewgAEgqFen3XNddcQ6ZPn97rtenT\np5Nf/OIXZ70HDmegwKuVcDiMlJaWorKykj4fMWIEnE4nPv74Y9TX12PXrl3w+Xy44YYb6J6h3+9H\nS0sLQqEQbDbbGa/r9XqxdOlSbN26FV1dXZAkCYlEAsOGDctJTq/Xi6amJrz22mv48MMPqSwejwdN\nTU29PqssCwPd5cDcbjfa29sBAJ999hnq6up6FRlvaGjosxw9rw0AZWVlPBCI828BN5gcTh4ghECj\n0dD//+hHP8KUKVNO+5zRaDzrNR544AEcOHAA//znP3HJJZdAq9XipptuOu+goZ4yAcAtt9yCcePG\n9XpPkVVBFMWzvq/X608LQjqfoKTvuzaHM5DhBpPDYcTj8eDo0aOoqqoCAHz55Zfw+/0YP348tFot\nJk2ahM7OTlx//fVnvYYkSacZnd27d2PWrFmorq4GACQSCezduxdTp07NSc7i4mLU1NQgGAx+ryzn\nYtKkSVi/fj38fj8cDgcA4P333+/1GUmSAJyfIeVwBjrcYHI4jBgMBsyaNQurV6+GLMu45557MG7c\nOFx22WUAgEWLFmHGjBkYNmwYfvKTn8BiseDAgQPYv38/lixZAgCora3Fpk2bMGzYMBgMBkyePBl1\ndXV4+eWXMXXqVAiCgGXLliEYDOYsp0ajweLFizF79my43W7ceOONEEUR+/btw7fffot58+b16Toz\nZsyA2+3GjBkzMH/+fLS2tp5WfLyqqgoGgwErV65EY2MjysvLUVtbm7PsHM5AgB8r4XAYqaysxF13\n3YVp06bhiiuuwNChQ/GXv/yFLjVOmzYNf/vb3/Cvf/0L9fX1GDFiBJYuXQqTyUSvsXLlSlx00UVY\nvnw5li5dCgB4/PHH4Xa7ccUVV6CxsRG1tbWYO3durz3M0aNHo7S09KyylZaWYvTo0fT5zJkzsXHj\nRmzduhW1tbWoqanBihUrYLfb6WfGjh0Lq9Xa6zpjxoxBcXExAMBsNmPnzp34wQ9+gCeeeAKffvop\nnnvuOfoeANjtdrzyyivYt28fFi9ejI0bNwIARo4cifLy8tPa7+KLL+5ja3M4hUNDct0Q4XA4WL16\nNVatWoWvvvqq0KIUlBdffBH3338/PB5Pr2AgDmcwwXs2h8M5b5YsWQKXy4WKigocOnQIq1atwsKF\nC7mx5AxqeO/mcBiorKzEpEmTCi1GvzNx4kRs3boVu3btQnFxMV555RXccMMNhRaLw8krfEmWw+Fw\nOJw+wIN+OBwOh8PpA9xgcjgcDofTB7jB5HA4HA6nD3CDyeFwOBxOH+AGk8PhcDicPsANJofD4XA4\nfeD/Aybgni07ygFpAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fed656d3490>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with xkcd():\n",
+    "    hist(flowers[\"petal_length\"], bins=20, facecolor=\"teal\", edgecolor=\"black\")\n",
+    "    title(\"Petal Length Distribution\")\n",
+    "    xlabel(\"petal length\")\n",
+    "    ylabel(\"count\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# Saving to a file\n",
+    "\n",
+    "Images can be saved to a file using savefig after the plotting commands:\n",
+    "```\n",
+    "savefig('myplot.pdf')\n",
+    "```\n",
+    "\n",
+    "The format of the saved image will be inferred from the given file extension."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "# The End\n",
+    "\n",
+    "This lesson was based on previous work by [Jeroen Laross](j.f.j.laros@lumc.nl) and Martijn Vermaat\n",
+    "\n",
+    "License: [Creative Commons Attribution 3.0 License (CC-by)](http://creativecommons.org/licenses/by/3.0)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
-    "collapsed": true
+    "collapsed": true,
+    "slideshow": {
+     "slide_type": "skip"
+    }
    },
    "outputs": [],
    "source": []
diff --git a/visualization/data/populations.csv b/visualization/data/populations.csv
index eb5056f64062a4f8614960ff3b8295bafe9a97f7..e98de9060eae75757162480edbe3dcc11600b48b 100644
--- a/visualization/data/populations.csv
+++ b/visualization/data/populations.csv
@@ -1,67 +1,67 @@
 ,Year,Belgium,Denmark,Netherlands,Sweden
-0,1950,17.278599999999997,8.5627,20.2273,14.0332
-1,1951,17.3564,8.607399999999998,20.528799999999997,14.140799999999999
-2,1952,17.4608,8.6676,20.7642,14.248899999999999
-3,1953,17.555500000000002,8.7386,20.986,14.3429
-4,1954,17.6388,8.811399999999999,21.2307,14.4272
-5,1955,17.7367,8.8784,21.5018,14.5247
-6,1956,17.8477,8.9328,21.7792,14.6314
-7,1957,17.9787,8.9757,22.0527,14.734300000000001
-8,1958,18.1051,9.0302,22.373600000000003,14.8306
-9,1959,18.2072,9.0932,22.6954,14.907499999999999
-10,1960,18.2376,9.1621,22.973399999999998,14.9607
-11,1961,18.331699999999998,9.2338,23.2775,15.0413
-12,1962,18.436799999999998,9.2939,23.6113,15.1232
-13,1963,18.566200000000002,9.3672,23.931600000000003,15.2087
-14,1964,18.7339,9.4404,24.2543,15.3228
-15,1965,18.896,9.516200000000001,24.5893,15.4678
-16,1966,19.015700000000002,9.595,24.9128,15.6157
-17,1967,19.1129,9.6775,25.1965,15.7355
-18,1968,19.179699999999997,9.729700000000001,25.4594,15.8246
-19,1969,19.2252,9.781500000000001,25.7561,15.936
-20,1970,19.275399999999998,9.8576,26.076999999999998,16.085700000000003
-21,1971,19.346600000000002,9.901399999999999,26.3891,16.1967
-22,1972,19.4222,9.9512,26.6567,16.2449
-23,1973,19.4836,10.0152,26.8784,16.2738
-24,1974,19.5131,10.0905,27.0903,16.320700000000002
-25,1975,19.6017,10.108799999999999,27.3328,16.3854
-26,1976,19.6363,10.1451,27.548000000000002,16.4448
-27,1977,19.660600000000002,10.1766,27.7125,16.502899999999997
-28,1978,19.674599999999998,10.2087,27.8837,16.5517
-29,1979,19.6968,10.2336,28.0765,16.587400000000002
-30,1980,19.7103,10.245999999999999,28.2994,16.6209
-31,1981,19.6976,10.243400000000001,28.4942,16.641
-32,1982,19.714599999999997,10.2355,28.625500000000002,16.6503
-33,1983,19.716,10.2286,28.7339,16.658
-34,1984,19.706,10.2232,28.848399999999998,16.6732
-35,1985,19.7165,10.2274,28.9833,16.7008
-36,1986,19.729599999999998,10.2408,29.144199999999998,16.7396
-37,1987,19.7404,10.254,29.3305,16.795699999999997
-38,1988,19.8034,10.2586,29.5202,16.873
-39,1989,19.8754,10.2646,29.698,16.9859
-40,1990,19.934800000000003,10.2798,29.903,17.1173
-41,1991,20.0092,10.3081,30.1391,17.2273
-42,1992,20.0903,10.3404,30.3681,17.3364
-43,1993,20.1674,10.378499999999999,30.5811,17.4373
-44,1994,20.230800000000002,10.4101,30.7657,17.5621
-45,1995,20.2735,10.4558,30.9179,17.654
-46,1996,20.313285999999998,10.523299999999999,31.061,17.6821
-47,1997,20.340452,10.5686,31.2216,17.6925
-48,1998,20.406016,10.602599999999999,31.4146,17.702399999999997
-49,1999,20.452844,10.63822,31.624,17.716102
-50,2000,20.502511,10.674688,31.851039,17.744588
-51,2001,20.573149,10.710163999999999,32.092372999999995,17.792254
-52,2002,20.665584000000003,10.74851,32.297866,17.849916
-53,2003,20.752265,10.774348,32.450617,17.916458
-54,2004,20.842273,10.802354000000001,32.563558,17.987062
-55,2005,20.957247000000002,10.831956,32.64002,18.059144
-56,2006,21.0959255,10.869133999999999,32.692484,18.161009
-57,2007,21.251411,10.91483,32.763406,18.296198
-58,2008,21.419958,10.978044,32.891203000000004,18.439287
-59,2009,21.592997,11.038882000000001,33.060784999999996,18.597040999999997
-60,2010,21.67981,11.087638,33.230799000000005,18.756252
-61,2011,22.001275999999997,11.133712,33.386160000000004,18.898439
-62,2012,22.189700000000002,11.17417,33.509935999999996,19.038762
-63,2013,22.356872,11.217568,33.608877,19.200757
-64,2014,22.454566,11.279437999999999,33.608877,19.392219
-65,2015,,,33.879855,19.392219
+0,1950,8.6393,4.28135,10.11365,7.0166
+1,1951,8.6782,4.3037,10.2644,7.0704
+2,1952,8.7304,4.3338,10.3821,7.12445
+3,1953,8.77775,4.3693,10.493,7.17145
+4,1954,8.8194,4.4057,10.61535,7.2136
+5,1955,8.86835,4.4392,10.7509,7.26235
+6,1956,8.92385,4.4664,10.8896,7.3157
+7,1957,8.98935,4.48785,11.02635,7.36715
+8,1958,9.05255,4.5151,11.1868,7.4153
+9,1959,9.1036,4.5466,11.3477,7.45375
+10,1960,9.1188,4.58105,11.4867,7.48035
+11,1961,9.16585,4.6169,11.63875,7.52065
+12,1962,9.2184,4.64695,11.80565,7.5616
+13,1963,9.2831,4.6836,11.9658,7.60435
+14,1964,9.36695,4.7202,12.12715,7.6614
+15,1965,9.448,4.7581,12.29465,7.7339
+16,1966,9.50785,4.7975,12.4564,7.80785
+17,1967,9.55645,4.83875,12.59825,7.86775
+18,1968,9.58985,4.86485,12.7297,7.9123
+19,1969,9.6126,4.89075,12.87805,7.968
+20,1970,9.6377,4.9288,13.0385,8.04285
+21,1971,9.6733,4.9507,13.19455,8.09835
+22,1972,9.7111,4.9756,13.32835,8.12245
+23,1973,9.7418,5.0076,13.4392,8.1369
+24,1974,9.75655,5.04525,13.54515,8.16035
+25,1975,9.80085,5.0544,13.6664,8.1927
+26,1976,9.81815,5.07255,13.774,8.2224
+27,1977,9.8303,5.0883,13.85625,8.25145
+28,1978,9.8373,5.10435,13.94185,8.27585
+29,1979,9.8484,5.1168,14.03825,8.2937
+30,1980,9.85515,5.123,14.1497,8.31045
+31,1981,9.8488,5.1217,14.2471,8.3205
+32,1982,9.8573,5.11775,14.31275,8.32515
+33,1983,9.858,5.1143,14.36695,8.329
+34,1984,9.853,5.1116,14.4242,8.3366
+35,1985,9.85825,5.1137,14.49165,8.3504
+36,1986,9.8648,5.1204,14.5721,8.3698
+37,1987,9.8702,5.127,14.66525,8.39785
+38,1988,9.9017,5.1293,14.7601,8.4365
+39,1989,9.9377,5.1323,14.849,8.49295
+40,1990,9.9674,5.1399,14.9515,8.55865
+41,1991,10.0046,5.15405,15.06955,8.61365
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+43,1993,10.0837,5.18925,15.29055,8.71865
+44,1994,10.1154,5.20505,15.38285,8.78105
+45,1995,10.13675,5.2279,15.45895,8.827
+46,1996,10.156643,5.26165,15.5305,8.84105
+47,1997,10.170226,5.2843,15.6108,8.84625
+48,1998,10.203008,5.3013,15.7073,8.8512
+49,1999,10.226422,5.31911,15.812,8.858051
+50,2000,10.2512555,5.337344,15.9255195,8.872294
+51,2001,10.2865745,5.355082,16.0461865,8.896127
+52,2002,10.332792,5.374255,16.148933,8.924958
+53,2003,10.3761325,5.387174,16.2253085,8.958229
+54,2004,10.4211365,5.401177,16.281779,8.993531
+55,2005,10.4786235,5.415978,16.32001,9.029572
+56,2006,10.54796275,5.434567,16.346242,9.0805045
+57,2007,10.6257055,5.457415,16.381703,9.148099
+58,2008,10.709979,5.489022,16.4456015,9.2196435
+59,2009,10.7964985,5.519441,16.5303925,9.2985205
+60,2010,10.839905,5.543819,16.6153995,9.378126
+61,2011,11.000638,5.566856,16.69308,9.4492195
+62,2012,11.09485,5.587085,16.754968,9.519381
+63,2013,11.178436,5.608784,16.8044385,9.6003785
+64,2014,11.227283,5.639719,16.8044385,9.6961095
+65,2015,,,16.9399275,9.6961095