diff --git a/Session 1 - Data Types/Session 1 - Data Types.ipynb b/Session 1 - Data Types/Session 1 - Data Types.ipynb
index b142e8d..c5977c2 100644
--- a/Session 1 - Data Types/Session 1 - Data Types.ipynb	
+++ b/Session 1 - Data Types/Session 1 - Data Types.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,12 +47,12 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
-       "    border-bottom: 1px solid #EE7631;\n",
-       "    /* padding: 5px; */\n",
+       "    border-bottom: 1px solid rgba(238, 118, 49, 0.575);\n",
+       "    padding-bottom: 6px;\n",
        "    /* font-variant: small-caps; */\n",
        "    }\n",
        "  \n",
@@ -85,12 +85,12 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 0px\n",
+       "        border-bottom: 0.8px solid rgba(238, 118, 49, 0.575);\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -120,12 +120,12 @@
        "\n",
        "h3 {\n",
        "        font-family: 'Roboto';\n",
-       "        /* text-align: left;\n",
-       "        font-size: 12pt;\n",
-       "        color: #EE7631;\n",
-       "        margin-bottom: 5px;\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px */\n",
+       "        /* text-align: left; */\n",
+       "        /* font-size: 12pt; */\n",
+       "        /* color: #EE7631; */\n",
+       "        /* margin-bottom: 5px; */\n",
+       "        border-bottom: 0.5px solid #ededed;\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "\n",
        "\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,16 +269,13 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/Session 2 - Data Structures/Session 2 - Data Structures.ipynb b/Session 2 - Data Structures/Session 2 - Data Structures.ipynb
index 6247273..fd51fbc 100644
--- a/Session 2 - Data Structures/Session 2 - Data Structures.ipynb	
+++ b/Session 2 - Data Structures/Session 2 - Data Structures.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,12 +47,12 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
-       "    border-bottom: 1px solid #EE7631;\n",
-       "    /* padding: 5px; */\n",
+       "    border-bottom: 1px solid rgba(238, 118, 49, 0.575);\n",
+       "    padding-bottom: 6px;\n",
        "    /* font-variant: small-caps; */\n",
        "    }\n",
        "  \n",
@@ -85,12 +85,12 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px\n",
+       "        border-bottom: 0.8px solid rgba(238, 118, 49, 0.575);\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -125,7 +125,7 @@
        "        /* color: #EE7631; */\n",
        "        /* margin-bottom: 5px; */\n",
        "        border-bottom: 0.5px solid #ededed;\n",
-       "        padding: 5px\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "\n",
        "\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,16 +269,13 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -965,7 +969,7 @@
     {
      "data": {
       "text/plain": [
-       "2010334988872"
+       "1946077813640"
       ]
      },
      "execution_count": 21,
@@ -985,7 +989,7 @@
     {
      "data": {
       "text/plain": [
-       "2010334988872"
+       "1946077813640"
       ]
      },
      "execution_count": 22,
@@ -1141,8 +1145,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "x_new has object id: 2010333159304 \n",
-      "y_new has object id: 2010335884488\n"
+      "x_new has object id: 1946078486344 \n",
+      "y_new has object id: 1946078485960\n"
      ]
     }
    ],
@@ -1687,7 +1691,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 2 - Data Structures/Session 2 - Exercise solutions.ipynb b/Session 2 - Data Structures/Session 2 - Exercise solutions.ipynb
index 06a8871..1fe43b5 100644
--- a/Session 2 - Data Structures/Session 2 - Exercise solutions.ipynb	
+++ b/Session 2 - Data Structures/Session 2 - Exercise solutions.ipynb	
@@ -18,27 +18,15 @@
        "} */\n",
        "\n",
        "\n",
-       "/* body,\n",
+       "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
-       "} */\n",
-       "\n",
-       "/* Code cells in the notebook - NOTE: color is font-color */\n",
-       ".cm-s-ipython.CodeMirror {\n",
-       " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
-       " background: #ededed;\n",
-       " color: #303030;     \n",
-       " border-radius: 2px;\n",
-       " /* margin-right: 10px; */\n",
-       " font-style: normal;\n",
-       " font-weight: normal;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -46,54 +34,26 @@
        "    border-radius: 5px;\n",
        "}\n",
        "\n",
-       "/* Bootstrap alert boxes */\n",
-       ".alert-info {\n",
-       "    /* padding: 10px; */\n",
-       "    /* color: #303030; */\n",
-       "    border-color: white;\n",
-       "    /* background-color: lightgray; */\n",
-       "    border-radius: 10px;\n",
-       "}\n",
-       "\n",
-       ".alert-success {\n",
-       "    /* padding: 10px; */\n",
-       "    /* color: #303030; */\n",
-       "    border-color: white;\n",
-       "    /* background-color: lightgray; */\n",
-       "    border-radius: 10px;\n",
-       "}\n",
-       "\n",
-       "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
-       "/* Background of code cells */\n",
-       ".cm-s-ipython.CodeMirror {\n",
-       " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
-       " background: rgba(211, 211, 211, 0.123);\n",
-       " color: #303030;\n",
-       " border-radius: 2px;\n",
-       " font-style: normal;\n",
-       " font-weight: normal;\n",
-       "}\n",
-       "\n",
        "\n",
        "\n",
        "/* HEADING 1 styles */\n",
        "h1 {\n",
-       "        font-family: 'Signika', sans-serif;\n",
-       "        font-weight: ligher;\n",
-       "        font-style: normal;\n",
-       "        width: 100%;\n",
-       "        text-align: left;\n",
-       "        color: #EE7631;\n",
-       "        border-bottom: 1px solid #EE7631;\n",
-       "        /* padding: 5px; */\n",
-       "        /* font-variant: small-caps; */\n",
+       "    font-family: 'Roboto', 'Signika', sans-serif;\n",
+       "    font-weight: ligher;\n",
+       "    font-style: normal;\n",
+       "    /* font-size: 20pt; */\n",
+       "    width: 100%;\n",
+       "    text-align: left;\n",
+       "    color: #EE7631;\n",
+       "    border-bottom: 1px solid rgba(238, 118, 49, 0.575);\n",
+       "    padding-bottom: 6px;\n",
+       "    /* font-variant: small-caps; */\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -123,14 +83,14 @@
        "\n",
        "/* HEADING 2 styles */\n",
        "h2 {\n",
-       "        font-family: Roboto;\n",
+       "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px\n",
+       "        border-bottom: 0.8px solid rgba(238, 118, 49, 0.575);\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -159,13 +119,13 @@
        "    } */\n",
        "\n",
        "h3 {\n",
-       "        font-family: Roboto;\n",
-       "        /* text-align: left;\n",
-       "        font-size: 12pt;\n",
-       "        color: #EE7631;\n",
-       "        margin-bottom: 5px;\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px */\n",
+       "        font-family: 'Roboto';\n",
+       "        /* text-align: left; */\n",
+       "        /* font-size: 12pt; */\n",
+       "        /* color: #EE7631; */\n",
+       "        /* margin-bottom: 5px; */\n",
+       "        border-bottom: 0.5px solid #ededed;\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "\n",
        "\n",
@@ -199,17 +159,37 @@
        "}\n",
        "\n",
        "\n",
-       "/* Line numbers in code cells */\n",
-       ".cm-s-ipython .CodeMirror-linenumber {\n",
-       " color: #8d8d8d8d;\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Code cells in the notebook - NOTE: color is font-color */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: #ededed;\n",
+       " color: #303030;     \n",
+       " border-radius: 2px;\n",
+       " /* margin-right: 10px; */\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Background of code cells */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: rgba(211, 211, 211, 0.123);\n",
+       " color: #303030;\n",
+       " border-radius: 2px;\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
        "}\n",
        "\n",
-       "/* .cm-s-ipython .CodeMirror-gutters {\n",
-       " background: #e0e1e3;\n",
-       " border: none;\n",
-       " border-radius: 0px;\n",
-       " width: 36px;\n",
-       "} */\n",
        "\n",
        "/* .CodeMirror-gutters {\n",
        " border: none;\n",
@@ -222,17 +202,13 @@
        "\n",
        "\n",
        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
        "/* Code syntax highlithig theme */\n",
        ".cm-s-ipython .CodeMirror-cursor {\n",
        " border-left: 2px solid #ff711a !important;\n",
        "}\n",
        ".cm-s-ipython span.cm-comment {\n",
        " color: #8d8d8d;\n",
-       " font-style: italic;\n",
+       " font-style: italic;                                                   \n",
        "}\n",
        ".cm-s-ipython span.cm-atom {\n",
        " color: #055be0;\n",
@@ -292,7 +268,8 @@
        "}\n",
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
-       "}</style>"
+       "}\n",
+       "</style>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -379,7 +356,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['Hello', 'hey', 'Hey', 'Hi', 'Hi!']\n"
+      "['hey', 'Hello', 'Hi!', 'Hi', 'Hey']\n"
      ]
     }
    ],
@@ -565,7 +542,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'HE200A', 'HE210B', 'HE210A'}\n"
+      "{'HE210A', 'HE200A', 'HE210B'}\n"
      ]
     }
    ],
@@ -659,6 +636,7 @@
   }
  ],
  "metadata": {
+  "hide_input": false,
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -674,7 +652,25 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
+  },
+  "latex_envs": {
+   "LaTeX_envs_menu_present": true,
+   "autoclose": false,
+   "autocomplete": true,
+   "bibliofile": "biblio.bib",
+   "cite_by": "apalike",
+   "current_citInitial": 1,
+   "eqLabelWithNumbers": true,
+   "eqNumInitial": 1,
+   "hotkeys": {
+    "equation": "Ctrl-E",
+    "itemize": "Ctrl-I"
+   },
+   "labels_anchors": false,
+   "latex_user_defs": false,
+   "report_style_numbering": false,
+   "user_envs_cfg": false
   },
   "toc": {
    "base_numbering": 1,
diff --git a/Session 3 - Functions/Session 3 - Exercise Solutions.ipynb b/Session 3 - Functions/Session 3 - Exercise Solutions.ipynb
index c492eec..8b11853 100644
--- a/Session 3 - Functions/Session 3 - Exercise Solutions.ipynb	
+++ b/Session 3 - Functions/Session 3 - Exercise Solutions.ipynb	
@@ -18,27 +18,15 @@
        "} */\n",
        "\n",
        "\n",
-       "/* body,\n",
+       "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
-       "} */\n",
-       "\n",
-       "/* Code cells in the notebook - NOTE: color is font-color */\n",
-       ".cm-s-ipython.CodeMirror {\n",
-       " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
-       " background: #ededed;\n",
-       " color: #303030;     \n",
-       " border-radius: 2px;\n",
-       " /* margin-right: 10px; */\n",
-       " font-style: normal;\n",
-       " font-weight: normal;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -46,54 +34,26 @@
        "    border-radius: 5px;\n",
        "}\n",
        "\n",
-       "/* Bootstrap alert boxes */\n",
-       ".alert-info {\n",
-       "    /* padding: 10px; */\n",
-       "    /* color: #303030; */\n",
-       "    border-color: white;\n",
-       "    /* background-color: lightgray; */\n",
-       "    border-radius: 10px;\n",
-       "}\n",
-       "\n",
-       ".alert-success {\n",
-       "    /* padding: 10px; */\n",
-       "    /* color: #303030; */\n",
-       "    border-color: white;\n",
-       "    /* background-color: lightgray; */\n",
-       "    border-radius: 10px;\n",
-       "}\n",
-       "\n",
-       "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
-       "/* Background of code cells */\n",
-       ".cm-s-ipython.CodeMirror {\n",
-       " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
-       " background: rgba(211, 211, 211, 0.123);\n",
-       " color: #303030;\n",
-       " border-radius: 2px;\n",
-       " font-style: normal;\n",
-       " font-weight: normal;\n",
-       "}\n",
-       "\n",
        "\n",
        "\n",
        "/* HEADING 1 styles */\n",
        "h1 {\n",
-       "        font-family: 'Signika', sans-serif;\n",
-       "        font-weight: ligher;\n",
-       "        font-style: normal;\n",
-       "        width: 100%;\n",
-       "        text-align: left;\n",
-       "        color: #EE7631;\n",
-       "        border-bottom: 1px solid #EE7631;\n",
-       "        /* padding: 5px; */\n",
-       "        /* font-variant: small-caps; */\n",
+       "    font-family: 'Roboto', 'Signika', sans-serif;\n",
+       "    font-weight: ligher;\n",
+       "    font-style: normal;\n",
+       "    /* font-size: 20pt; */\n",
+       "    width: 100%;\n",
+       "    text-align: left;\n",
+       "    color: #EE7631;\n",
+       "    border-bottom: 1px solid rgba(238, 118, 49, 0.575);\n",
+       "    padding-bottom: 6px;\n",
+       "    /* font-variant: small-caps; */\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -123,14 +83,14 @@
        "\n",
        "/* HEADING 2 styles */\n",
        "h2 {\n",
-       "        font-family: Roboto;\n",
+       "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px\n",
+       "        border-bottom: 0.8px solid rgba(238, 118, 49, 0.575);\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -159,13 +119,13 @@
        "    } */\n",
        "\n",
        "h3 {\n",
-       "        font-family: Roboto;\n",
-       "        /* text-align: left;\n",
-       "        font-size: 12pt;\n",
-       "        color: #EE7631;\n",
-       "        margin-bottom: 5px;\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px */\n",
+       "        font-family: 'Roboto';\n",
+       "        /* text-align: left; */\n",
+       "        /* font-size: 12pt; */\n",
+       "        /* color: #EE7631; */\n",
+       "        /* margin-bottom: 5px; */\n",
+       "        border-bottom: 0.5px solid #ededed;\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "\n",
        "\n",
@@ -199,17 +159,37 @@
        "}\n",
        "\n",
        "\n",
-       "/* Line numbers in code cells */\n",
-       ".cm-s-ipython .CodeMirror-linenumber {\n",
-       " color: #8d8d8d8d;\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Code cells in the notebook - NOTE: color is font-color */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: #ededed;\n",
+       " color: #303030;     \n",
+       " border-radius: 2px;\n",
+       " /* margin-right: 10px; */\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Background of code cells */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: rgba(211, 211, 211, 0.123);\n",
+       " color: #303030;\n",
+       " border-radius: 2px;\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
        "}\n",
        "\n",
-       "/* .cm-s-ipython .CodeMirror-gutters {\n",
-       " background: #e0e1e3;\n",
-       " border: none;\n",
-       " border-radius: 0px;\n",
-       " width: 36px;\n",
-       "} */\n",
        "\n",
        "/* .CodeMirror-gutters {\n",
        " border: none;\n",
@@ -222,17 +202,13 @@
        "\n",
        "\n",
        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
        "/* Code syntax highlithig theme */\n",
        ".cm-s-ipython .CodeMirror-cursor {\n",
        " border-left: 2px solid #ff711a !important;\n",
        "}\n",
        ".cm-s-ipython span.cm-comment {\n",
        " color: #8d8d8d;\n",
-       " font-style: italic;\n",
+       " font-style: italic;                                                   \n",
        "}\n",
        ".cm-s-ipython span.cm-atom {\n",
        " color: #055be0;\n",
@@ -325,7 +301,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -368,7 +344,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -410,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -451,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -506,7 +482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -542,7 +518,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -561,7 +537,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -586,7 +562,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -632,7 +608,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -679,7 +655,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -706,19 +682,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -751,7 +724,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -825,6 +798,7 @@
   }
  ],
  "metadata": {
+  "hide_input": false,
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -840,7 +814,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 3 - Functions/Session 3 - Functions.ipynb b/Session 3 - Functions/Session 3 - Functions.ipynb
index 65664da..eff03b4 100644
--- a/Session 3 - Functions/Session 3 - Functions.ipynb	
+++ b/Session 3 - Functions/Session 3 - Functions.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -18,27 +18,15 @@
        "} */\n",
        "\n",
        "\n",
-       "/* body,\n",
+       "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
-       "} */\n",
-       "\n",
-       "/* Code cells in the notebook - NOTE: color is font-color */\n",
-       ".cm-s-ipython.CodeMirror {\n",
-       " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
-       " background: #ededed;\n",
-       " color: #303030;     \n",
-       " border-radius: 2px;\n",
-       " /* margin-right: 10px; */\n",
-       " font-style: normal;\n",
-       " font-weight: normal;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -46,54 +34,26 @@
        "    border-radius: 5px;\n",
        "}\n",
        "\n",
-       "/* Bootstrap alert boxes */\n",
-       ".alert-info {\n",
-       "    /* padding: 10px; */\n",
-       "    /* color: #303030; */\n",
-       "    border-color: white;\n",
-       "    /* background-color: lightgray; */\n",
-       "    border-radius: 10px;\n",
-       "}\n",
-       "\n",
-       ".alert-success {\n",
-       "    /* padding: 10px; */\n",
-       "    /* color: #303030; */\n",
-       "    border-color: white;\n",
-       "    /* background-color: lightgray; */\n",
-       "    border-radius: 10px;\n",
-       "}\n",
-       "\n",
-       "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
-       "/* Background of code cells */\n",
-       ".cm-s-ipython.CodeMirror {\n",
-       " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
-       " background: rgba(211, 211, 211, 0.123);\n",
-       " color: #303030;\n",
-       " border-radius: 2px;\n",
-       " font-style: normal;\n",
-       " font-weight: normal;\n",
-       "}\n",
-       "\n",
        "\n",
        "\n",
        "/* HEADING 1 styles */\n",
        "h1 {\n",
-       "        font-family: 'Signika', sans-serif;\n",
-       "        font-weight: ligher;\n",
-       "        font-style: normal;\n",
-       "        width: 100%;\n",
-       "        text-align: left;\n",
-       "        color: #EE7631;\n",
-       "        border-bottom: 1px solid #EE7631;\n",
-       "        /* padding: 5px; */\n",
-       "        /* font-variant: small-caps; */\n",
+       "    font-family: 'Roboto', 'Signika', sans-serif;\n",
+       "    font-weight: ligher;\n",
+       "    font-style: normal;\n",
+       "    /* font-size: 20pt; */\n",
+       "    width: 100%;\n",
+       "    text-align: left;\n",
+       "    color: #EE7631;\n",
+       "    border-bottom: 1px solid rgba(238, 118, 49, 0.575);\n",
+       "    padding-bottom: 6px;\n",
+       "    /* font-variant: small-caps; */\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -123,14 +83,14 @@
        "\n",
        "/* HEADING 2 styles */\n",
        "h2 {\n",
-       "        font-family: Roboto;\n",
+       "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px\n",
+       "        border-bottom: 0.8px solid rgba(238, 118, 49, 0.575);\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "  \n",
        "    /* table {\n",
@@ -159,13 +119,13 @@
        "    } */\n",
        "\n",
        "h3 {\n",
-       "        font-family: Roboto;\n",
-       "        /* text-align: left;\n",
-       "        font-size: 12pt;\n",
-       "        color: #EE7631;\n",
-       "        margin-bottom: 5px;\n",
-       "        border-bottom: 0.5px solid #EE7631;\n",
-       "        padding: 5px */\n",
+       "        font-family: 'Roboto';\n",
+       "        /* text-align: left; */\n",
+       "        /* font-size: 12pt; */\n",
+       "        /* color: #EE7631; */\n",
+       "        /* margin-bottom: 5px; */\n",
+       "        border-bottom: 0.5px solid #ededed;\n",
+       "        padding-bottom: 6px\n",
        "    }\n",
        "\n",
        "\n",
@@ -199,17 +159,37 @@
        "}\n",
        "\n",
        "\n",
-       "/* Line numbers in code cells */\n",
-       ".cm-s-ipython .CodeMirror-linenumber {\n",
-       " color: #8d8d8d8d;\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Code cells in the notebook - NOTE: color is font-color */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: #ededed;\n",
+       " color: #303030;     \n",
+       " border-radius: 2px;\n",
+       " /* margin-right: 10px; */\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Background of code cells */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: rgba(211, 211, 211, 0.123);\n",
+       " color: #303030;\n",
+       " border-radius: 2px;\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
        "}\n",
        "\n",
-       "/* .cm-s-ipython .CodeMirror-gutters {\n",
-       " background: #e0e1e3;\n",
-       " border: none;\n",
-       " border-radius: 0px;\n",
-       " width: 36px;\n",
-       "} */\n",
        "\n",
        "/* .CodeMirror-gutters {\n",
        " border: none;\n",
@@ -222,17 +202,13 @@
        "\n",
        "\n",
        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
        "/* Code syntax highlithig theme */\n",
        ".cm-s-ipython .CodeMirror-cursor {\n",
        " border-left: 2px solid #ff711a !important;\n",
        "}\n",
        ".cm-s-ipython span.cm-comment {\n",
        " color: #8d8d8d;\n",
-       " font-style: italic;\n",
+       " font-style: italic;                                                   \n",
        "}\n",
        ".cm-s-ipython span.cm-atom {\n",
        " color: #055be0;\n",
@@ -299,7 +275,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -316,7 +292,7 @@
    },
    "source": [
     "\n",
-    "# Session 3 - Functions\n",
+    "# 3. - Functions\n",
     "A **function** is a block of code that is first defined, and thereafter can be called to run as many times as needed. A function might have arguments, some of which can be optional if a default value is specified.\n",
     "\n",
     "A function is called by parentheses: `function_name()`. Arguments are placed inside the parentehes and comma separated if there are more than one.\n",
@@ -358,7 +334,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -377,7 +353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -386,7 +362,7 @@
        "36.25"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -404,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -436,7 +412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -481,7 +457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -507,7 +483,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -539,7 +515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -577,7 +553,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -613,7 +589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -643,7 +619,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -874,6 +850,7 @@
   }
  ],
  "metadata": {
+  "hide_input": false,
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -889,7 +866,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 4 - Plotting/Session 4 - Exercise Solutions.ipynb b/Session 4 - Plotting/Session 4 - Exercise Solutions.ipynb
index 25ce636..4d2e03e 100644
--- a/Session 4 - Plotting/Session 4 - Exercise Solutions.ipynb	
+++ b/Session 4 - Plotting/Session 4 - Exercise Solutions.ipynb	
@@ -1,18 +1,8 @@
 {
  "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "toc": true
-   },
-   "source": [
-    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
-    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Exercise-1.1---1-5\" data-toc-modified-id=\"Exercise-1.1---1-5-1\">Exercise 1.1 - 1-5</a></span><ul class=\"toc-item\"><li><ul class=\"toc-item\"><li><span><a href=\"#Some-addtional-info\" data-toc-modified-id=\"Some-addtional-info-1.0.1\">Some addtional info</a></span></li></ul></li></ul></li><li><span><a href=\"#Exercise-1.6\" data-toc-modified-id=\"Exercise-1.6-2\">Exercise 1.6</a></span></li><li><span><a href=\"#Exercise-2.1\" data-toc-modified-id=\"Exercise-2.1-3\">Exercise 2.1</a></span></li><li><span><a href=\"#Exercise-2.2\" data-toc-modified-id=\"Exercise-2.2-4\">Exercise 2.2</a></span></li><li><span><a href=\"#Exercise-3.1\" data-toc-modified-id=\"Exercise-3.1-5\">Exercise 3.1</a></span></li><li><span><a href=\"#Exercise-4.1\" data-toc-modified-id=\"Exercise-4.1-6\">Exercise 4.1</a></span><ul class=\"toc-item\"><li><ul class=\"toc-item\"><li><span><a href=\"#Some-notes-to-the-solution\" data-toc-modified-id=\"Some-notes-to-the-solution-6.0.1\">Some notes to the solution</a></span></li></ul></li></ul></li></ul></div>"
-   ]
-  },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -31,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -46,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -57,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -95,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -169,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -185,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -272,16 +269,13 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -293,7 +287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -309,12 +303,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -397,12 +391,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -443,12 +437,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -500,7 +494,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1008x432 with 1 Axes>"
       ]
@@ -555,12 +549,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1296x360 with 4 Axes>"
       ]
@@ -603,12 +597,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1296x360 with 4 Axes>"
       ]
@@ -650,12 +644,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -691,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -776,7 +770,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
@@ -804,7 +798,7 @@
    "skip_h1_title": false,
    "title_cell": "Table of Contents",
    "title_sidebar": "Table of Contents",
-   "toc_cell": true,
+   "toc_cell": false,
    "toc_position": {},
    "toc_section_display": true,
    "toc_window_display": true
diff --git a/Session 4 - Plotting/Session 4 - Plotting.ipynb b/Session 4 - Plotting/Session 4 - Plotting.ipynb
index 05119a2..130e919 100644
--- a/Session 4 - Plotting/Session 4 - Plotting.ipynb	
+++ b/Session 4 - Plotting/Session 4 - Plotting.ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -307,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {
     "cell_style": "center"
    },
@@ -333,7 +337,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -372,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -390,7 +394,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -434,7 +438,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -468,7 +472,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -529,7 +533,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -554,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -589,7 +593,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -633,7 +637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -711,7 +715,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -783,7 +787,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -801,7 +805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -821,7 +825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -845,7 +849,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -869,7 +873,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -896,7 +900,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -935,7 +939,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -945,7 +949,7 @@
        "       0.55555556, 0.66666667, 0.77777778, 0.88888889, 1.        ])"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1093,7 +1097,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 5 - Dataframes/Session 5 - Dataframes.ipynb b/Session 5 - Dataframes/Session 5 - Dataframes.ipynb
index ca6f9ea..01b20e7 100644
--- a/Session 5 - Dataframes/Session 5 - Dataframes.ipynb	
+++ b/Session 5 - Dataframes/Session 5 - Dataframes.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,16 +269,13 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -285,7 +289,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Pandas Dataframes\n",
+    "# 5. Pandas DataFrames\n",
     "Python is very good for data analysis. Much of this is thanks to the `pandas` library, which contains a wealth of powerful functions and methods to load and manipulate data.\n",
     "\n",
     "In the `pandas` environment what we normally refer to as a table is called a **DataFrame**. If the data has only a single column, it is called a **Series**. These are the core objects in the library.\n",
@@ -295,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -312,7 +316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -371,7 +375,7 @@
        "2       13       23       33"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -396,7 +400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -425,7 +429,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -484,7 +488,7 @@
        "2     120      314       0.382166"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -517,7 +521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -554,19 +558,19 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>1</th>\n",
        "      <td>85</td>\n",
        "      <td>314</td>\n",
        "      <td>0.270701</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>2</th>\n",
        "      <td>56</td>\n",
        "      <td>314</td>\n",
        "      <td>0.178344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>3</th>\n",
        "      <td>120</td>\n",
        "      <td>314</td>\n",
        "      <td>0.382166</td>\n",
@@ -578,12 +582,12 @@
       "text/plain": [
        "           N [kN]  A [mm2]  sigma_n [GPa]\n",
        "Load Case                                \n",
-       "2              85      314       0.270701\n",
-       "3              56      314       0.178344\n",
-       "4             120      314       0.382166"
+       "1              85      314       0.270701\n",
+       "2              56      314       0.178344\n",
+       "3             120      314       0.382166"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -608,7 +612,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -641,15 +645,15 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>1</th>\n",
        "      <td>0.270701</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>2</th>\n",
        "      <td>0.178344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>3</th>\n",
        "      <td>0.382166</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -659,12 +663,12 @@
       "text/plain": [
        "           sigma_n [GPa]\n",
        "Load Case               \n",
-       "2               0.270701\n",
-       "3               0.178344\n",
-       "4               0.382166"
+       "1               0.270701\n",
+       "2               0.178344\n",
+       "3               0.382166"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -683,20 +687,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Load Case\n",
-       "2    0.270701\n",
-       "3    0.178344\n",
-       "4    0.382166\n",
+       "1    0.270701\n",
+       "2    0.178344\n",
+       "3    0.382166\n",
        "Name: sigma_n [GPa], dtype: float64"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -717,7 +721,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -752,17 +756,17 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>1</th>\n",
        "      <td>85</td>\n",
        "      <td>0.270701</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>2</th>\n",
        "      <td>56</td>\n",
        "      <td>0.178344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>3</th>\n",
        "      <td>120</td>\n",
        "      <td>0.382166</td>\n",
        "    </tr>\n",
@@ -773,12 +777,12 @@
       "text/plain": [
        "           N [kN]  sigma_n [GPa]\n",
        "Load Case                       \n",
-       "2              85       0.270701\n",
-       "3              56       0.178344\n",
-       "4             120       0.382166"
+       "1              85       0.270701\n",
+       "2              56       0.178344\n",
+       "3             120       0.382166"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -837,7 +841,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -988,7 +992,7 @@
        "10  HE300A    290    300  182600000      1260.0     88.3"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1011,7 +1015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -1112,7 +1116,7 @@
        "10  HE300A    290    300  182600000      1260.0     88.3"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1138,7 +1142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -1158,7 +1162,7 @@
        "Name: Iy[mm4], dtype: bool"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1182,7 +1186,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1263,7 +1267,7 @@
        "8  HE260A    250    260  104500000       836.0     68.2"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1288,7 +1292,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1359,7 +1363,7 @@
        "9  HE280A    270    280  136700000      1010.0     76.4"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1383,7 +1387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1454,7 +1458,7 @@
        "10  HE300A    290    300  182600000      1260.0     88.3"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1495,7 +1499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1580,7 +1584,7 @@
        "7    Pear            6"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1602,16 +1606,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x000001B716413978>"
+       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x0000029DB8AC6CF8>"
       ]
      },
-     "execution_count": 71,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1632,7 +1636,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1693,7 +1697,7 @@
        "Pear              9"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/Session 5 - Dataframes/Session 5 - Exercise Solutions.ipynb b/Session 5 - Dataframes/Session 5 - Exercise Solutions.ipynb
index 65fc929..d91b503 100644
--- a/Session 5 - Dataframes/Session 5 - Exercise Solutions.ipynb	
+++ b/Session 5 - Dataframes/Session 5 - Exercise Solutions.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,16 +269,13 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -290,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -322,6 +326,76 @@
     "# Exercise 1.2"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Integers</th>\n",
+       "      <th>Lowercase</th>\n",
+       "      <th>Uppercase</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>52</td>\n",
+       "      <td>i</td>\n",
+       "      <td>V</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>24</td>\n",
+       "      <td>j</td>\n",
+       "      <td>X</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>9</td>\n",
+       "      <td>h</td>\n",
+       "      <td>G</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Integers Lowercase Uppercase\n",
+       "0        52         i         V\n",
+       "1        24         j         X\n",
+       "2         9         h         G"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(3)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -355,32 +429,39 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>96</td>\n",
-       "      <td>n</td>\n",
-       "      <td>D</td>\n",
+       "      <th>95</th>\n",
+       "      <td>61</td>\n",
+       "      <td>z</td>\n",
+       "      <td>Z</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>35</td>\n",
-       "      <td>j</td>\n",
-       "      <td>F</td>\n",
+       "      <th>96</th>\n",
+       "      <td>36</td>\n",
+       "      <td>l</td>\n",
+       "      <td>T</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>7</td>\n",
-       "      <td>a</td>\n",
-       "      <td>A</td>\n",
+       "      <th>97</th>\n",
+       "      <td>37</td>\n",
+       "      <td>l</td>\n",
+       "      <td>W</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>83</td>\n",
+       "      <td>y</td>\n",
+       "      <td>K</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   Integers Lowercase Uppercase\n",
-       "0        96         n         D\n",
-       "1        35         j         F\n",
-       "2         7         a         A"
+       "    Integers Lowercase Uppercase\n",
+       "95        61         z         Z\n",
+       "96        36         l         T\n",
+       "97        37         l         W\n",
+       "98        83         y         K"
       ]
      },
      "execution_count": 4,
@@ -389,7 +470,14 @@
     }
    ],
    "source": [
-    "df.head(3)"
+    "df.tail(4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Exercise 1.3"
    ]
   },
   {
@@ -425,28 +513,28 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>95</th>\n",
-       "      <td>98</td>\n",
-       "      <td>n</td>\n",
+       "      <th>9</th>\n",
+       "      <td>68</td>\n",
+       "      <td>p</td>\n",
        "      <td>K</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>96</th>\n",
-       "      <td>62</td>\n",
-       "      <td>n</td>\n",
-       "      <td>C</td>\n",
+       "      <th>33</th>\n",
+       "      <td>45</td>\n",
+       "      <td>o</td>\n",
+       "      <td>K</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>97</th>\n",
-       "      <td>88</td>\n",
-       "      <td>h</td>\n",
-       "      <td>R</td>\n",
+       "      <th>92</th>\n",
+       "      <td>1</td>\n",
+       "      <td>c</td>\n",
+       "      <td>K</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>98</th>\n",
-       "      <td>11</td>\n",
-       "      <td>p</td>\n",
-       "      <td>H</td>\n",
+       "      <td>83</td>\n",
+       "      <td>y</td>\n",
+       "      <td>K</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -454,10 +542,10 @@
       ],
       "text/plain": [
        "    Integers Lowercase Uppercase\n",
-       "95        98         n         K\n",
-       "96        62         n         C\n",
-       "97        88         h         R\n",
-       "98        11         p         H"
+       "9         68         p         K\n",
+       "33        45         o         K\n",
+       "92         1         c         K\n",
+       "98        83         y         K"
       ]
      },
      "execution_count": 5,
@@ -466,14 +554,15 @@
     }
    ],
    "source": [
-    "df.tail(4)"
+    "dfk = df[df['Uppercase'] == 'K']\n",
+    "dfk.head()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Exercise 1.3"
+    "# Exercise 1.4"
    ]
   },
   {
@@ -509,33 +598,27 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>13</td>\n",
-       "      <td>t</td>\n",
+       "      <th>0</th>\n",
+       "      <td>68</td>\n",
+       "      <td>p</td>\n",
        "      <td>K</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>55</th>\n",
-       "      <td>76</td>\n",
+       "      <th>1</th>\n",
+       "      <td>45</td>\n",
        "      <td>o</td>\n",
        "      <td>K</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>73</td>\n",
-       "      <td>g</td>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>c</td>\n",
        "      <td>K</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>72</td>\n",
-       "      <td>f</td>\n",
-       "      <td>K</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>95</th>\n",
-       "      <td>98</td>\n",
-       "      <td>n</td>\n",
+       "      <th>3</th>\n",
+       "      <td>83</td>\n",
+       "      <td>y</td>\n",
        "      <td>K</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -543,12 +626,11 @@
        "</div>"
       ],
       "text/plain": [
-       "    Integers Lowercase Uppercase\n",
-       "21        13         t         K\n",
-       "55        76         o         K\n",
-       "76        73         g         K\n",
-       "91        72         f         K\n",
-       "95        98         n         K"
+       "   Integers Lowercase Uppercase\n",
+       "0        68         p         K\n",
+       "1        45         o         K\n",
+       "2         1         c         K\n",
+       "3        83         y         K"
       ]
      },
      "execution_count": 6,
@@ -557,15 +639,15 @@
     }
    ],
    "source": [
-    "dfk = df[df['Uppercase'] == 'K']\n",
-    "dfk.head()"
+    "dfk = dfk.reset_index(drop=True)\n",
+    "dfk"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Exercise 1.4"
+    "# Exercise 2.1"
    ]
   },
   {
@@ -594,53 +676,65 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Integers</th>\n",
-       "      <th>Lowercase</th>\n",
-       "      <th>Uppercase</th>\n",
+       "      <th>LC</th>\n",
+       "      <th>LC-title</th>\n",
+       "      <th>Element_no</th>\n",
+       "      <th>P[kN]</th>\n",
+       "      <th>Shear_key</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>13</td>\n",
-       "      <td>t</td>\n",
-       "      <td>K</td>\n",
+       "      <td>4033</td>\n",
+       "      <td>Shear keys - W - 2553/2554</td>\n",
+       "      <td>10100001</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>Shear_key20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>76</td>\n",
-       "      <td>o</td>\n",
-       "      <td>K</td>\n",
+       "      <td>4033</td>\n",
+       "      <td>Shear keys - W - 2553/2554</td>\n",
+       "      <td>10100002</td>\n",
+       "      <td>0.1</td>\n",
+       "      <td>Shear_key20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>73</td>\n",
-       "      <td>g</td>\n",
-       "      <td>K</td>\n",
+       "      <td>4033</td>\n",
+       "      <td>Shear keys - W - 2553/2554</td>\n",
+       "      <td>10100003</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Shear_key20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>72</td>\n",
-       "      <td>f</td>\n",
-       "      <td>K</td>\n",
+       "      <td>4033</td>\n",
+       "      <td>Shear keys - W - 2553/2554</td>\n",
+       "      <td>10100004</td>\n",
+       "      <td>-0.1</td>\n",
+       "      <td>Shear_key19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>98</td>\n",
-       "      <td>n</td>\n",
-       "      <td>K</td>\n",
+       "      <td>4033</td>\n",
+       "      <td>Shear keys - W - 2553/2554</td>\n",
+       "      <td>10100005</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Shear_key19</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "   Integers Lowercase Uppercase\n",
-       "0        13         t         K\n",
-       "1        76         o         K\n",
-       "2        73         g         K\n",
-       "3        72         f         K\n",
-       "4        98         n         K"
+       "     LC                    LC-title  Element_no  P[kN]    Shear_key\n",
+       "0  4033  Shear keys - W - 2553/2554    10100001    0.1  Shear_key20\n",
+       "1  4033  Shear keys - W - 2553/2554    10100002    0.1  Shear_key20\n",
+       "2  4033  Shear keys - W - 2553/2554    10100003    0.0  Shear_key20\n",
+       "3  4033  Shear keys - W - 2553/2554    10100004   -0.1  Shear_key19\n",
+       "4  4033  Shear keys - W - 2553/2554    10100005    0.0  Shear_key19"
       ]
      },
      "execution_count": 7,
@@ -649,15 +743,16 @@
     }
    ],
    "source": [
-    "dfk = dfk.reset_index(drop=True)\n",
-    "dfk"
+    "# Import csv file to dataframe\n",
+    "dfr = pd.read_csv('shear_key_forces.csv')\n",
+    "dfr.head()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Exercise 2.1"
+    "# Exercise 2.2"
    ]
   },
   {
@@ -752,111 +847,6 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# Import csv file to dataframe\n",
-    "dfr = pd.read_csv('shear_key_forces.csv')\n",
-    "dfr.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Exercise 2.2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>LC</th>\n",
-       "      <th>LC-title</th>\n",
-       "      <th>Element_no</th>\n",
-       "      <th>P[kN]</th>\n",
-       "      <th>Shear_key</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>4033</td>\n",
-       "      <td>Shear keys - W - 2553/2554</td>\n",
-       "      <td>10100001</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>Shear_key20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>4033</td>\n",
-       "      <td>Shear keys - W - 2553/2554</td>\n",
-       "      <td>10100002</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>Shear_key20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>4033</td>\n",
-       "      <td>Shear keys - W - 2553/2554</td>\n",
-       "      <td>10100003</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Shear_key20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>4033</td>\n",
-       "      <td>Shear keys - W - 2553/2554</td>\n",
-       "      <td>10100004</td>\n",
-       "      <td>-0.1</td>\n",
-       "      <td>Shear_key19</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4033</td>\n",
-       "      <td>Shear keys - W - 2553/2554</td>\n",
-       "      <td>10100005</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Shear_key19</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     LC                    LC-title  Element_no  P[kN]    Shear_key\n",
-       "0  4033  Shear keys - W - 2553/2554    10100001    0.1  Shear_key20\n",
-       "1  4033  Shear keys - W - 2553/2554    10100002    0.1  Shear_key20\n",
-       "2  4033  Shear keys - W - 2553/2554    10100003    0.0  Shear_key20\n",
-       "3  4033  Shear keys - W - 2553/2554    10100004   -0.1  Shear_key19\n",
-       "4  4033  Shear keys - W - 2553/2554    10100005    0.0  Shear_key19"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
     "# Filer dataframe to contain only shear keys \n",
     "dfr = dfr[dfr['Shear_key'] != 'Not_a_shear_key']\n",
@@ -872,7 +862,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -951,7 +941,7 @@
        "4  4033  Shear keys - W - 2553/2554    0.0  Shear_key19"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -970,7 +960,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {
     "scrolled": false
    },
@@ -1051,7 +1041,7 @@
        "4  Shear_key1  4047          Ballast concrete of 16.8 -900.3"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1078,30 +1068,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x2bc406ff2c8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x172d62eaa58>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -1138,7 +1116,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 6 - Exercise (shear key plots)/Session 6 - Exercise (shear key plots).ipynb b/Session 6 - Exercise (shear key plots)/Session 6 - Exercise (shear key plots).ipynb
index 2962a58..7f1ce65 100644
--- a/Session 6 - Exercise (shear key plots)/Session 6 - Exercise (shear key plots).ipynb	
+++ b/Session 6 - Exercise (shear key plots)/Session 6 - Exercise (shear key plots).ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -466,13 +470,6 @@
     "~~~\n",
     "---"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -492,7 +489,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 6 - Exercise (shear key plots)/Session 6 - Exercise Solutions.ipynb b/Session 6 - Exercise (shear key plots)/Session 6 - Exercise Solutions.ipynb
index 4b2a402..3d77381 100644
--- a/Session 6 - Exercise (shear key plots)/Session 6 - Exercise Solutions.ipynb	
+++ b/Session 6 - Exercise (shear key plots)/Session 6 - Exercise Solutions.ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -290,7 +294,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {
     "code_folding": []
    },
@@ -377,7 +381,7 @@
        "4  4031  Shear keys - BS - 2553/2554  20105  201      0.64"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -419,9 +423,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: 'Plots/v20/BS101_4031.png'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-3-d22c1bcd002b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     51\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     52\u001b[0m         \u001b[1;31m# Save figure to png-file with meaningful name that varies in every loop\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 53\u001b[1;33m         \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'Plots/{version_number}/{shear_key}_{lc}.png'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m~\\Miniconda3\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    687\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    688\u001b[0m     \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgcf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 689\u001b[1;33m     \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    690\u001b[0m     \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdraw_idle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m   \u001b[1;31m# need this if 'transparent=True' to reset colors\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    691\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Miniconda3\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, fname, frameon, transparent, **kwargs)\u001b[0m\n\u001b[0;32m   2092\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_frameon\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mframeon\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2093\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2094\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2095\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2096\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mframeon\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Miniconda3\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, **kwargs)\u001b[0m\n\u001b[0;32m   2073\u001b[0m                     \u001b[0morientation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2074\u001b[0m                     \u001b[0mbbox_inches_restore\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2075\u001b[1;33m                     **kwargs)\n\u001b[0m\u001b[0;32m   2076\u001b[0m             \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2077\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Miniconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[1;34m(self, filename_or_obj, *args, **kwargs)\u001b[0m\n\u001b[0;32m    519\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    520\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mcbook\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_setattr_cm\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdpi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 521\u001b[1;33m                 \u001b[0mcbook\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen_file_cm\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename_or_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"wb\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mfh\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    522\u001b[0m             _png.write_png(renderer._renderer, fh,\n\u001b[0;32m    523\u001b[0m                             self.figure.dpi, metadata=metadata)\n",
+      "\u001b[1;32m~\\Miniconda3\\lib\\contextlib.py\u001b[0m in \u001b[0;36m__enter__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    110\u001b[0m         \u001b[1;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    111\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 112\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mnext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    113\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    114\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"generator didn't yield\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Miniconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py\u001b[0m in \u001b[0;36mopen_file_cm\u001b[1;34m(path_or_file, mode, encoding)\u001b[0m\n\u001b[0;32m    405\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mopen_file_cm\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath_or_file\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"r\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    406\u001b[0m     \u001b[1;34mr\"\"\"Pass through file objects and context-manage `.PathLike`\\s.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 407\u001b[1;33m     \u001b[0mfh\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mopened\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mto_filehandle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpath_or_file\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    408\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mopened\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    409\u001b[0m         \u001b[1;32mwith\u001b[0m \u001b[0mfh\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m~\\Miniconda3\\lib\\site-packages\\matplotlib\\cbook\\__init__.py\u001b[0m in \u001b[0;36mto_filehandle\u001b[1;34m(fname, flag, return_opened, encoding)\u001b[0m\n\u001b[0;32m    390\u001b[0m             \u001b[0mfh\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbz2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mBZ2File\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflag\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    391\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 392\u001b[1;33m             \u001b[0mfh\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflag\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    393\u001b[0m         \u001b[0mopened\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    394\u001b[0m     \u001b[1;32melif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'seek'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'Plots/v20/BS101_4031.png'"
+     ]
+    }
+   ],
    "source": [
     "%%capture\n",
     "# %%capture prevent plots from showing as cell output\n",
diff --git a/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb b/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb
index a48288a..c9e470a 100644
--- a/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb	
+++ b/Session 7 - Coordinate Transformation/Session 7 - Coordinate Transformation.ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -790,7 +794,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb b/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb
index c61f2b2..6c2d8b7 100644
--- a/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb	
+++ b/Session 7 - Coordinate Transformation/Session 7 - Exercise solutions.ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -377,7 +381,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -431,7 +435,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -478,7 +482,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -525,7 +529,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -572,7 +576,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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zawy4D1jq7t9NWvUEcFF4/yLg8WzbksKjHF4kt6LI5E8Dvgj81cwWh8uuB2YBPzWzLwFrgfMjaEsKzGDk8He9+y7l8CJpZF3k3f0ZwNKsnpzt8aVwDUYOf9EhF/GBER+I9NgixUTXrpFYDEYOf8L+J3DZoZdFdlyRYqTLGkjkdF0akfyhIi+RG6wcfnTl6EiPLVKMFNdIpJTDi+QXFXmJjHJ4kfyjuEYioRxeJD+pyEsklMOL5CfFNZI15fAi+UtFXrISZw7/1BtP8c013+TIYUcqhxcZIBV5GbA4r0vT3NbMDatvoNM7Wdu+lqXbl0Z2bJFSoiIvA5bI4afWTo08h29qa8JxADq9k6a2pkiPL1IqVORlQOLM4QEaqhuotEoMw3HKKY+8DZFSoCIv/RZnDp9QX13PnAlzuLT2Ug6vPJz7N9/PxvaNkbcjUuxU5KVf4szhe6qvrufLtV/mexO+xx7fw/RV0+ns6oytPZFipCIv/RJnDp/O2KFj+cbh32DJjiX8YMMPBqVNkWKhIi8ZiyuHb25rZt6meTS3Nafd5iMHfoTP1XyOB7c8yB/e+kNkbYsUO/3Fq2Qkrhy+ua2Zqcun0uEdVFolcybMob66PuW2V4+5mua2Zm5acxM/qfoJtUP1bVAifdGZvPQpzhx+4baFtHs7jtPhHb1OlRxaNpRZR8xSPi/SD5EUeTObZ2ZbzGxJ0rKbzOw1M1sc3s6Joi0ZfHHm8Mt2LHvnvuMcUnFIr9srnxfpn6jO5O8HPpZi+Z3u/r7w9suI2pJBFPd1aX7f+nvOPvBsLjnkEkaUj+C+Tfexfc/2XvdTPi+SuUiKvLv/EXgjimNJ/hiM68PX71/Pt+q+xRVjrmD2EbODSGjt7bh7r/tfPeZqjqk6hpvW3KT58yK9iDuTv9LMmsM458BUG5jZFDNrMrOmlpaWmLsjmYozh093ffiTh5/M1Nqp/PrNX/M/W/+n12MonxfJTJxF/ofAu4H3ARuB76TayN3nunuDuzfU1NTE2B3pjzhz+MT14W+qu4nayu4zZC4efTHvH/5+Zq+bzfIdy3s9jvJ5kb7FVuTdfbO773H3LuA/gFPiakuiNRjXh79w1IWcMeKMfdaXWRm31d3G8CHDuXbVtcrnRbIUW5E3s+RTtPOAJem2lfwxWDn85WMuT7vdyIqR3F53u/J5kQhENYXyv4BG4GgzW29mXwK+bWZ/NbNm4IPANVG0JfHJRQ6fjvJ5kWhENbvmC+5e6+4V7n6Yu9/n7l909/e6e727f9LddYqV53KVw6ejfF4ke/qLVwFym8Ono3xeJHsq8pIXOXw6yudFsqMiX+LyKYdPR/m8yMCpyJe4fMvh01E+LzIwKvIlLB9z+HSUz4sMjIp8icrnHD4d5fMi/aciX4IKIYdPR/m8SP+oyJeY5rZm/mXlvxREDp+O8nmRzKnIl5DmtmYuXX4pC1oXUEZZ5AU+6hw+HeXzIplTkS8hTW1NdHoQWTjOC20vRHbsuHL4dJTPi2RGRb6ENFQ3UGmVQFDkxw0dF8lx487h01E+L9I3FfkSUl9dz5wJc7hw1IXsV7Yf92++n46ujqyPOxg5fDrK50V6pyJfYuqr67nqsKu4re42lu5Yyl2v3ZXV8QYrh09H+bxI71TkS9SZ7zqTC0ZdwCMtjzD/zfkDOsZg5/DpKJ8XSU9FvoRNO3Qax+93PDevuZn17ev7tW+ucvh0lM+LpKYiX8IqyiqYNX4WZVbG9FXT+5XP5zKHT0f5vMi+VORLXO3QWm4+/OZ+5fO5zuHTUT4vsi8VeemWzz/95tO9bpsvOXw6yudFuovqO17nmdkWM1uStGykmf3WzJaHPw+Moi2JRyKfv2XNLaxrX5dym+Qcfub4mTnP4dNRPi+yV1Rn8vcDH+uxbDow390nAPPDx5KnuuXzK1Pn84kc/ua6mxldOToHvcyc8nmRQFRf5P1H4I0ei88FHgjvPwB8Koq2JD6JfP6Vna/sk88ncviLDrmID4z4QI56mDnl8yKBODP5Q9x9I0D4c1Sqjcxsipk1mVlTS0tLjN2RTKTK5xM5/An7n8Blh16W4x5mTvm8SB588Oruc929wd0bampqct0doXs+/6utv+LLf/syQF7Mh+8v5fNS6uIs8pvNrBYg/LklxrYkQol83nFuXHMjr+9+nQ7vYEtHYf4TKp+XUhZnkX8CuCi8fxHweIxtScRqh9YyacSkdx53eRdNbU2561AWlM9LKYtqCuV/AY3A0Wa23sy+BMwCPmJmy4GPhI+lgJxfcz5DbSjllDPEhtBQ3ZDrLg2Y8nkpVdbXi30wNTQ0eFNTYZ4tFqvmtmaa2ppoqG6gvro+193J2n0b7+Oejfdw47gbOe/g83rddl37Oi5YegHjh43n3qPupaKssD6PkNJhZovcPeVZWM4/eJX8Vl9dzyWjLymKAg/K56X0qMhLSVE+L6VGRV5KjvJ5KSUq8lKS8mn+fGNjIzNnzqSxsTHS4+ZasY6r0AzJdQdEcuXi0RezqG0Rs9fN5vj9jmfCfhPSbpvI56evms4PNvyAaw67JpI+NDY2cuaZZ9LZ2UlZWRn19fWMGDEikmPnUmtrK83Nzbg7w4YNY/78+UycODHX3SpJOpOXkpUP+fyCBQvo7AzeGXR1ddHa2hrJcXOttbWVrq4u3J2Ojg4WLFiQ6y6VLJ3JS0lL5PNTl0/l9rW3c1vdbZhZ2u2vHnM1zW3N3LTmJn5S9RNqh2b3rViTJk2irKyMrq4uqqqqeOihh4rijLexsZHTTz+drq4uKisrmTRpUq67VLJ0Ji8lL5f5/MSJE6mvr2f8+PFFFWkU67gKkYq8CLmdPz9ixAjGjRtXdIWwWMdVaFTkRciPfF4kDiryIiHNn5dipCIvkiSf5s/nyottL3LfxvtobmvOdVckAiryIj2U8vVt/tL2F/75b//MPRvvYeryqSr0RUBFXqSHUs7n526cSxddALR7e8F+h4DspSIvksJg5vOtra2sXbs2tj//T3d5gZ7Ln9/2PM9ve54yyjCCvxVo72ofcLtxj0syo+vJi/Qi7uvPJ//RUByXNUh3eYGel1N4T/17WD9kPeWUM27YONr2tPHW7rfY1bWLY/c7lmFlw/rd7uLFiwGoqqrSXPmY6XryIgMUdz6/YMGCd94lxHFZg3SXF+h5OYXVr69mj+/hiKojGF4+nNrKWo6sOpIyK2PlrpXvRDj9aTdBlzXIMXfPm9vJJ5/sIvlma8dWP6v5LD9vyXnetrutz+1nrZ3lJy06yRe8uaDPbZ999lmvqqry8vJyr6qq8meffTaKLnc7fllZmQPdjp+8vGJYhR/146P80ZZH992/9Vk/edHJfvPqm/vdbpzjku6AJk9TV2OPa8xsNbAN2APs9jRvKUBxjeSvRdsWMXX5VM468Kw+r2/T3tXOJcsuYUPHBn5yTN/Xt2lsbGTBggVMmjQplkjjxBNPpLW1dZ/r4px44olseXMLB9x0AJ858zPcWndrynHds+Ee7tt0HzcffjOfOOgTGbcb97hkr97imsEq8g3u/npf26rISz4r1O+HTVwcrGdkctqZp7F0x1Im3T+JB495kP3K90u5/27fzeXLL+elHS/x4NEPMr5qfMw9lv5SJi8SgWKaP7/H97B6V5DD3zH+jrQFHmCIDWFG3Qyqyqq4dtW17OzaOYg9lWwNRpF34CkzW2RmU3quNLMpZtZkZk0tLS2D0B2RgSmm+fPzNs3j7T1vM3bo2F6/LCWhprKGW+tuZeWulcxeN3sQeihRGYwif5q7nwScDVxhZmckr3T3ue7e4O4NNTU1g9AdkYErhuvbPL/teeZunMvIISM5uOLgjPebeMBELhl9CY9vfZxfbP1FjD2UKMVe5N19Q/hzC/AYcErcbYrEqZCvb7O1cys3rLqBsUPHcvjQw/u9/5TaKZxcfTIz181k1c5VMfRQohZrkTez/c1seOI+cBawJM42RQZDIebze3wP31j9Ddr2tHHH+Dsos/7/91c+X3jiPpM/BHjGzF4E/gw86e6/jrlNkdgVYj4/b9M8Fm5byL+O/deMcvh0lM8XlliLvLuvdPcTwtt73H1GnO2JDKZCyue37dnG3I1zOfvAs/nUQZ/K+njJ+fz5L53Poy2PRtBLiYOmUIpkoRDy+U7vZNWuVYwdOpbrx13f6x9y9ceoilEArGxfyYx1M1To85SKvEiW8jmf7898+P56+s2nuz2e/9b8yI4t0VGRF8lSPufz/Z0Pnyl35+09b3dbNvldkyM7vkRHRV4kAvmYzw90PnwmHml5hGU7lzF5xGROHX4qN4y9gU/XfDrSNiQaKvIiEcmnfD7b+fC9eXn7y9z52p2cMeIM7jjiDu6ecLcKfB5TkReJUD7k81HMh09n2+5tTF81nYMrDuamw2+K7ENciY+KvEiE8iGfj2o+fE/uzi1rb2FTxyZmjZ/FiCHRfYOVxEdFXiRiucznEzl8VPPhkz3S8gi/e+t3fGXMV3jv/u+N9NgSHxV5kRjkIp9PzuGjnA8P3XP4C0ZdENlxJX4q8iIxGcx8vmcOH+V8eOXwhU1FXiQmg5nPK4eXdFTkRWI0GPm8cnjpjYq8SMzizOeVw0tfVORFBkEc+bxyeMmEirzIIIgjn1cOL5lQkRcZJFHm88rhJVMq8iKDKIp8Xjm89IeKvMggyyafVw4v/RV7kTezj5nZMjNbYWbT425PJN9lk89/7uXPKYeXfom1yJtZOXA3cDZwHPAFMzsuzjZFCkF/8/nJ75qMYaxuX00ZZRwx7IhI+6McvnjFfSZ/CrAi/ELvDuBh4NyY2xQpCP3J55u3N2PsjU8WtS2KrB/K4Ytb3EV+DLAu6fH6cNk7zGyKmTWZWVNLS0vM3RHJL5nm8w3VDVRYBeWUU2EVNFQ3RNJ+4kNd5fDFK+4in+oV0+19qbvPdfcGd2+oqamJuTsi+SXTfL6+up45E+Yw9dCpzJkwh/rq+kjaX92+Wjl8kYu7yK8HxiY9PgzYEHObIgUl03y+vrqeS0ZfElmB39K5hbd2v6UcvsjFXeSfByaY2XgzqwQ+DzwRc5siBac/+XwUXt7+Muvb1zOifIRy+CI3JM6Du/tuM7sS+A1QDsxz95fibFOkUF08+mIWtS1i9rrZVFolmzs301DdENmZe0JiPnyFVVA3rE45fJGLtcgDuPsvgV/G3Y5IoUvk8599+bN8a823MIwKq4g0g0+eD3/EsCMYYrGXAMkx/cWrSB4ZWTGSE/Y/AcfpoovdvpumtqbIjp+YDz9tzDT2L98/suNK/lKRF8kjWzu3snj7YgyjjDKG2JDIpksmz4f/x1H/GMkxJf/pvZpInkhcl6a9q52bD7850kxe8+FLl4q8SJ748aYfs3DbQm4cdyMfP+jjkR57dftq2jvaufeoezUfvsQorhHJA03bmvjRxh/Fcn34xHz4aWOmRT5TR/KfirxIjm3t3Mr1q66P7frwifnwyuFLk+IakRxKvj783UfeHcv14TUfvrTpTF4khxI5fJzXh9d8+NKmIi+SI3Hm8JoPLwkq8iI5EHcOr/nwkqD3cCKDbDByeM2HlwQVeZFBljwfPq4cXvPhJUFxjcggGqwcXvPhJUFFXmSQKIeXXFBcIzIIlMNLrqjIiwwC5fCSK4prRGKmHF5ySUVeJEbK4SXXYivyZnaTmb1mZovD2zlxtSWSj5Jz+DvG36EcXnIi7kz+Tnf/t5jbEMlLyuElHyiuEYmBcnjJF3EX+SvNrNnM5pnZgak2MLMpZtZkZk0tLS0xd0ckfsrhJZ9kVeTN7GkzW5Lidi7wQ+DdwPuAjcB3Uh3D3ee6e4O7N9TU1GTTHZGcUw4v+SarTN7dP5zJdmb2H8AvsmlLpBAoh5d8E+fsmtqkh+cBS+JqSyQfDDSHb2xsZObMmTQ2NqbdJpscvrW1lbVr1+5z/HTLo5LJuCR+5u7xHNjsPwmiGgdWA5e6+8be9mloaPCmpqZY+iMSp62dW/nC0i9QXV7Ng8c8mHFM09jYyJlnnklnZydlZWXU19czYkT3s/Qde3bwys5XOKD8AI6sOrJf/WptbWXx4sUAVFVVMX/+fCZOnEhjYyOnn346XV1dadvNRmtrK83Nzbg7w4YNe6ddiaynkKQAAAjJSURBVIeZLXL3hlTrYjuTd/cvuvt73b3e3T/ZV4EXKVTZ5PALFiygs7MTgK6uLlpbW/c59spdK9/5ntb+Sj5eR0cHCxYseKfdxAleqnaz1draSldXF+7erV0ZfLp2jUiWssnhJ02aRFlZGV1dXVRVVfHQQw+9c8br7nx91ddpf6ude4+6d0DTJRsbG5k8eTIdHR1UVlYyadKkd9odNmzYO8uT241C8juF5HZl8KnIi2Qh2/nwEydOpL6+ntbW1n0KbSKHv3rM1QOeDz9x4kTmz5/PggULmDRp0jvHT7c8Kr2NSwZXbJn8QCiTl0Iy0By+p8RZbnKk8fL2l7n4bxfzdwf8Hd894rsFOV0y1bgkHr1l8jqTFxkAXR9eCoWKvMgAaD68FApdu0akn3RdGikkKvIi/fCnt/7ENa9ew6iKUboujRQEFXmRDDW3NfO1lV9jR9cO3tj9Bit2rojs2Ht8j3J4iYWKvEiGmtqa6KILgE7vpKktmplgGzZs4PnFz9P8cDMz62YWTQ4f92UTJDP64FUkQw3VDVRaJR3egeNEMf147ty5LF++HIA1M9bw2Z9+lkMPPTTr4+Za8uUUJk+erMsa5JDO5EUyVF9dz5wJc5haO5Ujhh7BA5sfYF37uqyO+cBPH+j2+PXXX8/qePki3eUUZPDpTF6kH+qr66mvrufjIz/OF175AtNXTufHR/+YyrLKfh9r2+5tbDttG8zfu2zWrFlMmTIlwh7nRrrLKcjg05m8yADUDq3l5sNv5pWdr3DXa3f1e//EfPhh5w7jG9//BmeddRY/+tGPiqLAw97LJtx6662KanJMZ/IiA3Tmu87kglEX8NCWhzip+iQ+fGBG36EDdL8uzRenfRGmxdjRHJk4caKKex7QmbxIFqYdOo3j9zueW9bcknE+r/nwMphU5EWyUFFWwazxsyizMqavnE5HV0ev2+u6NDLYVORFspRpPp98XZpimg8v+U1FXiQCiXz+kZZHePrNp1Nuo+vSSC5kVeTN7Hwze8nMusysoce668xshZktM7OPZtdNkfyXnM+vb1/fbZ1yeMmVbM/klwCfBv6YvNDMjgM+D7wH+Bhwj5mVZ9mWSF7rls+v2pvPK4eXXMqqyLv7UndflmLVucDD7t7u7quAFcAp2bQlUggS+fzSHUu567W7lMNLzsU1T34M8FzS4/Xhsn2Y2RRgCsC4ceNi6o7I4EmeP9+0rYlXd72a1fe0imSjzzN5M3vazJakuJ3b224plqW8mpO7z3X3BndvqKmpybTfInlt0ohJGMaru16ljDLq91eBl9zo80ze3TP/M7691gNjkx4fBmwYwHFECtLi7YsxDA/PbRa1LeKE6hNy3CspRXFNoXwC+LyZDTWz8cAE4M8xtSWSdxqqG6iwCsopp8IqaKhu6HsnkRhklcmb2XnAvwM1wJNmttjdP+ruL5nZT4GXgd3AFe6+J/vuihSGxGWJm9qaaKhuUB4vOWNRfPFBVBoaGrypKZpv2xERKRVmtsjdU75d1F+8iogUMRV5EZEipiIvIlLEVORFRIqYiryISBFTkRcRKWJ5NYXSzFqANeHDg4HXc9iduGhchaMYxwQaV6HJZFyHu3vK68LkVZFPZmZN6eZ9FjKNq3AU45hA4yo02Y5LcY2ISBFTkRcRKWL5XOTn5roDMdG4Ckcxjgk0rkKT1bjyNpMXEZHs5fOZvIiIZElFXkSkiOVtkTezfzEzN7ODw8dmZt83sxVm1mxmJ+W6j5kys1vDPi82s6fM7NBwecGOCcDMZpvZK2HfHzOzdyWtuy4c1zIz+2gu+9lfZna+mb1kZl1m1tBjXcGOC8DMPhb2fYWZTc91fwbKzOaZ2RYzW5K0bKSZ/dbMloc/D8xlH/vLzMaa2e/NbGn4+rsqXJ7duNw9724EXx34G4I/jDo4XHYO8CuC7489FViY6372YzwHJN3/CjCn0McU9v8sYEh4/w7gjvD+ccCLwFBgPPAqUJ7r/vZjXMcCRwMLgIak5YU+rvKwz0cAleFYjst1vwY4ljOAk4AlScu+DUwP709PvB4L5QbUAieF94cDfwtfc1mNK1/P5O8Evk73L/8+F/g/HngOeJeZ1eakd/3k7m8nPdyfveMq2DEBuPtT7r47fPgcwXf5QjCuh9293d1XASuAU3LRx4Fw96XuvizFqoIeF0FfV7j7SnfvAB4mGFPBcfc/Am/0WHwu8EB4/wHgU4PaqSy5+0Z3fyG8vw1YCowhy3HlXZE3s08Cr7n7iz1WjQHWJT1eHy4rCGY2w8zWARcA3wwXF/SYeriE4F0JFNe4khX6uAq9/305xN03QlAwgVE57s+AmVkdcCKwkCzHldV3vA6UmT0NjE6x6gbgeoIYYJ/dUizLm/mfvY3J3R939xuAG8zsOuBK4Fvk+Zig73GF29xA8F2+DyV2S7F9wY0r1W4pluXVuPpQ6P0vCWZWDfwcuNrd3zZL9c+WuZwUeXf/cKrlZvZegqzzxXBghwEvmNkpBGcdY5M2PwzYEHNXM5ZuTCn8BHiSoMjn9Zig73GZ2UXAJ4DJHoaGFMG40sj7cfWh0Pvfl81mVuvuG8PYc0uuO9RfZlZBUOAfcvdHw8VZjSuv4hp3/6u7j3L3OnevI3hRnuTum4AngAvDGSmnAq2JtzD5zswmJD38JPBKeL9gxwTBTA3gWuCT7r4jadUTwOfNbKiZjQcmAH/ORR8jVujjeh6YYGbjzawS+DzBmIrFE8BF4f2LgHTvyPKSBWe29wFL3f27SauyG1euP1Hu49Pm1eydXWPA3QSzA/5K0qyHfL8R/GZeAjQD/xcYU+hjCvu/giDjXRze5iStuyEc1zLg7Fz3tZ/jOo/gBKMd2Az8phjGFfb/HIJZG68SRFM579MAx/FfwEagM/y3+hJwEDAfWB7+HJnrfvZzTKcTxGfNSf+nzsl2XLqsgYhIEcuruEZERKKlIi8iUsRU5EVEipiKvIhIEVORFxEpYiryIiJFTEVeRKSI/X/Cr8Tp7lXUHwAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -642,7 +646,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 8 - Exercise (Interpolation)/Session 8 - Exercise (Interpolation).ipynb b/Session 8 - Exercise (Interpolation)/Session 8 - Exercise (Interpolation).ipynb
index 5ff4043..18f6373 100644
--- a/Session 8 - Exercise (Interpolation)/Session 8 - Exercise (Interpolation).ipynb	
+++ b/Session 8 - Exercise (Interpolation)/Session 8 - Exercise (Interpolation).ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -489,7 +493,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 8 - Exercise (Interpolation)/Session 8 - Exercise Solutions.ipynb b/Session 8 - Exercise (Interpolation)/Session 8 - Exercise Solutions.ipynb
index bcaf183..daf8d70 100644
--- a/Session 8 - Exercise (Interpolation)/Session 8 - Exercise Solutions.ipynb	
+++ b/Session 8 - Exercise (Interpolation)/Session 8 - Exercise Solutions.ipynb	
@@ -21,12 +21,12 @@
        "body,\n",
        "div.body {\n",
        " font-family: Roboto;\n",
-       " font-size: 16pt;\n",
+       " /* font-size: 16pt; */\n",
        " color: #303030;\n",
        " /* background-color: #d1b5b5; */\n",
        " /* background: #8f4f4f; */\n",
        " margin-right: 10px;\n",
-       " -webkit-font-smoothing: antialiased !important;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
        "}\n",
        "\n",
        "/* Code inside HTML/Markdown */\n",
@@ -36,7 +36,7 @@
        "\n",
        "/* Output area from code cells */\n",
        "div.output_area pre {\n",
-       "    font-size: 11pt !important;\n",
+       "    /* font-size: 11pt !important; */\n",
        "    color: #303030;\n",
        "}\n",
        "\n",
@@ -47,7 +47,7 @@
        "    font-family: 'Roboto', 'Signika', sans-serif;\n",
        "    font-weight: ligher;\n",
        "    font-style: normal;\n",
-       "    font-size: 20pt;\n",
+       "    /* font-size: 20pt; */\n",
        "    width: 100%;\n",
        "    text-align: left;\n",
        "    color: #EE7631;\n",
@@ -85,7 +85,7 @@
        "h2 {\n",
        "        font-family: \"Roboto\";\n",
        "        text-align: left;\n",
-       "        font-size: 12pt;\n",
+       "        /* font-size: 12pt; */\n",
        "        color: #EE7631;\n",
        "        margin-bottom: 5px;\n",
        "        /* border-bottom: 1px solid lightgray; */\n",
@@ -159,10 +159,17 @@
        "}\n",
        "\n",
        "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
        "/* Code cells in the notebook - NOTE: color is font-color */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: #ededed;\n",
        " color: #303030;     \n",
        " border-radius: 2px;\n",
@@ -175,7 +182,7 @@
        "/* Background of code cells */\n",
        ".cm-s-ipython.CodeMirror {\n",
        " font-family: monospace, monospace;\n",
-       " font-size: 11pt;\n",
+       " /* font-size: 11pt; */\n",
        " background: rgba(211, 211, 211, 0.123);\n",
        " color: #303030;\n",
        " border-radius: 2px;\n",
@@ -262,9 +269,6 @@
        ".cm-s-ipython span.cm-quote {\n",
        " color: #009e07;\n",
        "}\n",
-       "\n",
-       "\n",
-       "\n",
        "</style>"
       ],
       "text/plain": [
@@ -412,7 +416,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.5"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 9 - Heatmaps and merging operation/Session 9 - Exercise Solutions.ipynb b/Session 9 - Heatmaps and merging operation/Session 9 - Exercise Solutions.ipynb
index e95a84a..b87c0bd 100644
--- a/Session 9 - Heatmaps and merging operation/Session 9 - Exercise Solutions.ipynb	
+++ b/Session 9 - Heatmaps and merging operation/Session 9 - Exercise Solutions.ipynb	
@@ -1,5 +1,297 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       "/* div#notebook {\n",
+       " font-size: 13pt;\n",
+       " line-height: 120%;\n",
+       " color: #303030;\n",
+       " -webkit-font-smoothing: antialiased !important;\n",
+       " padding-top: 25px !important;\n",
+       "} */\n",
+       "\n",
+       "\n",
+       "body,\n",
+       "div.body {\n",
+       " font-family: Roboto;\n",
+       " /* font-size: 16pt; */\n",
+       " color: #303030;\n",
+       " /* background-color: #d1b5b5; */\n",
+       " /* background: #8f4f4f; */\n",
+       " margin-right: 10px;\n",
+       " /* -webkit-font-smoothing: antialiased !important; */\n",
+       "}\n",
+       "\n",
+       "/* Code inside HTML/Markdown */\n",
+       "div.rendered_html code {\n",
+       "    border-radius: 5px;\n",
+       "}\n",
+       "\n",
+       "/* Output area from code cells */\n",
+       "div.output_area pre {\n",
+       "    /* font-size: 11pt !important; */\n",
+       "    color: #303030;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "/* HEADING 1 styles */\n",
+       "h1 {\n",
+       "    font-family: 'Roboto', 'Signika', sans-serif;\n",
+       "    font-weight: ligher;\n",
+       "    font-style: normal;\n",
+       "    /* font-size: 20pt; */\n",
+       "    width: 100%;\n",
+       "    text-align: left;\n",
+       "    color: #EE7631;\n",
+       "    border-bottom: 1px solid rgba(238, 118, 49, 0.575);\n",
+       "    padding-bottom: 6px;\n",
+       "    /* font-variant: small-caps; */\n",
+       "    }\n",
+       "  \n",
+       "    /* table {\n",
+       "        margin: 5px;\n",
+       "        width: 290px;\n",
+       "    }\n",
+       "  \n",
+       "    th {\n",
+       "        padding: 3px;\n",
+       "    }\n",
+       "  \n",
+       "    td {\n",
+       "        padding-left: 8px;\n",
+       "        padding-right: 8px;\n",
+       "        border: 1px solid #990000;\n",
+       "        background-color: #ffffcc;\n",
+       "    }\n",
+       "\n",
+       "    #trHeader {\n",
+       "        text-decoration: underline;\n",
+       "        color: #990000;\n",
+       "    }\n",
+       "  \n",
+       "    .centerCell {\n",
+       "        text-align: center;\n",
+       "    } */\n",
+       "\n",
+       "/* HEADING 2 styles */\n",
+       "h2 {\n",
+       "        font-family: \"Roboto\";\n",
+       "        text-align: left;\n",
+       "        /* font-size: 12pt; */\n",
+       "        color: #EE7631;\n",
+       "        margin-bottom: 5px;\n",
+       "        /* border-bottom: 1px solid lightgray; */\n",
+       "        border-bottom: 0.8px solid rgba(238, 118, 49, 0.575);\n",
+       "        padding-bottom: 6px\n",
+       "    }\n",
+       "  \n",
+       "    /* table {\n",
+       "        margin: 5px;\n",
+       "        width: 290px;\n",
+       "    }\n",
+       "  \n",
+       "    th {\n",
+       "        padding: 3px;\n",
+       "    }\n",
+       "  \n",
+       "    td {\n",
+       "        padding-left: 8px;\n",
+       "        padding-right: 8px;\n",
+       "        border: 1px solid #990000;\n",
+       "        background-color: #ffffcc;\n",
+       "    }\n",
+       "\n",
+       "    #trHeader {\n",
+       "        text-decoration: underline;\n",
+       "        color: #990000;\n",
+       "    }\n",
+       "  \n",
+       "    .centerCell {\n",
+       "        text-align: center;\n",
+       "    } */\n",
+       "\n",
+       "h3 {\n",
+       "        font-family: 'Roboto';\n",
+       "        /* text-align: left; */\n",
+       "        /* font-size: 12pt; */\n",
+       "        /* color: #EE7631; */\n",
+       "        /* margin-bottom: 5px; */\n",
+       "        border-bottom: 0.5px solid #ededed;\n",
+       "        padding-bottom: 6px\n",
+       "    }\n",
+       "\n",
+       "\n",
+       "\n",
+       "p {\n",
+       "    font-family: Roboto;\n",
+       "    font-size: 16px;\n",
+       "}\n",
+       "\n",
+       "/* Lists  with dots */\n",
+       "ul {\n",
+       "    font-size: 16px;\n",
+       "    line-height: 150%;\n",
+       "}\n",
+       "\n",
+       "/* Lists  with numbers */\n",
+       "ol {\n",
+       "    font-size: 16px;\n",
+       "    line-height: 150%;\n",
+       "}\n",
+       "\n",
+       "/* Horizontal rules */\n",
+       "hr { \n",
+       "    margin-top: 3px; \n",
+       "    margin-bottom: 3px \n",
+       "}\n",
+       "\n",
+       "/* Links */\n",
+       "a {\n",
+       "  color: #EE7631;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Change global font size (for code) */\n",
+       ".CodeMirror {\n",
+       "font-size: 16px !important;\n",
+       "font-family: monospace;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Code cells in the notebook - NOTE: color is font-color */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: #ededed;\n",
+       " color: #303030;     \n",
+       " border-radius: 2px;\n",
+       " /* margin-right: 10px; */\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Background of code cells */\n",
+       ".cm-s-ipython.CodeMirror {\n",
+       " font-family: monospace, monospace;\n",
+       " /* font-size: 11pt; */\n",
+       " background: rgba(211, 211, 211, 0.123);\n",
+       " color: #303030;\n",
+       " border-radius: 2px;\n",
+       " font-style: normal;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* .CodeMirror-gutters {\n",
+       " border: none;\n",
+       " border-right: 1px solid #e0e1e3 !important;\n",
+       " background-color: #e0e1e3 !important;\n",
+       " background: #e0e1e3 !important;\n",
+       " border-radius: 0px;\n",
+       " white-space: nowrap;\n",
+       "} */\n",
+       "\n",
+       "\n",
+       "\n",
+       "/* Code syntax highlithig theme */\n",
+       ".cm-s-ipython .CodeMirror-cursor {\n",
+       " border-left: 2px solid #ff711a !important;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-comment {\n",
+       " color: #8d8d8d;\n",
+       " font-style: italic;                                                   \n",
+       "}\n",
+       ".cm-s-ipython span.cm-atom {\n",
+       " color: #055be0;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-number {\n",
+       " color: #ff8132;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-property {\n",
+       " color: #303030;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-attribute {\n",
+       " color: #303030;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-keyword {\n",
+       " color: #a045ddf3;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-string {\n",
+       " color: #009e07;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-meta {\n",
+       " color: #aa22ff;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-operator {\n",
+       " color: #055be0;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-builtin {\n",
+       " color: #3f2ce7;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-variable {\n",
+       " color: #303030;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-variable-2 {\n",
+       " color: #de143d;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-variable-3 {\n",
+       " color: #aa22ff;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-def {\n",
+       " color: #e22978;\n",
+       " font-weight: normal;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-error {\n",
+       " background: rgba(191,11,55,.70);\n",
+       "}\n",
+       ".cm-s-ipython span.cm-tag {\n",
+       " color: #e22978;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-link {\n",
+       " color: #ef5c00;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-storage {\n",
+       " color: #055be0;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-entity {\n",
+       " color: #e22978;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-quote {\n",
+       " color: #009e07;\n",
+       "}\n",
+       "</style>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import HTML\n",
+    "HTML('<style>{}</style>'.format(open('../css/cowi.css').read()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 9. Exercise Solutions"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -9,10 +301,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
     "# Read pile data from csv-file\n",
     "df_piles = pd.read_csv('piles.csv')\n",
     "\n",
@@ -25,7 +320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -116,7 +411,7 @@
        "4  HE180A    171    180  25100000       294.0     35.5"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -128,7 +423,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -201,7 +496,7 @@
        "5       P01  HE300B"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -213,7 +508,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -321,7 +616,7 @@
        "5       P01  HE300B  300.0  300.0  251700000.0      1680.0    117.0"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -340,7 +635,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -431,7 +726,7 @@
        "14    max My  22.115  8.159   -522.5      56.7  0.000000"
       ]
      },
-     "execution_count": 55,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -442,7 +737,7 @@
     "import seaborn as sns\n",
     "\n",
     "# Set filename for dataset of forces from an IBDAS shell element\n",
-    "filename = 'Crack_width_Seg7_y_direction.csv'\n",
+    "filename = 'crack_width_Seg7_y_direction.csv'\n",
     "\n",
     "# Read CSV-file\n",
     "df = pd.read_csv(filename, skip_blank_lines=True)\n",
@@ -456,22 +751,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Text(142,0.5,'Global y-coordinate [m]')"
+       "Text(141.0, 0.5, 'Global y-coordinate [m]')"
       ]
      },
-     "execution_count": 56,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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VmPmiTrc3M/+Ri1Nlvo12VhbO9hcmmWn2cPJ2vNhARPdBvQk/g5wXFc0LW6CcFAHIYbqUEwqtbsFWHkuZ2WzaUmGmIxFAVSIqbRyZRESloEYXFOs6kROaHdOgHDjNjdPytAU4ncW9E8CHUO3cA8A8InqQma/nNz3MfIiItkM5KTwALNH6jpxYAGXHaKgFnGXBTEEQihWyJoUgCDcTC6EWL+tPRI2zC0hEDm/CsqG+9vuHybSBB6GG4GehzdE+DMCLiMyGPzsjGWrKxy9QUygWazfNeSHzoekRqCkn+oeo9VDDkQMNYbPjONRbxPuIyMPkeAcn8dIBgIhc9YY8N2ROtWnrJB8zPz+414K0JMPxCw7btd92uTzHcaih+02drPnQNp9pywt5TXN+yUDB37BnPpjNY+bCdAxkjsoYZbLOiB157GeckTmFwSw/jkM5RVsa10lwAfug7ivbmxxrD5U+K9qSK6kONbJqm4mDogLUaAQHtHL+CWoR0UcAvAPgHhTeaIoaAMpof+cIM8dArWnxEBG1gZr2FIrCddYJgiDkG3FSCIJw06ANs58KdTO3UhsB4QARZX5aMreEar8dDOfxBPC5kzifar9zjA/3ROSmjXRwQHOCDIZaeG0wgJ/y+PCROTriVag1OoxOCg8A4+B8brlZer6DGnkx1WBHC5gvyAeor2YAQJ3cJbvwYeZwqOHa9aCm5GRBRA9BzR2PB7C0oFpEdCsRTc7mofV5qCH3R3VvQpdBfSniaSLq5uS8rYioPABow+x/girDNwzh7oVacNDV/A/KETiLiO4yHiSiMkRUGA6Mi1Cfis0X2rowjyIXC2YS0VQiYifrgjigLVo4F2qqxd/aG3TjOd2IaDDUJzsLitO2xMxpUF/18AHwKRGVM4YhIp+cnLa5JDMf38msk9r5y8O2YGV+RrDZQUR1iKihXsNCoqGcsvdrTonMNJWGmgJS3Um8D6HW43ifmVdDTb3ZCmA0EQ0qYJp+hBrJ1xt5+wxv5gKaP0H1PcF5GZknCILgSmS6hyAINxXMPFN7az4FwC4i2ga1YN8VqOHw7aHmb5st4ueMXVA3nP20823RztUVak662RzfeVBvtp8AcIqIlkF9zrEm1JSUBTA89OtsSCeiJ6E+TTkSwG9ENCCXi9ztg/rcnieUzfpF+jIdFp5Qiy86mytuZBLU0PbnNcfEFqiHooehFnTsZRJnHdRaC78R0Z9QIwDOMnNhPLTlhTFQZfcBEXWGKndfLW0ZAIY5WYQyr5QGMB3AFCLaCWA/lAOkKtTnAu+BWi9kTGYEbXpOP6jPpK7U6tZ+qIckX6hFN2+HyuvMxe9ehao/r2iOlm3a8UFQZdFHs8slMPNxIhoOVX+PENHfUJ9dLA31EN0Oqp43LKDUOgCPENFyqAU40wBsYuZNuYz/CIBKyN2CmZkvdNKyDWXP01AjHMYAOEZEGwAcgBoxUwuqjGpDvc0uKCFQ5f88EVWFbe2Rz7R1RmZArZMwBurLKuuh1sPxhOrr2gB4HcDRgiSCmb8not5Qde0IEf0O2zoNtwH4mZkL+rUfQK254Ac10mlDIZwv12jrOXwK1c4Oaf12GS0tVaG+ktRRH4eI+kB9YWUHNOeh1ocPhmrPc4lot/Y1nfyk6SqA3/MRbysRHYCqG6kovK/bCIIgFBhxUgiCcNPBzNOJ6BeoEQMdodZ4KAv1RnI/1Crsi/NwvnQi6gX12cduAJ6DegiYp+1zuPnXhpc/SUSroRbvGwS12FoE1CdGs12DQLtZHgXlqHgGwB9E1Ef/uc5s4m2A+qzmJu1Na+axcCI6CfVFgNysR5EZL1YbMjwTavHHFlDOmbFQo0zMnBTzoFajfwRqzY5SUF8AsNRJwcz/aY6VN6DKrgPUvPm/Abyt+9JGQbkE5bTqDPVQ2AdqiPZ1qDURZgP4RBvto0/fQW0UxIsAekDV1QyoerIPytkWqwsfRUStocqiG4CHoMpiHJQTpA9cvC4AMy/WHn5egmpfnTXtC1AP5T8Vgsx4qAfgACg73aDm2OfWSZGXBTPvgcrzn3ObOG2E0VgiWqRptQPQEspZEw3lDHsJheCkYOZ4IuoPVReGQU0pAFQflqg5u/pAfalmKFQ9qgDlLDoD9WnMwnAeAGp010aoz5FmTqc5BuAj2N7c3+hMhsq7kVA2JkKNyHoDhk+2ElEdqIf/RACDDf1tmObQ+x3Aj0TU1mzRURezEGrKyTJmznZhXUEQBCuhwp2GKQiCIAhCcYSI3oYa9dKFmVcVdXpuBEh9+iEGwHpmLuiwfEEoVmhOtCcBdGLm/CzyKgiC4BLESSEIgiAIJQgiqmn8jCAR3QM19SMFQK2CfFHgZkLLt4NQX3LYl1N4QbhRICJfAKegPpt9dyEvHisIglAgZLqHIAiCIJQsdhPRaagvyCRBrTvQHWpKxBhxUOQeZj4EtcCsIJQIiOhRqCl9j0BNMZwsDgpBEIobMpJCEARBEEoQRDQFau2JelBfXUmA+jToh8y8oehSJghCUaOtSdQeQBiAWcxcGJ9BFQRBKFTESSEIgiAIgiAIgiAIQrHgxprukZTgeo8KuX5UJ8eZfY2wcKGKVV2ugdJlXS7B8Tl9Ga7gUBVvl2tkHN7scg0AcGvc2gIRd9drlBQscAJn/Ov6afJu9Zu7XANprl/UPuPodpdrAIBb0/Yu1+BLsTkHKiBUrqLLNVD6FtdrsMu+uGqD3HIOI5Q80lNdr+Fe2vUagiBkT0a66zVK0v11eY8CP1DLVVUQBEEQBEEQBEEQhGKBOCkEQRAEQRAEQRAEQSgWiJNCEARBEARBEARBEIRigTgpBEEQBEEQBEEQBEEoFoiTQhAEQRAEQRAEQRCEYoE4KQRBEARBEARBEARBKBaIk0IQBEEQBEEQBEEQhGKBOCkEQRAEQRAEQRAEQSgW3LBOik1bQxDUdyACe/VH8MKvHY6npKTg+YmvI7BXfwx8YjjCL1zIOjZnwSIE9uqPoL4DsXnb9uw1+gxAYK9+CF7gTGMSAnv1w8Ahw+w15i9CYK9+COozAJu3hWRry+ade9HlyXHoPGQMgn9YYqKTihdmfIDOQ8Zg0NMTEB4ZBQA4ePwk+ox6Hn1GPY/eTz2PNVuysSVkB4IGPIbAfoMR/PVic1smTUFgv8EYOGw0wi9EAADiExIxZOx4NPMLwvQPZmVrhxX5tXnnHnR5Yiw6Pz4Kwd//aqKRihemv4/Oj4/CoHEv2/Lq2En0eWo8+jw1Hr1HPoc1m51rWGLHwePoOuFdBL00E3OXr3PUSE3DC//7BkEvzcTDU2bjfExc1rET5y7gkWmfoser76PXax8gOSXV3I5tIQjq9zACew9A8MJvzO149Q0E9h6AgU+MyCpzAJiz4GsE9h6AoH4PF3kbsaodWmaLi/utzfuOoOtzUxD0zGTMXfq3o0ZqKl74eC6CnpmMh197F+ejYwEA56Njcd+jz6Lvy2+h78tvYWrwd9nb4eq82rYdQf0HI7Dvwwhe9K25xmtvIrDvwxg49Cn7PmvMs2jWPhDT3//Y6fkBrR1OfA9BE97B3BXrHTVS0/DC598iaMI7eHiaSTuc/hl6vPYBer3+ofN2aEV/smM3ujz+FDo/OgLB3/1sopGKF6a+g86PjsCgMc8jPCKzXzyBPiOeQZ8Rz6D38KexZtM2pxrqGvIoAvs9ksM15BEMHDbKcA15Ds38Oud4DQGsbIeDENgrm75x4usI7DXApB1+jcBeAxDUd9BN0TeKRh77rH6PILDPoGz6rMkI7DMIA5809Fmjn0Gzdp0w/b2PnJ7fKjus0hEN0bhhNSy4v7bMFov6lHzBzDfOdiWe+Uo8pyXGcoB/Rz53/DAnx0dzz+7d+NTBPZx5nK/E8+IFc3nyaxOZr8TziiU/8finxzFfiedTB/dwz+7dODkuis+dOMIB/h05LTHWFjcpgTkpgdMuXVQaJ45wckKMprE36zgnJfDihfOURlICr1jyM49/ZhxzUgKfOrhXacRH87mTmsali1nxMsKOZm2poYc4wK8dn92xnq//d4B7dunMJzevsguz+H8f8uQXn+WMsKO8/Os5PH7UMM4IO8pJp/ZxSughzgg7ypH7t3DLBx/I+p8TIrO2tIvnOaBjBz53ZC8nx4Rxz25d+dTe7XZhFs/7kidPfJk5IZJX/Pwdjx83mjkhkpMizvCuDav5+/lzeNrrE+3i6PPCVfmVEX48a0s9e4QD/Nrz2Z0b+PqZQyqvtqy2C7P484958kvPcUb4cV7+TTCPHzWcM8KPc9LpA5xy9ghnhB/nyAPbVF5p/1thR/qO5VlbSsgyDmjbikOXL+JrW5dyzwA/PvHbXLsw3779Kk8e8ySn71jOf3wynZ8bMpDTdyzn5G2/c48APz7y8xxO37GcY9f+yCkhy7Li8eWLzJcvclpCNAd07Mjnjh3k5LhIZceB3VnH+fJFXjw/mCe/9grz5Yu84tcfefzTY5kvX+RTB3YrOy5G8LnjhzigY0dOS4i2xbWgjVip4VIdXZ/kqn4r/cD6rC1l71oOaNeaQ1f/xNd2r+aegR35xIrFdmG+ff9Nnvz0CE4/sJ7/+OI9fu7JwZx+YD2fW/MzdwvoYBc2c7MkrxKjs7a0uAitz9rHybHnuWf3rnxq3w67MIvnfcWTX53AnBjNK375nsePG8OcGM1JkWd518Y1/P2CYJ72+qt2cdJD/sjaUrb+zgFtWnHosoV8bfNvqh3+GmwX5tu3JvLk0U9wesgf/Mesafzc4wM5PeQPTt6ylHv4+/GRn77i9JA/OHbND5yy9feseJZcRyJOc0bEaU4NP8EBHdrz2T2b+fq5Y9yzaxCfDFmfdTwj4jQv/uITnvzyeM6IOM3LF8/n8aNHcEbEaU46c5hTwk5wRsRpjjy8U/WL2v8ZEaeZE6KYE6I47eIFW3nEhOuuIVFZ2+J5X/HkiROYE6K0a8gY5oQoTooI5V0b1mjXkFft4nBClEXtMC5rS0uM0drhIU6Oj9K1Q1uYxQuCtXYYp7XDscxX4nTtMJLPnTistcMYFc/ifks0ionGpRjmSzGcFh+p2sjR/Zx88YLS2L8z6zhfiuHF8+eoPutSDK/45Qce//QY5ksxnBR1jndtWmvrs3Rx+FJMybkeioZo3MgaFt5fl4j8KoTn/htyJMXBw0dRt3Zt+NauhTKlS6N7UCDWbdhkF2b9hk3o26M7ACAowB8hu3aBmbFuwyZ0DwpEmTJl4FurJurWro2Dh4+aaBxBXV+9RmcTjY3o21PT6OSPkJ16jc6aRi3U9a2Ng4ePmNty/BTq1PKBb01vlCldGt06tsW6bTvswqzbthN9OndUOn6tEbL3IJgZ5creglLu7gDUmzJyll9HjqFu7VrwrVVT2dI5AOs2bbG3ZeMW9O3eRWn4+yFk114wM8qXK4cW9zXFLbeUcXJ26/LLIa/82znm1dYd6NPZX8urNgjZe8Akr1JATjLLEjv+PYc6XtXg61kNZUqVQreWzbB+j3249XsPo3fbFkrjwabYfuQUmBlbD51EA18fNKxbEwBQpeKtcHdzbMYHjxy1t6NzJ0c7Nm5G3x7dlEZAR4Ts3G2zo3MnWxvxrY2DR4qmjVjWDi2xxYJ+63Qo6nh7wterBsqULoVubR7A+t0H7TV2HURvv1ZKo2VzbD98HMxsmi9FlldHjtlrBHbCuo2GPmvTFvTt3lVp+HdAyK49uj7rXtxSJoc+6z9DO3zoPqzfa2yHR2zt8IGm2H5Ua4eHtXZYR2uHFZy0Qyvy6thJ1KlVE741fbR+sT3WbbF/o7Fu63b0CeqkNPza6vrFsihVSt8vmneMubuGbNZdQ4zlkfM1xLL8ylU7NPSNu3YXu/sH0ShmGsY+q3MA1m3cbK9hd83tgJCdhj6rGNxnWZZfoiEaN6qGBffXJSm/CsIN6aSIiomGt7dX1v9enp6Iio4xhImBj7cnAKBUqVKoWKEC4hMSERUdA28vXVwvT0TFRDtqmIaLcQjjo6XDTiMmJsf0ZZ0jNg4+Napn/e9doxqiYuPswkTHxsHHU4Up5e6OireWR8KlywCAA8dOosfwZ9Fr5HhMfWFs1oO4fV7EwtvLU5eeGo62xMTCx0ufX7ciPjHRNM2mdliQX1G6bleYAAAgAElEQVSxF7PyAQC8q1dHVMxFuzDRujAqr27V5dUJ9Bj2NHqNeA5Tnx9nnlcW2BEdnwjvqpVt4ap6ICrePq+j4i7Bp1plmx3lyyHhShJCI2MAIox8fw76vfEx5pkMUbfZoStzMztiYuDjlQs7vGqYl4cVZW5VO7TCFgv6rei4eHhXq2ILV7Uyoi7G22vEJcCnugqTVbcuJwFQUz76TXgbQ978CLuPnTLLKovyylh/Tfqs6JgC9VmO7bCyYzuMT4RPVV07LFcOCVeuau0QGPlBMPq9OQvzVv5jqlEk/WKN6oiKNesXa2ga2jUk8RIA4MDR4+jx5Bj0GjYOU198JstpYadhLA/PGoiKiTWEKdg1JDMvLKlb3p7ZhlPt0EQjF/2qZXaIRjHUyKFeFbDPKlHXQ9EQjRtaw7X319ba4vo+Jb9Y6qQgovZE1ED7uy0RvUxE3XOIM4qIdhPR7uAFiwAAZi/9jG+AzN4MEpHT/UYYJuGMYUzP5VzbHPNz5KSTyb2N7sKKBZ/hly8+QPD3S5CckuKoYJYe5CK/nI7NcMSS/MpFuOzzqgFWLPwcv3z5EYK//9U8ryyww7z+5pwOgJCeno69J87gg7GP4bvJz2DtnsMIOXLSRCN/eVXc2ohV7bDoyr2wyyR/GiCgRhUPrPtyJn774HW8+uQATJi9AFeuXjPRsCKv8ll/89Jn5ao8TCISkJ6egb0nz+CDMY/hu9ef1tqho1OnyPrFXPTvmZ3OvY0bYsXXX+GXrz5B8Hc/IznZ7BpiEt0hTMHKAyjKupWbMM7aocOuEtM3ikYBNYz9iWk6itl9lkU6oiEaN6yGBffXQMnJr4JgmZOCiD4B8C6Ab4loBoD3AZQD8AIRfeAsHjMHM3MLZm4xavhQAIC3pycitQURASAqOhqeutEImWEiItWbxrS0NFy+cgWVPSrB28sTkVG6uFHR8Kxew0HX29MkXA37cN5enojQ0mHT8MhV+jLxql4NEbo3UpExF+FZrap9mBrVEKEtbpeWno7LSVdRuVJFuzB31PVFubK34OSZcya21EBklO2ta1R0jEl+1UBElD6/klDZo5Jpms2wIr+8alTPygcAiIyNhWd1Y15VN+RVknlelSuLk2fOFo0dVT0QGZdgCxeXCM/KHvYaVT0QcTHBZsfVa6hcoTy8qlbGAw1vR5WKFVDuljJof28jHA0972iHl6d9mUdFw7O6SRuJMtpRydGOKMf6YlVeWdUOLbPFxf2WV9UqiNSNnIiKS4CnbrQAAHhXq4KIWBXGVrduRZnSpVGlYgUAwN131IWvV3WERjiO1rCu3PX1N8ax/np5FqjPcmyHCfCsbB/fu6oHIuJ07fDaNVS+tTy8qnrggYZ3oErFW7V22BBHz4Y7scPifjHGWb8Yo2k4uYbUq4NyZcvi5JlQEztcfw1R57CqHUYbwtVwCOOoUclJv1o09w+iURw1jPXK7JpbvO+zrNIRDdG4YTUsuL+2zBaL+pT8YuVIikAAbQB0APAMgE7MPANAV23LNffc3QihYWEIO38BKampWLlqDfz92tuF8fdrh6UrVgIAVq1bj5YPtAARwd+vPVauWoOUlBSEnb+A0LAwNG3S2ESjMULPhSHs/HlNYzX8O7QzaLTH0uWaxlqdRod2WLlqtaZxHqHnwtC0yd3mtjS8E2fPRyA8Igopqan4858t8G/9oL1Oqwfx+2o1nHjVxm1o2eweEBHCI6KQlp4OADgfFY0z4edRWzeMNUujcUOEhoXb8mv1Ovi3a2Ov0b4Nlq5UXwJYtX4jWrZoniePmBX5pfLqAsIjIlVerd8M/1YP2Wu0fhC/r16v5dVWtGzWVMurSFteRUbjTNh51NYNU7LUjtt9cTYyFuHRF5GSloY/t+9Dx+b24To2uxvLtuxWGjsPomXjO0FEaNu0AU6EReBacgrS0tOx6/i/uKOWiR2NDW1k9Vr4+xntaIulK/5UGuv+QcsH7tfaSDusXL3Wvo3cXTRtxLJ2aIktFvRb9evibEQ0wqNikZKahj+37kLHFk3twnRs0RTLNqo1C1Zt34uWTRqAiBCXeBnp6RkAgLCoGJyNiEZtT8cLjiV51bihpqHl1Zq18G9v6LPatcHSlX8pjfUb0PKBPPZZt/nibFQswmO0drhjPzo2y6Yd7jqIlo3qq3Z4j7Ed/oc7ahZRf9LwLpwN1/eLm+DfpqW9RpuH8PuqtUpj4xb7fjEts1+MwpmwcPN+0fQa0tZeo31b3TVkQ56vIZbll2k7NGq0M/SNLWx9YzG5fxCNYqZh1kbam7SRrHq1Ieuam1tK1vVQNETjBtWw4P66JOVXQaC8LJhWICGiw8zchIjKAogAUJOZrxGRO4BDzGxeSnqSErISu3HLVsz8cBbSMzLQv1dPjB05DLO/nIMmjRshwK89kpOTMWHyVBw7fhIeHpUw65234Fu7FgDgy3kLseSP5XB3d8ekl1+AX5vW+oRm/blx81bM/PBjpdG7J8aOHI7ZX2gaHTSNN6bg2ImT8KhUCbPefVunsQBLlmVqvAi/tjYNjrN9vgUANu7YjZmfL0BGRjr6d+2EMY8NxKcLv0eTBvXh3/pBJKek4JV3PsGx0//Bo2JFfPzGS/Ct6Y1la/7B3B9+Q6lS7nAjN4wbMgid2qqbU6po/yZt49YQzPz4M2VLz24YO/wJzJ4zH00aNUBA+7bKlilv49jJU/CoVBGz3p4K31pqUTj/3oNwJSkJqalpqFixAhZ8+hHq314PKF3WXsMF+cXxkfYa23dj5hfzkJGeofLq8UH4dOF3aHJXffi3eUjl1cyPbXk1eYLKq9X/YO4Pv6JUqVJwI8K4Jx6x5VUVb5fbkXHYfgGtjfuP4Z3vfkdGBqNf+wcxpncnfLrkbzS5rTb8mzdBckoqJn71PY6dPQ+PCuXx0dND4OtZDQDwx9Y9CF6+DgRC+3sbYsLgnlnndWtsq2cbt2zDzI8+QXp6Bvr37oGxI4Zi9pfBWhtpp7WRacoOj0qYNXOGzY75i7Bk2Qq4l3LHpJeeh1+bVrbEu9nmrLuqjbi6PCzTMfSvrui3Mv7dZ6+x9xDeWfQLMjIy0K9ja4zp3w2f/vgHmtxRF/4P3Kvq1mcLcexMmKpbL4yEr1cNrN6+F5/+tByl3N3g5uaGZwf1zHJwuNVv7vq8SrOfZqD6rNmq/vbqjrHDn8Tsr+ahSaOGCPDL7LNm4NiJU0rj7alZGv69Btj3WZ99jPq334aMo/af+9p44Bje+W6Z1g4fwJhenfDpb3+jST1f+De/W+VV8A+qHd5aHh+Ne9y+Ha5YDyKg/b2NMOHhHlnndWtqcz657DpyyTZ6YuP2XZj52RxkZGSgf7fOGDPkEXw6/1s0aXgn/Nu0RHJyCl55+0McO/2v6henTIRvTR8sW7UOc7//xdYvPjkYndrZNKicbbSFKo9PtWtId+0aopVH1jXkLe0aUslwDRlocg25TZ249C2ur1ucYa+xZZuuHfbQ2mEwmjRuqGuH03TtcIahHa7QNJ633T+Q/TufktI3ikYOGum2Tw9v3LJNtZH0dFWvRjyJ2V/N1fos7Zr75gybxsxptj6rZ3/7NvK/WbY24l7a0ry64ctENETDFRoZ6TYNC+6vb/j8Ku9R4LkfVjop3gPQGkBZABsANASwHYAfgP+YeUyOJ9E5KVxGIc+nMcPopHAFRieFSzA4KVyB0UnhCoxOCldgdFK4Cr2TwnUijgvrCU6woH81OilcgdFJ4RIMTgpXYHRSuAq9k8JV6J0UrkLvpHAZBieFSzA4KVyCwUkh3CTonBQuQ+ekEAShiNA5KVxGSbq/LgQnRanCSEduYOaJRNRK/cnbiegOAH0BzAPwq1XpEARBEARBEARBEASheGKZkwIAmDlE9/e/AD60Ul8QBEEQBEEQBEEQhOJLsRifSETBRZ0GQRAEQRAEQRAEQRCKlmLhpAAwp6gTIAiCIAiCIAiCIAhC0VIsnBTMvKeo0yAIgiAIgiAIgiAIQtFimZOCiDyI6F0iOk5EF7XtmLavslXpEARBEARBEARBEASheGLlSIqfAcQD6MDM1Zi5GoCO2r5fLEyHIAiCIAiCIAiCIAjFEGJma4SITjBzg7wes+NqojWJdTGclOByDSpd1uUaKON6jVV1G7lc4/47qrhco8qzj7tcAwDc+46zREcoRly74nqNchVcLpG+5HOXa1z48BuXawCAb8gOS3RcjSXXqvIeLtdARprrNdxLu17Divu1lGuu1wBZoGER7u4WaFhQt6gElUlJID3V9RpuFn3gkTNcr+FmQTvMSHe9hhXtkCwan1Deo8DGWDmS4iwRvUJEXpk7iMiLiCYCCLMwHYIgCIIgCIIgCIIgFEOsdFI8DKAagI1EFEdEcQA2AKgKYKCF6RAEQRAEQRAEQRAEoRhi0VgfgJnjAUzUNjuIaBiAhValRRAEQRAEQRAEQRCE4kex+AQpgGlFnQBBEARBEARBEARBEIoWy0ZSENFBZ4cAeDk5JgiCIAiCIAiCIAjCTYJlTgooR0QQ1CdH9RCAbRamQxAEQRAEQRAEQRCEYoiVTooVACow837jASLaYGE6BEEQBEEQBEEQBEEohjh1UhDR9Hye8wtmjjTuZOYRziIw86P51BIEQRAEQRAEQRAEoYSQ3cKZb+Rjex1ATRemN4tNW0MQ1GcAAnv1Q/CCrx2Op6Sk4PmJkxDYqx8GDhmG8AsXso7Nmb8Igb36IajPAGzeFlKkGgCwefsudBk8HJ0fHorgb3801XnhzbfR+eGhGPTUswiPUD6grbv2oN/wcej5xCj0Gz4O2/fsc25LyA4EDXwMgf0HI/jrxea2vD4Fgf0HY+Dw0Qi/EAEAiE9MxJCx49GsQxCmfzArWzusyK/q/h3QNmQz2u3cituee8bheN0xo9Bmywa03rAWLZb8hLK1a9kdd69QAX4H96DRu2871Sjdsi0q/7QCVX75C+WGjHQ4Xuq++1H5619QbcsBlOnY2e5Y+adfROXvfkfl735HmU5dnGpsPh2Obp//hqDPlmDuFsflWnafjUT/4D9wz4yvsepoqN2x3w+cRpf/LUGX/y3B7wdOO9UoKW3EqnZYUmzZtH0ngh55AoEDH0fwN9+ba0yejsCBj2PgyHG2/mTnbvQbNho9Hx+BfsNGI2T33iK1Y/O/59Hti6UI+vw3zN16yOH47rOR6D9vOe55+xusOhZqd+z3A6fR5fPf0OXz37JtI2Vbt4X3sr/gvXwVKg5/yuF4hSFD4f3bCnj9sgw1ghfC3cd2eSvfsw+8//gb3n/8jfI9+zjVKCn1yorrVJYtfQcisFd/BC90ZsvrCOzVHwOfGG5vy4JFCOzVH0F9B2Lztu3ONbZtR1C/RxDYZxCCF31rrvHaZAT2GYSBTz5lux4mJGLI6GfQrF0nTH/vo5ztsKLcXZ1XITsQNGgIAgc8iuBvvjPXeH0aAgc8ioHDx9rfO4x7Hs06dsH0Dz9xen6bxuM5aEzVNMYYNMYXH41t2xHUfzAC+z6cTb16E4F9H8bAoYZ6NeZZNGsfiOnvf5y9hgVlnqVTAvqtEqNhVZ/l8r43BEH9HkZg7wEIXviNucarbyCw9wAMfGJElh1K42sE9h6AoH4PZ69hSXm43o4sW/oOQmCvbHQmvo7AXgNMyuRrBPYagKC+g4o8v/INM5tuADIAPOjsuEn4Ulqc5rmNk+ctKYE5KYHTLl3kAP+OfO7EEU5OiOGe3bvxqYN7OfM4JyXw4oXzePJrE5mTEnjFkp95/DPjmJMS+NTBvdyzezdOjo/mcyePcIB/R067dNEurqs1MqJDs7bUiH85oIMfn90XwtfPn+KeXbvwyR0b7cIs/upTnjzhBc6IDuXl3y/k8WOe4ozoUD68ZS1HHN3DGdGhfHz7P9y2dausOBwfmbWlxZ7ngI4d+NzhvZwcHcY9u3XlU3u224VZPPdLnjzxZeb4SF7x03c8ftxo5vhITrpwhnf9s5q/nz+Hp02aaBfHivz6u7qPbfOsxUn/neGN9z/Eq3zq8KVDh3lz6/Z2YXb27s+rfW/nv6v78JGXJ/KFpcvsjofOmcsXfv2Nz85bkLUv5qHGtq1VE04LO8sX+3bmmDb3curJ4xz3cE+7MBf7dOK4x/rwtZW/c+Krz2ftT3hhDCfv2Moxre/hGL/7OeXoIY7t+ADHPNSY0xbPzNqSv3mLAx66n8989hpf/XoG92z3EB+f9YpdmLP/e42PfPQyvzygK6+cNCprf+zcKez/YHOOnTuFL2p/X5w7Jet4SWkjVmrc8LbEhmdtaVFnOaCDH587sJOTI85wz25d+NSuLXZhFs/5nCe/8hJzbDiv+OEbHj92FHNsOB/Z+g9HHtvPHBvOJ3Zs5ratW9niWWBH2jdvZ23Ji2ZwwIPN+czsV/nqwuncs+1DfPyjCXZhzn76Gh/54CV+uX8XXvnaU1n7Y+e8qdrInDf5ovb3xTlvcto3b/O5pg1s232NOPXcWT7fNYDPNW/CyceP8YU+3ezCRI14gsMevJfPNW3AF2dM4aS/V/K5pg04vO2DnBp2jsPbPshhbR7g1LBzHNbmgax4JaJe6a5VrrpOZUSHMl+Jz9rSEmOVLccPc3J8tGbLHrswixfMVbZciecVS37i8U+PY74Sz6cO7lG2xEXxuROaLYmxKt6lmKwtLT5SXQ+P7ufkixeUxv6ddmEWz5/Dk1+dwHwphlf88gOPf3oM86UYToo6x7s2reXvFwTztNdftYtjSZlYkVdxF7K2tJgwlVeHdnNy1Fnt3mGbXZjFwV/w5IkvMcdd4BU/fcvjx45mjrvASef/5V3r/+bv533J0ya9YheH4yKytrSYcE1jDydHndM0QuzCKI2XmeMieMVPizWNCE46/x/vWr+Kv5/3lbo/0cWxTCMxmjkxmtPiIpTGkX2cHHuee3bvyqf27cg6zonRvHjeV6peJUbzil++5/HjxjAnRnNS5FnetXGNrV7p4nBitOvL/Ep8ybkelhQNK/osK/qTK/HMly8yX77IaQnRHNCxI587dpCT4yKVxoHdWcf58kVePD+YJ7/2CvPli7zi1x95/NNjmS9f5FMHdiuNixF87vghDujYkdMSom1xrShzK+y4Epe1pSXGaGVyiJPjo3RlYguzeEGwViZxWpmMZb4SpyuTSD534rBWJjEqnlVtpBCe+7MbSfEvgOt58Hdk5CNOvjh4+Ajq+taGb+1aKFO6NLoHdca6DZvswqzfsBF9e3YHAAR18kfIzl1gZqzbsAndgzqjTJky8K1VC3V9a+Pg4SNFogEAB4+dQJ3aNeFbywdlSpdGt05+WLfFfh3RdVtC0KdroNLp0B4he/aBmdH4rvrwql4NAHDnbfWQnJKClJQUR42jx1C3di341qqpbAkMwLpNW+xt2bQFfburN/9B/n4I2bUXzIzy5cqhxX1NcUuZMqbptzK/PJo3w9XQUFw7ew6cmoqI35fBs2uQXZi4rduQce0aACBhz16UremTdaxS03tQpkYNxG7Y6NSOUo3vQXp4GDIuhANpqUhe8yfKtO9oFyYj4gLST58ElHPOFve2O5C6bzeQng5cv4b0UydQulVbB41D52NRp0pF+FapiDLu7uh6921Yf+KcXZhalSuigVdVuJF93K3/nker22uicrlb4FHuFrS6vSa2/HveQaOktBHL2mEJseXg0eP2bb2TP9Zttu9P1m/eir5d1QigoI5+CNmt2nrjBnfCq0Z1AMCdt9dDSkqqeX9igR2HLsSiTtVK9m3kZJhdmFqVK2htxL6RbP33PFrdpmsjt5m3kTJNmiI17BzSz6u2fvXvP1GuQ4BdmORdO8DX1SUt5dABuHt6A1AjMK5v34aMS4ngy5dwffs2lGvTrkjyyhINC65TypajqFtbb0ugiS2b0LeHZkuAP0J26W0J1Gypibq1a+Pg4aOOGkeO2edX5wCs27jZXmPjZvTt0U3T6ICQnXt018N7ccstRX89tCSvjP1JoD/Wbdpqr7F5K/p20+4dOvohZPeevN07ONyf+Dven2zeir7dgnQaebw/sULDWK8CO2HdRrP7rK5Kw78DQnYZ6lWO91muL3OlU0L6rZKiYUmfZUXfe9RgRydHDTs7OiJk526bRudONg3f2jh4xETDkvJwvR25LxODzq7deSsTi+6x84tTJwUz38nMzj4bahY+Q4tjntuFSFR0DLy9bF8t9fLyRFRMjEMYH28VplSpUqhYoQLiExIRFRMDb29dXE9PREXbx7VKAwCiYmLh41kj63/vGjUQFXPRLky0LkypUu6oeOutSEi8ZBdm1YbNaHxnfZQxuchFRcfC28tTl54ajrbExMLH01Nny62IT0w0TbOpHRbkV1kfb1w/bxtmdP1CBMr6+DiEy6T2Y4MRu269+ocIDaZPwcmpM7K1w62GFzKibcOyMqKj4FYjd1/ITTt1AmVatQNuKQvyqIzS9z8Idy9vh3BRl6/C2+PWrP+9K92K6MtXc6URdekqfCrZx4265Bi3pLQRy9phCbElKsbQ1mtUN2/rXpltXfUn8cb+5J9NaHSXs/7EAjsuX4W3vp5XLI/oy0kO4cyIunwVPpXK2+JWKo8ok/bl7umF9EhbW0+PjoS7l/O2fmvfAbi+dZN53KhIuHs6xi1J9crV1ymlE51jeqJiYuDjrb9WabaY5kO0o0Z0jOF6aKIRHaNrI8XzemhJXsXEwFtX7ub3DjHw8cosd00jL3kVEwtvT+P9SaxDmAKVhyUahnrlZZJXBa1XFpR5ZjpLRL9VojRc3GcVRd9rllcxMfDxykVeedUoPuXhAjsyz+HtnUO5xzixJRdptNni+nvs/GLZ1z2IqA6AaGa+TkQEYCiA5gCOApjLzGlO4o0CMAoA5nz2CUYNHwoGO4Yz/M9sEoac7TfGhiUamlCOYU1Op4Q0Tv0Xio++nI/5s95xIpFzevKU5txqGMMUNL/Mysk0cwCfAf1Q6d6m2Nm7PwCgzvChiFm7Htd1c6lMMTXZXMNI6s5tSGncBJXnfoeMhDikHj4ATkvP59nMyaEq6MKVjDZiVTssKbbkqq2bhrH9feq/M/jwi2As+OR9h3BO4xvDFNQO00aSu/7IvI2Y9Sdmkc1bZ/nuPVGm8d2IHj4km6Q4xi0p9cqK65Szc+T2WuXyNpLL+uc8viGMC9pIoeeVmQZyLvc83TuYpSU3YW4EjdyUR17qlQVlDpScfqtEaxR2n2VJf5L/Z5FiVR4W2JFdOvOvY6Jh1bNuPsluuoeZuC8RtSYif+OWi+h/6vTeBdAdwA4ADwAIdhaJmYOZuQUztxg1fCgAwNvTE5FRUVlhoqKi4Vmjhl08by9PRESqMGlpabh85Qoqe3iouJG6uNHR8NSGONvFt0ADALw8qyNC53mKjImBZ/WqTsOkpaXjclISKleqqMJHx+CZSdPw3huvoE4t8zVLvT1rIDLK5tWMio6BZ/XqDmEioqN1tiShcqVKpucz13B9fl2/EIGyOhvL1vRBcqTDh2RQtX073P7CeOwbMhSsDSv2aHE/6owYhvZ7dqDB1DdRc9AA3Dl5kkPcjOgouHnaRme4eXohw8nbBjOuLQpGwhP9cem5pwAQ0sPOOoTxrlgekYm2t8KRl5LgWbG8QzgzvCuVR8SlnOOWlDZiVTssKbZ41zC09ZhYx7ZeowYiojLbemZ/otp6ZHQMnnltCt578zXUMSw6a6kdlcojUl/PL1/NfRupWB4RutFFkZeuwrNCOYdw6VFRcPe2tXV3T2+kRzu29VseaoVKI8cgdvw4IDXVPK6XedySUq+suE5l2ZJDerw9PRERqb9WXUFlj0rw9jLJh+r2+ZClYXc9dKIRZbgeehSv66E1eVUDkbpyj4qOMdGogYiozHLXNPJ071ADkdGG+xNTjYLcn1ihYahXUSb3WV6FUK9cXOY2W278fqtkaVjQZ7m6P/EytpFok2cRT0REGfOqkmP6ohzbcJYdri4PC+zIsiXSWO41HMI42lLJSRqdXQ9df4+dX3LlpCCi24koBEAogM0A1mrbGt1vjlrMnHnn2AnAIGZezMzDAdyfl0Tfc3djhJ4LQ9j580hJTcXKVavh38F+PrC/X3ssXb4SALBq7Xq0fKAFiAj+Hdph5arVSElJQdj58wg9F4amTe4uEg0AuKdhA5wNO4/wCxFISU3Fn2s3wr9NK3udNq3w+18qi1dt2ISWze8DEeHS5SsYPWEyXhwzHM2bmp8fAO5p1BChYeEIu3BB2bJmHfzbt7HXaNcGS1f+rTTWb0TLFs3z5BGzIr8u7duP8rfdhnJ1fEGlS8OnT29E/73aLkzFe5rg7g/fw74hQ5ESaxuOfGjsM9jU7AFsuv8hnJg6HRd+/hWnZsx00Eg7dhjuvnXg5lMLKFUatwR2Q8rmf3KXCW5uoEoeAAD3+nehVP27kLpzm0OwJrWq42zcJYTHX0ZKejr+OnIGHe/yzZVEmztqYdt/F5B4LRmJ15Kx7b8LaHOH48NkSWkjlrXDEmLLPY0aIjT8PMK0/mTl2vXwb2voT9q1xtK/VLtZ9c9GtLy/WVZ/Murl1/DimJG4v2kT03yyyo4mNc3aSG2nadKT2zaScuQQStepC/daqq2X79IN1zautwtTumEjVJ08DbHjxyEjLi5r//VtW1C2VRtQxUqgipVQtlUbXN+2xShRcuqVBdcpZUsjhIaFIey8dq1atQb+fu0NtrTD0hWaLet0tvi1x8pVazRbLiA0LAxNmzR21GisXQ8zNVavg397+7WD/Nu3xdIVf2oaG9DygfuL3fXQkrxq1EC7d9D6kzXr4d+utb1Gu9ZY+qd27/BPPu4dsu5P9Bom9yd/rtJpNCt+Go0bamWeeZ+11sl91l9KY/0GtHwgr/dZri9zpVNC+q2SomFJn2VF32vQWL0W/n7GvNLb8U+WHf5+7bBy9Vp7jbtNNCwpD9fb4bxMjDrtDDotbDq5KSLxqYMAACAASURBVBOL7rHzCzkbLm8XiGg9gAZQIyCOA3BY9YqZna9GqM6xCsB7zLyeiJYAeJGZzxJRNQDrmfneHBNyNTErsRs3b8XMDz9GekYG+vfuibEjh2P2F3PQpHEjBHRoj+TkZEx4YwqOnTgJj0qVMOvdt+GrvRn8ct4CLFm2HO7u7pj08ovwa9vaVM5VGpyUYK8TshMzZ3+JjIwM9O8ehDFPPopP532NJg3vgn/bVkhOTsErM97DsVP/wqNSRXw8dRJ8a/ngy0XfIXjxj6ire+M5f9Y7qFalCqh0WXuNrSGYOeszZUvPbhg77AnMnjMfTRo1QED7tsqWqW/j2MlT8KhUEbPemgpf7Y2Xf59BuJKUhNTUNFSsUAELPv0I9W+vB5QxaLggv1bVbWSnUb2TPxq+NQ3k5o7zP/yI/2Z9ivoTJyBx/wHErFqNFr/+hAqNGiJZe2tyPfw89g0ZaneOmo8Mgsd99+LYq68DAO6/o4rd8dKt2qHCC68Cbm64vmIpri0KRvmnnkHa8SNI2fwPSjVqgorvzYZbxUrglBRkXIxFwqO9gTJlUPnrX7UyvoIr701H+qnjAIAqzz5un1enwvHuqp3IYEbf++pjTLt78dk/+3B3zWrwb1AHh87H4rmf1+PS9RSUKeWO6hXKYflY9ZnDJftOIVj7bOnodk3R7747s87r3necS8vDSEnRuKFtuXbFXmPbdsyc/QXS09PRv0dXjB36OGbPXYgmDe9CQLs2SE5OwYTpM3Hs5GnV1qdPhm+tmvhi4bcI/vYH1PW19ScLZr2PalWrAOUquNyO9CWf22ucDse7q3chIyMDfe+7E2PaNsVnG7Q2clcdHLoQi+d++cfWRm4ti+VjtDay/xSCtc+Wjm5zT1YbufCh/Se8yrZtj8qvTAK5ueHK70twed4cVBr3LFKOHMb1jf+gxpwFKH3nXUjX5mimR0aoERUAbu3TDxVHjAYAXJ43B0nLfss6r2/Ijhu/XsH+WuWK6xQAUHkPe1u2bMXMD2cpW3r1xNiRwzD7S80WP82WyVNx7PhJeHhUwqx33tLZshBL/si05QX4tdFsyUgzaGzDzI8/VW2kVw+MHfEkZn81F00aNUSAXzul8eYMW37NnJal4d+zv+16WLECFvxvFurffhvgXtr1ZWK4X3NJXqVcs9fYth0zZ/1PafToirHDhmB28AI0adgAAe3bKI1pM7V7h0qYNeNN3b3Dw7hy9SpSU1O1e4cPUf+2ejAOKFYa2v1Jj26axnw0adhQp/G2rc+aMcWgob8/ydSANRru7jaNrSGY+fFspKdnoH+v7hg7/EnM/mqeVq+0+6wpM3DshJZXb0+11ateA+zr1Wcfq3oF2NUtl5Q54DAW/Ebut0qERnqqvYYr+iy3UgYNF9UtzrC346NPVBvp3QNjRwzF7C+DNQ3NjsnTlB0elTBr5gybxvxFWLJsBdxLuWPSS8/DT+8od9O1Q1eVeYZt+rbL7DC2wy3bdGXSQyuTYDRp3FBXJtN0ZTLDUCYrNFuet5UJ2Y9PcFl+lfco8NyP3DopLgMYysxL8i1E5AvgGwDuABIBtAWwD0AVAC8z87ocT6JzUtzIGJ0UrsDopHAJZVyvYXRSuAKjk8IVGJ0UrkLvpBBuEgxOCpdgcFK4AqOTwhUYnRSuQu+kuJGx5FplcFK4hAzTJa8KF4OTwiXk4n6twBicFK6hcOctFyk6J4XrNCyoW4U8l1woIAYnhUtws2hZQp2TwmW4WdAOMxzXmCt0rGiHBieFyygEJ0Vua2g4TEZP5AVmDgPQkYgaAbgLwCLtvLuYrajBgiAIgiAIgiAIgiAUZ3LrpJgJYCIRrWfm3H0HzgnMfAzAsYKcQxAEQRAEQRAEQRCEkkeunBTM/C0RNQQQSkTbAcQ7BuEn85sIIgpm5lH5jS8IgiAIgiAIgiAIwo1PrpwURDQUwGsA0gE0h+PUj4JOlJxTwPiCIAiCIAiCIAiCINzg5Ha6xzQASwGMYOZCX0mLmfcU9jkFQRAEQRAEQRAEQbixyO0Sn9UAfFEQBwUReRDRu0R0nIguatsxbV/l/J5XEARBEARBEARBEISSQW6dFFsAFPRbkD9DrWXRgZmrMXM1AB21fb8U8NyCIAiCIAiCIAiCINzg5Ha6x3gAPxNRPIC/4bhwJnLxGdF6zPyeIU4kgPeIaHgu0+F6UpNdLkFlyrpcg5MSXa6Ba5dcLnHwiuvLY+mOMJdrfP5WLZdrWAYXdAmaXFBSvtluxXe1y1VwvYYVeNV0uUS1+tVcrgEASLnueo3SZVyvkWqBHVYMpExLdb2GVd+edzVu7i6XYCvaBwBys6BMrNBIt6D+lrKgP7Hi3iHlmus1rMgrK7Di/gSwpo2UlPvSjJwepQsB9xvnWpVbJ0XmJ0O/cXKcc3Gus0T0CoCvmTkKAIjIC8BQAK5/ShQEQRAEQRAEQRAEoViTWyfFdBT8Cx4PA3gVwEYi8tT2RQH4A8DAAp5bEARBEARBEARBEIQbnFw5KZh5akGFmDkewERts4OIhgFYWFANQRAEQRAEQRAEQRBuXIrLxJRpRZ0AQRAEQRAEQRAEQRCKFqcjKYjoTQDzmPlCbk5ERARgMoBgbUFM4/GDzqIC8MqNhiAIgiAIgiAIgiAIJZfspntMAfAXgFw5KaBGZUwBsAKAg5MCyhERBMcvgxCAbbnUEARBEARBEARBEAShhJKdk4IAvElEMbk8V07fZlkBoAIz73eISLQhlxqCIAiCIAiCIAiCIJRQsnNSnAPQJI/nOwcg2ewAM49wFomZH82jjiAIgiAIgiAIgiAIJQynC2cycz1mvi0f2xErEr5pawiC+gxAYK9+CF7wtcPxlJQUPD9xEgJ79cPAIcMQfsE2a2XO/EUI7NUPQX0GYPO2EOcaITsQNOBRBPZ7BMFfLzbXmDQFgf0ewcBhoxB+IQIAEJ+QiCFjn0Mzv86Y/sGsnG0J2YGgAY8hsN/gHHQGY+Cw0Qad8WjmF5Sjzuade9DliTHo/NgoBH//i4lGKl6Y9h46PzYKg8a+hPDIKADAwWMn0Wfkc+gz8jn0HvEs1mx2nl+bd+xBlyGj0fnRpxD8XTYajz6FQWNfRHhEpsYJ9BnxLPqMeBa9RzyDNZudz/6pF+iPEQd2YOThXXjw5fEOx1s8NxbD9m7D0J2bMOjPpahUp3bWMb+3p+D/7J13WBRX98e/A9iiWCJNBU3RWGKKqcZGc8GGCoqaorErJpE0NdGQqHljmtGYYhRrIjHF5DV5JclrQSlSFLBgAez0LXTFCCx7fn/MuDuzOwuLuOMbfvfzPPMoO/fOd84959x79+6UGemJmHk8GX6ffWhVo1/gcCzPSsfK8ycQuOQ1i/1D581EREYylh0/jDcT9qJL394AgM49uuOL6xosO34Yy44fxnPfWPdJwpmLGLXiGwS+tx6b9lnaW1Orx+tb/o3A99Zj8ifbUFBSDgCoravD29/9B+M+iMSYlRsQuTfRqoYiOZKYjMDgUKjGTkDkNmsay6AaOwGh02ZKNbZuh2rsBAQGhyIhKeWO2qGUTnxSMgJDJkM1biIit30nr/HWO1CNm4jQabOMuQ4AG7d+C9W4iQgMmXzH20sJjYSzFzHq/Y0IXPENNu2zLFdTq8frW39D4IpvMHn1dmmO7NiDcas2Y8y/IhEpk183cXj0abT+4ge0/uonOAW/YLm/3yNo/elWtPk5Do4DfUyf938MrVdvN25tfjgIx6eGyrdV8hEEhj4P1YR6+vdl70E14VmEzhT17xVC/+7TcP/O5+EkqMbWE1dLlkE1dqJMHn4L1diJCAyeVG9c8WNImDCG/CKjUYvXVnwijCFvmo0h4Rg/OxzjZi2sdwwx2qLE2D5pKlQTn0Pkd9/LayxbAdXE5xA6M0zqkwWvYoDvCKxc/Xn9diiR60poKDAPSkhJxYhnZyBg8ouI3PGjrMZr7/4LAZNfxKQ5ryC/iL+jODE1HSEzFyBo2hyEzFyAlPTj1u1IOYrAKS9CFToVkd/9IG9HxPtQhU5F6OyXTBpH0xAyYz6CXpiNkBnzkZxWj4YCbRWflILACc9CFTwZkdt3yGu8/S5UwZMROn2OVGP+KxgwTIWVn6ypVwNoRvMHRXI9BYEhU6AaH4rI7Vby8O0IqMaHIvTF2VKfzHsZA4b6Y+XHn9moMakev0dANX4SQl+cI6MxvBEadrRDgbFKsXmpve1QwB9GWxSYY98SRPTP2arKiarKSV9ZQv5+vpSbfYaqy3UUNHoUnc84Rjf3U1U5RW3bTBFvLyGqKqfoX3+m8JcXEFWV0/mMYxQ0ehRVl2kp99wZ8vfzJX1lialuuYaoXEP6kkLy9/Wh3DPHqVqXT0GjRtL5YynG/VSuoajNGyhiySKicg1F//w9hS+YT1SuoaqiK5Qau592btlIK5a9JanDb2rjpi8pEHSOUbUuT6RjKhO1+RuKWPImUbla0JlHVK6mqqLLlBq7T9BZIqljKMg2brW5Z8nfZxjlpMbRjSunKWhEAJ1L3C8pE/X1Gop4YyEZCrJpz45NFD53JhkKsqnq4kmqyT1LhoJsUmck08CnnjT+bSg8Z9xq8zJ5jbR4upFzhoJGBtC5pAOSMlHr1/Iahed4jXmzyFB4jqouZVBNbiYZCs+R+lSKoMH//Unru43bp3e5UNnFS7SxzwBa7exOmpOnaMujz0jK/BAwltZ06kaftL6b9r3yBmXu+jd90vpuivIJpPykFPr0Lhf69C4XKkg5Sj+oguiT1nfTPDgbt/kOHUh74RItu/chWtDibso7kUHL+z4hKRPu3NX4/6+DJtHpv/bTPDjT0h4PUv6pM5KyNzf9/m+NW/XebeQ/6Cm6/MPndP2vrRTkO4SyvlstKbMj4hV6Z+Zk0u//lv7z4WJaOGUc6fd/S7+tWkThz44n/f5v6eofm8ln4JOU8+M6Yz1FcuRaGdG1MtJXFPMaWaepukwraKQb99O1MorauonXuFZG0b/+ROEvLSC6VkbnM9J5jVIN5WYLGhXFprpK2CHa7KZztcS46cu15O/rS7mZGVRdquY1TqZJykRtiaSItxcTXS2h6F9+pPCXwoiultD5k2m8RkkR5WadIn9fX9KXa/l6StihgIZ+7zbjVv3XFj5Hvl9D1//YTEE+Qyhr+6eSMjuWvUzvzJhM+r3b6D+rFtHCyeNIv3cb/fbBmxQ+hf//1T2RfI7sXEv6vduoKmSQaZs4hOqK8ul62ESqmjSM6i6fo+sLn5OUuT4vhK6/NpVqD/1JNz5ZKq1/c5sWSIbKCqqa4mv8jMrURGVq0hcL/fvpY1StFfr39BTjfipTU9QmoX8vU1P0T0L/XqamqsLLlHpI6N+XLpHUoTI10bVSomulpK/QCXl4iqrLNKI8LDVuUVsjhTwsFfIwjOhaqSgP1ZSbfVrIQ52xnqEgiwwFWVSbe0YYQ2LpxpVTwhiyz7jfUJAlGkOyaM+OSGEMyRLGkDNkKMgidUaS0L+fMdZTJH5LC42bXpfH++RUGlVrcgSfJEnKREWup4glbxCVFlL0TzsoPGweUWkhVRVcpNSD/6Wdm7+hFUsXS+ookutKaIjmKvaaBxm0OcattugS+ft4U87xFLpRcIGCRo6gc0fiJWWiNnxJEYteI4M2h/bs3E7h8+eQQZtDpw/HUNHZdDJocygrJZaGDHpGUo+K84iK80ivuUL+Pt6Ue/IIVRddoqBRI+h8aoJxPxXnUdTGryhi8etExXkU/cO3FB42l6g4j84kHiR15nGi4jzKPhJPQwY9I6mnyJyxQktUoSV9aZFJo7iAgkaPpPPHjxj3U4WW13hrEVGFlqJ37eQ1KrRUpc6h1Lj9tHNrJK8hqkMVWmXyUDQ3sNv8QYlcryw2bvoyDa9x9iRVlxTxdpxIlZSJ2rKRIt5aTFRZTNG7fuDzsLKYqjR5lBofQzu3bqIVy96W1KFKnXHTl6kFjRNUXVIoaByVlOE1FhFV6gSN+USVOqrS5FJq/AGT30V1lLGjWJGxSpF5qRJ2KOEPpeaMt+F7///KK0gbRcbpM+jh5Qkvz25o2aIFRgcGICY2XlLmYGwcgoNGAwACh/sh+WgqiAgxsfEYHRiAli1bwqtbN/Tw8kTGacuLPzLOZKKHZzd4devKawT4Iyb+sFQjLgHBo0fwGn4+SE5NBxHhrjZt8MSjD6NVq5YN22KTzmGRjjeSU481Sicj6zy6d+0Cr64eaNmiBUb5DUNM4hFJmZjEIxgf6M9reA9G8rGTICK0ad0aTo6OAPjVNP4lLnIa59C9m7mGdIUwJjEF40fc1BiC5HSRhlPDGl2efAxlFy+j4koODLW1yNq1Gz3HjJSUyYs/DP3ffwMACo+mwblbV34HERxbtYJjy5ZwbNUKDk4tUKW1fNzKPU89Ae2FSyi+fAV1tbVI/fFXPDxutKTMjatXjf9v2bYtiEj2fK1x6kohurveDS+XTmjp5IiRj/fDwYxzkjIHM85j/NMPAwACBvRFSvYVEBE4jsPf1TXQ1xlQXVOLFk6OaNu6lYWGIjly+ix6eIo1VDIa8QgeI2j4+yE5VayhEjS6ooenJzJOn70jdijWXmfOSjUChltqxCUgeMwoob18kXw0zaQRMNzUXl6eyDhzZ9pLCY1TOYXo7tJJlCN9cfCUWY6cOo/xT/N3JAY82gcp54QcAfB3TS2fI7W1aOHoIJsjDj37gtT5IE0hoNdDfzgGjk9Kr4YgnRqUcxGoJ8cdn/FF3fEUoMbyTseMs2b9u0qmf49voH9v2UD/blMemsVValrj8tBiDBlqZQzx4zUkY0grszGkPlsUiN+zWWY+8UNMvPSKtIMJiQgeJfjE1xvJaemN84kSua6Ihv3nQRmZ2eju2RVe3brwsTXcBzGHpVc/xRxOwviRAbyGzzAkpx8HEaHfAz3h7uICAOh17z2orqlBTU2NpYa5z4f7Isbsis2DCUkIvqnh643kND4P+/XuBXdXQeO+e1BjTUOJtjqTKfW5ajhi4uT6k5FWNB5pMHaBZjR/uFO5Hpcg1YhLQLAwVxXnodEnjfV7gL8VjZu57oPko+mN1FDADiXGKkXmpQrYoYA/eFuUmWPfKv/IRQqNVgcPd9NbS93d3aDR6SzKdPHgyzg5OcG5XTuUlVdAo9PBw0NU180NGpkvqxqdDh7ubqJyrtDois3KFKOLUIbXaIuyiorG2aIrltHRWZRpio6muARd3FyMf3u4doamuERSRisq4+ToCOd2bVFeWQkAOHk2G2OmL8DYma9g+WsLjBNO6TmWoIurq0jDBRqdmYaojJOTI5zb3YXyCjONGS9j+esLjIsWYtp17YKr+QXGv68WFKJdty5W7X5o+gu4tDcGAFB4JA158YcRdvksFlw+i8sHDqI0+5xFnU7duqAsL9/4d3l+ITrdXOgQ4b1gDt6/cBIhn6zEzwsXGz93ubcHlh5LwOuxf6LnkGdkz0tTfhUenZyNf3t0bA9t+VWZMu0BAE6ODnBu0wrlVX8jYEAftGnVEt5L18E/4ivM8H8aHdu2sdRQJEe0DZbT6HTo4iGOXUFD9vy0d8QOpXR4DVGuy2nodOjiboOGu2s9GkrYYWeN8mvG+AcAj47OljlScRUeHa3kSMsW8H7nC/i/u95qjnB3u4KKTTFHpVpwnV0tyjWE0+Dh0B/eL7tPo7Wxf3drQv+u08HDQ6xhLQ9l/GFDTAJyY4iLjWMI7zO+f38JY2cutDqGAAqO7W6uonJyPtGhi/vNsUrQaIxPFMt1O2soMA/i49987iDV0OpKjGWcnBzh3Latce5wk72xCejXqydaynyp5OdZIp+7NmQHr1FmrnEoHn0f6GVFQ4m2Mve5TOxqdU2flzaX+YNiuS62wzKXeJ+I26qRfjfPdbm2aqLfFbFDibFKqbiytx0K+ENWx05z7Fvlji5ScBy3yoYyczmOS+M4Li1y63YAAMHyVy3zH2fkft3mOGufW/60I/fDmU0aDb7kpPHHaLKODTbLXw3Al3mkX29Eb1+PXRvWIHLnLlTL/Iogh4WGfCGpxsa1iPx+F6qrZTTkfoKz8gtnvymh8HjsUaSu/RIA0PG+e3F37wewoedD+Ob+/ujhMxSeg2UWEWRjwVIjbv0mRPR8BLuXvIeR7ywCAFQUqbG0+4NY9dhQ/PL6UszcuQWtnZ0t6tbXDvVpcuCvwnDgOMSuWoh9K1/C9pgjyCs2f6vvHcwRW+zgONs1FLBDKR1byv0T2utOaVjmiHyRUzlFcHDgEPuvV7BveRi2HzwqmyON6U+s0rEzHLrfB8OJI7K7ZdvKRp/birW2tkXDlrrCARo8x/quKOP796+xa8NniNz5i9Ux5M6N7bbEVlN9cptzXRENi49u/zzoVmNLVOb8pSv47JvNWLH4VXkJmc8s5yf158L5S1ewev0mrFxs+Zwq/hxlNCzKNK2tbtnnjZ2XNpf5gxK5LvOZLXPfRvndlnFE1mf/Y3YoMFYpE1cK2GH50W33B38MZebYt4piixQcx31htn0JYMHNv63VI6JIInqCiJ6YO3M6AMDDzQ1qjcZYRqPRws1V+guYh7sbioQHd+n1ely9dg0dO3Tg66pFdbVauLm6wBwPN1eoNVpROZ1FOQ83VxQJZXiNKnTs0B6NQQkdd1cXFGlNK/pqXQncOt9ttYy+ro7XaC/9gn1/Dy+0ad0a5y7nyGh0RpFo9U2tK4abi7mGqYxeX4er1643SuNaQSGcPbsZ/3bu1hXXCtUW5Xr4emPgktexe+LzqBMmw73GjUbR0TTUVlWhtqoKl/YeQNenn7CoW5ZfiE5epodtdvTsinLRw8bMSfvxFzw6nr8MSl9Tg6rSUgBA7rETKL54GW4P9LSo49HRGeoy06/C6vJKuHVoJy3TqT3UZfyvOPo6A67+XY0Obdvgj7QzGNrvfrRwdERn57YYcJ8nTudYnp8yOdJwOQ83NxSpxbF7DR07tIeHu8z5uVj+iq2EHUrp8DaLcl2jhZuLTHtpzDXaW2poLPsJxexQQqOjszH+AUBdftUyRzo6Q11uliN3CTnS9z5pjuRa9hNUogXnYvpFg7vbDVRabFGuPpwG+6HuaDxQVye7X7Z/t/C5K4q0Zv17e9v7d75NxRoy/nCT80d7KzFpmYeWY0jxbR9DjLYoMbaLfu2xPubeHKsEjcb4RIlcV6Q/UWB+4uaKIq353KGzWRkXYxm9vg5Xq0yxpdbq8PLS5fj4ncXoLnPVI8BfnaHWiHyu01loeLiK7bip0d6k8fa7+Pjdt9Dd04qGAm3F54fY5zL9ibvbbZiXNpf5gwK57uYqPRerGuK2aqLfrbVVk2JLITvsPFYpNi+1ux3294fRFgXm2LeKkldShAC4G0AagHTh31rh/+mNOdBDD/bDldw85BUUoKa2Fn/s3Qc/H+m9xH7ew7B7zx8AgL0HDmLgk0+A4zj4+QzFH3v3oaamBnkFBbiSm4eH+z9oqdGvD67k5SOvoJDX2BcDv6FDpBrDhmD3H//lNQ7GYuATjzV6FUleZ7CZzmCRTlyjdR7q0ws5BYXIL1KjprYWfx6Mh9+gp6Qag57Gb8KtEXvjEjFwwMPgOA75RWrohQl4gVqLy3kF8BRd5mTU6P0AcvLNNZ621PjvTY3DGPiYSEPfsEZR2nF06nkfOvToDocWLdAnNBgX/vhLUsbtkYcQ8NVn+PfE53FddKllZV4+vIYOBufoCAcnJ3gNHYySLMvbPXJS0+HW6z50vqcHHFu0wJNTJiDjP39KNXreb/x//9GB0J6/CABo59IZnAOfUi733gO3Xvej+NIVC43+PboiR1uK/OJy1Ojr8Ff6Wfg+9ICkjO9DvfDbkQwAwL7jmXj6gXvAcRy6dGpvvPf+enUNTl4pxH0enS00FMmRB/viSl6eKXb37oef9zAzjaHYHS1oxIg0vIfhj737BY1CXMnLw8P9+90ROxRrr35m7bXvAPy8zTWGYHf0n0J7HcLAJx8X2mso/th3QNpeD96Z9lJCo3/3rsjRlYlyJBO+D/WSlOFz5DQAYN+JLDz9QA9RjuSIcqQA97lb5ojhQha4Lp7g3LoATk5wGuKPurTDFuXqw3GICvrDB6zuf6iv0L8XCj7fHwO/YWb9+9Am9u+yeWjuj6FmcfWEKa5syUOLMSRBpn9/Cr/tPchrNDiGuFto8LYoEL99ews+KRJ8chB+QwdJNYYOwu4/BZ8cugWfKJHrimjYfx70UJ/eyMkrQL7gjz8PxMLP7CpHv8HP4Le/9vEasfEY+Nij4DgOlVevYd6id/D6/Fl47OH+1jX69sGV/AKTzw8cgt8Qc58/g903NQ7FYeDjA4wac99citfnz8bj9Wko0Vb9+gj5cbM/OWClP/nLpPHkLcxLm8v8QbFcz5fm4TBzvw/F7mjBJ6I8tF1DJrYsNMS5HnsLGgrYocRYpci8VAE7FPAHb4syc+xbhbP1oX8cx7UFMAvAMACdAcwlovMcx00BcIKIshqo7wzgfQBuABYRUQHHcZeI6D6bz/Z6hfFk4xISsWr1GtQZDJgwLghhs2di3fqN6N+vL/x9hqG6uhqL3nkPmdnn0KF9e6z96AN4Cb/Cf7N5K379fQ8cHR2x9M3X4S0erGpNDz+LS0zGqjVf8BpBoxE2cxrWbdyM/n37wH/YEF7jvX8h89x5XuOD5fASVvL9xoXiWlUVamv1cHZuh61ffIae990rHFna5rzOl4LOKEFnC/r37S3S+UDQcTbTmSSjcw+oSnpfUlxKGlZ9vQkGgwETRg7H/Bcm44utUejfuxf8Bj+N6poaLF61BpnnL6FD+3ZYE7EYXl098Pu+g9i08xc4OTnBwYHDgmlTMPzmsxbMkiEuJRWrvrqpocL8qWYa1TVYvOozk8a7S6Qajo5wcHDgNYbyGqvvGyjRuDdwOPw+/QAOjo449e1OpHyyBoMj3oL62Alc/OO/mPTHv+HyYF9UCat7jSKKngAAIABJREFUlXn52B36AjgHB6jWfQrPIYNARLiyPwaHlkQAAC7eqJVo9B8ZgNDPP4KDoyOStu7AX6tWI2jFMuSkHUPGnr8w6fOP0We4D+pqa3G9rBw/vvwmis5mYUDIWAStXAaDXg9DXR32vLcKp6L5we/r/V9J2+r0BXz0634YDAYEP/MI5o8Ygi+j4/Bg9y7we/gBVNfqseTb35GZp0HHtq2xemYwvFw6oepGDZZF7cHFomIQgOCBD2OWyjShcxw0zqRhrxwR9RlxhxOxavVaXmNsEMJmz8C6bwQNb0EjYjkys86hQ4f2WPvhv0Qa2/Drf25qvAbvwSINUWzZzQ4z7KJjkP7CHnc4Cas++xx1dQZMGDcGYbOmY903kUJ7DRXaawWv0aE91q5636SxZTt+/T0ajk6OWPrGq/C+OZF3kN7fr0R72UOj7vBuqcaZC/jo1wMwECF44MOYHzgYX/4Rz+fIQ734HPluDzLz1eh4VxusnjGOz5HqGiyL+gMX1cUgEIKffhizhvP9SPXGTRINh8eeQcsZCwEHR+gPRkP/63doMWU2DBeyUJd2GA7390HLJR+Ca+sM1NaAyktx41X+VaWcqwdafbABN+YFW1xjeteWf5vsSEzGqrWi/n2GTP++XNS//0vUv48X9e/tTP07AKCF6b74uMNJojwcI+RhJPr36yPKwxWiPHzfLA+jBX+8KslDqjD94sOPIZtFY8gkfLH1e/Tv3VNmDHHGmohFQv9+SGYMMfXrXEcP+8dv9XWpRlIKVq39itcYMxJhM6ZiXeRW9O/TG/7DBvMaK1aZxvb33xX5ZDKuXb+O2tpawSer0fPee4AW0oez2iXXzbCLRp1eqmGHeRDV3JBqJB/BqnXf8LE1OhDzX3weX2zejv59HoDfkEH83OH9j5B5/iIfW8uXwatbF3yz/XtERv2IHqKrG7as/QidO3XiY8vB9DtcXNIRrFr3Nd9WY0YibPrzWLdpG+/zobzGopUfIvPcBT4PV74Dr25dsX5bFCJ3/IAeXqarOLeu/Rid7+Y14CTKQ3vNGcXjYWIyVq1Zx9sxdjTCZr6IdRsEDe+bGu8jM1ukIfjcb+xEqcaXa0waTtLnbNglD836SbvMH2r+lmrYI9fN2+pwkuCTOr7/nTUd6zZsEnwi5OG7K01ttWqlySdBIVKffPW54BPztkriY8uo8aKMxvsijRUijQlmGmsFDU4BOwCI89BOY5XYFrvNSyGe+9rJDoPB/v5wdJL63V5zxrs6NPneD5sWKTiO8wIQC8ATQBaA/gCeJKJjHMdtBOBIRLNtEuS4xwGsBvAHgJeJ6B6bz1a0SGE3ai2f0H77sb8Z5osUduE233skh/kihT0wX6SwB+aLFPZCvEhhNxp73/6toEBsKYJB/jaA24qD/EMI/2mYL1LYA/NFCnshXqSwGy0afnJ3UxEvUtgL80UKu2C2SGEXWli+QeYfidkihT0wX6SwF+JFCrvhZP88VGQ8VMIOJeYOZosUdkGJtlLge4Ll0wfshBJ5qIgtCvhEtEhhN8wWKezGbViksDVyPgNQDaAXgMchjYY48FdX2AQRpQPwA/A3gMZdW8tgMBgMBoPBYDAYDAaj2WLrcooK/O0duRzHmf9sVwCgm0wdqxB/+cbXwsZgMBgMBoPBYDAYDAaDYfOVFC0BXLWyrwP4B2DeMhzHRTalPoPBYDAYDAaDwWAwGIx/PrYuUmQAmGBl30g08u0cMmxsYn0Gg8FgMBgMBoPBYDAY/3Bsvd3jUwC/CK822Sl81o/juHHg3/gxtiknITyngsFgMBgMBoPBYDAYDMb/Y2y6koKI/g1gAYBQADdfCv8dgFfBv6Hjvw0dg+O4DhzHfcRxXBbHcSXClil81vFWDWAwGAwGg8FgMBgMBoPRPLD5vTBEtAH8AzIDAbwA/jYPTyKy9XkSPwMoA+BDRJ2JqDMAX+GzXY06awaDwWAwGAwGg8FgMBjNDo5seG8xx3HTAPxBRCUy++4GMIaIvmvgGNlE1Lux+yRcr7D/S2r1NXaXQF2d3SXo70q7a3At29hdg25U2V+jQmd3Da6Tm901AIDroIAOp8A7r2ur7a/RopX9Ner0dpegCq3dNbi7u9pdAzaMRU3FcOWU3TUAwKF7P/uLGBQYR8qK7K7Bdfa0u4YSbQUH8xef/UMhg/01nFraX0Mpam/YX0OJ2HJsYX8NJfjb2jP+byPNpa0cFJjLAcrErxLzUv6RBwxbuatDkxvMVq9uA3C/lX33CvsbIofjuMUcx7nf/IDjOHeO45YAyLPxPBgMBoPBYDAYDAaDwWA0U2xdpKhvNaQtAFt+LpwMoDOAOI7jSjmOKwUQC+Bu8M+6YDAYDAaDwWAwGAwGg/H/GKtv9+A47lEAj4k+CuI4rr9ZsTYApgA435AQEZUBWCJs5lozYNvVGAwGg8FgMBgMBoPBYDCaKfW9gnQcgPeE/xOAZVbKlYB/DWlTWAG2SMFgMBgMBoPBYDAYDMb/a+pbpPgcwHbwt3pcAhAC4LhZmWoAGrLh6Zscx2VY2wXA3co+BoPBYDAYDAaDwWAwGP9PsLpIQUQVACoAgOO4ewEUEVFTXn3hDv71pWVmn3MAkppwXAaDwWAwGAwGg8FgMBjNgPqupDBCRDm3QSsaQDsiOmG+g+O42NtwfAaDwWAwGAwGg8FgMBj/YGxapAAAjuPmAggD0BtAK/P9RFTvi3CJyOpzK4joOVvPg8FgMBgMBoPBYDAYDEbzxKZXkHIcNw3AlwBSAbQG/5DLKACVAC4CWGmvE7RGfGIyAsdPhGpsCCK3fmuxv6amBq8uWQrV2BCETp2B/MJC476NW7ZDNTYEgeMnIiEp2bpGUgoCJzwLVfBkRG7fIa/x9rtQBU9G6PQ5yC8sAgCUlVdg6vxXMGCYCis/WdOwLclHEDjpBagmPofI776X11m2HKqJzyF05nyTTkUFpi4IxwDfEVi5+vN6NRKOpmPEtPkIeH4uInfuktGoxWsrPkbA83MxKewN5Ks1AICMzHMYP3shxs9eiHGzXsH+hHraK+UoAqdMh2rSNETu+EHejoj3oZo0DaFzXkZ+kRoAkHg0HSEzwxA0dTZCZoYhOd380SdiO45hxIthCJg6D5E//CJvx/ufIGDqPEx66U2THVnnMH7uqxg/91WMmxOO/Yet25Fw7DRGvrwMgQvexqZ//2mpUVuL11ZvQOCCtzF5yQco0BYDAAq0xXh0ShiCX1+B4NdXYPkGy5gx2ZGOEdPCBH9YsWPFJ4I/3jTzRzjGzw7HuFkL6/dHYjICgydBNXYiIrd9J6NRg1eXLINq7ESETpspzZGt30I1diICgychISmlfg1752HyEQROfA6qkCmI/DZKXmPpe1CFTEHojLnSPAxbiAHeAVj56Vqrx1fUlqQUBIZMgWp8KCK3W/HJ2xFQjQ9F6IuzpbbMexkDhvpj5cef1WsHnyMLEDB1PiJ/+FVGoxavvf8pAqbOx6SXFlnJkVex//Ad9ntiMgKDQ6EaOwGR26xpLINq7ASZ+N0O1dgJCAwOrTd+lch1JXyuRI4kpJ7AiFnhCJj+CiJ/+k1GoxavfbAWAdNfwaSFS5Gv1kr2F2qL8di4qdiy6z/129JM2ksRO5TSsPM8SLH+RJGx6nmoQp5tIK6eReiMeWZxFY4B3oGNiKtJ9fgjAqrxkxD64hwZnw9v0OdAM/JJylEETnkRqtCpiPyunnlp6FSEzn5JNC9NQ8iM+Qh6YTZCZsxHcpr1eWl88hEEhj4P1YR6/L7sPagmPIvQmfOkc/iwcAzwscHvSmgoketJyQgMmQzVuHrmpW+9A9W4iQidNsuoAQjz0nETERgyueF5qZ3nDkrErlI6StlySxBRgxuAYwCWA3AEYADwmPB5JwAnAbxsy3GavFWVE1WVk76yhPz9fCk3+wxVl+soaPQoOp9xjG7up6pyitq2mSLeXkJUVU7Rv/5M4S8vIKoqp/MZxyho9CiqLtNS7rkz5O/nS/rKElPdCi1RhZb0pUXk7+tDuWeOU3VxAQWNHknnjx8x7qcKLUVt3kARby0iqtBS9K6dFL5gPlGFlqrUOZQat592bo2kFcvektShCi1RaZFx0+vyeZ1T6VStyaWgUSPpfHqypExU5HqKWPImUWkRRf8UReFh84hKi6iq4BKlHtxLOzdvoBVLl0jqGAqyjVtt7lny9xlGOalxdOPKaQoaEUDnEvdLykR9vYYi3lhIhoJs2rNjE4XPnUmGgmyquniSanLPkqEgm9QZyTTwqSeNf5Mu17jp1ZfJ38ebck+kUHXhRQoaNYLOH02QlIna+CVFLHqdSJdL0T98S+Hz5xDpculMYgypzx4j0uVS9pE4GjLoGWMdQ16mcau9cpr8vYdRzpFDdONSBm9Hwl5JmaivPqOI118hQ14m7fl2I4XPnUGGvEyqOn+Caq6cJkNeJqlPJPJ2CH/XnY43bjUnY8l/6GC6cuBX+vv4QQpS+VH2Xz9Kyuz4dAVFvDyH6k7H0382rKaF05+jutPxlHvw3zTK30dS9uZmKMgybrW5ZwR/xNKNK6cEf+yTlDH5I4v27IgU/JEl+OMMGQqySJ2RJPjjjLEeXSslulZK+godnyNZp6i6TCPkSLpxP10rpaitkXyOXCul6F9/ovCXwoiuldL5jHQ+R0rVlJt9ms+RCp2prhJ5WK4hKteQvqTQlIe6fD4/jqUY91O5hs/DJYuIyjUU/fP3fB6Wa6iq6Aqlxu6nnVs28nkoqkPlGsl52s2WymLjpi/T8LacPUnVJUW8xolUSZmoLRsp4q3FRJXFFL3rB94nlcVUpcmj1PgY2rl1E61Y9rakjiHvrHGrvXKK/L2HUs6Rg3Tj0klRjpjKRH21WsiRs6IcOUtV549TzZVTZMg7S+oTh4Uc4f9WpK2ulRk3fUWxEL+nqbpMK4pfU5morZuE+C0T4ncB0bUyUfxqKDdb0KgoJrpWpkiu152Ot7vPqbJYkRwxXD5BhssnqPbCMT6ukvbSjXNpFBSoonOx0cb9hssnKOqLjyni1QVkuHyC9mz7msJnvyjZ/9KMF+iVWdNo0ycrJZ8rkSNim+zWXkrYoYSGaK5it3mQEv2JUhrlaqJyNelLCoS2OkbVujxRXKmNW9Tmb/i5XLlaiKt5ROVqqiq6TKmx+4S4WiKpQ+VqokodUaWO9GVqwecnqLqkUPD5UeN+qtQJPl9EVKkTfD6fqFJHVZpcSo0/YPKHqA5V6pqPT4rzjJtec4Wfl548QtVFl/h5aWqCpEzUxq8oYvHrRMV5/Lw0bC5RcR6dSTxI6szjRMV5lH0knp+X3qxXpjZu+mLB76ePUbVW8Ht6iqRM1CbB72Vqiv5J8HuZmqoKL1PqIcHvS5dI6iiioUSuV2iJrpYQXS0hfbmW/H19KTczg6pL1bzPT6YZ99PVEoraEkkRby8mulpC0b/8yPdZV0vo/Mk03uclRZSbdYr8fX1JX246tr3nDnStTNH8+MfnYVU53Y7v/TZdSQGgF4B4YYHCAKClsMBRBuADAOG3b9mkYTJOn0EPL094eXZDyxYtMDowADGx8ZIyB2PjEBw0GgAQONwPyUdTQUSIiY3H6MAAtGzZEl7duqGHlycyTp+x1DiTKdVQDUdM3GGpRvxhBI8eyWv4+SA5NR1EhLvatMETjz6CVi1bNmzL2Uz08OwGr25dBR0/xMSb6SQkInhUIK/j643ktGMinYcb1MnIOo/uXbvAq6sHWrZogVF+wxCTeERSJibxCMYH+vMa3oORfOwkiAhtWreGkyN/J09NTQ04jpPXyMxGD8+uJjv8fRCTkGhmRxKCRwXwGj7DkJx+HESEfg/0grurCwCg1733oKamBjU1ls9ozcg6j+7dPEx2+A5FTNJRqR1JRzA+wE9kR4ZgRyuRHbWQtwLIuHAZ3bu4wcvDFS1bOGHUkKdw8Kj0MSoHU09gnO8gXuOZx5FyKuvmYp5NWPpjqBV/iO04KWNHDay4Axmnz6KHpzhHVDI5koDgMaN4DX9fJKemiXJEJeRIV/Tw9ETG6bMyGgrloTg/Avwt8yMuAcGjR/AafuZ5+DBatbIhDxWx5axUI2A4YuISLG0ZI/Qp/r5IPpom7VMasIXPEVFs+Q5BTJJZbCUdxfgAX17De1Djc0SJtrIpfuMRPEbQ8PdDcmpq4+JXiVxXwucK5EhG9gV07+oBry7ufFv5DEJMcqqkTExyGsarfHiNoQORfOK0sa0OJB2FVxd39Ozh+f+jvRSxQ6G2svM8SJn+5H9lrDosiitvJKcea2RcmfkjwN+Kz2+O6z5IPpreKJ8r1l5KaJzNkvpkuC9iEqTP6T+YkITgkcK8VDS/7tdbNC+9r555qcUcXsbv8Q34vaEcUUJDiVyX67PMfR5nNi89KpqXBgw3jetensg4IzcvVWDuoEDsKqWjlC23iq2LFH8DcBBeNaoGcJ9o3zUAXW/rWTWARquDh7vpraXu7m7Q6HQWZbp48GWcnJzg3K4dysoroNHp4OEhquvmBo1WWhcAX87dTaThKq8hlOE12qKsoqJxtuiK4eEm0nFzhUZXbFGmKTqa4hJ0cXMx/u3h2hma4hJJGa2ojJOjI5zbtUV5ZSUA4OTZbIyZvgBjZ76C5a8tMH6RadiOErMyJeji5irY4Qjntm1RVlEpKbM3NgF9H+iJljKdnaa4BF1cG7KjVGpH27Yor7zK25GZjTEzX8bY2Qux/LUwWTu0JWXw6NzJZEfnTtCUSl9IoykpQxehjJOjI5zvaoPyq9cA8JeBh7yxAlPf+QRpZ89ZHN9oh8QfLjb6Q7DjbDbGTH8JY2curMcfOnh4iP1hGecanZUc0ZrHvmV+AXcoD+2QH4rZYq7h5mrpE60OXdzFGo3N9VKZHCmVlLHMkbtEOXIOY2a+grGzw63miDJ+1zZYjo9fsd/F8Wt+ftJbDwCFcl0JnyuQI5qSUnRx7Wz828PFSlwJZcRxdf3GDWz6+Xe89EJowzrNpb2UsONOtJUd5kF3pO+1S59VLBNX5n3W7YirBsb12zEvbVY+cTWVc20o163MSw/Fo+8DveTnpVob/e7WFL8roKFYrtc/t9TozPssKz53t+zv+Pr2nzsoEbtK6Shly61i6yLFKQA9hf8nAFjKcdwzHMc9Cf42kCxbDsJxXHuO4+6X+fzheurM5TgujeO4tMit2wEABMtfssx/9ZP7tYvjrH1u+ZuhLeVky1j9/VEe+WM0/lwaEGmwvvyvg3yZR/r1RvT29di1YQ0id+5CtcxqsrX2bkyZ85euYPX6TVi56DWZc5HHNjt4HunbG9Fbv8Ku9asRufNXeTvkNMw8IqvAcXDt1AExkZ/g35+9h7dmTMKitZtw7frflmVv2R+CHf16I3r719i14TNE7vzlNvuDs6kuoFQeWurapNHYPFTCFhldC7/LlWmULbfm95s80vcBRG/9ErvWf1pPjtwhv9vS/1qNXxv9cZtzXQmfK5Ijt9pncRy+/O5nTA8ejbZtWjcsI/PZP7G9FLFDCQ0F5kHK9L13aM5o3p/Yo60sfP5PGQ//V8ZcG+eli+XnpTb5pIlzeEU0lMj1W9VozLiuyNzB/rGrlI5Sttwqti5SRIJ//gQARABoB+AwgBQADwB4o6EDcBw3Cfxixq8cx50RFjhust1aPSKKJKIniOiJuTOnAwA83Nyg1miMZTQaLdxcXSX1PNzdUCQ8EE6v1+PqtWvo2KEDX1ctqqvVwk30y6Oxvpsb1BrTCppGo4Obi7Sch7sbioQyvEYVOnZoX18zyOi4Qq0V6Wh1Fufj4eZqqdPedh13VxcUaU2rx2pdCdw63221jL6uTtBwlpS5v4cX2rRujXOXLd9IK2uHS2ezMi4oElbZ9Po6XK0y2aHW6vDy0vfwccQSdPeUvzDH3aUzinQN2dFZakeVNTtaydrh3rkT1CWmX1M1JWVwu7uj1I7OnVAklNHX1eHq9b/RsV1btGzRAp2c2wEAHrz/Hnh5uOJKoQbmWPqj2A7+cINaLfaHTI64yeVIe3i4m8e+Fm4u0rpGDbvnoav0XGzNj0bnoVK2iMtZs0Ws0Thbbi1HrteTI7kydijU/zZQjo9fsd/F8Wt2fjLxq0SuK+FzJXKEjyvT1V7q4hK4ia5CAYS4EsoY48q5HTKyLuDTLd/Db9pL+G73n4j8cTeifv9vPbb889tLOTvsrWH/eZBy87l//lhl4Q9r/eI/YjxUQMPVBWqN6ZddjU5mXuoq9onMvPTtd/Hxu29ZnZfK+t08R9xcUaS99Tm8MhoK5Lrs3FIufmXmpeY+11jml9EOO88dlIhdpXSUsuVWsWmRgoh+IqIPhf9fAPAggEAAwQB6ElGsDYdZCuBxInoUwAwAOziOCxH2NWrp5aEH++FKbh7yCgpQU1uLP/bug5/PUEkZP+9h2L3nDwDA3gMHMfDJJ8BxHPx8huKPvftQU1ODvIICXMnNw8P9H7TU6NdH0CjkNfYfgN+wwVKNoYOx+4+/eI2DsRj45GONXkV6qG8fXMnLR15hkaBzEH5DZXT+3MvrHIrDwCcGNErnoT69kFNQiPwiNWpqa/HnwXj4DXpKqjHoafy2N4bXiEvEwAEPg+M45Bepoa+rAwAUqLW4nFcAT9FtBCaN3riSX2CyIyYWfkMGSTWGDMLuP/fxGrHxGPj4o+A4DpVXr2HuomV4fd4sPP5w/wbsKEJ+kYa341CCpR3PPIXf9h2UsUNjskOjxeX8AniKLlMyavS8BzlFGuRrdKip1ePPw0fh++QjkjK+Tz6C3w/x9zXuTU7HwIf6gOM4lFZcRV2dAQCQp9Yhp0gLT3fLhLX0RwL8Bj0ttWPQU/htr5wdcv6QsePBvriSJ4rfvfvh522eI0OxO5p/o8HemEOmHPEeij/27hdypBBX8vLwcP9+MhoK5WFevsmOfTHwGzpEqjFsCHb/wX/p2XswFgOfuIU8VMSWvma2HIDfMHNbhmJ3tNCnxBzCwCcfv4VcF+fIYSs5cojXiEvCwAEP1ZMjMrmuRFvJxu8wM42h2B0taMSINLyH2Ra/SuS6Ej5XIEce6n0/H1dqLd9WsUnwG/iEVGPg4/htfyyvkZCCgY88CI7j8P2alTj43dc4+N3XmBY8CnOnBOOFcSOs2NJM2ksROxRqKzvPg5TpT+7UWGXWVsMGi+Iq7hbiSkbDwudDRON6bKN9DjQjn/TtI52XHjhkOS8d+gx2/yXMSw/FYeDjA0zz0jeX4vX5s+uflxrn8DdzJMZKjjTB70poKJHr/czG9X0HZOalQ8zmpY+b5qX7DkjH9Qfl5qUKzB0UiF2ldJSy5VbhGvMQsCYJcdwpInpI9HcXANEAvgUwnYgea/Ag1yuMJxuXkIhVq9egzmDAhHFBCJs9E+vWb0T/fn3h7zMM1dXVWPTOe8jMPocO7dtj7UcfwMuzGwDgm81b8evve+Do6Iilb74Ob3GnpTdd3hyXmIxVa9ahrs6ACWNHI2zmi1i3YTP69+0Df+8hvMZ77yMz+zyv8cFyo4bf2Im4VlWF2lo9nJ3bYeuXa9Dzvnv5AwtfBIw6SSlYtfZL3pYxoxA2YyrWRW5B/z594D9sMK+z4gNknruADu2dsfb99+DVjV/V9Rs/GdeuCzrt2mHrF6vR8957QH9L76mLS0nDqq83wWAwYMLI4Zj/wmR8sTUK/Xv3gt/gp1FdU4PFq9Yg8/wldGjfDmsiFsOrqwd+33cQm3b+AicnJzg4cFgwbQqGD3mG92HLNmZ2HMGqL9bz7TVmBMJefB7rNm1H/z4PwH/oIFRX12DR+x+Z7FixDF7dumL99ihE7vgRPYS2A4Ctn3+Ezp06gW5USTWOpGHV11sEO/wx//lJ+GLb9+jfuyf8Bgl2fLgWmRcuoYOzM9a88yZvx/5D2PTDr7wdHIcFUydj+JCBAACqkN5DFZeegQ+3/gSDwYAQ/8GYP3EMvvjhN/S//x74PfUoqmtqsWTdZmRezkWHdm3x2evz4OXhin3J6fjix9/h5OAABwcHvDJlLHyffJRvq07SL3u8PzaL/DEJX2wV7LDwhzPWRCwS/HFIxh8DjcflOph04g4nYdXqtXxcjR2DsNkzsO6bSPTv1wf+3kKORKxAZtY5dOjQHms/fF+UI9vw63+ihRx5Fd6DRTnCmdY27ZaHtdUmjcRkrFrzBa8RNBphM6dh3UYhD4fdzMN/IfOcKA9v5se4UGkefvGZKQ9btJL6xB621OmlGoeThD6ljvfJrOlYt2GT0KcM5TXeXWnSWLXS1KcEhUht+epz9LzvXlCF9J5JPke2wmCo42Pr+VB8sW2nkCNPCTnyuShH3hDlyL/h5OQIB84BC6ZOMsYWd7f0VyS7tJXZWBR3OFEUv0FC/AoaxvhdLorff5nF702N14zxa7hySqphh1wHAIfu/UR23H6f88aYxhF75QiVmV7/Fnf0GFZt+JbvswJ8Mf+5EHzx7U/o/8D98HvmCT6uPvkKmRcuo4NzO6xZ+iq8ukgXUL/c8TPuat0as0LHGj/jOksfpmmX9jKYjbn2aC8HR/vbYYZdNMgg01a3eR7kJL23327jiBIatTfM2kqYywWNEuJqC/r37S2Kqw+EuHI2i6tJMnF1D39gUWzxPv9C5PMXZXz+vsjnK0Q+n2Dm87WmuHJs0Tx88vdVqUbSEaxa97UwLx2JsOnPY92mbejfp7dpXrryQ9O8dOU7/Lx0WxQid/yAHl6ieenaj9H57k6WbZWYbJrDB41C2AwZvy8X+f1fIr+PF/m9nZnf7a3h4GCpYY/vPObx+9nnvMY4oc/6JlIY14ea5qXZwri+SjQv3bIdv/4eDUcnRyx941V4D37GdPLieakd5g68hmlBRon8UErHbhp3dWjyvR+NWqTgOM4DQHcAFjeXElG8ZQ1J3SQAU4noougzZwC/ARhCRK2sVr6JaJHCbugt78G+7ZgtUtgD80UKe2AXizgfAAAgAElEQVS+SGEPzBcp7KJRcXsf9CKH+SKF3XQ6KKDD2XQBVtMQLVLYjRYNdzlNxmyRwh6YL1LYA/NFCrugwIK5+SKFvRAvUtgNgwLjiGiRwl6YL1LYBQXaynyR4h+L2SKFXXBq+A0T/xhEixR2Q4nYMvvi/Y/FbJHCLjSXtnJQYC4HKBO/SsxLb/PzFpo9t2GRwsmWQhzHdQMQBWCY3G7wz6dpKArDYHZbBxFd5ThuBIBJtpwHg8FgMBgMBoPBYDAYjOaLTYsUAL4B0B/AYvBv+mj0z5xEdNLK57UAvm/s8RgMBoPBYDAYDAaDwWA0L2xdpBgKYCER7bDHSXAcF0lEc+1xbAaDwWAwGAwGg8FgMBj/DGy9iedvAPa88XmjHY/NYDAYDAaDwWAwGAwG4x+ArYsUmwBMtddJEFG6vY7NYDAYDAaDwWAwGAwG45+Brbd7FACYynHcQQB/Aig1L0BEW+s7AMdxHQC8DWA8AFfhYy2A3wF8RETltp40g8FgMBgMBoPBYDAYjOaHrYsUG4R/7wHgI7OfANS7SAHgZwAHAfgQkRowvtL0RQC7AKhsPBcGg8FgMBgMBoPBYDAYzRCObHg3PcdxPRoqQ0Q5DRwjm4h6N3afhOsVDZ9sU6nT212CrpbYXYPr6G53DUXepw77v5eYrlfaXYNzUui92q3uUkbH3tQ2+gVCjadFK/tr2NC/Nhkl3gt/V3v7ayiBAv07jwJ+d7R/n0JlartrKNDFg2ujQPw62Hr3bBNo0dr+GgqgxBxIKTjnznf6FG4P+hr7ayjR/xqUmJcqgBL9CaeABgBwCnTyjrb+5t4EHBztr6EAVFmsiA7ncX+THW+TVxtagLCRHI7jFgP4log0AMBxnDuA6QDybsPxGQwGg8FgMBgMBoPBYPyDUWgZDQAwGUBnAHEcx5VyHFcKIBbA3QBCFTwPBoPBYDAYDAaDwWAwGP+DWL2SguO4SwCCiegkx3GXUf/1q0RE99cnRERlAJYIm7nWDADbbDtlBoPBYDAYDAaDwWAwGM2R+m73iANQKfq/PW+yXQG2SMFgMBgMBoPBYDAYDMb/a6wuUhDRDNH/pzdViOO4DGu7ACjwlEcGg8FgMBgMBoPBYDAY/8so8DhUI+4AAgGUmX3OAUhS8DwYDAaDwWAwGAwGg8Fg/A9S3zMppjXmQET0XQNFogG0I6ITMlqxjdFiMBgMBoPBYDAYDAaD0fyo70qK7WZ/33wmBSfzGQDUu0hBRLPq2fdcfXUZDAaDwWAwGAwGg8FgNH/qewXpvaJtKIB8ABsB+ADoK/wbCSAPwBB7nqQc8YnJCBw/EaqxIYjc+q3F/pqaGry6ZClUY0MQOnUG8gsLjfs2btkO1dgQBI6fiISkZOsaSSkIDJkC1fhQRG63XIOpqanBq29HQDU+FKEvzkZ+YREAoKy8AlPnvYwBQ/2x8uPPGrQl4Wg6Rkybj4Dn5yJy5y4ZnVq8tuJjBDw/F5PC3kC+WgMAyMg8h/GzF2L87IUYN+sV7E+oxxYl2isxGYHBk6AaOxGR26y015JlUI2diNBpM6UaW7+FauxEBAZPQkJSSgMaoVCNnYDIbdbsWAbV2AkyGtuhGjsBgcGh9WokpKRixLMzEDD5RUTu+FFW47V3/4WAyS9i0pxXkF+kBgAkpqYjZOYCBE2bg5CZC5CSfty6HclHEDhpKlQTn0Pkd9/L27FsBVQTn0PozDBTbFVUYOqCVzHAdwRWrv7c6vEBBX1ub43kIwic+BxUIVMQ+W2UvMbS96AKmYLQGXOleRi2EAO8A7Dy07VWj6+oLQrEb3zKUQROmQ7VpGmI3PGDvEbE+1BNmobQOS+b4vdoOkJmhiFo6myEzAxDcn3x21xiS4E+3qQxCZHbd9SjMQmhL86R0RjesIYCbcWPU2EIeGEuInf+IqNRi9dWfoKAF+Zi0oI3pePUnHCMnxOOcbMX1jtOSXSer0dnxSfCeGimMzsc42eHY9ys+nUU6X+TjyBw4vNQhTzbQL/1LEJnzDPrt8IxwDuwwX6rueRhwpE0jHh+NgKenYnIqJ9lNV5770MEPDsTk+a9ivwi3ueJqccQMvsVBL0YhpDZryAl3eJCXUU1mos/AKHfmvAsVMGT6+m33oUqeDJCp5v1W/NfwYBhKqz8ZE39GkrkYcpRBE6ZBlXoC4j8bqe8RsRKqEJfQOjsBaLxMA0hM+Yh6IVZCJkxD8lpx+6shlJ9VujzUE2op89a9h5UE55F6Mx5Uo2wcAzwsaHPUmA+F5+UjMCQyVCNq+e7yFvvQDVuIkKnzTJqAMJ3kXETERgyueHvIkrkoVL97wtzEPDcLER+L9c31uK15R8i4LlZmDTfrG+csxBB08MQMmchUo5Z7xtvGSJqcAPwG4CPrez7GMBuW47T5K2qnKiqnPSVJeTv50u52WeoulxHQaNH0fmMY3RzP1WVU9S2zRTx9hKiqnKK/vVnCn95AVFVOZ3POEZBo0dRdZmWcs+dIX8/X9JXlpjqVhYTVRaTvkxD/r4+lHv2JFWXFPEaJ1KN+6mymKK2bKSItxYTVRZT9K4fKPylMKLKYqrS5FFqfAzt3LqJVix7W1KHKovJUJBt3Gpzz5K/zzDKSY2jG1dOU9CIADqXuF9SJurrNRTxxkIyFGTTnh2bKHzuTDIUZFPVxZNUk3uWDAXZpM5IpoFPPWn8W9wWdmuva6XGTV+h4zWyTlF1mUbQSJeUidoayWtcK6XoX3/i2+taKZ3PSOc1StWUm32a16jQCfXKjJu+oljQOE3VZVqRhqlM1NZNgkaZoLGA6FqZSENDudmCHRXFRNfKyKDNMW61RZfI38ebco6n0I2CCxQ0cgSdOxIvKRO14UuKWPQaGbQ5tGfndgqfP4cM2hw6fTiGis6mk0GbQ1kpsTRk0DPGOlRaaNz0ujw+tk6lUbUmh4JGjaTz6UmSMlGR6yliyRtEpYUU/dMOCg+bR1RaSFUFFyn14H9p5+ZvaMXSxZI6VFpof58rEVdV5UTlGqJyDelLCvm2OnOcqnX5fFsdSzHup3INRW3eQBFLFhGVayj65+8pfMF8onINVRVdodTY/bRzy0ZasewtSR0q1yiUI/aPX9LlGje9+jL5+3hT7okUqi68SEGjRtD5owmSMlEbv6SIRa8T6XIp+odvKXz+HCJdLp1JjCH12WNEulzKPhJHQwY9Y6qnlN/trSHqh+3Zx1OljqhSR/oytaBxgqpLCgWNo8b9VKkTNBYRVeoEjflElTqq0uRSavwB2rk1ko9fUR2q1CniD0N+Fhnys6g25wz5ew+jnKOxdOPyKX6cOrzPuN+Qn2Uap/KzaM93kfw4lZ9FVRdOUk3OGTLkZ5H6ZBI/Tgl/G/KzyFBg2mpzzwjjYSzduCLoJO6TlDGNh1m0Z4egU5AljIdnyFCQReoMQUf4W5H+t1xt3PQlBUK/dYyqdXmifstUJmrzNxSx5E2icrXQb80jKldTVdFlSo3dJ/RbSyR1mkseGtQXjVttwTne58cO0428LAoaGUjnUg5KykR9s44i3nyVDOqLtOf7LRQ+bzYZ1BfpdPxeKjp9lAzqi5SVFMOPuaJ6Smg0B39QVTlRhda46UuLTONucQEFjR5J548fkZSJ2ryB77cqtBS9ayc/7lZoqUqdQ6lx+039lqiOInlYnG/c9Jocfjw8eZSqiy7z42HqYUmZqI1fU8TiN4iK8yn6h+8oPGwuUXE+nUk8ROrME0TF+ZR9JIEfD0X17K6hRFuVqY2bvljos04fo2qt0Gelp0jKRG0S+qwyNUX/JPRZZWqqKrxMqYeEPmvpEkkdKlMrM5+7WkJ0tYT05Vry9/Wl3MwMqi5V8zlyMs24n66WUNSWSIp4ezHR1RKK/uVHfly/WkLnT6bxOVJSRLlZp8jf15f05VpTXQVz3a79b9EF41abn833jekJdCM3k+8bkw9KykSt/5wi3gwnQ9EF2hO1hcLnzSJD0QU6HbeXik4dIUPRBcpKPMD3jaJ6t+N7f31XUojxB7Dfyr79wn7FyDh9Bj28POHl2Q0tW7TA6MAAxMTGS8ocjI1DcNBoAEDgcD8kH00FESEmNh6jAwPQsmVLeHXrhh5ensg4fcZS48xZqUbAcMTEJUg14hIQPGYkr+Hvi+SjaSAi3NWmDZ549BG0atWyYVuyzqN71y7w6uqBli1aYJTfMMQkHpGUiUk8gvGBfBMHeg9G8rGTICK0ad0aTo6OAPjVNI7jLI6vWHudPosenmINlYxGAoLHjDK1V2qaSEMlaHRFD09PZJw+e4sa8QgeI9jh74fk1NTGaWRmo7tnV3h168L7Y7gPYg5Ln+saczgJ40cG8Bo+w5CcfhxEhH4P9IS7iwsAoNe996C6pgY1NTWWGmez0MOzG7y6deXtUPkhJj5RakdCIoJHjeA1fL2RnJYuiq2H0apl/bGljM+VyMNMaVsF+CMm/rBUIy4BwaOFtvLzQXKqWVvZkof/MznS9Pjt4dnV1F7+PohJMI+tJASPkovfXnB3NcVvjbX4bTaxZf8+PuNMppmGvxWNm/2iD5KPpjdOQ4m2yjqP7t3E49RQxCTJjFMBfryGZJxqZTZO1WOLxXg41Mp4eOs6ivS/NvVbh0X9ljeSU481qt9qNnmYeQ7du3WFV1dhzPX3Rsxh6S+YMYeTMX7EcF7DeyiSj50QjbmdAQC97u1hfcxVQqOZ+AOQ6bdUwxETZxa/8YcRPFroG/3Mx91HGs4RJfLQXGO4H2ISpPO5gwmJCL45n/P1RnIan4f9eovGw/vuQU1NrW3zOSU07NJWZn2WSqbPim+gz7ot/WLT5nOy47p5jsSZfRc5KvouEjDcNM/y8kTGGbnvIgrl4Z3of/2GIeaw9KqLmMQUjA+82TcOMY65/R64X6ZvrJV3zC1i6yJFNYAnrOx7EoBlVtkRjVYHD3fTW0vd3d2g0eksynTx4Ms4OTnBuV07lJVXQKPTwcNDVNfNDRqttK6shpurRTmNVocu7mKNtiirqGicLcUl6OLmYvzbw7UzNMUlkjJaURknR0c4t2uL8spKAMDJs9kYM30Bxs58BctfW2CcpNVriz3aS6eDh4dbveU0OisaWh083EV1Zc6Pr69t8Fx4DTcrGuZtoJXRKEYXN1fj3x6uLtDoiiVltLoSYxknJ0c4t22L8opKSZm9sQno16snWsp02hqdDh4iDXc3V0t/6HTo4n5TQ7CjEbF1R3LEXnEljg03Vwt/aHTF6OIu9vkt5KEitigTvx5u5u1VYlbGMn7LZOK37wNW4re5xJYCfbxF3ybnc62uSfGrSFuZj1MuLhZxZTFOtW2L8sqrAICTmdkYM+MljJ21EMtflR+nZHVcXWwcDwWds9kYM/0ljJ250Pp4qET/qyuW6bfMNZrWbzWbPCyWG3Pr8bmTI5zb3mU55sYdRr9e98v3WUpoNBN/ADLjrrtM/Da137oTeejq0kAeWhkPD8VbHw8V0VBizmhjn+XWRJ/beT5ny/cJvq1syBF3yzmBSUOBPLwTY7vVMVc8Z5TrGxOFvrGFrC23iq2vIP0ZwHKO4+oA7AKgAf9K0UkA3gOwxZaDcBzXAcAIAN3AP3SzEMBeIiqvp85cAHMBYOOXn2PuzOkgyfM6hXJmfwu3opgdy9rnlj+5WJayLCdbxuJMGsCG85E755sWP9KvN6K3r8fFnDy89dFaDHv6cYvVTEXay0r9hstwNtXl61t+ZktbWdewTcQmf4jKnL90BZ99sxlb1n5kWU5ewiJubLG1PpTJESXiyuIj2zQamYd3zJbbHL+3noem/5+/dAWr12/C1rUfW54wmlFsWXxy+/t4WTssNJoWv0q01a2PUzyP9O2N6G1fC+PU57Lj1G3R6dcb0dvr11Gk/7WhT2pqv9Vc8lAuyWzpsyRj7uUcfLZhK7Z89oFlOYU0mo0/rB7jNsfvnZoH2dL/SsbDy1i9PhJbP//kzmn8r7RVI2JIVkOB+dwtx25j5llK5eGdGtttGKss+saNW7FltZX+twnYeiXFG+AXJz4EcBHANeHfVeAXMN5o6ADCK02PgX/g5l0A2gLwBZBe3+tOiSiSiJ4goifmzpwOAPBwc4NaozGW0Wi0cHN1ldTzcHdDkfBALb1ej6vXrqFjhw58XbWorlYLN1cXmOPh5irV0Oosynm4uaJII9aoQscO7RtqCgnuri4o0ppWEtW6Erh1vttqGX1dHa/T3llS5v4eXmjTujXOXc6RsUWJ9nKDWq01K+dqUcZSoz083N2g1ojqarRwc5HWNWnUfy68htaKhlkbyGi4u7miSLTaqNYVw024nMlUxsVYRq+vw9Uqkz/UWh1eXrocH7+zGN27dbU4Pn+OrlCLNKzH1k0NwY72tseWYj5XJA/FcWWtrcQ+b3weKpcj9o1fPrbM2sssfj1k45dvLz5+38PHEUvQ3dNa/Dan2LJvH8/bYd4vyvi8CfGrRFtZjFPFxXBzaWCcqrIyTrWRH6dkdXTFdhgPleh/7d9vNZc85P3ZwJgr9rm+DlerrkvH3GXv4+Nlb1odc5XQaC7+MOmI52Q6uLmYxa97U/stBfLQ1SwPdcWWdriK81BmPHz7PXz87tvo7tntzmncqT7L3A43VxRpzXz+v9Yvyn6fkBtzZb6LmOeIxvL8btZXLg8VHtt11sZ28ZxR3DcW4+V33sfHS99A925dZO1oCjYtUhDR30Q0FUA/ANMBvC3824+IphHRDRsOswzA40QURv/H3nmHRXF9ffx7BTtFpS0qlsQeNLFFLIguAnaxptk1WBOjiZpo7IoaKYIdxIqmmET8CUlQQVFpgpoYFUVUEBCWYtdI2/v+MSM7MzsLi2Y3ie/9Ps8+ys6d+cy5555zZu5OoXQ1/5kO7jaSr6uy0+3faof0O5nIzM5GcUkJIiKPQdnHWdRG6dIbh49GAAAiT0TDqWsXEEKg7OOMiMhjKC4uRmZ2NtLvZKKD41vajHZtkZ6Zhczsuxzj2Akoe4tfYqLs7YzD4b9yjKiTcOrauUqzigDQvk1LZGTfRVZOLopLSvBL9Gkoe7wr5vTohrDIKI4TEwunjh1ACEFWTi5Ky8oAANm5ebidmY3GglsujNpfb7VFemampr8ij0PpImU443D4L4L+4hkuzoiIPM4z7iI9MxMdHNvpyegtw+DtiBLY4dJbP0ab1sjIzEbW3RzOHydOQdmzu5jRszvCfj3GMU6dhlOnd0AIwaPHTzBt/teYN30KOnVw1Np2OaNta25s8YyI49FQOvcQM5x74PAvv3GMkzFw6tKpSmPLOD43Rhy2kcRhFJTO0jjshcMRfF9Fn6pyXxmvv4wzftOzsjVjK+oUlL0kY6tXDxz+RTB+O2vGr9f8xZg3bQo6VzR+X5uxZfgcLzt+tRi9BHnxVNUZxugrrTp1Bsru3cSMHu8i7Fg0x6i0TtlpMXRyeshwIl+eY5T8K5u3eooZvXsK8tb/4xzfphUysu4i6y7v86gYKHs6iRk9nRD22wmOEXMGTp3e1tTchcswz2siOrXX3rZRGa+JPwB+/N4R1KrjJ6DsLRm/zj1xOILPjdGn4NS1iuPXGHHYto24Hp6IhrKX5HjOuQcOvzieOxkDp84dNfXwi68wb/rUiuuhURhG6qvMLGTefeHzKB0+f4WcZYTjOa6uZ4rruta5SC/JuUhnzbnIsRPi46y35M5FjBSHxsy/wnNQrdzYDWGRL3Lj2fKa++jxE0z7svLc+CoiFV06CQCEkBrg3uBxkFKa9NIgQlIBdKWUPpR8bwkgmVLastKNPHtYvrMxZ2Lh7eOHMrUaI4cNwYypkxGwdQcc27WFa5/eKCoqwvyvlyHleiosLSzgv24NHPhZym07d+GnI0dhYmKCRV/Mg4vwIL6stPy/MWfj4O0XgLKyMowcOhgzpkxEwPZgOLZtA1cXZ46xdKWG4b2ynKEcMgJPnj5FSUkpzM3NsGvzRrR4ozkAgD4W3+8Tk5AM7y3BUKvVGDmgH6aPfQ+Bu0Lh2LollD27oai4GAu8/ZBy4xYsLczgt2QBHBoqcORYNIIP/ghTU1NUq0Ywc/z76McnR1JPfHBmkP6iajHjbBy8ffw5xtDBmDF1EgK2BcGxXRu4uvCMJSuQci0VlpYW8F+7SsDYjZ/+F84zPoNLzxc+IRJGrIAxhGfwdpQzlgsYqyWMF3bMLWfQZ+J7q2LiE+EdsI3zxyAPTJ/wEQJ37oFjm1ZQ9uqBoqJiLFi1Dik3bsLSwhx+yxfDoZE9tu05gKDQ79BU8At0iP86WNWvD2Iqvk8rJi4B3v6bOTsGD8CMSeMQELQLjm1aw7V3T86OFd5ISb3B+WPVUjjwv+AoPd/Dk2fPUFJSAnMzM+wK9EGL5s24DdesY1ifS2QwRkmRhhEbD2+/QI4xZBBmTB6PgB07uTjs3YtjLFut6as1yzV9NWy0OA4DfcvjENVrGt4WSX41xPjFX48lYysR3oFbUVamxsjB/TFjwkcICObGr6szN37nr1qHlNQ0WFqYw3/FYjg0aoite0IRtP87NBX8mrNrIzd+UUf8S8Z/dmwJ8jvnD8PkeOH15RwjUMCYIMNYJWCsEDBGShj+GoaJJqcYyh/0fq6GkZAM7607oS57UafGIHD3ATi2aiGuU2m3YGluDr8l8/k6dRLB3/J1iryoU4KDIMnxJ1cPdwrq4RgE7joAx9YtZOqhhKNVDzkOqS0Zv4bIv9XEv/lweWsTn7cG8nkrBI5tWwvy1hqeYS7JW2Nk8lYzoHotMeM/Godax0Dx5+C9KQhqdRlGDnTH9PEfIDBkHxxbt4KylxNXc9ds4GquuTn8ln8Jh4b22Lb3WwQd+F6Us0J818Cqfj1tOwzEIOaaKzL+q/4AAJSKHy3Hjd8Aro4MHYQZkycgYDtfd11ejN9VSLkuqLsv8tbQUeLxu8mPy1vS/GuIOFSrtRkBW7n8O3gAZkwci4Dg3Xw97MnVw5Xemnq4cglXD3fvR9D+b9HUQVAP/b+BVYP62j4xBEOaTwzRV0QmZ/kLctYkmZy1XJCzVgtylqcgZ5kJchYgujXAYMdzJpqnF8ScjYO370Zu7A7j6/q2IP44y1lzLnKdP87yFpyLhOzBT0fCYWJqgkWffwYX4Y+U1TTPODJGrBuKQx+JnwMSk5AE7007uJo70B3Tx72PwJD9cGzTEsqeL3KjD1LS+Ny4bCGXG/d9i6ADP4hzo89qTW5UvFnF5x9oq9JJCgAghDwD0J9SerrSxrq3MQHAUgDHAGTyXzcB4AZgFaV0T6UbEUxSGEySJGoISQu0ISSdpDCIJJMUhtErj/FKJZ2kMISkkxQGk2CS4j8twSSFwSSZpDCI9MivryzJJIVBVKdqt8/8a2WE/M7JCH43MXxOEU5SGEyGT/FakxQGkeSkwiCSTFL8V2WMYyBjSThJ8Z+WZJLCIDJG/lUb47jUCDJGPiFGYADyD5n7u2Wi7yMWX0HV5B/4/F+TdJLCUPo7Jin0HaEXAbR/FRCldC+4WztiwL0tpBjAKQBd9JqgYGJiYmJiYmJiYmJiYmJieq2l79TT5wC+JYRkAIig+lx+ISNK6X0A373MukxMTExMTExMTExMTExMTK+39J2kOATAEsARAKWEkDyIr2ellNKmL7sThJAgSqnXy67PxMTExMTExMTExMTExMT035e+kxRRMOxNtjsMuG0mJiYmJiYmJiYmJiYmJqb/gPSapKCUTjTkTlBKzxty+0xMTExMTExMTExMTExMTP9+GenRrtyrRgkh6wgh1wghhfwnhf9O+31RTExMTExMTExMTExMTExM/6+k9yQFIaQ9IeRHQkg+IaSUEJJHCPmBEKLvWz9+AHAfQB9KqRWl1ApAX/67Q1XfdSYmJiYmJiYmJiYmJiYmptdJRJ8XdRBCuoJ7dehfAP4HIBeAAsAQALUB9K7slg1CyHVKaeuqLhPp2UMjvHze8KIP8wwPefrI4AjSsIXBGUZ5r7Yx3n1sjPdEA8bpL2O8j7rkueEZ1WsZnmEMlRQZnlG9puEZz58anmGs95wbIUZoQabBGUaJ9RqGj0NilFg3Qo6vbWZ4BtO/T+oywzOMkRtLiw2OoH89NjjDKKpm+NxLjJHfAeOMrZd76WTVEEY4LiVm9Q3OQLERjq8BoJ7dKxdFfUfoWgCXAbhSSsszACHEHMAJfrl7JdvIIIQsALCXUqri17cDMBGAEY62mJiYmJiYmJiYmJiYmJiY/s3S93YPJwBrhRMUAMD/vR5Adz228R4AKwAxhJB7hJB7AE4BaABgtN57zMTExMTExMTExMTExMTE9FpK3yspKruOptLrbCil9wEs5D8iEUImAdit574wMTExMTExMTExMTExMTG9htL3SopEAIv42zvKRQipC27SIeEV92PFK67PxMTExMTExMTExMTExMT0H5e+V1IsAndrRgYhJBxADrgHZw4C9+DMPpVtgBBySdciAHZ67gcTExMTExMTExMTExMTE9NrKr0mKSil5wghTgCWAvAA9xyJewCiAayilP6px2bs+HXvS74nAOL03mMmJiYmJiYmJiYmJiYmJqbXUnq/f4ZSegnAqFdghQMwo5T+Ll1ACDn1CttlYmJiYmJiYmJiYmJiYmJ6DVSll+QSQgiAduCupCgAcI1S/V5OSymdUsGyD6uyH0xMTExMTExMTExMTExMTK+f9H1wJgghU8E9i+ISuOdTXAZwlxCic/LBkDodGw8Pz1FwGzoCQbv2ai0vLi7GZwsXwW3oCIweNwlZd++WL9sRsgduQ0fAw3MUzsTF/6MMADiTeB79x02D+4cfI+jAIRlOCeauWA/3Dz/GmBnzkJWjAgBcSrkOzymfwHPKJxg2ZTaOn9F918yZ5D/Q3+tzuE+di6Af/qfNKCnB3HWBcJ86F2PmLkGWKl+0/G5eATqNnISQn8J1Mozik7gEeIx4H26eoxG0Z58846slcPMcjdETpiLrbnlovDMAACAASURBVA4A4P6Dhxg3bTY6Orti5Xpfndsvt2P4aLgNHYmg3brsWAy3oSMxevxksR279sBt6Eh4DB+NM3G6nyf7WvWVoe2IT4THqI/gNuIDBO0NlWcsWga3ER9g9KRpYjtmzEFHFw+s3OBfoR1Gs8Vo/fUh3Ea8X0l/vY/Rk7wk/fUpOrq4V9pfxrHjHDzeGw+3UR8haN9BecbXK+A26iOMnjIDWTm5nB0PH2LcrLnoqByAlT4BFdsRnwiP0R/BbWQFY2vxMriN/ACjJwvG1kN+bPWpfGwZIw7PJP+O/lM+g/ukTxH0fZgMowRzvTfCfdKnGDNnMbJy80TL7+YVoJPneIT8eFQ3I+ki+k/6BO4TZiHou5/lGat94T5hFsZ88qUMIx+dhnyEkENHKrYlMRn9x3rB/cOpCDrwgzxn+Tq4fzgVY6bPldTD2fCcMhvDJs/G8dO66+HphHPweH8C3EaPQ9C+b2UYxfhsySq4jR6H0VNnlY+t2HPJGDFpOoaMnYoRk6YjPvliJYzxcBs9Vvf4XbISbqPHYvTUmRLGNAwZOwUjJk1DfPIF3YzXJWcxRhXqejw8RrwHt2GjELRbRz758mu4DRuF0eOnlOcTANixay/cho2Cx4j3Kjw+MZ4tCfAY+QHchr+HoD375RlfLYXb8PcweuLH4tw4/RN07O2Gld/4VWjHmcRk9P9oKtw/mIygULl8Uoy5y9bC/YPJGDPts/J8Ept0ASOmfoIhE2ZgxNRPkHBe6yJw4zISktD/g0lwf28CgvZ/J89Yuhru703AmI8/0eSTpPMYMXkmhoz/GCMmz0TC+Qpy1utSc+MT4TFmLNxGfYigfQd0MJbDbdSHGD15upgxcw469u2PlT4bK2ScSUxC/w+nwP39iQgK/V6WMXfZGri/PxFjvD4V+2PKLAyZMA0jpsyq0OeAEY8ZDeyTlxaltNIPgI8AqAEcBzAB3LMlJgA4BqAMwAf6bOeVP08fUPr0AS19VEhdlX3pnetXaNGDfDpk0EB649IF+mI5ffqAhu7eSZd8tZDSpw9o+E8/0DmzZ1L69AG9cekCHTJoIC26n0fvpF6hrsq+tPRRoWhdQzPUd1PLPyWZKdS1T2+akXyaPs+4QocMcKepcSdEbUK3+tMln39K1XdT6dH9wXTOtClUfTeVPr11iRbfSaHqu6k0988E6vRu1/K/1TeSyz8l185R1969aMbpCPr8agId4tGPpkaFidqE+q+lS+bMoOobyfTozkA6Z8p40fJZEz+in0waS4PXLS//zij99aig/FN6X0Vd+/ahd67+QYsKczjG70miNqEhO+iSLxdQ+qiAhh/6ls6ZNYPSRwX0qSqTJp2Oogd3BdMVi78SrUOf3C//lD4s4Oy4dpkW3c/j7TgvahO6K5iz48l9Gv7T93TOrJmUPrlPb1w6z9lxT0XvXOfteMhv30hjy+B99ajAOHY8yKX0QS4tLczm7LhygRblZ9IhAwfQGxcSypfTB7k0dOc2umThF5Q+yKXhPxygc2ZOo/RBLn2ac5smnTpGD4bsoCsWLxStQx/kGs8nhmY8UJV/Sgvv8v11kRblZwn6S9MmdOd2umThfEofqPj+mk7pAxV9mpNOk04d5/vrS9E6RrGjMLv8U5p3h7PjUhItyk2nQwb2pzeSY0VtQoO20CULPqe0MJuGf7efzpnhRWlhNn2alUaTon+jB4O30RVfLRCtQ+/nln9KC/ixdfkCLcrjx9b5BFGb0GB+bN3PpeHf82Prfi59evc2TTrJj61FC0Xr0Pu5RolD9a2LVH3rIi25cZ66ujjTjNjf6PPrSVx+P3m0fLn61kUaGrCOLvlsJlXfukiP7tpM50ydIFo+a9JY+snkcTT4m5Wi79UZf1J1xp+05NbvHCPhOH2edoEO6e9GU0//Ur5cnfEnDd20gS6ZO5uqM/6kR/dso3M+nihaPmvyOPrJlAk02Ge16Ht1zo3yT0nWNa4enj9Nn9+5SocM8KCp8VGiNqFb/emSL+ZQdc4NejR0J1cPc27Qp7f/pMWZ16g65wbNvZzI1UP+b1qQWf4pVaVT1z4u9M4fibQo5xY3tpLOiNqE7thMlyyYR2lBJg3/di83tgoy6ZXYaJqbcpHSgkx6PfE07dWju2C9rPJPqSqDZ5yjRTm3ecZZUZvQHfz4Lcii4d/u4xlZ9ErsSZqb8julBVn0euIZnsGv97rkLMaoGuNxIaWPC2npgzzq2rcvvZNyiRbdy+UYfySXL6ePC2loSBBd8tUCSh8X0vAfv+PyyeNCeuOPZI5RmEPvXPuTuvbtS0sf5GnWNYYtD/PKP6X3cjS1qiCbDhk0gN64mChqE7pzO13y5XxKH+bR8EMHuVr1MI8+zc2gSTHH6cFdQVytEqyjzr1Z/inJTuXyyYWz9HnmNS6fJESL2oRuC6BLvviMqnNv0qMHQuicaVOpOvcmvXw6kuZcPkfVuTfptbgo2qtHd9F6BmfkZZR/SnJuUdc+LjTjYgJ9np1GhwzoT1MTT4vahG7fRJfMn0vVeRn06ME9dM70j6k6L4NePhtFc66ep+q8DHot4RTH4NcxSs0V1F2D1tx7OZTey6Gl+Vkc48/ztEh1h2fEly+n93JoaNBWjnEvh4Z/H0rnzJhG6b0c+jT7Fk2KjqQHd27nGIJ16L0cqlbdpmrVbVpyN433Rxx9npXK+/xU+XK16jYN3R5Il8z/jKpVt+nRA7vpnOlTqVp1m14+c5zmXEmmatVtei3+JOcPwXpGiUNjHQf9Def9+l5JsQDAAUqpG6V0L6U0kv/XHcBBcK8hNZouXb6Cpg6N4dC4EWpUr45BHu6IOnVa1Cb6VAyGDxkEAPDop0T8uSRQShF16jQGebijRo0acGjUCE0dGuPS5Sv/CAMALl1LRZNG9nBoqECN6tUxUNkbUbHiGe6o2AR49nflOC69EH/+D1BKUbtWLZiamgDgZrq4u3FkGKlpaNLQDg72dqhR3RQDe3dHVMJ5MSMxGZ6uzhyjVzfE/3H5xQQVTsQnwUFhixZNG8tu31j9denKVTHDvR+iYs6IGTFnMHzwAI7h2hfx55JBKUWd2rXR5Z23UbNmDZ02cHZcRdPGQjvcZOw4jeGDeTtclYhPEtrhxtvREE0bN8aly1df474yhh0paNq4ERwaNeTtcEXU6bMSO85i+KD+HEPpgvikCwI7OlRqh9Fs+df01xlBf/VBfNL5KvWXUey4eg1NGzfU2NFPiajTsWLGmVgMH+jBMfq6ID5Z4Pe321dux1VJX7nJ9NXpSsZWjUoYxojD62loYi/I7y49EBWfJGoTFZ8Mz34uHMPZCfG/C/J7XBIcFHZo0dShYkZDBRzs+TrVpxei4iSMuHPwdO/DMXp3R/zFPzWM2EQ42NuhRTPdDAC4lJKKJo0awqGhvaYenpXWw0R4egjq4YUq1sOr18R+79cXUZKrEKPPxGH4AHeOIRhb7Vq3hJ2NNQCg5RvNUFxcjOLiYj0YShlGrJ6MEnnG65KzGOPV6rqUEXMGwwcP5BiCfBJ16jQGuffTHJ84NMalK9rHJ8azJUXMcOuHqBi5/MvnRqW0Vr1def6V5hNXF+18cjYenv37cQwXZ8Rf+J2Lw1YtYGdtBQBo2bwpinTFulEY19GkcUM4NOIZ/fog6mychBEHzxf5pE9vxJ+/KGDw+aR5M92M16XmajGU2oyK7NCHkXJd4vM+iDorvlIh6kw8PPu7cYw+zog/XzWfA8Y61jK8T15F+k5StAagfQ0Ip1B+eZVECGlBCBlJCGlX1XVVeflQ2GneWmpnZwtVfr5WG3sF18bU1BTmZma4/+AhVPn5UCgE69raQpUnXtdYDABQ5RfC3sam/G+FjTVU+YWiNnmCNqamJjA3q4MHDx8BAP64eh2DJ87E0EmzsXzezPKDNBGj8D7s+aAAAIV1A6gK74kZhfdhb8O1MTUxgXmdOnjw6DGePX+O4B+PYtaHI2X3X9gXRveJrY1WO1VePuzthIy6uP/wYYX7Llo/P6/SfVHl58NeYatth2wfiC95lrXjv9pXxrAjvwAKO1uxHVJGfgHs7YT+qJodRrPFKP2VL9NfBZI2r9ZfRvO7bVXsMOEYfF7Uzw49x5bt39hXhojDwnvluRsAFNZWUBWKX6KVJ2hjamIC87qC/P7DEcwaW/EzsVUF92DPnzhzjAZQFUjqVKGmjYjx13MEfx+GWePGVG5LQSHsbQUcG2ttTkEh7G0F9bCusB5ew+AJMzB00iwsnzdLvh7mF0Bhp6m5djZ6jK26dbXGVuTJ02jbqiVqyBygaeUtG+tK8lZFjBbyjNclZzFGFRmCcSXHyJfmEx0MO+1cZFRbpLXKTib/5uW/Wq0qKCjPFYCO42tBzpHmkxeKjDmLdi3flI9DYzDy5RjinJWXL82LdbUZp86gXUsd+eR1qblVtuNlGIXa/iiQ+EMwLnT7Q7fPAWPlFMP75FWk7yTFYwC6fkZvzC+vUISQk4QQa/7/4wD8AmAAgO8JIZ9UsJ4XISSZEJIctGsPAIBC+1md0t9M5J7nSYiu77V/cTEGQ5ekbWWfTMq3ebtda4Tv2YpDO/wRdOAQiopkZuTk9kdijezzTwnBptCfMNFzIOrWrlXhPhvHJ3K7WHlfSW2tSPLdUHlfEUL+VWPLKH1lDDtecuxWxQ7g9ckpsuNXH8Z/we96xaHWVzola4eesa4/Q1t/dxzK5ndSaRMuv+8/hIkjBlWa3+UZetaQfd9j4sjBqFu7dsUMXRytJvIcAHi7XRuE792GQ9t110P9fFJxn964lQ6frcFYuWCuzNb0HFuVMm7DZ2tQ1RjSNv+FnMUYRsiL+h+fAP9yW6qUG7W/0s6NFTe6cTsDvtt3YcUXOk5TjMJ4+fxbzriVDt9tO7FiwWc6EK9JzX3JGlIVhpzT9T2neqEbt9Phuz0EK+bPqYDyD+Wtv9knryJ9Jyl+BeBNCHEWfkkI6Q5gNb+8MtlQSl9MNX0KoDuldCqAbgA+1rUSpTSIUtqFUtrFa/JEAIDC1ha5KlV5G5UqD7aCqxEAQGFni5xcrk1paSkeP3mCepaW3Lq5gnXz8mAr+IWofH0jMADAzsYKOYJZq9z8AthaN9DZprS0DI+fPEM9C3NRmzebOqB2rVpIvZ2hzbBugBzBr1G5Bfdga1Vfuw0/+1taVobHz56hnrkZLqWmYcOug1BO+hT7jvyGoB+OIPRopBbDOD6xETPy8rXaKWxtkKMSMp6inqWF1rZ0SZ99UdjaIod/KJzGDgso7GT6wFrcB+WM16WvjGJHnqCdLjuE/qiaHcaz5fXoL6PZkSexQ3A1mLYdZRzDoip2yPSVtUxf5Un6qsoMw8ahnbVVee4GgNyCQtg2qCS/P+Xz+7U0bNh5AMrxs7Ev7BcEfXcYof/7TZthY4Ucwa9RXA2R1ClrTRsx4wY2BO+Hcux07Ps5HEHf/ozQsF/kbbGxRk6egJNfoOV3ro2gHj6VqYfNmqB2rZqy9VBhY41cwYOhVfkyY8tGMraeavyem5eP2V8txfqlX6JJ44aydihsJGMrv0B7bFXKWIb1S79Ck8aN5BmvTc5iDL0ZdrbicaXKk8lZtpJ8wh+fSBkq7VxkVFtspbbI5F8721eqVcJcAVSUT/i8JcknuXn5mL14FdYv/gJNGsnHulEYtjaVM2ylefGpmLFoOdZ/vUAn47WquVI79DkGqgJDP5/bVOKPlVi/eL5Of3D7+Q8dM/7NPnkVVeWZFA8BnCKE3CGEJBJCMgCcBfCIX16ZSgghL6rtEwBP+f8XAdC+JrMCtX+rHdLvZCIzOxvFJSWIiDwGZR/R/AmULr1x+GgEACDyRDScunYBIQTKPs6IiDyG4uJiZGZnI/1OJjo4vvWPMACgfetWyMi6i6ycXBSXlOCX6NNQ9ugm5vTohrDfojhOzFk4deoAQgiycnJRWloGAMjOzcPtzGw0VthqM1q9iYzsXGTl5qG4pBS/nI6HsltnMaNbZ4RFcfdKR55NhFOHt0AIwYFvliF6dyCidwdi/LD+8BozDGOHePwzPmnXFumZWcjMvssxjp2AsncvMaO3Mw6Hc3NmkVEn4dS1c5Vm/Nq/1RbpmZkaRuRxKF16S+xwxuFw3o4ogR0uvREReZy34y7SMzPRwVH7bqbXp6+MYUcbiR1RUDr3lNjRE4cjuBOryOgYOHXpVOVZ3tclp8j3l9TvvQT9darK/WUUO9q2QXpmNjLv5nCME9FQOvcQM3r1wOFfuAnTyJMxcOrcsWp2tOX76i7fV8ejoOwtGVvOrza2jBKHrd9Exl1Bfo+Jg9Kpi5jh1AVhJ2I4xpkEOL3N53ffFYjetxnR+zZjvOdAeL0/HGOH9pdhtEBGdg6yclRcnTp1FsruEkb3rgg7dopjnI6H0zuOHMN/NaJDtyM6dDvGjxgMrw9GYKznQHlb2rRCRla2uB72lNTDnt0QFimohx2rWA/btkF6lnBsnYSyl2RsOXfH4V+PcQzB2Hr0+Am8vliEedOnonMHR1kb5BnRUPbqLmH0qIDxVeWM1yVnMUYV63qmOJ+4SBm9cDicmwQU5hOlizMijp0QH5+8JX+3tdFq1R2BLcdP6Mi/fG6MPgWnrlXMv2344+u7fD6JioGyp5OY0dMJYb+d4BgxZ+DU6e3yOJy2cBnmeU1Ep/byx+/GY7RGRmY2svh88suJU1D2lOSTnt0R9iKfnDoNp07vaBjzv8a86VPQqbKc9TrU3HIGb8fxaO1jRueeYju6VNGONq25OlXu81NQ9pL4vJcTwn47zjFOSXy+YAnmTZuETh10+xww5rGWYX3yKiKyl6TINSSkDoDJAJwBNABwD0AMgD2U0md6rN8HwBYAP/HrdwLwG7+9SEqpT6U78exh+c7GnImFt48fytRqjBw2BDOmTkbA1h1wbNcWrn16o6ioCPO/XoaU66mwtLCA/7o1cOB/kdi2cxd+OnIUJiYmWPTFPLhIDlAMzaAPxc8piElIgvfmYKjVaowc4Ibp495D4K5QOLZuCWXPbigqKsYCb1+k3LgFSwsz+C1dCIeGChw5Fo3ggz/C1MQE1apVw8zx76OfM5+4norvfYpJugjvoP0cw60Ppr/vicD9h+DY8g0onTqjqLgYC3y2IuVWBizN68JvwSdwsLcTbWPTgR9Rp1YtTBk5mPNpwxaG76+yUjHjbBy8/QJQVlaGkUMHY8aUiQjYHgzHtm3g6uLMMZau1DC8V5YzlENG4MnTpygpKYW5uRl2bd6IFm80B6qZSBix8Pbx5+wYOgQzpk5CwDbeDhfejiXLkXItFZaWFvBfu1pgx2789L8XdsyFS0/eDklAG2z8CvrLIH0FACamhrej5LmGERsPb79NHGPIQMyYPB4BO0Lg2LY1XHv34hjL1iAl9QYsLczhv2Y5HPjZaeWwMWI7An3R4o1m3Iariy9x/8/mlJIiMSM2Ht5+gXx/DeL7ayfn9/L+Ws33l4Wkv0bL9FdzoHpNw9vx/KmYEZcA741bOMbgAZgxcSwCgnZxfnfuiaKiYsxf4a2xY9USjR3D38eTp89QUloCczMz7ArYgBbNm2nHemw8vP0FY2uSzNhaLhhbqwV95SkYW2aSsSWMEQPFIS3I1DDOXYT3jr1cfnfvg+kfjEDgvh+4/N69C5ffv9mMlJvpsDQ3g99Xc7Tz+/5DqFO7FqaMGqL5UmhH4nl4b9vNMTyUmP7RKATu+RaOrVpA2aMrx1gXiJSbtznG4rlwsFeIGfu+5xijh2m+rCGJw4QkeG8K4jgD3TB93PsIDNkPxzYtoezpxNXDNT5ISbsFS3Nz+C1bAIeG9jgSGY3gg4dgamqCaqQaZk74oLweEmmsxyXCO2ALyspejK2PEBC8G45tWsPVuQc3tlauRUpqGuf3lV/DoVFDbN0diqD936Kpg+bqhl3+62HVoD6kF+LGxCXAO2Ar5/cX4zd4NxzbtNKM35XeAsYSnrFfhvENx6htJmb8V3MWY1SNoS7TMM7Gwdt3Izd2h/H5ZFsQf3zC55MlKziGpQX8vVdpGCF78NORcJiYmmDR55/BRXiiK82NhrClVHz7FVerAjhbhg7CjMkTELCdr1UuL2rVKqRcF9SqF7lx6ChxbtzkhxZvNAf9S3z3eUz8OT6flGHkQHdMH/8BAkP2wbF1Kyh7vcgnG5By4yaXT5Z/CYeG9ti291sEHfgeTQVXMoX4roFV/XrafjcEo5qphJEI74BtXF4c5IHpEz5C4M49cGzTCspeXM5asGodx7Awh9/yxXBoZI9tew4gKPQ7NBVc9RXivw5W9euDmEgYhqi5krFlsJorOJeNiUvQMAYPxIxJ4xAQFALHNm3g2rsnx1ixRpN7Vy0TMN7Dk2dChk+5HVR4XBp/Dt6B23l/uGP6+A8RuHMv74/unD9Wf4OUG2m8PxbxPj/I+0Pgc7+15eOKmImvgjRIHBY/FzMM5ZN6dq88k6H3JMXfIUKIJYAPAbQCYAogC8ARSuk1vTYgmKT4L0s6SWEQPdX/YTYvK+kkhUEkmaQwiKpV6UKel5ORZh2N0l+SwmYQlTyvvM2rqnol9+H/VySZpDCIJJMUBpFkksIgMkasA0aJEeEkhcFkjFivYfg4lE5SGIhieIRkkoLp/4kEkxQGkzFyo2SSwhCSTlL8Z1XN8LlXOklhMBljbBnhXJYa4bhUOklhEBUb4fga+FsmKfQaoYQQJwBNKKU/yCwbDeAOpTSxsu1QSh8C2FblvWRiYmJiYmJiYmJiYmJiYnrtpe8zKdYC0HXzTFt++UuLEOL1KuszMTExMTExMTExMTExMTH996XvJMXbABJ0LDsHoMMr7oeRroVnYmJiYmJiYmJiYmJiYmL6t0rfG5JqQfeEhgmAuvpshBDyJoDhABwAlAK4AeBbSukOPfeDiYmJiYmJiYmJiYmJiYnpNZW+V1KkABiqY9lQANcr2wAh5FMA28FNeHQFUBvcZEU8/+YPJiYmJiYmJiYmJiYmJiam/8fS90qK7QB2EEIeAQgG91aORgC8AEwBMFOPbXwM4B1KaRkhxA/AL5TSPoSQHQCOAOhY5b1nYmJiYmJiYmJiYmJiYmJ6baTXJAWlNJgQ0hrAXADzhIsA+FNKg6rAKwNQE4A5v+07hJDq+u8yExMTExMTExMTExMTExPT6yi9X5JLKf2CELINQD8AVgAKAJyglN7ScxM7ASQRQhIA9AawHgAIITYA7lVpr//jImYNDM4oi9hncAbeaGNwRLWWRrjAxsQI73AGgDIjvOv8rycGR1BjvGPZ1PDzlsS0hsEZqG4ERtFfBkfQ0hKDM4iF4fMiAMAY74Z/VGhwhDoz1eCMas10vdTrb1RJscERtLoRcpaJEX5refbQ8Ayi713ALy96P9fgDA5EDY4g9WwMzoDa8McO9GGBwRmkll6Pr3s11bEwPIMY4Vn/1Qxfc6naOL8PE9OaRqAYIdbN6hucYRTVqPVP74HeqtLRGqX0JoCbLwOilAYQQk6Ae2WpH6X0Gv99PrhJCyam11fGmKBgYmKqWMaYoGBiYmJiYmJiYnolVfmIjRBSDUAagCGU0itVWZdvX6V1mJiYmJiYmJiYmJiYmJiY/n/oZa7rIwCagXuuBBMTExMTExMTExMTExMTE9PfIsPffMjExMTExMTExMTExMTExMSkh9gkBRMTExMTExMTExMTExMT079CVZ6koJSWAZgE4PbfvztMTExMTExMTExMTExMTEz/X6XXJAUhpJXwb0rpXkrpfcPsEhMTExMTExMTExMTExMT0/9H6XslxTVCSBQhZDQhhL3DjYmJiYmJiYmJiYmJiYmJ6W+XvhMOkwF4AfgeQB4hZBeAYErpP3bLx+nYeKzZ4Au1Wo3RnsPgNXmCaHlxcTEWLFmOKynXUM/SEv7r16Bxw4YAgB0he/Djkf+hWrVq+HrB53Du0f0fYwDA6bgErPHZCLW6DKM9h8Br4nhtzrJVGs7aVWjc0B73HzzEpwsX4/LVFAwfPBBLF36uk3Hmdg7WRv2OMkoxqkNzfNytrWh5cmY+1kZfRGr+Q/gMcYJHa4fyZWGX07E9/ioAYHr3dvB0bCbPuJKGtT9EooyqMapnR3zs0UtsR0kpvtwbhit3clCvbm34TR2FRlb1cPTcn9h1PK68XWq2Cj9+5YW2DgptxrkLWLM1BGq1GqMG9IPXByMlfVWChesDcOXGTdSzMIff11+gscIWl66lYqn/NgAApcDs8e/BrZeTvB3nzmPN5p1Ql5Vh1CB3eH04Spux1h9XUtNQz8ICfsvmo7HCDpdSUrHUdwvPoJg98QO4Ocv73Sh2nL+ENcH7OYZbH3iNHiJmlJRgod8OXLl5G/XMzeC3YDYa29mUL7+bV4DBs77ErA+GY8qIQfKMi5fhves7juHqjI9HDNBmBO7C1VsZHGOeFxrZWiM7rwCD5ixF84Z2AIC3W72B5dPGyTMuXIJ38EHejt74eNRgbYZ/MK7eTOcY82egkZ0NslX5GDR7EZo3UvCMN7F85kRZBgCcSf4Da4L2cRz3vvAaM1Sb47sNV9L4/vryU+3+mjEfsz4ciSkjB0s3zzGSLmLNtt0co78rvN4fLmYUl2Dhhk24cuMWx1g8D40VtgJGPgZPnYtZ40Zjyuhh8oyX9HuWKh+DZi5E80b2XH+1boEVsybJMy78Ce+Qg1CrKUb1c8bHI8Xjo7ikBAsDduLqzQzUM68Lvy9maPz+yWI0byjwyYzxcgguRrbs5OwY6KYjRjbiSiofI0u+4OLwWiqW+m0FwMfIhPd1x0jieazZHAR1mZqL9Y9GazPW+uHK9TTUszSH39KFaGxvh0sp17HUZzPHAMXsiR/CzbmHPOP8JazZeYBjuLvAS3b8BuFKWjrqWZjBb/5MjT9mfSXwx5tYoWP8nrlyE2t/PIYyNcWonu/gY3fxvhSXlOLLff/DlTu5XO6dMhyNrOqhpKwMSw9ETi5eBgAAIABJREFU4GpmLsrK1BjarT28PHrKM4wQHxznd6zZwXM8+sJrjHicF5eUYKHPVg3nqznanOlfYNZHoyqOw627+PzrCq/3R4gZxSVY+E0gF4cW5vJxOOUzzBo/Rnccvqgj6jKMGqijjqwT1JGlgjriJ6gjE/7hOnLuAtZsCRbEoYwd6/0FcThfJg4pH4c67Lh4Gd67f+DrSC98PLy/mFFSgoWbduPqrTuoZ1YXfvM+1uSTz5Zr6kjLN7B82kc6GFcEjJ46GHs4hnld+M2dKmCsENSq5ljupYNhjHGV9DvWbN/N5ZMBrvB6z1ObsWGzhrHoMwmjAIM/notZY0djyuih0s1rOL9fgffuQ1yOd+2Bjz09tPtr815cvZXJ9ddnU9DI1grZeYUYNHelwCfNsNzrQ3mGMXKj0WLEwLXKGMeliclYE7ids2NQf3iNHSNhFGPhGl9cSb3BMZZ/hcb2dohNugDfHbtRUlKK6tVNsWDGFDh1fkeWcTrhHNZs3Ax1mRqjhwyE1/gPtRgLVq3DlWupqGdpAf9VS9HYXoHYc8nw3RZczpg/axq6d+lUAWOLgPGBDGO9gLFEwNgpYXSUZxjr/PA1Otd9Gel1JQWldA+ltAeAdwD8BGAmgBuEkN8IIcMIIUZ9AGdZWRlWrvsGOzcHIOKn7xH+WyTSbt4StTkU9j9YmJvj+P9+xsSPPoBPAHdAmXbzFiIijyHix++wc0sAVqz9BmVlZf8Io5yz3gc7A30RceggwiNPIO2WeO7n0JGjHCfsECZ++B58NnFJrWbNGpgz42MsmDO74v5Sq7H6+AXsGOWMo5M98EvKHaQVPBS1sbeoA+8B72JQ2yai7x/8VYStcVfw3VhXfD+uH7bGXcHD58XyjO9+xY7ZH+Lo0pn4JekK0nLyRW1+irsIizq1EbnyE0xQOsH38AkAwJB32+Pw4mk4vHga1k/0RKMG9WQnKMrKyrByUxCCvZcgPCQQESfPIi0jU9Tmx19PwMK8Lo7t24YJI4fAN3gfAKBls6b4casPwnb4I3jtEizbuA2luvwesAPB65YhfM8WRESdRlr6HTHjl+OwMDfDsQNBmDB6KHx37OUYzZvixx1+CNsZgOBvlmOZ31bdDIPbocbK7XsRvHw+wresR8TpeKTdyRYzjsXAwqwujgX5YsKw/vDd871o+dqdB+DcuYPWtoWMVcEHEbR4Do5uXImIs+eQlnlXzIg6C0uzOojc4o3xg/vBZ/9P5csc7Gxw2HcZDvsu0zlBUVamxqod+xG0bB6ObvZGxJlEbTuOn+YYO77B+KHu8Nl7SMNQ2OLwxlU4vHFVhRMUZWVqrNy2G8ErFiB82wZEnI5D2p0sMSfyFNdfO/0xwXMAfHd/K+6v4P1w7vx2BYwyrNy8E8FrFiM82B8Rp2T8/lsUx9izGRNGDIZvSKiYsX0PnLvKF/9yO17B700UtggLXIOwwDU6JyjKytRYFRSKoCVzcTRwNSLOJiItU8I4cQaWdesicts6jB/iDp99Ap/Y2eKw/woc9l+hc4KirKwMKwN3IHjtUoTv2oSI6DNIS5fGyHFYmJnh2P7tmDByqDhGtvkiLGgjgtctxTL/imJ9G4LXr0D43q2IiI6RifVjXF8dDMaEUcPgG7SHYzRvih93bERYyCYEf7MSy3y3oLRURxzu2IfgZZ8jfMtaRJxOkB2/nD82YMJQD/ju/aF8WROFLcICViEsYJXOg/AytRqrf/gNO2a9j6NLpuGXZJncG/87LOrUQuSKmZigfBe+YdEAgMgLKSguLcORxV449OUU/HD2IrILH8jbYeD4KOds3Y3glQsRvt0HETFynJMcJ2QjJgwfCN9dB8WcoP1w7lJRjJRh5aZgBHsvRvjOjfL597cobmzt3cLF4c79Ysa23XDuKn/wWs54UUd2b0FEtEwd+ZWvI6FBmDBqKHyDBHVkux/CggMQvH45lvn/k3XkRRwuQ/iuzXwcythhZoZj+3fwcbhXwyiPw2UVxKEaq3Z+i6DFn+Co/3JEnE2SqSOxXD7ZvJqrI6E/ly9zsLPBYZ8lOOyzROcERVmZGqtCvkXQ4tk46r8MEbEyjOhYro5sXoXxg13hE3pYw1DY4LDP1zjs87XOCQrjjCs1Vm4JQfDqRVwNORmLtAxpfETzNWQTJowYBN+QA2LG9j0VMgAup6wK+R5Bi2bjqP8SRMQmIy0rR8yJjoNl3TqI3LQC4wcp4XNA2F/WOLxhEQ5vWKRzgsIoudGoMWLoWmWE41L/LQjesArh+3YgIuoU0tIzxIyIYxzj212YMMYTvtt3AQDqW1pg27rlOLp3G9Yt+hwL1vjo9odPAHb6rkPEwd0IPxGNtNvpojaHjv7Kne8cCsXE90bBZ2sQz7DEtm/W4GhoCNZ9/SUWrFxbASMQO33XIuLgrgoYZjh+aD8mvjcSPluDBYzVOBq6E+u+Xlgxw1jnh6/Jue7LqkqTC5TSS5TSWQAaApgGwA7AzwDuEEKWE0Ls/ta906FLl6+gqUNjODRuhBrVq2OQhzuiTp0WtYk+FYPhQ7hf9zz6KRF/LgmUUkSdOo1BHu6oUaMGHBo1QlOHxrh0+co/wgCAS1euijnu/RAVc0bMiTmD4YO5X6g9XPsi/lwyKKWoU7s2urzzNmrWrFFhf/2Zcw9N6pvBoZ4ZapiYYECbJohOExfoRpZ10dq2HqoRIvo+Nl2F7k3tUK92TVjWqoHuTe1w9nauNiM9G01s6sPBpj5qmJpgQJe3EP3HdbEdf1yHpxN30uveqR0Srt0GpVTUJiLpMgZ2dZTvq+s30KShPRwaKlCjenUM7NMLUbHnRG2i4s7B070v11e9eyD+4iVQSlG7Vk2YmpgA4GacCYjW9gHg0jUJQ+mMqNhEMSM2EZ4eSo7h0hPxF/6QYRSDyCOMY8eNm2hibwcHhS1qVDfFwN5OiEo8L2YkXoCnK3e1i0fPdxH/x5Vyf5yIT4aDwhYtmjSWNwLApbTbaKKwgYPChmP06oropN9FbaLP/Y5hfbhfdT26d0bCn9e0fF6RLt24hSYKgR3O3RB97qKYkXgRw5Qv7OiKhEtXq8QAgEupaWjS0A4O9nZ8f3VHVIK0v5Lh6erMcXp1Q/wflwX9lcT1V9MK+ut6Gpo0VPCM6hjo0hNRcUliRnwSPN36cIze3RF/8U8NI/YcHBR2aNHUQbppDeMV/a6PLt24hSb2thpGr26IPif1+0UM68v7vUcXJFxKqRrj2g00aSSIkb69EBUniUNhjLj0QPwFXTGii5EqZih7Iyo2QcyITYBnf1ee0Qvx51/Eei2YmgpjXVcc3hL7w7kbohIviBmJF+ApGL/xf1Rt/P6ZfhdNbBrAwZrPvZ3bIfpSqqhN9KUb8OzG596ObZFwPR2UUhBC8FdRMUrL1CgqLkF1UxPUrVVT2w4jxIeGoxBz4pPFnITz8OzXW54TlwQH+0ryVnkcCvKvNA7jzsHTvQ/H0IrDRDjY26FFswriUDp+lc7a4zc2EZ7u//I6cu0GmjRSCOLQGVFxUobUjirGYdptNFHYwsGOryM9uyA66Q9Rm+ikPzCsD/cLs0f3TlWvI2npEkZXRCdfkjAuYZgL9yugh1MnJFyuIsMY4+q6JD769EBUvLSGJGtqiLMT4n8Xxsc5jlFZHKalc7Xdzho1TE0xsEdnbZ8kX9L4xKkjEi5ff4k6YtjcaLwYMXStMsJxaUoqmjRqCIeG9hzD1QVRZyX18Gw8PPv34xnOiL/wOyilaNeqBeysrQBwkyJFxcUoLtb+MfPS1Wto2rgRHBo15M53+ikRdSZO1Cb6TCyGD3DnGH1dEJ98gWO0bgk7G2uO8UYzFBeX6MnoK8OI05Ohww5jnR++Rue6L6uXvQKiGYAO/L/FAC4DmAcgjRAyXPdq8iKEmFWlvSovHwo7zXyInZ0tVPn5Wm3sFVwbU1NTmJuZ4f6Dh1Dl50OhEKxrawtVnnhdYzFkObY2Wm1VefmwtxNy6uL+Q/GVEBVJ9eQvKMzrlP+tMK+NvCd/6bfu42ewtxCvq3r8TLvdg8dQ1LfUtKtvgbwHj3W2MTWpBvPatfDgqXg/fjt/FYO6yE9SqAruwd7WWsOwsYKqsFDUJq+wEPZ8kjE1MYF53Tp48Ijbjz9SUjF4yqcY+vFnWP7Z9PLELWYUShjWUBVIGII2piYmMDerq2FcvY7BE2dh6ORPsXzuTB0MI9hReB/21g00DKsGUBWKn3WbV3gP9nxh0TCe4Nnz5wj+KQKzPqg4lPPuPYBCwLBrUB8qya+wqnsPYG9dX8OoUxsPHj8BAGTnFWDEFysxbskGJF8Vn1Rp9vG+mGFVX8sO1T2NrZwdAoYqHyM+W4pxi9Yi+Yp40ky0jcL75X0BAArrBlAV3tPaF3sbQX/V4Xzy7PlzBP94FLM+FF/iqcUouFfuU+CF3yUMQRuh35/99RzBP4Rh1jjx7Qjydryc3wEgS5WP4XO+xtgvV+vsLy2/y/mk8IHYJyK/52PEvOUYt3idTr/L9lWBTF/ZVhAjkz/B0KlzsHzuDPkYyS+EvY3mNgGFjTVU+ZI4FLQxNTWBuVkdPHj4iGNcvY7BE2di6KTZWD5vZvmkhbgfJP6wlvOH7vHL+WMJxn7lrdMfXF411zDq6cq9FjyjGsxr18SDp3/BvWMb1K5ZAy6LAuC6ZDMmuXZDvbq1ddhh2PiQ51jJj9+/Mw6tG2jn+MIK4vD7MMwaJ74MWpshqSPWMmNLWkfqCupIynUMnjQLQ6d8iuWf/YN1pKBQJg6ldkjjUGLH5NkYOvVTnXHI5ZP65X/bWdWH6p5cHZHmk6cAXtSR1Ri31AfJV29obZ9j3IfCSsBoUE+mjsjVKgFj/hqMW+qL5BR5hlHGlWDscwwdedFGmt/5+PjhCGaNrbiGALxPrKQ+ER9zqu49gL2Vrv4qxIgF3hi3zA/JKWk6bDFCbjRKjBihVhnluLQA9raV1EMhw5S3g6+HLxQZcxbtWr6JGjW0fzxV5RdAYae59cjOxlr7vCq/APZ8G45RF/eljJOn0bZViwoYGjvsbGygyi94SUZLecY/dX74Hz7XfVnp/RBMQkgNAKPBXUHRE0AGgHUAQiilBYSQ+gCCAPgBOKxzQ/K6CqCJ3AJCiBe452Fgx6aN8Jo8ERTaM6nSyUG52VZCdH2vPbVoDAbH0Za0rWwbnXOu+jFeZV3Z/pLfycq3Jfj/H7ezUKtGdbRsZCvTUh4i7YeKJtnfbtsK4SGBuJmRiS+/CUTvdzuhpjQB6eG7imby327XGuF7tnCMdRvRu1tn/Rj/iB0yGyfApgM/Y+Kw/qhbu5bunYDu8V9ZGxACm/qWiNqxHvXNzXDlZgZmr9+CoxtXwKyO+ARJNg71YYDApkE9RO30Q30LM1xJS8ds70Ac3bxGi8FvRGYLevidEGwK/QkTPQdW2l9yEaAd6zoY+7/HxBGDUbe2zL6Ld7Jyhg6/2zaoh+hdG1HfwhyX025j9pqNCN+yTtsn+jB0RLtNfUtEBflwPrmZjtlrN+Fo4GoZn7ys3zm93bYVwndt4mJkvY4YkdtDPXLvix3hYn0rx1jrh97vdtG+qu2l8wnh/BHij/oWZpw/vAMRvtlbJkZ072NFDALuKoxqhOCU96d49Ow5xvntQ/c2zeEgOGnUacffHh86OHrmlE2hP2Ki54DKOS/rE0Kwad/3mDjy74rDisZva4Tv/hfUERlV2Y5dm/k4DEDvd7Xt0NHVlTMIuHyyfa2mjnyzDUf9l+kVI/r5nGds89YwNmzHUb+l2jnr3zyuCMGmfT9g4vBBesWhfj6RWZEANvUtELV1Nddft+5w/eW75O/rryrkRuPEiBFqlVGOS7XX0zf3vtCN2xnw3b4LIb5rZPdD/niu8mMHYZMbt27DZ2sQdm38RgdDbherykiHz9bgChjGOj98fc51X1Z6TVIQQnwBTABQD0AkgKEAfqGCPaSU3ieEBAA4rWMb83RtHoDOKykopUHgJj+AZw8pAChsbZGrUpW3UanyYCv4RQwAFHa2yMlVQWFnh9LSUjx+8gT1LC25dXMF6+blwVYwC1q+vhEYHMdGzMnL12qrsLVBjkoFhZ0tz3mKepYW8h0mxzCrjVzB1Q+5j/+CrVklxfDFuuZ1cO5Onmjdd5toTyIo6psj975mpj33/iPYWpqL29Tj2ijqW6C0TI3Hfz2HpeBXu1+Tr2Bgl7d07oudjRVy8jQzorn5hbC1aiBuY22FnPwCKGysUVpWhsdPn6GehXg/3mzqgNq1aiH19h20b91CwrCWMAq0GXybcsaTpxUwMtC+dUvj22HdADmC2fzcwnuwbVBPpk0hFNYNNAxzM1xKvYnIuCRs2PMdHj99hmqEoGaNGhg72E28vlV95AoYqnv3tRgKq/rIKbgPhRXPePYX6pnVBSEENapXBwC89WZTOChskH5XBccWzSSMBmJG4X3YNhCfQCmsOFs1dvyFeuYSRotmcLC3QXp2LhxbNodUL/qivL8K7sHWqr52m/xCKKyteFte9FcaImMTsWHXQUF/VcfYIR6S9TmfljPyC7Vs0fjdSuyTazcQeSYBG3bux+MnT1GtWjXOJ8MGSNZ/eb8L+8uxRXM4KGxxOzsH7Vu+IfFJfRmfyPld4JNnMj55sxkcFLZIv5sLxxZin8j2lVYcWonjUGeM1NQR61bIEfxikJtfAFtrGUZ+PhS21igtLcPjJxXFYQbat5HEutQfBbr8UfH41fgjF+0l45fLq5orJ3IfPIKtpbikKupbIPf+I0HuLYJl3dqISL4C53ZvorqJCazM66LjG41xOSNHa5LCGPEhz9EVIzKc62mIPKtHHNpIxlbBvQryr1wcxmNDsCAOq1fHWM+BEoakjhTIjS1JHXmqo47U/ifryMvEoa56WFPeDqt6yC3Q/IKuKrwP2/o68olV/YrriJ2OOtKgPnIFv9Kr7j2ooFZVxrBGek4eHN9sqt0Phh5X/NjXMAq149CGjw8tBh8fIQc4xou6Pkz8ANFynxRKfWIpaqOwqoecwkr6640mnE/k+ssIufHfGyNVrVXGOC61Rk6etB5aybQpgMLWhquHAjty8/Ixe/EqrF/8BZo0agg5KWxskKvSnE+o8gtga22t1SZHlSdgPEU9CwsN46tlWL/0KzRp3EgHwxq5Ko0dqvx8LTsqZyzF+qVfokljHXYY7fzw9TnXfVnpe7vHOAAhAFpQSgdRSiOo/LTdNQDyT1sDvAHUB2Au+ZhVYT8AAO3faof0O5nIzM5GcUkJIiKPQdnHWdRG6dIbh49GAAAiT0TDqWsXEEKg7OOMiMhjKC4uRmZ2NtLvZKKDo/aJsTEYANC+XVukZ2YhM/suxzl2Asre4rdiKHs743D4rxwn6iScunau0myVo30DZNx/gqwHT1BcVoZfr91B3xbywSdVz2Z2iMtQ4eHzYjx8Xoy4DBV6NtN+9Ihj00bIyLuHrIL7KC4tw6/JV9C3QytRm74dWiMsgbsP9NiFq+jWunm5HWo1ReSFqxio41YPAGjfuiUysnOQlaNCcUkJfjl1FsoeXUVtlD26IuzYSQBA5Ok4OL3THoQQZOWoyh8WlK3Kw+2sbNETr8sZbVoiI/susnJyOUb0GSh7dJMw3kVYJP/guZhYOHXswDNyNYzcPNzOzEZjhXZfGcWOlm8g424usnLzUFxSil9OJ0D5rvhJyMpuHREWdZZjxJ6DU4d2IITgwPoliA7xR3SIP8YP9YDX6CFaExQA0L5FM2Tk5CFLlc8xziahbxfxg/H6dn0HR05x9wNGxp+Hk2NrEEJw7+FjlJWpAQCZufnIyMkTPaFfY0dzZOSoNIwziej7rvihX33ffQdHol/YkQSnDm15xiMBIw8Zd1VorNBmAED7Vm8iI1vYX/FQduss6a/OCIvinhcTeTYRTh3e4vrrm2WI3h2I6N2BGD+sP7zGDJM9AWvfuoXY7zGxUHaX+L17F4QdP8UxTsfD6R1HjuG3GtH7tyF6/zaMHz4IXu8P15qg4Prr5f0u118OsmNL4pOziegreZhn367v4MhJ3u9xyXBq30aekaOS93sbSYycPAtlj3clffWuJkZi4uDUsYox0roVMrKEsX5aJta7Iey3KJ5xFk6dBLFeKo11HX11V4WsXM34VXYTj1/lux0Rptf4zYWDzPh1bNqQz70PuNx7/ir6tpfk3vYtEZbI596LKejWqhkIIbCvb4GEVO75FM+KivFH+l28obDSYhgjPso5dyUcJxnOidPanA3LEb1nE6L3bML4YQPg9Z6nfnF46iyU3buIGd27IuzYKY4hjEP/1YgO3Y7o0O0YP2IwvD4YoXUiCeioI91l6sixf3kd0YrDMzriUM4OOYaMHeV1pIDzeWwy+naV1JEuHXDkFHd/fGT8BTg5ttGuI6p8ZOTqqCMtmkoYSejbpYM2IyaeYyRckK9VKr5W2WofiBtlXLV+k2O8iI9TcVA6SRhOnTU15EwCnN7m48NvJaL3bUH0vi0YP3wgX0O0JygAoP2bfH/lFaC4tBS/xJ3X7q/OAp8kXITTW3x/PXqMMvWL/irga7tMfxkhN/4zMWKAWmWM49I2fD28yzOiYqDsKX7TiLKnE8J+O8EzzsCp09sghODR4yeYtnAZ5nlNRKf2un9obN+2DdKzspF5N4c73zkRDaXkjT9K5x44/OsxjnEyBk6dO5YzvL74CvOmT0XnDhWcJ2gxTkLZS/y2K6Vz9woYiypnGOv88DU6131ZEX0eQkMIqUEp1X56SFVAhMQB+IRSel5mWSalVPfTgl6Iv5ICAGLOxMLbxw9lajVGDhuCGVMnI2DrDji2awvXPr1RVFSE+V8vQ8r1VFhaWMB/3Ro48DNv23buwk9HjsLExASLvpgHl17yr44zGKOsVMw5GwdvvwCUlZVh5NDBmDFlIgK2B8OxbRu4ujhznKUrNRzvleUc5ZARePL0KUpKSmFuboZdmzeixRvNUfb9RjHjVg7WRV+EWk0xvH1zTO/eDpvOXsZbivpQtmiEP3Pu4dOwWDwqKkYNExNY162Fo5O5AvbTn7cQlHANADDNqS1GtOdnq99oI2ZcvoF1hyI5Ro93MH2AMzYdPYm3mjSE8u3WKCopxcI9h5GSmYt6dWrDZ8pIONhwvwKcS02H3+EofLdwimib1VqKi1ZM4nl486+TGtnfFdM/Go3APQfh2KoFlD3eRVFxMRas24iUtNuwNDeD3+LP4dBQgSPHTyH4u59hamqCaqQaZo4bg349+SQvuT8vJiEZ3vzrpEYO6IfpY8cgcNcBOLZuAWXPbhzD2w8pN27Bkn/lmkNDBY4cO4nggz/C1NQU1aoRzBz/Pvq9eJ2U5Im3BrEDAP56omEk/w7v4AMco19vTH9vGAJDf4Jjy+ZQduvEMfy2I+VWBizNzOC3YJbWSemmgz+jTq2aoleQ0uLnGsb5P7F293dQqylGKHti+qhBCPz2CBxbNIWy6zsoKi7BwsAQpNy+A0uzuvCd6wUHhQ2OxZ9H4HdHYGpigmrVquGT94aKD0xNqwvs+ANrQ7hXkI5wdcb0MUMReOBnOLZoDmW3jigqLsZC/yCk3LoDS/O68P1iBhwUtjgWl4TAg4c1jA88RRMcxFR8uWNM0kV4B3Gv7hzp1gfT3/dE4P5DcGz5BpROnbn+8tnK9Zd5Xfgt+AQO9uJiv+nAj6hTq5bm1YfVJYxzF+DNv4J0pIcS0z8cicC938Gx1ZtQdu/KMdYHIuVmOuf3RXO1Gfu+R53atTSvqCsSP9flZf0eGft/7J13WBTX/rjfWRTpoChVsFfsvStYULGg0RSNLQbDTXJzb5IbTXJTjYoxqIkmKnbT1ESjBsGgkYgVe0FEEQsKSrN3YHd+f8zK7mxREt2939+9532ePMGdM/vO55w9Z86cmTlnP3N/WIuDgwYHjYbXRw4tG+CQS0vUjoPHiFmyUl8mXYgePpA5P66jSd2ahLVrqZT7l4sM5f72K0qZ7DnAnJXrqeCgUcrk+ciyAQ7JQ31nKGXvAaZ9sxSdTqvUw5HDmbPsR6UePqwjMV+SkXUWT3d3Zn3wsI78waKVJnXkYT10UD88mJK6n2lfL9LX9d5Ej3qOOUu/p0mDekpdf1DMxGkz9XXdjVkfTdLX9WSlrut/W6+Ofp5exsu63TTc7Uw5cJRpi43Ko+z3W9OoPBYaflfvvKqUx+79zP3hFxwcHJTyGDGEMKPfr+6iYT6PlONZTF+7BZ1Ox5COzYnu24W5G1MICfYnrFl9pe1dsYGMi/l4uToR+9IQgqpW5s79Yv79fTxnLhchA0M6NGN8b0McmpqGDodN6geYPVOcsv8w0/RLkD7TpwfRzw/Re2oR1qGNwfOwjkyy4Pl+jVJHrNXDvQfV9XDkMOYsX6lvf/X1cPocMs48bH/fJMhfveKUWT10qKh2pB5g2rzF6LRG55FlPygO4/PIw9+v8Xlkpf48IpmcR3R2OI+YLNam1EO9o19Pokfq42hQl7BO+jhiZhvVw38Z1cO1hjhGPVcWh3xNPfl2yqE0YvTLgw4N60z0M/2Zs+pXmtSpQVjb5vrzyFIyzl/Un0deJsi3GptTDzFn1a/6eijx9+cGqgfKjfq3KYfSiFn+s+II7WTZMXcZGecu4unmonasjje0Wc8OVF2wS16Gi2Ob/K5Myj1l3yGmLVihrx+hRI8YypwVq/XnEH39mPG1oczf/6d5/fjuJ6UeGi1BKt9Qv7efcug4MSvW6POrI9FD+zFndbySX22aKfn19XIyzuUo+fXP8QT5VmVz6mHm/LTRkF/DI8ryS3JyVTts0Ta6qJ8ytk0dMWmzbHGu0pjUQ1v0S03brD37mDZ3oRJH/z5Ej36BOUu+pUmD+oR16aCcD6d+QcbpM0ocn7xLUIA/81esZOEPq6lh9HTDkplT8dY/ESVVMEzGnLI7lWlfzVOudwb0429jX+SrRcto0rA+Pbt25sGDYt6ZPI2ocIWFAAAgAElEQVSMzCw8PdyZPflDggIDmLfsOxZ+t5IaQQbH0tkz8C570s6oru/ey7SvvkGr1ekdI/WOBvTs2knviDFyfKB3fG/B8bnB4Wx4MsUe16D28tjM4eL5xO9+lGuQ4mkgSVID4Iosy0UWtvnKspxvYTc1RoMU/19jMkhhE4XJIIVNMBmksAWmgxQ2wcIkQk+dp7wsj1WMBilshfEghc2oUPHxaZ4Q00EKm1DRDo4H5ZsE90kwHaSwBaaDFDbBodzTMD0ZN688Ps0TYjxIYSuMBylsxlN+h9Ui9qiHDrZvs0wHKWyCHVaUNx2ksJ3I9l1G40EKm2GHcjcdpLAFpoMUNsGl/K9C/2Xs0WZpbF8P7dJmoR6ksB12uDx0dn98GoGBpzBIYaceG8iybHVq/XINUAgEAoFAIBAIBAKBQCD4r8YOQ3WPR7+Ch0AgEAgEAoFAIBAIBIL/Yf5PDFJgvuKJQCAQCAQCgUAgEAgEgv8x7Pa6B4AkSXWAIUAQUAqcBlbKshxnz+MQCAQCgUAgEAgEAoFA8H8Puz1JIUnSG8ACwAloCzijDFbskSSph72OQyAQCAQCgUAgEAgEAsH/Taw+SSFJUvKf+B5ZluWej0kTBbSQZVkrSdIsIFGW5R6SJMUBGwA7LOMgEAgEAoFAIBAIBAKB4P8qj3rdQ0P513Qp75wSFQAtUAlwB5Bl+YIkSfZZB0cgEAgEAoFAIBAIBALB/1msDlLIstzjKbsWA/slSUoFugGfA0iSVA24+pRdAoFAIBAIBAKBQCAQCP4/Q5Ll8j4s8RRkkhQCNAKOy7J88k9/wd0btj9YWWdzBcUPbK6Qiy7a3nElz/aOO9dt7rBHeVBaYnsHwO1btndcKbC94/592ztcXG3vcHCwvUOrtb1DY4cFmBydbO+oVMn2DgCdHc6r9igTV3fbOyo62t5hD3R2qIcP7HCuskcfyMnZ9g4AjR3a39JS2zv+W9pfZxebKyTvANs7Ktk+Dru0i/ao62CfPoo9+lr2qCMOdnixwE7X/ZJfnSduuP7U6h6SJFUG6qFMfqlCluXtj9tfluV0IP3POAUCgUAgEAgEAoFAIBD8b1CuQQpJkpyApcCzWJ9/wg7DWAKBQCAQCAQCgUAgEAj+WynvEqQfAj2AMSiDFK8DLwM7gTPAAFscnEAgEAgEAoFAIBAIBIL/Hco7SPEMMBlYpf/3XlmWl8my3B04CvS1xcEJBAKBQCAQCAQCgUAg+N+hvIMUwUC6LMtaoAQwnnFuKfDc0z4wgUAgEAgEAoFAIBAIBP9blHeQ4grgpv/7ItDcaFtVwE5TNQsEAoFAIBAIBAKBQCD4b6W8q3ukAi2BTcBa4DNJktyBUuBtlLkpBAKBQCAQCAQCgUAgEAj+MuUdpPgc5ZUPgClAXZQ5KhxQBjD+9vQPTSAQCAQCgUAgEAgEAsH/EuUapJBl+QBwQP/3LeAZSZIqAZVkWb5pw+OzyvZde5j6xUx0Oh3DIwcz4aUxqu3FxcVM/PAT0jNO4uXpyezPp1I9IACAuCXLWbPhVzQaDR9MfJuunTpad8TORqfVMXzIICaMG23B8SnpGafw8vJg9vQpBsfSFaxZH4/GQcMH77xF104drMeyZy9TZ89VYhkUwYTRI809n04j/VQmXh4ezJ7yMdUD/Ll24wZvvPcRxzNOMSSiLx/9659WHTsOHmXqwu/Q6XQM69ODCcMHqR0lJUyatYD0rHN4ubsza9LrVPetVrb9UkERA16dxGsjhjJ+aIRlx7GTTPthg+Lo3p6oAWEmjlImLVzJifM5eLm5MOvVUQRWqwLAqQuX+Hj5Wm7fu49GI/Hzx/+gkmNFc0f6GWJ+TkIrywzr1IKo8M5mjndX/Er6xct4uToza/xQAr29iN+XxtLfU8vSZebms+bdl2kU5GfuyDhHzC9bFUeHZkT1aq92lJby7veJpOfk4+XizKwxAwn09qREq+WjVUmcyMlHq9UxqG0IE3pbLvcdJ88TsyEFrU7HsPZNiApra+5YmUR6TgFeLk7MGtWfwCp6x0+/cyK3AK1Ox6DWjZjQs51lx+kcYn5LVRytGhDVtbmJQ8u761JIv1SkOIaFEljZneJSLZ9s3EX6pSI0ksR7fTvQrpa/ZUd2ATHbjyt51TiYqDb1VNsP5F4hZsdxMotuEdu3FeF1A8q2TdiQytG8a7QKqML8ge1Nv9pAzUZowoaBpEFO2428b4t6e/U6aEKHQbUAdBuXQeYR5fNqgWh6Pw+OTiDrkFOTkE8dshzH+XxiUtKUOEJqENW2vkkcRcSkpJFZdJPYfm0IrxdoiGP9bo5evkqrAG/mD7bclpR5zuURs+0oWp3MsKa1iGrXQO3JKSRm2zEyC28QG9GO8PrVDZ61Ozmap/cM6Wz61XaNZcf5fGK2HVPiaFLDQhxFxKQcI7PwJrH92xJe38jxyy5DuUd2su44e4mYrYcUR/M6RHVorHZcLCBm6yEyC64TO6gT4Q2Dy7atTzvLgj3pAER3DCGyaW3LjqwcYpL2KY6W9Yjq0kztyM4jJmkfmfnXiH2mO+GNaxocR7NYsOOo4ujanMjmdS07zuQqDllmWIt6RHVuau7Ysl9xDO1GeCMTx85jiqNLM+sOe8RxKpuYX7crcbRtTFRoG9X24lIt767eTHpuodKejOhLYBUPpT355Q/ScwvQSPDewG60q1PdogP07e/6P5RYOjQhqqeF9vfHTaRfLMDL1YlZowcY2sbVmzmRo28b2zRmQi/L7YpdHPZo4zMvEJOwU4mjTSOiurcyL5M1Ww1l8nxvAivry2RDCum5hUobH9GZdrUDrTsSdyuO1g2J6t7SgiPZcB55rpfhPLJhu/48Au/170y72gGWHfbIK3uU+Sl9HLLMsHYhRIVaiGPVZtJz9XGM7G9UR7aSnlOglMeg7lbriD3yCmDHibPE/PK74unYnKje6vNBcUkp736/kfSLeUpfa+xgAr29FM/KTZy4mK942jZhQh/L55Idx08TsypRKZOurYjq183csfQX0rMv4eXmzKwJzxJYtTLxqUdZmrSrLF1mbj5rPoimUbB5P2XHoeNMW7pS6Zf26krU0P4mjhImfbWEE2ez8XJ3Y9bbrxDoU5XcgiIi3viQWgFKH7F5/dp8Ej3KchwHjjJ14bf6/nUoE5610L+eOV/fv3Zj1rtvmPev//YOr414hvHPWF4sccf+w0ydv0xx9O3JhOeHqB3FJUz6Yi7pp88qjn+/RXU/HyNHIQNefpPXRg1n/PDBVhxHmLpgGTqtjmH9ejLhuUgLjq8Vh4c7s97/p4mjiAFRb/Lai8MZb3KNYcirI0yN0+dVeCgTnlUfS3FJCZNi5xny6r1/mOdV9L94beSwR+SVHeLYd5CpXy9Gp9UyLKIPE0YMM3fEzCY9MwsvDw9mffwO1f18OZaRyUczvwFAlmVeH/sCvbtaqR97DzB1zgIlryL6MuHFZ00cxUyaOpP0zNOK45P3qO7vy679h5gZt4ySklIqVqzAxL+Np0PrFhYdZZ65cXpPOBNGmnpKmDQtVh+LO7M+VjzHMk7xUexco1hG0rub9T7dX6G8c1KYIcvyg//UAIVWq2Xy9Bks/vorEtauZuNvSWSdOatK8/P6X/Fwd2fLr78wduQLxH71NQBZZ86SkLSZhDWrWPzNV3waMwOtVmvZ8Xksi+fOJmHtSjb+tpmss+fMHR4ebPl1jd6h/PCyzp4jIWkLCWt+ZPHXX/Lp9C8sOso8sV+yePYMElauYOPmrWSdO6/2/JqAh4c7W9b8yNgXhhP7TRwAlRwd+ceE8Uz8+6MfZNFqdUyev4JFn05k47wZJKSkknUhV5VmzeZteLi6snnRLMYM7svM5atU22MW/0DX1uqLXJVDp+Ozb9ex8O2XiY95h4TUw2Tl5qkd2/fi6epM0hfvMTq8G7E/JQBQqtUyMW4ln4x9ho0x77Divb9RoYKDRceU1ZuIe/0F4j+MJvFAOlmXC1Vp1u4+goeLE0mfvsaYsPbMXJcMwMB2TVn3fhTr3o/i8zGDCaziZXGAQqvTMWXNFuJeGUb8uy+ReCiDrLwitSM1TXF8EMWYHq2ZGZ8CQNKRUxSXatkwaRw//2s0P+0+Su6VG5Yd6/4g7uVI4t8ZTeLhU2TlXVE79qbj4exE0nvjGNOtFTMTlDeqko6eplirZcO/RvHzP0fwU2oauVetOBJ3EzeyD/GvPUPi8bNkFVxTOw6dwsOpEkn/eJYxHUKY+ft+pZwOnQJgw6tDWTyqLzM270Wnky04ZKZsSyNuUHviR4aSmHmJrKu3VGn83Z2Z1qslEfXNO8DjWtVhep+WZp+rkCQ0vZ5Ft3YeumVTkBq2Bm+Tcrt5Dd2m75AzDqg/Ly1Bl/gtuuVT0a2ZhxT6DFQynz5HieMocZEdiR/Vk8TMHLKuqJs2f3dnpvVuRUQD847juFb1mB7e+tFxPPQkHyFuSGfix/Yh8eRFCx4XpoW3IaJhkLmnbX2m921j9rm9Y1HiOEpcZCfix/Qi8ZQVR5/WRDS04GhTHoeOKVsOEje8B/Ev9yfxRDZZRerfub+HC9P6tyeicQ3V59fvPWDeruOsGtWH1aPDmbfrODfuF1t2bNpL3IjexL8aSWL6ObIKr6sdnq5MG9yFCJNBjuv3HjAv5Qirxg9g9fgBzEs5wo17D6w4Uol7oRfx0YOtONyYNrAzEU1qmTt2HGXVSxGsfimCeTuOPsJhhzjWbyPupUHEvzWSxKOZZOVfVaVZu1/fZk0czZguLZi5SbmIWLNPGSza8OYIFr8cyYyEnRbbkzLPL1uJmzCU+EljSTxkqW08rnj+PZ4x3Vszc+N2AJKOZCrt78Qx/PzWi/y055j1ttEeDnu08fE7iBszgPh/PE/isSyyCkzK5ECG0sa/PZIxnZsxM0kZqF9zIEMpkzeeY/G4AczYtNtKG69jSvwu4kb3J/6NZ0lMyzI/jxw8iYdzJZLeeoExnZqaO/4+nMVjBzDjtz3WHfbIK7uU+TbixkcS//YoEo9kkpVv4tiXruTVpLGM6dqSmYlKHGv2HVfy6q0XWRw1hBkbd/zH8qrM8/Nm4qKfJf79KBIPniDrsmk/6JjSD/oomjE92jLz122K5/BJJb/eG8/P74zlp92Hyb1y3bLjx43E/WMU8ZNfJ3FfGlmXCtSOnYcUx7R/MqZXJ2auVW5QDOzQnHUfv8q6j1/l8/HPEOjtZXGAQqvV8dmiH1j4wT+J/+ozEnbsI+viJVWaNb/vxNPNlaR5MYwe2JvYb9eUbQvyrca6WR+zbtbHVgcolP71MqV/Pf8LErbvJutCjtqRtA0PN1c2L57NmMh+zFy2UrU9ZtF3j+5fa7VM/noxi6b+m42LZpOwbSdZ2RfVjt+2Ko7lXzNm6ABmLvle7ViwnK5trV+oarU6Jn+zhEVT3lccf+wiK9s0jmS9Yy5jhkYwc8kPFhzW+3RarY7J85axaPIkNi6IJSHFUl79oTiWfMmYIf2ZufRHtWPhd3Rt85+OQ8vkr+JYNP1jNi7/hoSt28k6f0HtSNyCh7sbm39YyJjhg5gZtwKAerVqsCZuFusXf8WiGZ/w8ax5lFq7Bp39DYu++IyN38aRsHUbWeez1Y6EzYpj5VLGPBvJzAVLAajs6cH86Z8Qv2I+099/m4lTYx8dy5fzWDRjMhtXLCBha4p5LAlJiufHJYwZPoSZcUuNYvmK9Uu+ZtEXn/HxzLmUllq+1v2rlHuQQpKkepIkrZAkKVOSpDv6/y+XJMnybRcbcux4OjWCqhNUPRDHihWJCO/D1m3bVWmSt6UwZKByxz+8Vxh79u1HlmW2bttORHgfHB0dCQoMpEZQdY4dT7fgOEGN6saO3hYcOxgyQBmVDe8Zyp79B4wcvfWOAGpUr86x4ycsx3IigxrVAwkKDFA8vcPYul09xUfyjl0M6R+ueEK7s+fAIWRZxsXZmTYtmlHJ0fHR+ZV5hmB/X4L8fHCsWIH+3TqwNfWgKs3W1ENE9uyqOLq0Y8/RdGRZOUn+vucAQX7VqBts+U4LwLGzFwj29SbIxxvHChXo374FyYfU+Zp8KJ3BXZSLrPC2zUg9cRpZltl1PJMGQf40DFbuslR2c8VBY/7TTDt/ieBqVQiqWhnHCg70ax1C8tFMteNYJpEdlLuIfVo2IvXUubI4HpJw4Dj924RYjCMt+zLBVSsTVNVLcbRsSHJaltqRlkVkW2X/Ps0bkHr6ArIsIyFxr7iEUq2OByWlVKzggKuTedmkXcgj2NuTIG9PxdGiPsnpZ9SO9DNEtmmkOJrVI/X0RcUhwb0HRg4HB1ydKpk7cgsJruJBUBUPxdGkNsmn1A1P8qkLRLZQqm+fxrVIPXsJWZY5U3idDrWUsvB2c8bdyZHjl4rMHfnXCPZyJcjTFUcHDf3qB5B8Vj0wFejhQoOqHmgk87zuGFQN14qPeZjLryZcK4IbV0CnRT55CKmO+i4xN69C0SUwKWeuFcB1/SDWnRtw9xY4u2FKWv41gj3djOKobiEOVxpU87QcR3A1XB0f/1BaWt5VJb+83BRPw+okn1F3mAI9H3rMRR2DfXC18HSRvWMxxKF3NKhO8pnLfzKOxzguXyXYy02fVw70axRM8ml1RyPQ040GPpXNHLvOXaZjTT+8nCvh6eRIx5p+7DyrzmeAtNwigiu7E1TZXXGE1DKrI4Fe7jTwrWKWV7vO5NKxdoDicK5Ex9oB7DyjHvgFSLtUpNRDY0emunMZ6OWmd5jEcSaXjrWMHLWsOOwRx8V8gr29DG1W8/okn1DfGEhOP0dk64YA9Glal9SsHKU9KbhKh7rKYJW3mwvuTpU4nptv5gB921jViyDvh+1vA5KPm7S/x43a32b1De2vhHn7W8lK+2sPh63b+JwCgqt4Gtr4ZnVJzjivdmScJ7KV8pRTn5A6pJ7JNZRJHdMyKTBVKA5vo/NIUyuOlvX1jtpG55FrdKgTqHc8PI8Umirsk1f2KPOL+QRX9VTXkXSTOnLiLJFtlCfC+jStR2qWEseZ/Kt0qBtsKA9nR47nmNcRe+QV6PtB1Yz6Qa0ak5x2Wu1JO01kO+WpsD4tGpKama33SNx7UPz4MjmXo/TnqlXBsUIF+rVtSvKRk2rHkQwiOykXpH1aNyb15Fnz/ty+Y/Rvp3467SHHss4R7O9DkF81pe/bpR3J+46oHfuPMDhUufsb3rE1qWknzRyP4lhmFsEBvgT5++r71x3N+9d7Dxj1r9uz5+hxo/71foL8fKhbw/rTZcdOZREc4Kd3VKR/985s3b1f7dizn8jePRRHt47sOZxmcOzaR5CfL3VrmN/8sOyoQP8endi6x9RxwODo2oE9R4zi2L2PIH/fR8eRaeLo1pGte9Q3l7amHiSyVzfLebV7P0H+PtQNLm9e2SiOk6cJDvAnKMBPKY+wrmzdtVft2LWXyHDlafLw7p3Zc+gosizj7FSJCg7KTdji4mIsdJEUR0YmwYEBBAX4K46e3dm6M1WVZuvOPUT27aV3dGXPoSPIskzj+nXxreoNKAMJD4qLKS42v1Fj0RPWja0795jEkkpk+ENPF6NYnMpuKCuxWAnmCSjXIIUkST2Ao8AAlDko5un/PxBIkySpezm+I0iSpFWSJO2QJOl9SZIqGm1b/2cOOr+gED9f37J/+/r6kF9YaJbG309JU6FCBdzd3Lh2/Qb5hYX4+Rnt6+NDfoH5iVNJ5/PIdPmFVhwFhfj5Gu1r4fgM31GEn4+xpxr5hUVmafz136d4XLl2w/IIuEXHlWv461+rAPCrWoX8K+q7IQVGaSo4OODu4sL1m7e5e/8+i9Zs5LUXhj7SUXDtBn5VvAxxVPEi/5r6GPOv3cBfn6aCgwPuzs5cv32X83mFIMHLXyxk6EezWZzwh+U4rt/Cr7KHIY7K7hTcuGU1TQUHDe7Olbh+554qzW8HTxDR1vIgRf6N2/hVdjc4vNwpuHHbQhojh5Mj1+/co0+L+jg7VqT7R/Po+Wkc40Lb4uVqfuc+/8Yd/LxMHXespimL4+59+jSrh3OlinSfvIieU5YwrkdrvFyczB037+LnYVgp2M/DhYKbJo6bd/DzcFPHcfcBDXyrkHwqm1Ktjpxrtzhx6Qp5N9V5AJB/5z5+bob4/NycKLh93yzdE+HuiXzL6Ld6+xq4e/757/GrAQ4V4Lr5YEv+7Xv4uZvGcc8s3ZOieFyMPM4U3Hq6HnvEkn/7vonD+amXe/6tu/h5GOWVu0u548i/dQ9/k33zLeRz/q27+Hka1xFXCm7dLZ/j5l38PdT75t8031eJwyiduwsFt+6YpbMcx111HB4u5Fs4PrvEceMOfl6GAT4/TzfzdvHmbfw8jdosJ0eu371PA/+qJJ84p7QnV29wIreAvOvm7YniuW2hbbTQ/hq3jU5KG9+nub79/WQBPT9byLgebay0v/Zw2KONv2Ne7qaOm7fx8zRt4+/TwK8qyRkPy+QmJy4VknfDQht/827Z/mUOS+cRY0elhw5vkjOyjRxFlh32yCt7/a48jRyebhTcNHWY5JVTJUMdST9jqCM5BeSZ9G3slVeg70eZeUz6WjduWc6vFg1wruRI9w/m0vPjeYwLa285v67fwq+K4VzuV9mDgus3zdNU9tQ7HJRYbqvbp98OHCfCyiBFwZVr+HlXLvu3r3dl8q+q+775V67hr0+j9H2duX5LKbfcgiKGvv0poz6YwYET6htiqv31F4TwsH+tfqJJ6V97GzlcuH7zlr5/Hc9rI56x+N1ljqKr+FeranBU8zZ3GKWp4OCAu6vece8+i35az2ujhj/aceVq2TEqcXiTX2TJYRSHq1EcP23gtRcf5zDNK28L1yJXnyyv7BFH0RX8fYzLoyr5ReonmgqM0lRwcMDdzZXrN5U6dPTEKQaMfY1BL73BJ2++WjZooXYU4e9jeM3Fr1pV8gsf4aigj+OGug4lpeykcb06OFq5mV3+WKpZ9Bw9cZIBY6IZNO5VPnnrdYtPwT8J5Z04cyZwGAiXZbms1dWv8LFZv/3RzyHDUpSVQVKB8UCKJEkDZVm+AtSwtpMkSROACQBxc79kwktjkTEf5TQdv7E0EipJ1j43H/2xtv/j00jl2veR31GuY/kzI1bliMVCGiSY+8MvjI3si6uz5ZOZ4Rgt7G4isTg4LSmPZx3KPMfPn/wTJ8eKjPs8jpCa1ekYop7fwOIxmh7HY34bR8/l4uRYkXoBPmbplP0tH+NjHZJEWvZlNBqJbZP/xs279xk1ZyUd69cgqKrXY/cvlwNIu5CPRpLY9tHL3Lz7gFHzfqZjvWCCvD1N9rcUh/TYNJIEQ1vW52zRdYYv3ECAlxstgnwsPtlirTyfLha+sPw3ORRcPdD0H41u03cWdy5PmT8NylMmtnE8VcV/zvEE+1rKZrs4niCzLDssnKvK9W1/xmEpncUGXp3GSrM2tE1jzhZcY/jc1QRUdqdFDX+L7YnyHeVoG62ca9Iu5Cnt7yevKG3j16voWD+YIG+T9tceDnu08eVof639hoa2bsjZwmsMn7eGAC93WgT7WW7jyxWHFUerhpwtvM7w+b8o55Fg3ydwPGle2aPMLWF6zrUcx9C2IZwtuMrwOSsJqOxhtY7YI6+sxlLe/Mq+rHimvK70g776gY4Napr3g8rxA35c3/fo2YtKfy7Q1yydtTgkszKxlEiiWmVPti6cQWV3N9LPnOf16d8Q/9Vk3FxMBlws9uEfHweSxNzv1zI2sv9j+9eW+/CP/20hScz9bjVjhw7A1dl8oMjkIB/vsBbHtz8xdkjE4+P4i9dVSl6tYWxkv7/osEcc5XDoad64ARuXf8OZ7Iu8O/1LurVvbf5E/ONPuVbjeMjpc9nMXLCUJTOnWj2WJ/n9AjRv3JCNKxZw5vwF3o2ZRbf2bahk4Umzv0p5BykaA88ZD1CAMommJEmfAyst76aimizLC/R//12SpBeB7ZIkDeIR/SxZlhcCCwG4e0MG8PPxIS/f8Chcfn4BPtWqqfbz8/Xhcl4+fr6+lJaWcuv2bbw8PZV984z2LSjAx2iEsmx/Hx/y8gpM0lUzS6M4fIwcHvj5+pCXb7RvfgE+VdX7Gr6jGnkFxp5Cs+Px86nG5fwC/Hweeu7g5eFh+lVW8fWuwuVCw0hiXtFVfKpUtpjGr6o3pVott+7excvdjWOnskjatY8vlq3i1p27aCSJShUr8uLAPur9q3iSd9Xw3mH+1ev4eKmP0a+KJ5evXsevipfiuHcPL1cXfKt40rZhHSq7K3eFujVvyInsHLNBCj8vD/KuGUYJ867dwsfozoVxGr/KHpRqddy69wBPo1H8TQfTrb7qAcrdj7xrhjsGeddv4ePhZpLGXXF4uSuO+8V4ujiRcCiDrg1rUdHBAW93V1rWCuT4xTyzk7Ofpxt5100drhbTlDnuPVAch0/StWFNvcOFljX9OX4x36yj4efhQp7RHa+8m3fxMbqLr6RxJe/mbfw8XQ1xOFdCkiTe7WuY8HPE4nhqVDH/vfm5OZFndHc77/Z9fFwfd7L9k9y6juRe2dBAuFWG2+V/ighHJzRD/4Zu50a4fN5iEj83Z/JumcbxmBP6X0DxGO4C5d2+h4/b080ve8Ti5+Zk4rj31Mvdz92FPKM7+nm37uLjVr44/Nyd2XfB0Kbm3bpLu2DzQUk/dxfybhjXkTtmdcSqw8OFfecNr9Hk3bxDu5rmc9yY1cNb5vXQehwu7Ms2nKvybt6lXQ3zzrhd4vB0Uz39kHfjtuU268Yt/LzcVO2iJEm8O7BrWboR3/xMDZM2sew7vNwttI0m7a+XSdt4/4GF9teFlrUC9G2jl/0d9mjjPV3Ny93U4eFG3g3laQqzNj7CMPnuiLhfqFHV/GLVz8NV9fSD8tsydbiqHQ+MHP0Nk6iNiFtPDQsXxHbJK3uVudHTBtbryG0zhyRJvDvI8EDyiG9+slhH7JFX1vPLtK+lpCnraxbTi44AACAASURBVD3MrwMn6NqotrofdOGyeT+osgd5RnNi5F27iY+Xu3maazfwq+Kp7zOa9Of2H6d/W8tPUYDy5ESe0Z36/CvX8Klichzelbl85Rp+Vavo+7738HJzRZIkHCsqD3yH1KlJkF81zl/Kp0ndmmpH1SpcNrrznFd0FR/vyuZpCq+Y968zs0jatZcvlv5o6F87VuTFgeEm+3tz2egJ67zCK+Z9eH0av2p6xx294+Rpknak8sXi77h1+w4ajYZKjo68OLifhf2N47hiHkc1JY25I4uknXv5YskPikOS9I6+j8kra3FYyKtTeke58srGcVSryuUC4/Iowse7isU0ftWqKo7bd/AyqUN1agTh7ORE5rlsmjaoZ2F/wxP4eYVF+Bg9haJy+FSjtFQfh96RV1DI6//+jM///S+CAy1PWGw1lqqWYinEz6eqmacslprB+ljO07SherL2J6G8c1LkANaGRhwB85dYzakoSVJZT1aW5e+BfwBJgOWlA6zQNKQx5y9c5GJuLsUlJSQkbSasR1dVmrDu3VgXr0zMmPR7Mh3atkGSJMJ6dCUhaTPFxcVczM3l/IWLNGtiftHaNKQR5y9e5GLuJb1jC2HdTR1dWbcxUXFs/cPg6N6VhKQtesclzl+8SLMmjc0cAE0bNeT8xRwuXrqseLYkE9ZVPXN/WNfOrEtMUjx/pNChTcs/9SRF0/q1yb6UR05eAcUlpSRuTyWsvXoW8LD2rVi/dYfi2LmPDs0aI0kSP8z4iOSlX5K89EtGDwpnwrODzAYoAJrWCiI7v4icwisUl5aSuPcIoS3V+RraMoQNO5X3z5L2H6NDo7pIkkSXpg04dfGy/j1GLftPnqVOgHlnvEmNALILrpJTdI3iUi2bDqYT2kxdGUKb1Wd9qjIb/ubDGbRvULMsr3Q6maRDGY8cpGgS7E920TVyrlxXHIdPEtpEPe1KaJM6rN+vzLex+egp2tcLRpIk/L08yt5jvfugmKPZl6ntW8XcEeRHdtF1cq7cUBxHMgkNqaN2hNRhvX7isc3HTtO+bpDe4V72jundByUczc6jtk9lc0dANbKv3CTn2i3FcfwsoQ2C1Y4Gwaw/oryXu/nEOdrXClDeJy0u5W5xCQC7z+TioJGoa8nh60X29Tvk3LhLsVbHpsxLhNYyv8B5IvKyoXI18PQGjQNSw1bIZ46Vb1+NA5rBUcjpeyHzsNVkShy3yblxRx9HDqG1n3IcQBO/ymrPyRxCrcx2/5cddoiliV9lsq8ZOU7lEFr7TzXhj3f4VyH72i1yrt+mWKtlU8YFQutaf0fUmM61/Nl9Po8b94u5cb+Y3efz6GxhdZomgVXJvqqvI1otm9LPEVrf+ju7KkedQHafvcSNew+4ce8Bu89eonMd8zl7mgRYcpQzjvI67BFHdV+yr1wn56q+zTqaSWgj9USfoY1rsf6g8k755rQs2teprm9PSgztSeYFHBw01LXQLoK+bSw0ahsPnyK0iYW28WH7eyyT9nUttb8lSvvrY6X9tYfD1m18oI++TG4qjmNZhDasqXY0qsl6/UTIm9PP0L52oHmZZF3EQaOhrqU4An3IvnLD4EjLIrSh+sHX0IY1WH84U+84S/vaARYcOdbPI/bIK3uUeXVfJQ7jOtJYPVFtaOParD+gzE+2Oc0Qh7qOZCt55ett7rBDXoG+H1R41dAPOnSC0Kam/aC6rN+XpniOnKR9vRqKp7IHqaezDf2g85eobSmWmoFKf67wGsWlpWzan0Zo84ZqR4uGrN+tzCGx+eAJ2jeoZdSf05F0IN3qfBQATevWJPtyPjn5hUrfd+c+QtuqJ6gMbducDX/sBiBpz0E6NG2IJElcvXELrVYHwMW8QrIvF1Dd1/yGZtP6dcjONe5f7yGsvXpi6LD2rY3613vp0CxE37/+mORlc0heNofRg/sy4dnBZhfdAE0b1CU79zI5l/MpLikhMWUXYR3Vq7qEdWzD+i3bFMf2PXRo0URxzJpC8nfzSf5uPqOHRDDh+SFmAxSKo47ieBjHtt2EdVA/IB/WobXBsSOVDs31ccyaTPK335D87TeMHtJf7+hr7qhfx+RaZA9hHSzk1e/bzfPqi09IXj6X5OVzGT24HxOei7SSV3aIo2E9snMvkXM5TymP5B2EdVKv+BPWqR3rk5SJ+5NSdtGhZTMkSSLncl7ZRJm5eQWcu5hLdT/z652mDeuTnXOJnEt6x9YUwjqrVwsM69yB9b/9rnfsoEOr5kiSxM1bt3ll0se8NWEsrZpav95Recpi2W7B0571SQ89O9WxlD6MJZ9zF3MsxvIkSOWZIEaSpJeBN4E+siznGn0eiP51D1mWlz7mO94EDsmynGLyeUtghizLvR97IPonKQBSduxiWuwstDodzwweyN9efomv5sXRpHEjevboxoMHD3jng4/JOJWJp4cHs6dPJai60vmav3gpazfE4+DgwPv/eovuXYyWTJF1ZX+m7NzNtNjZimPQAP728ji+mr+QJo0b0rO73vHhp2SczMTT04PZMZ8ZOZax9teNesc/6d7ZyFGsnj09ZXcq02bPVTwD+vO3caP4auESmjRsSM9unRXPp1PJyMzC08Od2Z99TJB+ZCws8jlu371DSUkp7m5uLJ0TS91aNZGL1JOzpew/wrRF36PT6Ximd3einxvMnO/X0KReLcLat+ZBcTETZy4g4+x5PN3cmDXpdYL81Hcf5/6wFhdnp7IlSOUr6gn5Uo5mEPPDBnQ6maHd2hI9qBdzfvmNJjWDCGsVwoPiEiYtXElGdi6eri7MfPVFgnyUk9evuw6ycGMykgTdmjfineeUpYXkO+pZoVOOZzF9zWZ0Oh1DOrYgul8X5sZvI6RGAGHN6vOgpJRJyzeQkZOHl4szseOHEFRVORHvyzzPrPV/sGriOPXvyrQ8Tpxl+rpkxdG+KdF9OjI3cSchwX6ENamrOL5PIEO/jFjs6IEEVfXizoNi/v3jJs7kX0GWYUj7JowP0y/xVVqidmScY/qGFHSyzJC2IUT3asfc3/YQEuRDWEgdxbEyyeB4sT9B3p6KY/UWg6NtY8YbLwV423D3IyXzItN/S1UcLesT3a0Fc5MPEhJQlbCGNRTHuhQyLl/By7kSscNCCariQe61W0R9n4RGAh93Vz4b3IVA4zscVwx3qVPO5zN9Rzo6ncyQxkFEt63P3NSThPh4EVbbj7T867yRsJ+bD0pwrKChqksl4keGAvDiml2cu3abuyWleDk58lnP5nSpof/N3Tea46BWY2WJUY2EnJaKvDcJqXMEct4FOJMGfsFoBkeBkwuUlsKdm+iWT0Vq1Bap74twxTCpo27Td1Cob8JcDHegUs7lMX17mpJXjWsQ3a4Bc/dkEOLrRVhtf9LyrvFGwl5u3n8YhxPxo3oqcfy8g3PXbnG3uBQvZ0c+69WSLg/veJu8a5hy9jLTtx1TPE1qEt2+IXN3pRPiV5mwOgGk5V3ljV9TuXm/GMcKDlR1rUT8GGVQ8MXV2zh39aGnEp/1aUWXmn5gMjO0TWIxmXEx5VyePg4YElKD6PYNmLv7BCG+lQmro3fEp6odY3rp49iudvRuRZeavspSscaOM5eYvvWQEkfT2kR3CmHujmOE+FUhrF510i5f4Y1fdnDzQTGODg5UdXUi/mWlbVp77AwL9ygXA690DGFoM/3FQiX1BG4pp3OYnrRPcbSoS3TX5sz94zAhAd6ENQgmLbeIN35KNpSHmzPxf1OWM1t7+DQL9cuDvtK1GUNbGN0JMZqZPyUrh+mb9yvtSYt6RHdpxtxtekf9YNIuFfHGz38YlbkT8dF6x5HTLNylXAi80rmp2mFUJjaLw9VQ71NOnmd6/A4ljraNiQ5ry9zNqYRU9yGscW2lPVm9hYxLhUp7MqIvQd6e5F69SdSSDWgkCR9PVz4b1pNAo7mFqKi+/5Fy4izTN2xTPO2aEN27A3M37SIkyNfQ/v64iYych+1vBEHe+vZ3VRJn8q4gIzOkbRPGmyzPaFOHzqQe2qKNf2ByrjqVzfSEXYqjVUOiQ1sz9/d9hARWI6xRLcWxZisZl4rwcnYi9vne+jb+JlHLNypl4uHKZ0OU5acBVR9IcVxgeqKy+seQ1g2I7tGKub/v1ztq6h1/kHG5SCn353oZziMrEhSHuyufDelucDipn4qy2flQY2h/bfa7Ki1VxxG/Xcmrto2J7tmOuUl7CKnuS1iIvo6sSlLqiIsTsSP6GerI4nVoNBI+Hm58NryXuo4Y13Vb5ZVp+5t+hum//K7E0qEZ0eGdmJuwnZBgf8Ka1lM838WToV+KPXbsYEM/6IcEJb9kZd/xD5d7dVY/4ZWSlsn0VZvQyTqGdG5FdER35m7YSkiNQMJaNORBSQmTlvxCxgVlSfnYCcMJ0s+dtu/UOWat3cKq9yeovlPyVg/8pxw8RszS1eh0Oob27Ez0sAHMWbmeJnVqEtauhdIv/WoxGecu4Onmysy3XiHIrxqb9xxkzqoNVNBo0Gg0/P35QYTqV8eQKpnEsf8w0xZ+p+9f9yD6+UjmfPczTerVJqyDvn8dO4+Ms9l4ursya+LfCfJXX8zN/WENLk5OhmU1TdvFfYeYpl+C9JnwMKJHPMOcFatoUr8OYR3bKo7P55Bx5jye7m7Mev9Nc8e3q5U+/MMlSE3r+r5DTFuwQnH0CSV6xFDmrFitd7RRHDO+JiPrnN7xT3PHdz8pcRgv3WnUR0nZf5hp+iVIn+nTg+jnh+jzqhZhHdoY8uphHJMs5NX3a5Q4jJcgNepr2SwOozqSknqAad8sVhz9ehH94rPMWfoDTRrUJaxze8UxbRYZp8/i6eHOrA/fISjAjw2b/2DRj2uoUKECGo3Eq6Ofp1cXo0EBB8Pk6Cl79jFt7kJ0Oi3P9O9D9OgXmLPkW5o0qE9Ylw48eFDMxKlfkHH6DJ7u7sz65F2CAvyZv2IlC39YTY3qhhsOS2ZOxbuy/ikik+v+lNT9TNMvQfpM/z5Ej3qeOUu+o0nDeoR1fuiJJSNL7/l4EkEB/mxI2sqiH39WYpEkXh3zAr26Gq51Jb86T/wisNVBCkmSvjX5qAfggzKnRD7gC3TQ/71NluUxT3owj8VokMJmmFRam1BsvsTb08Z0kMImDpNBCps4TAYpbIIdysN0kMJmGA1S2Iwr5rPAP3XuP+UJOC3h4vr4NE+KhQmRnjpWljd+qlhaCuRp4/iUXxWyRCXLs9k/dawssflUsUeZuLo/Ps2TUvHpvb/6H0Vnh3r4wA7nKnv0gZye/ut0FtHYof01GqSwGf8t7a9z+V5DexJMByls4qhk+zjs0i7ao66Dffoo9uhr2aOOODx6Bbenwp9YveZJeBqDFI+ak6Ib6rkitMBllEkuHz7v9/AWpfo9iD+JJEkDZFne+CTfIRAIBAKBQCAQCAQCgeD/b6wOUsiyXNOOx9EWEIMUAoFAIBAIBAKBQCAQ/A9T3tU9nhhJkhyB54FLsiz/LknSCKATkAFMsddxCAQCgUAgEAgEAoFAIPi/SbkHKSRJcgFeAroDVYArwDZguSzLdx+x60OW6X0ukiSNAdyAX4CeKE9SjP0zBy4QCAQCgUAgEAgEAoHgv4tyDVJIkuSHMiBRH8gG8oDawDDg75Ik9ZBlOd/6NwDQVJblZpIkVUBZsjRAlmWtJEnfA0f/agACgUAgEAgEAoFAIBAI/jvQlDPdDKAy0FWW5VqyLHeUZbkW0AXwAj4vj0v/yoc74AJ46j+vBNhhOlOBQCAQCAQCgUAgEAgE/5cp7+se/YBJsizvMv5QluXdkiR9AEwvx3csAU4CDsC/gZ8lSTqLsozpqvIfskAgEAgEAoFAIBAIBIL/Rso7SOEGXLKyLUe//ZHIsjxbkqTV+r8vSZL0LdALWCTL8r5yHYU91nYtLbG5Qi4ttr3jSp7tHXnZNndwrzzTnTwh9lhf2R7r2wPcuGpzRemBIzZ3SBVsXyYOwYE2d8gltm9PKC21uUKbW2Bzh4NPZZs7pKAgmzsA5CtXbO6QnJ1t7qCKt+0d9qCio+0dJbY/r1Nsh/OIVmt7h6ft6zpgn3O7Pfooss72DmdX2zu87NCeuHrZ3uHoZHuHPcrcHm0WoLuYaXtJXo7tHfZoG+2Apn0v+4j86jzxV5R3kOIUMAr4zcK2F1GekHgssixfMvr7OrCmnH6BQCAQCAQCgUAgEAgE/+WUd5AiFvhWkiRf4EfgMuCHsqRoL5QBDIFAIBAIBAKBQCAQCASCv0y5BilkWf5evwTpZGCx0aZ8IFqW5R9tcXACgUAgEAgEAoFAIBAI/nco75MUyLK8UJKkxUADoApwFTgly/Z4cUogEAgEAoFAIBAIBALBfzvlHqQA0A9IZNjoWAQCgUAgEAgEAoFAIBD8D2N1kEKSpNF/5otkWf72yQ9HIBAIBAKBQCAQCAQCwf8qj3qSYvmf+B4ZEIMUAoFAIBAIBAKBQCAQCP4yjxqkqGW3oxAIBAKBQCAQCAQCgUDwP4/VQQpZlrPteSB/lu279jA1dhY6rY7hQwYxYdwY1fbi4mImfvgp6Rkn8fLyZPb0KVQPCAAgbuly1qyPR+Og4YN33qZrpw6WHXv2MnXmV+h0OoYPHsCEMS+aOz6ZSvrJU3h5ejB76qdUD/Dn2vUbvPHehxw/cZIhA/rx0TtvPjKWHan7mfrVPHQ6HcMG9GPCqOfNPJOmzCD91Gm8PDyYNfnfVPf3Y9f+g8ycv4SS0hIqVqjIxNei6NC6pWXHsZNM+2GD4ujenqgBYWpHSSmTFq7kxPkcvNxcmPXqKAKrVQHg1IVLfLx8Lbfv3Uejkfj5439QybGiueNUNjG/bkcrywxr25io0DZqR6mWd1dvJj23EC8XJ2aN6EtgFQ+KS7V88ssfpOcWoJHgvYHdaFenuuU4TucQ81sqWp2OYa0aENW1ubljXQrpl4oUx7BQAiu7K46Nu0i/VIRGknivbwfa1fK34rhITMJuJY7WDYnq1sLcsfYPvaMSs57tZXD8uoP03ELFEdGJdrUCLDvO5BKTtE9xtKhHVOemqu0HsvOI2bKfzPxrxA7tRnijmmXb1h/NYsHOYwBEd2lGZPO6lh3ZBcRsP644GgcT1aae2pF7hZgdx8ksukVs31aE1zUc64QNqRzNu0argCrMH9je4vcDSE3bUmHEq0gaDdrtm9AmrFJvr99U2R5Um9L5U9Ad2GHYWMWHii+9BVWqgQwls9+HonxzR0gbKrwQDRoHtDs2odv0k3p7vSY4PB+NVL02pQunIR/caeSoRoUxbyJVqQayTMlXH8IVcwcAdZqgCR8BGgn58A7kXYnq7cH10YS/AL7V0a1dABkHlc89vdEMfw00GtA4IO/finxwm+X8qtsUTcQokDToDm5D3rFRnaBGAxz6vwi+Qeh+/gY5fX+Zw+GFfygOBwd0qVuQ9ydbdtRvjmbAaNBo0O3/AznlV3WCmg1xGDAa/ILRrZqDfHyfenslZxzejEU+sR/dr8stO5q2pcKLrynlnpKIdqNJuTdoSoWRrynlPm8Kuv3bDRu9faj40tvgrS/3me9ZLvcGLdAMHqfEsXcr8h/r1QlqN8Jh0Djwr4Huh9nIx1LN45j4JfLxfejWLbEYx44LhcTsPIFWJzOscRBRreqoth+4dJWYnSfIvHKL2D4tCK9jaDMmxO/jaP51WvlXZn5EW4vfD/oy7/+iUuaHUiyXeb+R+jKfh3zCuMzfAMmozA/8YVlSOwRNr2dBo0E+shM5NUm9Paiest0nEN36xXDqkPK5T3U0fUeCoxPIOuTdm5AzDljOq3N5xGw7quRV01pEtWugzqucQmK2HSOz8AaxEe0Ir29owyes3cnRvKu0CvBm/pDOVvPKHg6AHWcvEbP1kOJpXoeoDo3VnosFxGw9RGbBdWIHdSK8YXDZtvVpZ1mwJx2A6I4hRDat/Z/Lr+wCYnakG9r41upzwYHcK8TsTFfa+PCW6jb+171KG+9fhfkD21l3XCgkZmeG4mhU3XId2ZWh1JHezcvqSEbRTSZvT+d2cSkOksQrrevQr66Vc+7ZS8T8ftBQHh1D1I4LBcRsPaiUx+DO5uWx+zgA0Z2aWC+PM7nEbD6gP+fWJapTExNHPjGbD5BZcI3YIV0Jb1TD4Dh2hgU70xRHl6ZENlPnQZnDHmV+Pp+YbccUR5MaFhxFxKQcI7PwJrH92xJeP9Dg+GWX4bwe2cmqQ8mvS8Rs2a/kV3Mr+bXlgFImkV3M82uXvkw6N7GeX6fOE7MhRXG0CyEqVN2OFpeW8u6qzaTnFij9uZH9CaziQYlWy0drtnIitwCtTsegVo2YEGa5Dd5x9ATTvv1F6fuGdiRqUG+1o6SESfO/58S5i3i5uTLrjbEEVvMG4NSFXD5evNrQ9/3sX5b7vgePMnXhd4qjTw8mDB9k7pi1gPSsc3i5uzNr0utU961Wtv1SQREDXp3EayOGMn5ohOU49h9h6oJl6LQ6hvXryYTnItWO4hImffE16afP4uXhzqz3/0l1Px+1I+pNXntxOONNjs+ucaRnEfNTElpZx7DOLYkK72LiKOXdFetJv3AZL1dnZr08jEBvL+L3pbF0y+6ydJm5+ax5bwKNgvzMHVkPrxNkhrWqT1QX9XXCgew8Yn7bS2b+VWKH9SC8seGe/Pojp1mw4ygA0V2bE9lC3W8uc9ijD28HB8COg8eYukhf7r17MGH4QNV2pdzjSD9zDi93N2ZNVMo9J7+QiFcnUStQadebN6jLp6+Ns+r5K2j+7A6SJGlM/pOe6hGVA61Wy+TPv2Dx3C9JWLuKjb9tJuvsWVWan9f/ioeHO1t+XcvYkc8T+9U3AGSdPUtC0hYS1qxk8ddf8en0GWi1WsuOGbNY/FUsCau/Y2PS72SdPad2/JqAh7s7W35ZxdgXniX26wUAVKrkyD9eeZmJb7xavlhmzWVR7DQ2fr+YhN//IOucenxozcbf8HB3Y/PqFYx5bigz5yurwFb29GT+jMnEf7uI6R+8w8TPPrfs0On47Nt1LHz7ZeJj3iEh9TBZuXlqx/a9eLo6k/TFe4wO70bsTwkAlGq1TIxbySdjn2FjzDuseO9vVKjgYNExZf024l4aRPxbI0k8mklW/lVVmrX70/FwdiJp4mjGdGnBzE27FPc+pcO34c0RLH45khkJO9HpZMuOxN3EjexD/GvPkHj8LFkF19SOQ6fwcKpE0j+eZUyHEGb+rnT41xw6pTheHcriUX2ZsXmvdUf8TuJG9yP+78NJPJZl7jh4Eg/nSiS9+TxjOjZl5ua9iuPgScXx9+EsHhvBjN9SrTs2pRL3Qi/ioweTmH6OrMLrqjT+nm5MG9iZiCbqB5qu33vAvB1HWfVSBKtfimDejqPcuPfAgkNmyrY04ga1J35kKImZl8i6ekvtcHdmWq+WRBh1Yh4yrlUdpvexPOBVhqSh4qi/UzLrfYrfH4+mfShSQLAqiXy1gNLFM9Clml9QV5wwidJNP1Hy/nhKJr8GN6+bpUHSUGHka5R8+QElH0ahaRcK/qaOQrTLZqLba34BV2H8O2iT1lDyYRQlU9+AWxYcAJKEpt+L6H6cjW7eB0gh7aGqyQDTjSvoNixBTtur/vzWdXTLpqFb+Am6JVOQOvcHNy/LjoFj0H77Bdq5k9A06wjVzB3aXxYip+1Rf377OtpFk9HO+wBt3Cdoug4AdyuOQePQLvsc7ex/oWneCXxMyvd6Edo1C5CP7rKYFZrew5HPPWJ+ZElDxdFvUBL7HsXvvoSmQxhSQA1VEvlKAaWLZqDbs9Vs94oTJlGa+BMl775EySevWi13zZCX0S6eivaLN9G07AK+JgOX14rQrv4G+fBO8/0BTd/nkc+csBqGViczZXs6cRFtiX+hG4mnLdQRNyemhTUjop75YOO4lrWZ3qu52efqOCQ0A0aj/S4W7dfvomnawXKZr1tkpcw/Qzv/Q7QLP310mfd5Ad1Pc9Et/ASpcVvwNrkYvHkV3cblyOkmA1Klxejil6Fb/Cm61XOQej0LlZzNFFqdzJTkI8QN6Uz82D4knrxI1pWbqjT+7i5MC29DRMMgs/3Hta3P9L5tzD63t0Px6Jiy5SBxw3sQ/3J/Ek9kk1V0Q+3xcGFa//ZENFb/rq/fe8C8XcdZNaoPq0eHM2/XcW7cL/6PxKLVyUxJOU7cwHbEj+hBYmau5Ta+Zwsi6lv6/dZheu9Ht/FancyUHenEDWhD/PNdScy6bKWONCWinvo351zBgZiwZsQ/35WFA9oQsyuDmw9KLDh0TNl8gLhnQ4mPirBeHhEdLJfHzjRWjQ5n9Zi+zNuZZqU8dEz5bR9xz4cR/8pAEtPPm59zPVyZNrCTlXPuMVaN68fqcf2Yt+OY9XOuXerIUeIiOxE/pheJp3IsOJyZ1qc1EQ3Nb/SMa1OP6eGtH+lQPDqmJO0j7rkw4icMJPHEI/IrpKbq87IyGduX1WP1ZWIxv3RMWbeNuPGRxL89isQjmWTlX1GlWbsvXelrTRrLmK4tmZmotPVJx05TXKplw1sv8vMbL/DT3jRyr9606Phs2c8snBhN/Bfvk7D7IFk5l1Vp1mxLxdPVhaTZHzG6Xw9iVyqD+qVaLRO/+Y5Pxj/Hxi/eZ8UHb1ju+2p1TJ6/gkWfTmTjvBkkpKSSdSFX7di8DQ9XVzYvmsWYwX2ZuVw9qB+z+Ae6trZ+LtFqdUz+ZgmLprzPxkWzSfhjF1nZOWpHUjIebq5sXj6XMUMjmLnkB7VjwXK6trVe3+0Sh07HlFWbiHt9BPEfvUri/nSyLheq0qzdfRgPF2eSJv+dMWEdmLnudwAGtmvKun+/wrp/v8LnYyMJrOJlcYBCuU7Yo79OGKpcJxSq+/D+nq5Mi+xKhMmA5vV7D5iXcphVLw9k9csDmZdy2Ppv1+Z9eNs7QF/uC1aw6JN32PjN5yRs32Oh3FOU39bCmfpyX122LdjPh/VzprJ+ztSnsyxi9AAAIABJREFUPkABjxikkCTJT5KkBOMJNCVJcgBKTP67LkmS71M/skdw7PgJalSvTlD1QBwrViQivDdbt21XpUnetp0hA5SRvPCeYezZvx9Zltm6bTsR4b1xdHQkKDCAGtWrc+y4eUf2WHoGNaoHEhQYoDj69GTrdnVnODllB0Mi+iqOsB7s2X8QWZZxcXamTYtmVKrk+PhYMk4RXD2AoEB/HCtWpH+vHmzduVuVZuvO3UT266N4enRjz8HDyLJM4/p18a1aFYB6tWryoLiY4mLzE/SxsxcI9vUmyMcbxwoV6N++BcmH0tWxHEpncBflBBnethmpJ04jyzK7jmfSIMifhsFKJ6eymysOGvOfTdrFfIK9vQjy9sSxggP9mtcn+YR64Cg5/RyRrRsC0KdpXVKzcpBlmTMFV+lQVzmheru54O5UieO55ndW03ILCa7iQVAVD8XRpDbJpy6oHacuENlCGTHs07gWqWcvKY7C63TQP9Xg7eaMu5Mjxy8VmTtyCgn29jQ4mtYhOeP/sXfe8VFUe/9/z24IaZvdtM2mQhoJJPQuRRNFREUBxcq1XK+IXe9zr3qvvVC8F0HFBiLYHwsqioCIRELv0kuAhEDK7qZXSNmd3x+zye7sTmApyXOf5zef18vXSzJn9j1nvnO+5zvfc+acE3LG4QIm9OshMdIT2ZJX5KhHJcMSY9wYpe4I9hWXSfUI0eGr1TIuPYHs3FOyMjGGIFIjQ9G45QA3Hi9ieEI0Bv+u6P27Mjwhmg3H5Q4FYJ+lknhDIHH6QHy1Gsb1iCY7T56YigkOIDU8GI1CmnF4XASBXc6++Y+QmIpoKYbSErC1YN+6Fk1/txGgMgtiYT647VQsRMdLsw4OOEZ0G89Ak6cTFRJSEa3FUGaWGNvWouk3XF6oXJlBlINx8OwMAGISodIKVaVgtyEe2IqQKp9BQ3U5WAs9OXYb2Fqk//fxgfbytrFJiOUWqCwFmw37vi0IPd0CxqoysJwC9+SWzYWh7dI+Iy4Zsdws1cVmw75nM0JPt8C3qgzMJ0H0TKARnQBBesSje5V/HxCS0hCtRU67b/kdzQC3UbkyC+KpPA+GEN0NtFrEA45ZKO3ZJN5RjwqrxNi9ESHdbaSsshRKCjztAZI9gwyIuXvarcc+axXx+gDi9AFSG0mOIjtf7nfO2kZiw8/ZRohNQqywym2eNkBeptXm7vbwsHk73XV0guPZLZOe3UM7EHq4BYrV5VBa5MmosErnAtRVQ30NBOg8EPvMFZI/MQRJ9yotluzjxbIyMfpAUiP0Hj4LYHi8kUCFEcjOZgDsK6kg3hDk4GgZ1zOe7KPygD9GH0SqMcTT/+aXMLy7SfK/fr4M725iQ578GjurLvssVcTrXXx8SgzZee09vwqMuHACu3i+dMkYVgcj2KWNnLB6MsI8Gd0NgXQ3BAJgDPQjzN+XitOe8cm+knLiQ1zs0aubpz0MZ7FHQpTTHglRyvYoLic+VOfsc3t1a6fPDfFo6xvzip0M/67tMzq1jThsnhpL9nH5S/e5Gefe1G9fcTnxIa73q7v3NskrdrYR/67tt5FTFuLD9fKY8YBbzHgwjwmDpFlOV/dOYcuxU4iiiIDA6aZmWmx2Gptb6KLVEujnGW/vPVZAfGQEcZHhUuw7fADZO/fJGTv2ceMoaSbR2KH92LI/V4p99x4mNT6atG5STBeiU4599+YeJz4qkjiTEd8uPlw7ehhrtuyUlVmzZRcTrhwlMUYOYfOeA4gOX/zb5h3EmSJIjvccLGpjHDlGfLSJuKhIiXHFZazZvF3O2LyDCWOukBijhrF5934nY9M24qIiSe6mPEO5s+qx70QR8REhxEWESDYflE72niOyMtl7jjBhWB8Arh7Qiy2H89sYrVq+fT/XDpbP7GljFLXG18GO+DqR7MPy94QYg045vj5WyPDEGOezmxjDhmPy5x46KYbvBAbA3qMKdt/qZvetu5hwpTTjZewIud07WmebSfEQMAD41u3vArAQeAV4FSgGpp0LJAiCwhDQhclSasVkcuZFIo1GLNZStzKlRDmmOvn4+KALCqKyqhqLtRRTpMu5kUYspfJOt/V8U6RzqlSkMQJLaZlbmTKiIl0ZgVRWy0cAzl2XMqKMzulSpohwD461tLytjI+PFl1gIFXV8qzxqrXr6ZWSjK+vp6O2VlZjCnXe/shQA5ZK+XVaKquJcpTx0WrR+ftTVdfACXMpCPCXfy9g0gtzWbhcebqxpboekyHIWQ99ENbqOnmZmjpMep2DoUHn50tVwxlSo8LJPphPi81OYUU1B4usmKvk50rnN2AKDnQyggOw1tS7lanHFBzkxmgkNTKU7CMFEqOyloPF5ZhrlBj1mPQuDH0g1loFhqOMj1aDrquDYQoj+/AJB6OGg8VlmKsVGLVu9dAFeDDak6W2gajgANk9sNQ2eJarP4MpyDkiagryw1p3xiuGtxJCwqUXMIfEylKEkDDvzjXFIjbU4fPIi3R5+QO0t05VfgkLCUOsdGnblWUIIeHeMSJjoKEen4eex+eFd9He/Jf2X/R0BsRql5k/NZWgC/GKA0BwCJoHXkbzxGzEjSuhznN2gBAcAq6M6gqE82KEon14Otq/vYl9/XLFWSESw2U0qqYcQe8lQxDQXjcF+8ovzl4sJByx3GkTsaLUe5uYYhEb6vF57CW6vPoB2tuU7S7oQ6WX7lZVlUt/87YeN9yN/eezr+UstRG/tn+bgvyx1reTxLpACTp3e1RINvJWwaFoH3oN7X/Nxb7hZ+WZQEEGxBqXkaLaSuUZF+dSVHfQ+kgJFTdZ6k5j0rn4nSB/rLWnz59xFnUGA1r9rwtHF4C1zjuOpfa03P/qArAoXGOn3K/605h0rs+vH9b6S804gynQhRHoh7X+/PuRvZYqmm124vUBHscstacx6dz7Q88+TfH6ak8T5Xqfdf7K9qhtkDOCA722h0efq2unz+2UNnIGk861X/e/5P06tNNGzscmbnGaok2qnfEgOGJGt5jMUl2PSe8az3WlquEMV/dJxt+3C5e/tpArZyzi3tEDMAT44S5rZRWmMLfYt0Ih9g1ziX0D/KiqreeE2SrFvjPfY9I//8XCZb8p17e8kqgIZ99kCg/FUi4fube6lJEYAVTV1NFw5gwfLvmZh2+fpPjbTkYFURHO2MoUHoalTD5T2VrmLOOj1aILDKCqplZifPMjD0+ZfA5GJ9SjqhZTiN7JCAnGWlXbbhkfrQadvx9Vbn7tl50HuW6QcpLCUlvv9p4QeB7PbgNRevm5im29M2L4TmCAw+7hLnYPU7J7BVHh7s+W1FYLLaVMfPw5pjzzGjsOyBNOl0JnS6leA3woiqK7dxGB+aIo7gIQBKEUuAt4+RysMkEQ1gL/DXwnimI7867lEgRhKjAVYP7bc5n653sUBwDdvzpRyvIIgtDu392lyPAoo/BbHqXOIS+uRzFj5VLmaN4J3nh/IR/NneUtQoGhcKIgTQXalZvPty89gZ9vF+59fT7p3WMZni7/Tkvk7NfY7nUAkwb1Is9ayeR5XxMdoqNftyjFjLVi3s6d0U6RSf17kFdWxeQFPxJtCKJfnNF7Bl7UQ4BJA1LJK61k8gc/OBiRygzliiiSvbk+b5/f8300z6mL+dJLo0XTozdNL06Dcgs+Dz2PZtTV2Nf94g7xPNfbDK5Wi5CSQfMrD0GFFZ8HnkUzYgz2DasUCivV5TwyxTWV2Oe/CEEGNLc+In3XX+8+/fRiGRXY3n0WdAa0dzyB7cA27xheIoRhY7Af2S1PpHgt722i6ZFB0/MOuz/8PJpRY7GvW+l+NQoI7xjCZWOxH9olTw4oXXGntBEl8HmcX1OB7b3nJJvf/ji2A9s9bX6xDIDAYDTj78X+88eKJ3vjey9WncFol3MR5ypd4v/Y/brED/ClYJTWn+GZNXuZmdVbcXT/YhhKcYfXzcHLaijHLV7Wo1PayCVFtM+5GJt43S25x3PK9t13yoJGEFj73H3UnG7kT+99y/CUeOLC9PLzL/BdAUGQYt8jeXz76t/w6+rLvdPfIT0hjuEZqW6Fz11f5fgY5n3xPfdMuIZAf88Ey7kq4m095n36DfdMvO7cjE6ohzd97rmK7MkvxM+3CykxRoWS3oeH3p6r6E/+p2L4S8xoD+Tt+6Ex1ED2ojcJCdax/1g+j0x/k5/fnUVQgOcnoxeqsyUpUoEXlC9NplxH2XPpEPAmcDvwL0EQNiAlLH5USIS0SRTFBcACAOqrRACT0YjZ7JzWaLFaMUbIR/JMRiMlZiumyEhaWlqoravDoA/GFGnEbHE512LFGB6Bu0zGCMwW5yixxVqqwIigxGLFFGl0MOox6IO9uBVORRojKHGZBWIuLcMYHuZWJpwSaykmYwQtLTZq6+sxBEsZaLO1lEf++RKvP/cU8THKizRGhuoxVzhzQpaKKowG+XWaQvWUVFRhCjXQYrNRe/o0hsAAIkP1DE5LIsQxCjG6bxoHCwo9khQmfZBs9oO5ug6jSxawrUx1LSZDEC02O7VnmtAH+CEIAs+MH9VW7o53v6VbuOdIoCk4ALPLzAlzTQNGXYBbmUDMNXWY9IFOhn9XiXGNc4HUOxYuo1uop61MwYGYq10Y1fWeDL1UxqR31KPRhXGtc9r7HQt+pJtbp6lYj1rPerQnky6AbQXO59dc08CQbp5fW5mC/DC7jA6a685gDDxXJ3V+EitKEUKdHYUQEoFYefYXw7ZzK8sQTx6TPhkA7Ls2oknqiR23JEVlGUKIS/sMCUes8o5BZRniqWPSpyKA/Y9NCIlpgEKSorYSQR/qdO7BIe2vX3E21VUhlhZDfIpzYU2HxJoK+WwAfSjihTBqqxCtRQjdU50La8oYLv4jOEw+yn4WCfEpCN3TYNgYaSFFrRZN4xnsq+TfnYqVZQhhTpsIoedh94pSxAIXu+/ciCa5l0eSQqwuRzC4+FvDedSjWypCQhpcNha6+oHWR6rHCvkMEamNOEchzXWnMQZ09YrhrcSaSjd7hCLWelcPmVpt3i3VubCmyzEhOMT57OpCFGfytCtfPzS3PIp93Y9QnK9YxBTkj9llJMZcdxpj0KX1J53BAMmHmmtcOLUNGIO8C6pMOn+2nXTGBebaBobEewbLnXK/Av0x17o+v5fex5sC/TC7zJww15/BGOh9G6lrambaip08NjSFviblGUQmnT/mWvf+0Ft7BLjZ47SyPXQBckZNvfc2D3brc2vb63M7o434Ya517ddPX3KbQztt5Hxs4k2M4ogH28q1GzPWYTLoHPFcI/oAP5b/cYRRqd3ootUSFhRA/+7R7C+0eCQpIkMNmMvdYt8Q99jXQEl5FaawECn2bTiDISiAyFADg3smE+KYmTu6Xy8O5hd6JCkiw0IpKXUm9s1lFRhDQxTLmMLDHIwGDLog9h45xqqN2/j34q+orW9AIwh07dKFKeOvlp8fHkZJabkLoxxjmBsjQipjinAw6h2Mw8dYtWEr//7oC2rr6iWGry9Tbrym0+thCtFhdpnFba6swaiXf15oMkhlTCHBks1Pn0Ef6Hz2Vu44wLWD5Avrys4PDnR7T/CM4ds/N4BtJ5yfRZtr6hnS3XPdi06J4TuBARAZHkqJy6wcc3kFxlCDQplyTOGhsmdLEAR8u0ifqGUkJxBnMpJfVELvFOXFiy9EZ/vcww+Qzb0SRdEGRAGuH/qecZQ9l5pFUfxZFMU7gVjgC+AWoFAQhC/P56J7p/fkxKlTnCoqpqm5meWrVpN1+WhZmazLR/HDz9Lij6vWZDNs8CAEQSDr8tEsX7WapqYmThUVc+LUKfpk9PJk9ErjxKlCJ+PXNWSNkq9CmzV6JD8sl16qVmWvZdigAe1nq9qrS1oqBaeKKCwuoam5mRW/rSVrhPyb+6wRw1m68leJs3Ydwwb0QxAEamrreODvz/HXafcxoI/y1CeA3glxFFjKKCwtp6mlhRVbd5PZX97IM/un8+MGaVX3Vdv3MqxnMoIgMLJ3KkdOlXC6sYkWm43th/NIivZ82DNiIykor6KwopqmFhsr9+SS2VO+mEtmrwSWOhaX/HXfMYYmxSII0reFDU3Sglqbck+i1WpIjvSc2p0RHUFBeQ2FlbUSY38emanyRRQzU+NZuvuYxDiYz9CEaAejxck4XoRWI5Bs9AyaMmIiKCivprCyRmLsO05mmnyxrsy0bizdnSsxDuQxNCHGk3GssH1GdDgFFY562GysPJBPZo/2vxV01YikGDblFVN9upHq041syitmRJLnN4AZkQYKquoprG6gyWZnZW4xmQmezvZiJOYfkT6pCDdJL4JDr8D+x6ZznwiIeUcgIAh0UlCh6dkPe7HnhkLiiVZGpMQYcgXini0e5ZSvL1f6vj5IYgg9+yGWnFQuXJQPoZFgCAeNFiF9KGLubq846ELAx/EtsV8AQlwylJs9yxXlIYSZwBAhJQB6D0M8vMs7RrAbIz4FsazEs1zhcYRwE4Q4GH2HI7olS9qT/et3sb3+KLZ/PYZ9xeeIf6z3SFAAiHmH5XYflnl+dg/UOe3eqz/2IoWNpE4dQwiPglCjxOg3wiMh0249vnwL2/QHsc14CPuyTxF35ngkKAAyjHoKqusprHG0kWMlZCZc4uWVivIQWp+rNpv/4d25HjbvoWzz4hMQYgR9mPTs9hyEeLT9tThk0mjR3PQg4v4tcJZnMcMUQkFVHYXV9dK9OlxIZqJyUvxC1RkMgIyoUAoqaymsqpP876GTZCZ76X8Toth0wkz1mSaqzzSx6YSZEQq7RHXK/Yp0e36PFl3y5zfDqJf6Edc20l15BNNdTTY7j/7yBzf2iOaaJOVdPQAyosIoqHCxx8ECMpPb/67dVSMSotiUX+K0R36Jsj2iWxm1TkYPz8UrFRmJ0Z59roItO62NVLowjhSSmdj+vb1gTnSYvI0cPEFmipdtJDFasknr/covUb5fsZEUlLnFjL3kLzeZvRJZukNaM+7XfUcZmhyHIAhEGXRsOS6tT9HQ1Myek2YSFWKt3knxFJhLKbQ6Yt/Nu8gcKN8hIXNgBj+ulxYUXrV1N8PSU6TYt09Pjpwsdsa+h46RFOsZQ/XukUhBsZlCs5Wm5hZWrNtC1lD5ukNZQwewdI20s9mqDdsY1qcXgiDwxb9eIHvRm2QvepO7bhjL1Ftu8HixB+idmkRBUYmTsXYTWcPka01lDRvI0tVrJcb6LQzrmy4x5rxC9qfvkv3pu9w18Vqm3jbRI0HRWfXI6BZDgbWCwrJKyeY7DpDZp4fcHn1SWbpFWhPr110HGZqa0PZeZbeLrNp1kGvb+dQDICMm3BHDt8bXnu8J7WlEciyb8opc2noRIxT6hk6J4TuBAdA7RcHuQ9zt3p+laxyL1m502r2iugabTVoT7JTZSkGxhTiTd/2DtxLaW/xCEIRTwLOiKJ71w17HwprTRVE8q8cXBOEPURQ9lpYVBEEPTBBF8ZNzXq1jJgVAzoaNzJg9F5vdzk03jOfBv9zLW+/PJ6NXT668fDSNjY38/fmXOHQ4F70+mLkzXyMuVjLS+wsX891Py9Bqtfzzb09y+QiXRd9anAs75WzczIw5b0uM8dfx4J/v4q35C8nomcaVo0dKjBdf41DuUfTBwcyd/hJxjtkMWTdOpq6+nubmFnS6IBa9/QbJidJLu9gk/4YwZ/NWZrz1Pna7nZuuG8u0u+/k7YUfk5HWg6yRl9HY2MRTr87i0NHj6IN1zHnpWeJionj/4y9Y8PlXdIt1dgAfzZ1FWEgI4nF5kJqz5xAzv/gRu11k0ujBTLvhKt7+/hcyuseRNSCdxqZmnl7w3xwqKEIfGMAbD00hziiNAP60cScLfs5GEGB03578/dbrpXqY5S8XOYdPMGvZeux2OxMH92Ja1mDm/bqF9FgjWb0SaWxu4emvV3OouBSDf1dm33ENcWF6iipquP+jH9EIAkZ9IK/efCUxrdnu0/LvqHJyTzHrly3YRZGJ/XswbXQ/5mXvJD06nKy0bhLjhxwOlZRLjJsziQsNpqiylvs/X4VGAKMukFdvHEmMwZHB1WrdGCeZtWKzVI8BqUy7YgDz1uyQGD27S4zvfncybrnSyfhkhVSP4EBenTjayWiUf+uec6yQWb9ulxj9Upg2sg/z1v5BenQYWT3i2VdcxmPf/k7NmSZ8fbSEB/qxbJq05dR3u4+yYKO0+NMDI3ozyXWLJJep+jknLMxafwC7XWRirzimDe7BvC2HSTcayEo0sc9SxWPLt1PT2Iyvj4bwgK4suzMTgClLNpJfWUdDcwsGP19evbIvI7tJzqdlh/PlXdNnCNrWLUjX/4Jt2ZdoJ96NmJ+LffdmhIRUujz6EgQGQXMzYnUFzc/+BQAhfQA+t00DBMSCXFoWz21bKFBwWUVb6D0Yn1ungUaDbeOv2Jf/N9ob78J+IhdxzxaE7j3weegF6eW3uQmxupKWF6dK5/YagPaW+x2Mo9g+fauNoXVf4Cm5t7TFqODYxnHDzwhXTEAsPgG5uyG6O5pbHgG/QGhphrpq7B88D4m90Iy5VZpjJ4C4PRtxVw4AYrN8NXshpS+aa++UttXctQ4x5yc0WZMQi/Oll9eYBLS3PwH+gZIvqqvGNu8fCEkZaK65ve137Ft/c25H2dIiZ6T2k7YgFTTYd6xFXLsUzVU3IxblSwmL2ES0U/7qYDRDbTW2N/8u/40BoxFiE9u2ILUVydft0fQZgnbKwwiCY+vZZV+inXQPYv4R7H847P74y067V1XQ/M/7HHYfKG0pK4B44igti+aArQWtW5AppPWXtiAVNNi3ZyOu+R7N2FsRTx1HPLgD4pLQ3v0UBARCczPUVmGbLd/uWRh0BUJcUtsWpEKcvJvKKbAya8NB7CJMTItl2qBk5m3LJT1CT1ZCpNRGftkltRGto43cLiXEp/ywmfzKemcbyezNyHhpholY7hz1ElL6oBk3BTSCZPN1yySbF+UjHvkDohOk7WVb7VFXhe2dfyIkpUvPo6vNXba2FfxdRjaTMqQtRgUN4t6NiJtWIowaj1hSAMf2QlQ3NJMeBL8AsDVDXQ32hS8jpA9FuO5uKHMubGf/+WNpgViAUOcskJy8Emat3Sv53ozuTBuaxryNB0g3hZCVFM0+cwWP/bTFxWd1ZdndUqA65eu15FfU0tDUgsG/K69ePYCRCiNUHcboIl+rKed4MbPW7JI4vROZdlk689bvJd0USlZKLPtKynns+/XUNDbhq3X4379IC3F/t/c4CzZLL04PDE9nUh/Hi1WzfFHIDqmL2yKzko8/KDF6xTFtUArzth4h3agnK8Hh41fscD6/gV1ZdscVEuO7TXIfn9VH8vFuu53lFFiZtfGQxEiLZdpAtzZibW0jLc42ctsofsot4rnf95EU4lyrakZWH3qGB4PbOjk5x4uY9ZvDHn0SmXZZBvPW7SU9ytUe66R7pdUSHuTvtMee4yxwbAn7wGXpTHLd7tKlb885VsSs1dul/rBvMtNG9mZezm7So8LI6hEn9blLcqg50+iwhz/LHpC2YPxu9zEWOLY5fWBEBpNct/NziVE67Pl1WRw4J9/sYMDE9G5MG5rKvE0HSY8MISspin3mSh5btoWaM639uh/L7r7KwVhHfmUrw5dXxwxgZHdHYstfPosh51gRs37b4bhfSUwb0Zt5OXskm7Ter+/Wye/X1PEOm7jcr8t6M6mvwyYG+SzhnEP5zFq2TmIM7sW0K4cwb9Vm0mMjyUp3xIxfrZJixgA/Zt8xjrgwPfWNTTz7zWqOWysQRZg4qBf3XSEtQi3Eyrc7zfnjADM/k7YgnXTFMKZNGMvb3y4nIzGerIG9pdj3vc84VFAoxb6P3kNcpDSL76cN21nw42oEQWB0v178/Y4bJUawfBAtZ/tuZnz4uRTDj7mcabfeyNufLyEjJYGsoQNpbGriqTc+4FDeCfRBQcx5+hGPl7l5X3xHgL+fc+tOd5+1bRczPvhEYlydybQ7JvH2J1+T0SOJrOGDJMa/3uHQsXz0uiDm/PMJ4qLkSct5n31DgJ+fcwtSd5/VEfUA7KdynYz9R5n17SrJ5pf1Y9q4Ucxb9jvp8dFk9U2VbP7xDxw6ZcYQ4M/s+24iLkLyF9tyTzDnhzV89fR9eMjsXOAy5+gpZv2yVWqH/VKk94Tfd0kxfGo8+4pKeezrNc52GOTPsoek9TS++yOXBY4tSB8Y1ZdJ/V2SKC6+scNieFd7dBBDM/QqOWfHbmZ8+IVk96tGO+z+ncPuAyS7z/mAQ3kFkt2fepg4k5FVG7cz74vv0Go1aDUaHrlzkizBIfQYctEfo50tSfHfQLgoimMUCzjL/QaUiaJ42znK/U0UxdkXfKUgS1J0mFo8V5++1HJPUnQI47iXI2kXwzArjIBeap32bsGbi5L27CucXxI1XtoF+drVBa0ncH5yTVJ0lASFrb4utTySFB0g9yRFh8gtSdERck9SdITckxQdIfckRUfJNUnRUZIlKTpKod4thPsfry6eC0pfcjV3fOzQ7u5El1IKW7Jfcnm7mO/FqjP69s6IUZR2MLrUcktSdIgMHe9P3JMUHcII9nIR54vR/xWfhTxJ0WEye+7CccnVGb6xE+SepOgoXYokxdk+93gbyBIEYbYgCB5rVwiC4CMIwhzgCuCtc4EuOkGhSpUqVapUqVKlSpUqVapUqfo/rXYXzhRFcbMgCE8B/wKmCIKwGmj9oDseGAOEA/8QRXHzxVyEIAhTHQtkqlKlSpUqVapUqVKlSpUqVar+P9XZdvdAFMU3BEHYBTwN3IRzgcwzwDrgX6IoZl+C6+iATZRUqVKlSpUqVapUqVKlSpUqVf+bdNYkBYAoir8DvwuCoAXCkBIKZY6dPryWIAiPAT+IonhKgTH/fH5LlSpVqlSpUqVKlSpVqlSpUvV/T2dbk0ImURRtoihaRVG0nG+CwqFXga2CIKwXBOEhQRAiLuDQRI0RAAAgAElEQVQ3VKlSpUqVKlWqVKlSpUqVKlX/R+V1kuISKA+IRUpWDAQOCoLwiyAIdwuCoOvE61ClSpUqVapUqVKlSpUqVapU/QeqM5MUoiiKdlEUfxVF8T4gGngPuAYpgaFKlSpVqlSpUqVKlSpVqlSp+v9Y51yT4hJKtjimKIrNwE/AT4IgeLnhu3jpr8pd9k7YB9fW8XsTi02dsHf3mTMdz6iv7XiGb9eOZ3TGfu0AYse3kYajlg5nCJ2QPg0ydcIXZ52wr7a9tKLDGWdOlHY4IzDI79yFLlanT3c8A6C24/2W2Nzc4QwhKKjDGWg6obGL9o5nNDZ2PKO6uuMZQiesYx4a3vEM6JyOpKK84xktLR3PCOuE+DqwEyZNd0Zb13RCPKfphNczsRN8FkB1x8coFJ08d5mLVUPHv1fZzR0fX4uHD3Q4A8Bn+hcX/RudOZPi1vYOiKLYSZGjKlWqVKlSpUqVKlWqVKlSpeo/VZ2WpBBFMbezWKpUqVKlSpUqVapUqVKlSpWq/33qzJkUqlSpUqVKlSpVqlSpUqVKlSpV7UpNUqhSpUqVKlWqVKlSpUqVKlWq/iOkJilUqVKlSpUqVapUqVKlSpUqVf8RUpMUqlSpUqVKlSpVqlSpUqVKlar/CKlJClWqVKlSpUqVKlWqVKlSpUrVf4TUJIUqVapUqVKlSpUqVapUqVKl6j9CPv/TF3ChWrdxM9Nnz8VuszN54g1Mvfcu2fGmpiaeev5lDhw6gsEQzNxZrxEbHQ3A/EWfsGTpMjRaDc/9/a+MumyYMmPzVqbPfQe73cbkG65j6l13ejJensmBI0cwBOuZ+9oLxEZHUVldzWP/eJH9hw4z8bpreOFvT5y1Luu37mD6vAXY7XZuvu5qpt55ixunmadnvMGB3GMYgnXMefEZYqMi2XvoCC/MngeAKMIj99zBmNGXKTP2H2XmVyuw2UVuHjWA+8eNljOaW3hm0fccKCjGEOTPnKm3EBMewrIte1i0amNbudwiC0uem0bP+ChPxtFTzFy5GZsocvOAVO4f1U/OaLHxzPdrOVBShsG/K3MmX0lMiI6mFhsvLdvAgeJSNILAP8YNZ0hCtHI98kuYuWa3xOiTwP1De8qO7zhVyszsP8gtrWb2+GGMTY1rOzb123XsKSlnQEw47980SvH3AdYfL2LmrzskRr9k7r8sQ844aWHmrzvItVYye+Ioxvbs1nZs6d7jfLBhHwDTRvZmQp8kZcaxQmau2ibZo38K94/sI2cUmJm5ahu5lkpm33Q5Y3t1dzL2HOOD9Xskxqi+TOibrMwosDJz/QGpHr3iuX+gvNyOonJmbjhAblkts8f2Z2yy855P/Wkre8yVDIgK5f3xQ9q9Vz5DRxDwxNOg0dK47HsaP/9IfrzvQPwffwptUg/qX3yK5rWr2475P/gkXS6T7HD64/k0r1mlzBgyAv/HJUbTz9/T+IWcoe07EP/HnkKb2IOGl+UMv2lP0mW4xDjzyXyas5UZAEJKHzTX/gk0Guw71yKuWyYv0D0V7bV/gsg47N+8g3hgu/R3Qxja258AjQY0WuxbfkXcnq3M6NEXzfV3SYztvyPm/OTGSEN7/V1gisf+1duI+7fJj3f1R/vkbMSD27H/9LEyI30QPrdPA40W2/qV2Fd+41bPDLS3TUOITaRlwQzEnRvajnVZsAKx8IT0jworLe+8pMjwGTICv8eeBo2G5uXf0/jFItlxbd+B+D/6FJrEFBpefpqWHFebPIHPMMn/NH7avk2EXgPRTJ4Kggb7pl8Rf/1WXiA5He3NUyEmAfui1xH/cPop7Ts/QVEBAGJlKfYPXlFkkNALzVW3gEaDuGcj4ha3a4lLRnPlLWCMwf7jR3Bkl/R3YyyasXeArx+IdsRNKxEP71SuR1p/NBPvk+qx9TfENd/LCyT2QjvxzxDVHftnbyDu2Sw/3tUf7TPzEPdtxf79h8qMTniuOsOfrD9hZea6fRIjvRv3D0rxZKzbT25ZDbOvGcjYFBfG0s0SIzqM928Y2i5D4liYuXav5H8zunH/kFQ5p7CMmTl7yS2tYfa1gxnbI8bJ+X6jgxPK+xOU+1uA9SdLmbnhoMToFcf9A+R9wY7iCmZuOEhueS2zr+7H2CRnnzp12Tb2WKoYEBXC+9cNbr8iSRnSc6gREP9Yj7hxhfx4fA80Y2+HyFjs330AhxzPqD4MzeSH23yWuH0N4s61Z2HcDoKDsWmlJ+Pq2yTG9/PdGA+BoAGtFnHbGsRdOcr3qjP63ONFUp8ritzcL4X7R/SWMwrMzFy9XepzJ41mbM/uTsaeY3ywYa+D0afdPpfEdKc/2b1BwZ+kSMeNMdiXLpT7k2vulPuTQzuUGZ1hjxMWZua4tMPBPeT3qqiMmTn7pHY4bhBjU1zax9JN7CmpkNrhjcOV69DKyT3JzOUbpDYyqCf3Xz5AdrypxcYzS9ZwoKgUQ4Afc24bQ0xIsBQz/pjDgSJHzHjdCIYkxigz9hxixmffY7eL3HzFMO6/4So5o7mFp9//nIMnCjEEBTDn0buJiQgD4MjJYl786GvqTjeiEQS+ffWvdPXt4snYsZvp8z+VYvixmUy95UY3RjNPz36PA8fyMeiCmPOPx4mNjGg7Xmwt4/ppf+PhO2/mvpuuV67H9l1Mf2+RxBh3FVNvmyRnNDXz9L/e4sDRPOk94dn/ItZkdGGUcv19j/PwXbdw3+QJyoyde5n+4WcSY8wVTJ083rMec+Zz4LijHk89QmxkBIWWUq576GkSYiQf1jc1mZcfvleZcaSAmcvWS8/W4F7cf8VAOaPFxjPfrHba/PaxxIQ6bP7D7xwotEo2Hz+KIUmxigy690Jz5c0gaBD3bkTctlp+PDYZTdZNEBGDfdliyP1D+rsxFs2YW8HXX2qHm39BbG2j7krKQHPNHVJb37VO2fdec4fUDpd8AK3tWR+G5pZHnL5322/t+l6h10C0tzwgxQ4bV2F3i4GE5Ay0k6UYyPbRLFkM5PPuMig6AUgxkO39dmIgHLHvdY7Yd4dS7JuG9ropEBmP/et3EA8oxA9P/Avx4A7syz5pl3Mh+l+ZpLDZbLzy+mwWv/c2kZFGbp5yL1mXjyI5MaGtzLdLfyI4OJjVPy1h+arVzH7rXd58fTrH8vJZvmo1y5d8iaW0jHsffJRVP3yDVqv1ZMx+i8VvzybSGMHN904ja9QIkhO6Oxk/rSA4OIjVS75k+eo1zH53AW9Of5Guvr48PvXPHM3L52he/rnr8ub7LHrjNSIjwpn8wJNkjRhGcvf4tjJLlq8iWBfEr18uZPmaHN6Yv5i5Lz1DSkI3lsx/Cx8fLdbyCib8+REyLxuKj49bXex2XvvyZxY+eTeRIcHcOn0+mX3TSI52OrDvNuwiOMCPVTOeYMW2fbzx3WrmPHAL44f1ZfywvgDkFlp45N0vFRMUNrud15ZvZOFd1xIZHMitC5aSmdqNZGOIk7HrCMH+vqx6/FZW7DvOG6u3MeeWK1my8zAAPz58M+V1p3ng81/4ZuoENBrBk7F6FwtvuZxInT+3fvYbmUnRJIfr28pEBQcwY9wQFm8/4nGN9w5J5UyzjW/2HG/fHnY7r/2yjYV3XEVkcAC3LlpJZkosyREGF0YgM8ZfxuKtB2XnVp1u5L31e/nmz9ciAJMXrSAzJRa9f1dPxsqtLJxytcRY+DOZqfFyhj6QGTeOZPHmA56MnN18c/94ifHhMjJ7xCkwRF7L2c/CG4cSGeTPrd+sJzMhkuRQnZOh82fGlf1Y/Ifn/bi3fxJnWmx8s7+g3XuFRkPAfz1L3RNTsVvN6BZ+RfOG37GfyGsrYreU0DD9ebrefrfsVJ/ho9Cm9qTmnsnQxRfdu4tp3rwBGuo9GP5/fZb6J6diLzWj+/ArmjfKGaKlhIYZz+N3mwKjR09q/ywxguYtpnmLAgNAENCMvxvb4llQU4F22ivYDu2E0mJnmapybN/NRzPyWvm5tVXYFrwMthbw7Yr20VnYDu+C2ipPxg33YvtoBtSUo314usSwFrkwyrAt+QDNqOuUb/mYyYj5hxSPSQwNPnc+TPOcf0BlGT7PzcO+ewuUnHTer4pSbIvfQHP1zZ7nNzXR8spD7f8+gEaD35P/pP6vUxFLLQQt+G+aN6zFXuBm9xnP0fW2e2Sn+gwbhSalJ3X3STYJfHuRsk0EDZpbH8T29nNQVYb26bnY9m4B8ylnmYpSbJ/NRXOVPFhrrYdt5qNnr4cgoLn6duxfvQW1lWju+Qfi0b1QXuIsU1OJffknCEPHyM9tbsL+88dQaYUgPZp7/omYfxAaT3vW46ap2D54CarK0T75L2z7t4Gl0FmmshTbl/PQZMoD21Zprr0D8fgBxWNt9ejg56oz/InNLvLa2r0snDhcYny9jswEE8lhbowx/Vi8S4ExMFny72fzWa2c7D0snDRC6ke+/J3MpCiSw4LlnKsHsnjnUU/OoBSJs6/9vt1mF3lt3QEWjh9CZJAfty7ZSGZ3o/x+BfkxI6sPi3d7/s69/ROl+3XgpMexNgkCmnFTsH/+BtRUoPnLC4hHdkOZi8+qLsf+40cIw6+Rn1tbhX3xDMlndemK5sFXpXPrFHzWNXdi/+INqKlE85fnEXN3Q1mJnPHTIoThYxUYM52Maa8g5u7xYHRen7uFhXc6+tyPlpPZI86tzw1ixvgRLN6i0Oeu38M3910vMT76WbHPdfqTN6V7pehPKrD//LGnP2lpkl6WWv3Jvc8i5h1Q8CedYQ+R19buYeHEEVI7/GotmYkmz/YxZgCLdx3DXfcOSOFMSwvf7DvhcUzOsfPasvUsvHe8FDO+/x2ZPbuTbAxtK/PdjkME+3Vl1X/dyYq9R3lj1Rbm3HY1S3ZIvurHx26lvK6BBz5ZzjcP3qwYM7768RI++seDRIYauOX5OWQOyCA51tRWZsnaLegDA1g15zmWb97F7P9extzH7qHFZuOp9z7j9QenkNYthsraeo/YGsBms/PKe4tZNP2fRIaHMfmJZ8kaNpDkeOcL9JJVvxMcFMivH73J8pxNvLHoS+b+4/G24zMXfMaoQf08ftvJsPHKvA9Z9PqLEuORp8gaPpjkbs5BuCW//EZwUBC/fvIey3/fwBsLP2Xuc39zMt5fzKjB/c/CsPPKB5+w6NWniQwLZfJfXyBr6ACS453JnyW/5kj1WPAGy9dt5o2Pv2bu048AEG8ysvTt6e3+Pjhs/mMOC++7kUh9ELe+8w2ZPRNIjnSx+faDBPt3ZdXf/8SKPbm88csm5txxDUu2S+3yxyfvkGy+eBnfPHyLh80RBDRjbsH+zTyorULzp6cQj++DcrOzTE0F9pWfIQyWJ6xobsK+/FOoKoVAPZq7nkY8cUi5HV77J+yfzZZ87/3t+N6lCxEuU/C9i6Y72+FDr7XjezVob3uIlreflWK5Z97E7hYDiRVWWj6dg/aqmzxvdlMTLTPOEQO11mX8PdgWz5Ri3wdfxXZoF5S6xw/z248frroZMf/wuVkXoP+Vn3vs3X+QbrGxxMXG4NulC9eNHcOatetkZbLXrmfi9dLLxNgrM9m8fQeiKLJm7TquGzsGX19f4mKi6RYby979Bz0ZBw/TLTaGuJhoiTEmizXrNsoZ6zcy8VrpARybeTmbd+xEFEUC/P0Z1K8PXX19z12XQ7nEx0QTFx2Fb5cuXJs1mjUbtsjKrNm4lQljr5Q4l49k8649iKKIv59fm9NsampCEASP3wfYl19IfEQocRGh+Pr4MG5wb7J3yx+o7N2HmHCZ5CSvHtiLLYfzEEVRVmb5tr1cO0Q++tDGKColPjSYuNBgfH20jMtIIvuwPFjMPnyCCf2kjPzVvRLYkl+EKIocL61iWKI0IhYW5I/Oz5f9xaWejJIK4kOCiDME4avVMi4tnuxjxbIyMfpAUo0GNAr3Yni3SAJ9z56X21dcTnyojrgQncTo1Y3s3FOyMjGGIFIjQ3D3jRvzihmeEIXBvyt6/64MT4hiQ578+qR7VUZ8iAsjPYHsI/JgNMagIzUy1JNxvIjhidFORmI0G44X4a59liri9YHE6QPx1WoYlxJDdp5FzggOIDU8WPlexYUT2MWzQ3aVtmdv7IUnsRcXQksLzWtW4jsqU1bGbi7GdjxXmurjem5CEi1/7ACbDc6cxnb0CF2GjVRmFJ3EXiIxmtaspMtIT4ZdidE9iZbdLoxjR+gy1JMBQGwSYrkFKkvBZsO+bwtCT3mGn6oysJzy4GCzSR0OgLYLtNMOiUtGLDdLgajNhn3PZoSegzwZ5pOeDIDoBAjSS4FvOxISUhGtxVBmBlsL9m1r0fRzG80qtyAW5oNob/d3ziZtzwzsRScRS4ocdv/FwyaiuRh73lEPhqZ7ErY9TpvYjx+hy9ARnpDuPRBLi6XAwtaCfec6hL5uM94qrNJIgV3hXnmjqO6SLarLwG5DPLgdIUU+o4nqcqmzdrdHpVX6D6CuGhpqIUCHh+JTEMtKoNwi1eOPDQgZbjMJKkuhpEDZ5rGJks2P7G6/Hp3wXHWGP9lnqSTe4M4wy8pIDH07jIhz+neAfeYKiWNwcFJjyT5eIisTow8kNaIdTrzx3P2ItYp4fQBx+gCJkRxFdn5798vz/OGx4QR2OUddYhIlm1eVSs/vga0IqW4vOtXlYC30bOt2F5/l49O+z4puZTjayIFtCKluLzptDLdny0tGp/S5xWVSfOLa5yoyQj1svvF4EcMTXPrcBOU+l+gE+b06tAOhR1/Pe6XkTyrc/El9jbI/6Qx7WCqJ1wc522GPWIV22No+PM8fHu9lOyy0Eh+qd8aMfZLJPnRCVib70AkmDJBmOV2dnsSW446Y0VrBMMcoelhQADq/ruwvsnow9h4vID4ynDhjOL4+Plw7rD/ZO/fJGTv3ceNoabbS2CF92XLgKKIosnHfEVLjo0nrJr2kh+gC0Wo8X5n25h4jPtpEXFQkvl18uHb0cNZsls+CWbNlJxOukmYPjh05lM179rfF179t2k5clFGW1PBgHDlGfHQUcVEm6T3hipGs2SQfzV6zaTsTrpb64bGjh7P5j31OxsatxEVFktw9zuO32xhHjxMfFUmcyeioxzDWbJXPDlyzdRcTrpRiqLEjhrB5zwGP94Szad8pC/FheuLC9JLN+6aQfTBPVib7YB4TBqQBcHVGMluOFUo2t1QyLFm6/rPZXOrXS6V2YLchHt6JkOzWr9dUSANQSv16lePdo97Rr/sHeTJiEqU22+Z7tyGkXdp2KLTGQK2x3I51aPq6xXKtMdAFxnKAFPtWuMS+e88j9gWI7u6IH/Z5HrsE+h9LUgiCkCwIwk2CIPQ633MtpaWYXKYxRRqNWKylHmWiTJEA+Pj4oAsKorKqGou1FFOky7mRRiylni/EltJSTEbndKxIY4RHOUtpKVGOKVttjOrq86tLWTlRxvC2f5siwrGUlcvKWMvKiTK2crToAgOoqq4BYM/Bw1x/94PccO/DvPTXhxUzvZaqWkyhztkGppBgrFU1nmVCpDI+Wi06/65U1TXIyvyyYz/XtZOksNTUY9I7G7NJH4i1Vj46aqltwBQc6GBo0HX1paqhkVRTKNmHC2ix2SmsrOFgSRnmGs/RbkvdaUy6ACdD54+17rRHuYuRpbYBky7QyQgOxFrrHcNS20BUsOv1BWCpbVAsZ9K7MzzLKTJqGogKlp9rqVFg1J/GpPNzlgvyw1p/ae+VJsKI3eoMXuxWC0JEpFfn2o45khJd/RD0BnwGDEFj9DzXg1FqQRN+aRkAQnAIVFc4/1BTIf3NW+lD0T4yA+3f38K+/mfPWRRtDJe2XVOOoPeSIQhor5uCfeUXZy8XEoZY6eKnKssQQsLbL++uLr74PDcPn3+8ieCe3Gi9lPBIRKvzhcteakGIMCqWdZf9+BF8hrrYpP8QBKPJo5xgCIPKMnk99GHnVQ/t02+i/fsbnsmNVulCEGsrnf+urQLdedi8VVHdQaOVOnk3CYZQqYNvVXW59/UQBLQ33nvO6ZOd8Vx1hj+x1J3BFOTfoYw2js6V44+17sylZdSfwRTker/8sdY3XlIGOgOizGdVnt/zGxyC5oGX0TwxG3HjSs+RPIBgA2KNO8PgWe5sjKkvoXn839JnCQqMTutzXftNXYBHfOI1I1iZQZABscbVn5znvWpVVHfQ+ij6k06xR91pt/bhd8njLGiNGd3sXu0WM9bUtcWVPloNOj9fqhrOkGoKJ/tQvhQzVtRwsLgUc3WdB8NaUY0pzNkmIkMNWCrlMbqlspqo0BAHQ4suwI+qunpOlFgBgb/Mep9Jz85m4bI1yvUoryQq3OnTTeFhWMorZWWs5RVEOT4hkRgBVNXU0nDmDB8uWcbDdyiMhLsyysrbzm9jlFXIyljLy+WMQAfj9Bk+/PoHHv6T/DNy5Xo4ZzSYwkKV6xHuzpDue6GllImPP8eUZ15jxwHPmczQanNn8s2kD8Ja427zekwGnYPhYvOoMLIP5jltXmTFXFXrCQkyePbrQRfQDk3dpHbo2n+3Shfi1g4rztP3hqKZ9gqaJ9+QPhNR8r1uMZBYWSb9zVt18UX7zFton5qD4J7ccJEQHOoWP1ScX/ww7k7sv3zp/XWdpzrtcw9BEH4HJouiWCYIwp+A54F1wEuCICwQRXFeO+dNBaYCzH97DlP/fI9i5s49GaVcRvDqXOl8hWtBOHeZ9kYk2pPS9XgUUQQB0LdXGj9/8j7HT5zkmZlzGT10EF27+p77fI+6KN+vVu3JO4WfbxdSYpRf8rzJpbZ37yf1TyWvtIrJC34gWq+jX1wkWoUU/QWOl56XFBlemtSbZ6ZdhpdStKTS86t49nk+m+eStw1HQS3bNtOcloFu/meIVZW0HNgjja57QhT+5iVju4Px/mfYqyqx7d+DqMhoh3M+hqquwPbOP0FnQHvnk9KU/voat0IXzhCGjcF+ZLc8kaJcUoHhfUWan5oiMcJNdPnb6zQXnYBS+Sizskm8t4k2LYOg9z7Fft5291625+6R6hFmQvvEDGxFJ6QRiXPqPFtnYDCa6+/BvvyTds698OdXGHEN9kM7oar8XCUvFOH1c9UZ/qRTfFZ7nEuM8aLLvQS68GcLkD5lmv8iBBnQ3PqItAbCJfRZbYwFL0mMWx5GPLTTg9Epfe5FQJT7XIVzL9IcgORPxt8rfUrmrT/5D7LH+cibNtLevZ80MI280komv7eEaIOOfvEmxVkO3tiuvWfDZrezKzePb1/9K36+vtw7413SE+IYniFfn0MxhvfifQRBYN7nS7hnwjgC/f08j8t+QPH0c12GxPj0K+65aTyB/v4KBc7+A17dKwGMoQayF71JSLCO/cfyeWT6m/z87iyCAvzPff65LwMBmDSoF3nWSia/841k825RijZv51e9LOdQYDCa6+7GvuJT5XMV28P5+N4K7B+8ILXD2x5FPKjgey8ivgZoefbutljO54mZtBTlK8dAFxHPCUOvwp67x4u49MLVmWtSRIii2JoWegwYLopiuSAIAcAWQDFJIYriAmABAPWVIoDJaMRsdk7zsVitGCMiZOeZjEZKzBZMkUZaWlqoravDoA/GFGnEbHE512LFGC4/Vzo/ArPL7AyLtRRjRLhHmRJLKSajCyM42P2nzqrIiHBKrM5smbm0DGN4mEKZUkzGcFpabNTWN2AIlk8FTOoej79fV3LzC+idJl9szBQSjLnCmT02V9ZgNOg8y1RWYwrV02KzUXu6EX2g08Gs3L6fawcrz6IAKQvumsk2V9djdBkdaSvjmHHRYrNT29iE3r8rgiDwzDhnpu+OhT/SzWXmR9v5Qf6YXUYwzLWnMQadw/Gep0y6AMwuIyzmmnqvGabgALYVOEeYzbUNDOnmmdQx6QIwV7sxXGaInJNxwulozDX1DOnuORJtCvTHXOscHTTXncEYeI6O8Dxlt1rQuIyCa4yRiGUK0+/a0ZlPP+TMp9JCgIEvvo6t0PP7a3upGyMiEvt5MBo/+5DGzyRGwAuvY1dgAIg1FQh65ygCwaHybLy3qq1CtBYhdE91LqwpY7i07eAw+cjbWSTEpyB0T4NhY6TF1bRaNI1nsK/6Sl6wsgwhxMWfhYQjnvMl10WtnU2ZGfuRvQjxSYhuSQqx1ILgMiNFExGJWKYw6teOXG3i//ws7IWeawiIVW4zQELCEasvoB7lZsTcfQhxSYjuHXRtJYIuxBla6AyKM2Dala8fmsmPYF/3ExQrr08gVpUjGFzqoQ+Tj36fRUL3VITEXjBinGRzHx80TWew//yZnNEJz1Vn+BNTkB9mlxHbjmC0cWpdOac7qC6u9+s0xoCuZznjAlRbiaAPdT6/wSHn9/y2qq5KmlYcn+JcZLFVNZUIwW4MpVG/i2B0Sp8bHCCbnWmubfC+z9W5MWqUGdRWIQS7+pPzvFe+fmhueRT7uh/b9SedYo8gf7f2cQZj4KWNs0CabesRBwW7x4xBmKvrnDHjGZeY8TrnZ4J3zP+ebuGeMWNkqB6zy2wAS0UVRoM8RjeF6impqMQUZpBi34YzGIICiAw1MDgtiRCdNJNjdL9eHDxR6JGkiAwPpcRl9rO5rBxjaIhbmTBKSssxhYc5GA0YdEHsPXKMVRu28u9FX1Jb34BGEOjq24Up4+XriURGSOfLGGGhyoyIcIlR72AcPsqq9Zv594efUltXj0ajoWsXX6ZMuNbt/FBKXGZnmMsrMIYaFMqUYwoPlTEEQcC3i7SgaEZyAnEmI/lFJfROSZTfa30g5mrn7AdzdZ2nzfWBmKtq5TYP8JNsPt654P0d7y2hW7jCDIm6Ks9+ve48Zrj7+qG56UHs65dByQnlMh7tMPTCfa+1COJ7OBfWbFVlGbjEQEJI+PklA1xiOTF3r3IMBIjV7vFDKGKNd3UR4lIQuqfC0Ksc8YOPFD/8+rX313kOdebnHs2CILSuwFIHtHqnRuDsH6u6qXd6T06cOsWpotoA1CkAACAASURBVGKamptZvmo1WZfLd2vIunwUP/wsrba6as3vDBs8CEEQyLp8FMtXraapqYlTRcWcOHWKPhmeX5z07pnKiVOFnCoukRirs8kaJV/JO2vUZfyw4heJ8XsOwwYNOO+ZFL3TelBQWERhiZmm5mZWZK8ja4R8ZfKsEUNZukqaarYqZwPD+vdBEAQKS8y0tEijkEVmK/mnimSr+bYqo3sMBdYKCksraWppYeX2fWT2TZOVyeyXxtJN0nfPv+48yNDUhLa62O12Vu040O56FAAZ0REUVNRQWFlDU4uNlfuPk5kWLyuTmdqNpbtzJcbBfIYmRCMIAqebWmhoagZg0/FCtBqNbMHNNkZUKAWVdRRW1dFks7Hy8Ekyk5V3AblQZUSHUVBRS2FVrcQ4WEBmj/a/43PViMRoNuUVU326kerTjWzKK2ZEouf1ZcSEO+6Vg3Eg33tGUownI8lzVeuMSD0F1fUU1jTQZLOz8mgRmQnefSbhrWyH96OJ7YYmKgZ8fOhy5TiaNqz17mSNBiFYCiq0ST3QJqfQsm3TORm+V46j+QIYmqQeaJNSaNnuyQCgKA8hzAQhEdKLWu9hiIfbWdXZXcGh4ONY8dsvAKF1HQJ3FR5HCHdh9B0ujWR5IfvX72J7/VFs/3oM+4rPEf9Y75mgAMQTRxAiYyA8UuowhlyBuGeLwi8qKCDIWY+gYDTJ6YjFnkkd2+EDaGO7IbTZ/RqaN671juFqk8QUtEk9aNm+2bNcQS6CMQbCHPUYOBpx71bvGP5B0reeAIHBCEk9EUsUklMlBRBqBH0YaLQIvQYjHmt/XQZ5PbRoJk1D3L/FuUK/kk4dRYiIkjhaHzT9R3okr9qT/fM3sb0yFdurD2D/6WPE7Ws9EhRApzxXneFPMiINFFTVU1hd72QkXloGQIYpROpHWjlHCslM9FwM+qIYRrf7dazkkt8vivIhNBIM4dLzmz5UWkTRG+lC5D4rLlm+sFyrit0ZQy45o1P63GilPrf9NQBkDC/7XIpPQIiLP+k5CPHoHq8YaLRobnpQ8idn63c6wx6RBgqqXNpHbiGZiZ4DIRerjBgjBeVVFFY4Ysa9x8hM6y4rk9mzO0t3SZ8O/HrgOEMTYxwxY7MzZjx2yhEzhroj6J0YT4G5jEJrOU0tLazY8geZA+U7x2QOyODHdZJPXrVtD8PSUxAEgZF90jhyqoTTjU202GxsP3ScJIWZxL17JFFQbKbQbKWpuYUV6zaTNUz+TX/W0IEs/U1aN2/Vhq0M65OOIAh88e+XyP54Htkfz+OuG8cx9dYJHgkKgN6pyRQUlVBYYpHeE9ZuIGu4fNefrOGDWfrr7xJj3WaG9estMeZOJ/vz+WR/Pp+7Jl3P1NsneSQoAHqnJLrVYwtZQ+S7rWQN7c/SNdJuYKs2bmNYn14IgkBFdQ02m7QuwimzlYJiC3FK7yKxkRSUVzttvucomb0SZGUyeyWwdJe0Zt6v+48xNCnW0+ZHT0o2j/S0OSUF8naYNhDxmJfrJWi0aCZMlXavaN3xQ0lF+RBmlLfDI2cp7yr3dhifotgOxYJcBGO0MwYaNFpaONMbBbjHQL2UYyDwjH37DGt3pzJ32b99D9u/H8c2+wnsK79E3L3+kiYoAITzWfTkokCCcAXwLvAdEAoMAH4BRgGrRFGcfc4fccykAMjZsIkZs+dis9u56YbrefAv9/LW+wvI6JXGlZePprGxkb8//zKHDuei1wczd+arxMVKHcv7Cxfz3U8/o9Vq+effnuDyES7Jhybn6EfOpi3MmPuOxLh+HA/e+yfeWrCIjLRUrhw9QmK8PINDuUfRBwcz99UXiIuROsisCbdS19BAc3MzuqAgFr09u21nELFR/g1WzpbtzHBsQXrTtWOY9qfbePujz8hISyFrxDAaG5t4avpsDh3LQ6/TMefFp4iLjuLHVdl8+OW3+Pho0QgaHrr7dq4aJc1IsOfKH7KcfbnM+moldtHOxBEDmHbd5cz7cQ3p3WLI6pdGY3MzT3/0PYdOlmAI9Gf21MnERUgOYNuRfOZ8t5qv/jlVbo9i+cJTObknmfXLZux2kYn9U5l2eX/mZe8gPTqCrLRuNDa38PT3azlkLsfg35XZN2cRFxpMUWUt93+2Eo0gYAwO4NUbRxPTOtPDLQOak1fCrOw/JEbvBKYN78W8DftJN4WQlRzDvpIKHlu6kZrGJny1WsID/Vj2Z2lx0ylfZpNfUUtDcwsGP19evWYwIxNM4Csf4co5VsSs1dslxv9r777j5arKxf9/niRCIFTpPUGKEppSlCs1imKlWEAEsV2IoHiv13Z/ei1gicK1wA8LShFQUeCqVGmaCNJ7kI4EpYhSJBQJJGd9/1jrcOZMppeTgXzer9d5nZnZe+1nr7XXLvPMLltswPTtN+PoWTcwdY2VmLbROsx+4GEOPX0Wc5+ZxxITxrPypKU466C3A3DGDXdx7GU3A3DQazdlr+FHlVU9PWbWnfcx4/yrGEqJPbfcgOk7bMHRv7+eqWuuxLSN12X2/Q9z6C9/x9xnns0xllmKsz6SHxt1xvV3cmx5HNpBO2zOXltWnDnz6MhZObPmPMSMS27JMTZZh+lbb8jRV97O1FWXZ9qU1Zn90D859NxrmDvvOZYYP46VJy3JWfvunNvqjMu457EnR9pq2uZsv17e6cw99YLnY0zYbgeWPvTTMH48z579K5456UdM/PAhLLjtTzx36UzGv3wqy3z9u8Syy5KefZb06MPM3W9PWGIJljs+PxozPf0kTx9xOAvuHLmOMSrSpxNeswNLHfrp/AjSc37FvJN/xMQPHcL82/7E/D/mGJO+OjrGE+/LMZY9rsR46kn+deThLLhrJMYyO42+qVlstAXj3rxfeQTpLNKsMxn3uneQ7r8nJyzWWp/x+/4HLLU0zH8OnnicBUd/lnjZpox70775FLkIhq64kHRNPliovpQhNt4yPyoyyqOeZv463xn5/nvyF8u112f8fp+ApSaNxPjOp0ZP41U7Emuv//yjIof+MTq7Hpttw4S9p8O4cSz44wUMnfNzxu/+Pobm3EG68Qpi8kZMOPgLMGlZeO5Z0uOPMf+LBxIv24Tx+x86Uo+LfsXQpfkRev+6Y3TSZcJrtmfix/Iyee7cXzPv5B+x5AcPZsHttzy/TJb+yneIZZcjPTuP9OjDPHnAXrDEEizz41+UZfIU//rfwxkqy2TSpqO/mMTUrRn3zgPz8rj8QtJvf8G4t+5HuvdO0uwrYb0NGX/g5/MO+blnYe5jLPjKwbD+Kxj/no/mm0nFOIZ+/xvSZbnPxrpVX37W35Rxr39XeVTZZaTLzyN2eBvpwXvhrptg9fUYt9d0mLg0LHgOnpzL0HGHEVO3Jd58wKi7eQ+d85N8oywgPTTyy2u84lWM2+NDuR5XXky66HTG7fYe0l/vygmLdTZg/Ac/k5Mr85+DJx5jwTc+Pmo2Y5tdiHU2GP0I0okjv/73o18BxJojX/j6tT2h4pTdWXMeYsYfbs7b3qnrMn2bjTj6ituYuuoKTFt/dWY/9BiHnn11jjFhHCsvPZGz9ss3i9vv9Eu559GKGK/fciRG9fb3nr8xY+ZNDCXYc+p6TH/1xhx92S1MXW1Fpr1sDWb/7TEOPesK5j5TEeeAfCf4/X7xB+557AmefnY+Kyy1BIfv+iq2n7wazBt9z4lZ9/6dGZfekmO8fG2mb70BR191B1NXWZ5pU1bL7fXb60baa+klOes9+eZ6+/3qcu557KmRuuyyGduvuwpU3/Nqg83K4yjLIy8vPZvYeQ/SA3Pgjhtgzcn5cXcTy3J/8nGGfvA/sP4m+VF7CQhIV/9u5HGU1T+0bLBZfqRljCPdeCnp0nOInXYnPTgH7rgR1pjMuHcfMhLjqcfzqcxTNmHcriPXwaerf0e6vtzgfL3RX0z6ss+FUTuSWXfdx4wLrmZoaIg9t9yQ6dtvztEzyz53o3VzjNN+P7LPnTSRs6aXfe4Nd3LsH2eXGJuN3udWngn2sk3zI0aHH314WdX2ZI31GLfXR0ZvT378ZWLqq4m3VG1Pzj7x+e0J8+f3d3kArDTyq+2se/7GjD/MLuv6ekzfdmOOvvxWpq62AtPWL+vHOVeOXj/2zzd33++0S0avH69/JdsPn3my6uhk4Kzb72XGOX/McV71cqbvshVHX3QVU9dahWmvmJKPGU+/mFsfeJgVlprIkfvsWo4Z5/LvJ55djhkncfieu7DWivmYMSaPfpzwrBtu4esn/4qhoSH22unVTN/jDRx1+rlsOmVdpm21KfOefY7PfP8Ubr33fpaftDT/+7H3sU65T9yZl17DsWdeRATsuMUmfGrf3OdixdHJillXX8/XyiNI3/GGnZm+z54cdfJpbLrhFKa9ZmvmPfssnz7ye9x69xyWX3YZvvWZj7HOGqOncfQpp7P0UhNHHkH6kqrj0iuv5Wvfz48gfccbX8f0976To078OZtu9DKm/du2OcaM73Lr3ffkGJ/7BOusMTq5dPRJp+YYw48gfabqu8g1N/C1H/00x3j9jkzfe3eOOuWMXI9XvyrH+NYPuPXP97L8MsvwrU8fwjqrr8r5f7yao396BuPHj2P8uHF89L17jUpwDP1p5AeGWbfNYcbZl+R1fetNmD5ta46+4Eqmrr0q0zYpy/yXF5ZlviRHvueNrLPS8tz/6Fz+/fgz8zJffhKHv2Maa61YcVbMXRUPA5gyNT9idNw40uzLSVecT7z2LaS//QXung2rr8u4PQ6EJct6+NQTDJ3wFWKTbYjd9h/1RJ6h804eWQ+frrgXzQabM2634W3vJaRLqre9Uxi3d9W29/ufz9veN+zz/HFW9aOAh/5WcewwdWvGv+ugfOxw2QUMDR8D/eVO0k1XEuttyPiD/mfUMdD8wz9CrP8Kxu/7seePgRb87tfPHwMBRNWZPrHRFvkRpDGOoetmkWb+ZuFj3/f+5+hj36M+M3oar9yRWHvKqHtoTfjqT7u+UGzMkhQAEbE8sC+wEflSk/uA36SUWnt2SUWSom+e7e0NtGqpTlL0Q3WSoi+qkhR90c5pWp1aosen4dYyvq2ThTr3aI2b/PRYZZKiX2IMzvGqTlL0Rd17YPROdZKiH6qTFP1QnaToh4WSFH1SmaTom4m9vxSiWmWSom9avq64C2Ox/Z3X4xtj1tLmjbk70u59tTpRlaTom7HYkdS4XK3nKpMU/bJSGzdY7tSqvT1jqZbqJEVfYqzY+zO8FvKSMTgufab/30VgdJKib+5q7WtkV55u7Qb33ahMUvRLdZKiX3qRpBjLe1KQUnoc+P5YxpQkSZIkSS8Mi+wRpJXKEzwkSZIkSdJibCCSFPTlAUeSJEmSJOmFZMySFBFxaETUvCA4pfTDsZoPSZIkSZI0mMbyTIrDgSsj4pKIODgiVhnD2JIkSZIkacCNZZLiz8Da5GTFVsAtEfHbiDggIpYdw/mQJEmSJEkDaCyTFCmlNJRSuiCl9CFgTeB7wG7kBIYkSZIkSVqcpZTG5A+4vsGwpfoY98AxqJsxjPGCjWMMYxhj0ccxhjGMsejjGMMYxli0MV5MdTFGd39jeSbF3vUGpJT+1ce4Y/F4U2MY44UcxxjGMMaij2MMYxhj0ccxhjGMsWhjjFUcYwxWjIWMWZIipXTHWMWSJEmSJEkvPGN5JoUkSZIkSVJdi0OS4lhjGOMFGmOs4hjDGMZY9HGMYQxjLPo4xjCGMRZtjLGKY4zBirGQKDfEkCRJkiRJWqQWhzMpJEmSJEnSC4BJCkmSJEmSNBgWxXNPe/C81nWA3wO3An8CPl4+PwK4DbgJ+BWwQp3yxwN/B27uR4x6ZftUlxWA08u4twLbtRHj8DL9G4ALgDVrlN0SuLyUuwnYu816NI1Rxlu3DL8VuAWY3IcY3wBuLn9t1aNi+CeBBKxcp/xvgX8CZ7e7zNuIsaDU9QbgzD7F6LitgC8B91fM45vrlJ8DzC7jXNNuPYCPAbeXz7/Z6brebRxg44q63gDMBf6jjfb6RUXZOcANNcpOBK4Cbixlv9zmMtkSuGK4rYFt+7CuN41RxvtmKXcrcBTlssMWY2xR5nE2cBawXBfLo2abAlOAK4E7y7JZokbZbSumfyOwZ526dhNjCeCEUtcbgZ3bjPFR4C4arOdlvFa2vfVi/JS8btxMXtde0mmMJnGOK5/dRN7fLdOHZdJKjK6WScXwo4En65SdDPyroi4/aLMeJwL3VJTfsk75VvZV3cZoZV/VbYxW9lX1YgTwVeCO0jcP7UNbtRqjm7ZqGgPYhdHbxWeAPfpUl26WySUV8/gA8OsGbb4c+Vjj/28zxuuA60qMS4EN6pTfnJF94mxgYhsxppUYNwM/ASbUKLsecG2Zjz8B0+vVtYw/Hrh+uB/Swn6kjPff5H3B7cAb+xSjaVs1iNF0X9WDtmolRsvrSKcxWl0/GsRodZ/bdJvVgxhNt1nd/vV8gmPxB6wBvKq8Xpa8wdwEeMPwhqB0gm/UKb8j8CoaJyk6jlGvbJ/q8hPgw+X1EtROmtSLsVzFOIdS42AI2AjYsLxeE3iw1zHKsJnAruX1MsDSPa7HW4ALgQnAJPKXqFpfcOouO/IXp/OBe6m/kXsd8DYaH8x0G6PmwW2vYnTbVuQkxSdbmMc59erYQoxdgIuAJcuwVTtd13sRp2I644G/Aeu1s0wqxvlf4As1ygblSxPwEvJBw2vaqMcFwJvK528GZtYo2+263kqMfwP+WNppPPmgZuc2YlwN7FQ+/yBweBfLo2abAr8E9imf/wD4SI2ySzOyfV6DnAirdRDaTYxDgBOG+x35AG1cGzFeSf7CO4fGB0wzab7trRfjzWVYAD+vVY9WYzSJU7mN/xbw2T4sk1ZidLVMyvutgZNpnKRouL1qUo8TgXe2UL6VfVW3MVrZV3Ucg9b3VfVifAA4aXgZUn8/0k1btRqjm7ZqKUbFdF4KPEr762HTON0uk6pxzgDe16Ae3wV+Rv0kRb163AG8onx+MHBijbITyAnLLcr7lYDxLcb4N+CvwEbl88OAD9UouwQjxxbLkLfVNX9kK+N8otR3+MtkK/uRTcgJlCXJCYe7a9WjyxgttVWDGE33VT1oq5b2h62uI13Uo6X1o0GMVve5TbdZPYjRdJvV7d8L8nKPlNKDKaXryusnyBndtVJKF6SU5pfRrgDWrlP+D+TO15cY9cr2Ok5ELEf+EnZcKf9sSumfbcSYWzHaJHL2r7rsHSmlO8vrB8gHfqv0MkZEbEI+mLywlH8ypfR0L2OQN9SzUkrzU0pPkTfau7Uaowz+NvDpOtMfLn8x8ES94b2I0YouY/SirXqiQYyPADNSSvPKsL/XKd90Xe9FnAqvA+5OKd3bRgwAIiKAd5N3CtVlU0rpyfL2JeWv1vpaL0Yi/+oEsDz5F6rqsl2t663EKONMpBxwlHo81EaMjYE/lNEuBN5RI0alRsujXptOI/+SDjkJvEeNsk9XbJ8nUmdd6iYGeT28uEzn7+RfRbZuNUZK6fqU0pxa8zWsjW1vvRjnlmGJ/Gtirf1USzGaxJlbphXAUtTu+10tk1Zi0OUyiYjx5LMkP11r3trR6jahQflW9lVdxWhxPrqJ0eq+ql6MjwCHpZSGynj19iPdtFVLMVrRwxjvBM5rdz1sMU63ywSAiFiWvJ38da15jIitgNXIyfGaGsRoZV/1BuCmlNKNZVqPpJQWtBhjATAvpXRH+bzmvirlY/Z55e2SNLgEPyLWJn/B/XF5H7S2H9kdODWlNC+ldA/5l/5texyjpbaqFaOM33Rf1U1btRqjSsN1pIsYLa0fDWI03eeW8Zpus7qNMRZekEmKShExmZy9urJq0AeB8xZ1jAZlexFnfeAfwAkRcX1E/DgiJrUTIyK+GhF/Bd4LfKFJ2W3JXy7u7nGMjYB/RsT/lXocUQ7mehnjRuBNEbF0RKxM/oV8nVZjRMTbgfuHN8K90mGMiRFxTURcERG1dhjdxuiqrcpHH42ImyLi+IhYsU6xBFwQEddGxIHt1IPcZ3aIiCsjYlZEbNOsfKu6jLMPNZIMTWIM2wF4KJVEQY0y4yPiBnLy4MKUUsNtSlWM/wCOKOvIkeTTPxuV7WRdbxojpXQ5+TKOB8vf+SmlW9uIcTPw9jLoXTTplzRZHtVtSq7vPyu+7N5HncRbRLw6IoZPbZ1eUaZXMW4Edo+ICRExBdiKOvVtt29UaHnb2yhGRLwE2J98imnHMRrFiYgTyGfFvJx8uUStsh0tkzZidLtMPko+LfbBevUvppS2mhURO9QbqcEy+WrZ/n47IpZsEquhLmO0tK/qIkbL+6o6MV4G7F3m8byI2LBJczTUZYxu2qrdejTdT3URp9tlMmxP4OI0+keo4XLjyGcdfqpJPevF+DBwbkTcR95uzahRdCNyYvH8iLguIuomFmts468CXhIRwwnMd1K/DdaJiJvIZ158I+UfCGr5Djm5OVTer0Rr+5G1yrRpMl43MVpuqxoxWtZFW3Wi2TrSaYx2jq/rxmiyz21HNzHa+i7SkdTnUzX6+Uc+5edaYK+qzz9Hvo/DQtc6V4wzmdZOqewmRs2yvYpD/gVnPvDq8v67NDj9udH8kL9Q1LzOvQxfg3yN0kKnmHcbg7wBf5ycdJlAPsVvoVPjuq1HacsbyDuRn9L4XiHPxyCfRnwlsHwZNofGp0/vTGunWHUUg3KKW2mvOcDL+hCjo7Yq71cjn2Y/jnz96vFN6rEqecO9Yxsxbqbcz4D8q8A9tdaRMu5kWljXexBnCeBhYLVO1hHg+8B/tTCPK5C/6G/aRj2OAt5RXr8buKhB2Y7W9VZiABsA55Syy5Av92hnub+c/MvZtcAXgUcalG1peVS16Q7AXRWfrwPMblL2FeSD0rrX4HYSg7wt/DZ5PfwNcC6we7t9g8breVvb3gYxfgR8p1cxGsQZD3wP+ECPl0lLMbpcJjuSr38fviSl3uUeSwIrlddbkQ/I654OXF0P8vobZTo/ocblYxXldqaFfVWnMWhjX9VFjJb3VTViPEnZ5pL3kZf0oa1aitFlW7VTjzXIP27VvM68R3XpeJlUfHYeZX9SY/yPAp8ur99Pncs9GtTj/xg5bv4U8OMa43+SvL9fmXzsdDnwujZibEe+v8ZVwFeA65uUXbOMu9D+Cngr8L3Kfkg+y7GV/cgxwH4V74+r1a5dxmiprWrFqBo+h9YuxWirrdqN0Wwd6TZGK+tHCzHq7nMrxlmoXC9j0OY2q5O/nk5sLP/Ip1SdD3yi6vMDygpS9zqiMt5kml+n3nGMemV7GQdYHZhT8X4H4JxO5od8U5qa7UE+Le464F2d1KNZDPI1gjMr3u8PHNPrelSN9zPq39BxVAxgM3KGfE75mw/8BVi9TvmGG4ZexKiYzonUuW63hzFabqsaw5uuZ2W8L1HnPha1YpAzuztXvL8bWKXLeeg2zu7ABZ2sI+QvPw8BazebzzL+F9tsr8cpyRXygf/cOmU7XtdbiUE+IPyfivdfoBxsdtC3NgKuajCPTZdHjTb9FDmxMfxFcjvy2R7Nyv4e2LrPMS6jzr2NGvUNGicpWt721otRXv+aGvdm6CZGvX4O7ERrSeB2lkmnMdpZJl8kn6Uxp/wNUfEFoEHZmV3UY+dG9Wg2vBcxKsY7kdbuY9FNjLr7qloxyDccn1w+C+DxXrdVOzE6bas26/Fx4NhW69GDurS1TMrrlYBHqJNkJH+x+0tZjx4m3xx5RosxPkW+BHD4s3WBW2qMuw8V96oA/gf4VIf99w3AL1soe0Kt5Q58nXwWwxzyNuTp0gZN9yPkH+7+u+L9+dS+wX43MVpqqzoxTqkYPocWkhQdtFVbMZqtIz2uR831o1EMmuxzK6axM423/13HqJjWibWWR7d/PZ3YWP2RN44nUZXhIV/Xcwt1vkRUjTuZxjfO7DhGvbL9qAs5U7txef0l4Ig2YmxY8fpjwOk1yi5BvgZ3obvj9zDGePIv6auU9ycAh/QhxvCvU5uTfyGvd1O1hsuu2QaohQ1DxzGAFRm5edDK5DsuL3SQ3GWMrtoKWKPi9X+Sr4esLjsJWLbi9WXAbm3EmE6+Nhbyl9W/0sWZFD2KcyoNfuFttEzI6/usBmVXodzEkny9/CXAW9uox62UZAv5Pg3X1ijb7breSoy9yTcinUBOQlwMvK2NGKuW/+PK8A82mM9my6NmmwKnMfpGYQfXKDuFkQO39cjXNNdal7qJsTQwqbzeFfhDJ32DxkmKVre99erxYfK6u1SDdm4pRoM4b6Pcfb/0iyOBI3u8TFqN0ZNlUj6vdybFKpSbzpF/obofeGkby2SNinp8hwZf3mi+r+o4Bq3vq7qJ0eq+ql6MGZRtSGmLq/vQVk1j9KCt2qnHFcAu9Yb3oC5dLZPyfjrwk0bzWDGd91P/xpn16vEwIze1/BBwRp1lch3lhrzk/dZb2ogxvK9akryfm1aj7NqUbWeJdwewWZP6Pt8PaW0/MpXRN878Mw1uatlhjJbaqtn6RON9VVdt1UqMdtaRLurR0vrRYHk03ec2mrdexaDFbVa3fz2d2Fj9AduTr2cffuzkDeS7kd5F/hIx6tFd5FODzq0o/3Py9dDPkbNIte6623GMemX7VJctyXeHvYmc9VqxjRhnlBXkJvLj/NYq429NOf0N2K+0U+VjeRZ6FFg3Mcr7Xcs4s8kZuVqP5OumHhPJSZ9byBugeo8za7rsqNgA1ajHJeTTxP5V+tZCj3vqJgb5rtHDj7+bTZ3TpruM0VVbke9cP7t8fiYjB5uV68j6pQ7Dj+36XJsxlgBOKcv9OsoBAB2s6z2KszT5l5/l291ulWEnUvVIrar22pz8iKibyrzUO/W5Xj22J18icSP5kp+t+rCutxJjPPBDRh5F+a026/Fx8sHJHeQD5uhiedRsU3LfvIq8DT6NkR3x2xlJWO1P7rc3lH5R71F+3cSYTL7snF6NaQAAE1JJREFU5lbyQd96bcY4lNzn55O/sA8vg062vfVizCefXTS8jL7QaYx6ccgJqT+WsjeTf91brpfLpI0YXS2TqnGerHhdGeMdpR43lnoslMRrskx+V1GPUxh58kAn+6qOY9D6vqqbGK3uq+rFWIF8+dls8lmrW/ShrZrG6EFbtVqPyeSkV7NfYLupS1fLpAybSdWPFtV1qfj8/dRPUtSrx54V7T0TWL96PSzv9yOvizdT/zHn9WIcQd5O3E5F4r+qrYa3i8OPPj6w0XIpZXZm5Mtk0/1Ief858nb6dsoTuPoQo2lbNYjRdF/Vg7ZqdX84mRbWkS7q0dL60SBGq/vcptusbmLQ4jar27/hAzxJkiRJkqRF6gX/dA9JkiRJkvTiYJJCkiRJkiQNBJMUkiRJkiRpIJikkCRJkiRJA8EkhSRJkiRJGggmKSRJkiRJ0kAwSSFJUhER20XEqRFxX0Q8GxFzI+LqiDg8ItaoGG9yRKSIeH8HMeZExCk9nOeZETGzV9N7Iaq1PCLixIiY08eYK0TElyLiVT2e7pxSlxQRX+rhdO+qmO5XejVdSZJ6zSSFJElARPwX8EdgFeDzwOuBfYDzgQOB4xfd3KkDhwN79nH6KwBfBHqapCjOBbYDftzDab6zTFOSpIE2YVHPgCRJi1pE7AIcAXw3pfSfVYPPjYivA+8a+znTsIhYMqU0r9XxU0p393N++uwfKaUrejnBlNINABHRy8lKktRznkkhSRJ8Bni4/F9ISumplNKJzSYSEftFxI0R8UxEPBwRJ1deJlI17r+XU/CfiYjrSqKkcvg2EXF6ufTkXxFxe0R8LSKWardyEfGVcvnKNhWfTSrTvDwimv5oUeb3ujIvj0XErIj4t4rha0TESaXe8yLipojYr8Z0to2IiyLiyYh4KiIujohtq8Y5sdR7u4i4LCL+BXyzDFs6Ir4XEY+UaZwJrF0jzqjLPSouCTkoIg6LiAcj4p8RcVZErF1Vdp+I+F1E/KPEuD4iDqicFnBPefujisso3l8xzl4RcUVEPF3inBYR6zZr53rKpSUpIl4eEeeXtvtLRHygDN8/Im4r8/v7iHhZp7EkSVqUTFJIkhZr5Qv6TsCFKaVnu5jOgcDJwK3AXsBngTcCsyJimarRdwI+AXyOfEnJPOC8iNi4Ypx1gRuA6cBuwHeBDwIndDB7XwKuAX5WMS/HAKsD+6aU5jep25HAscB1wLuB/YA/lHkkIiYBs4A3Af8fsAcwGzi5tMvwdDYv460IvB94H7AcuY22qAq7PHAq8PMy3Z+Vz38IfBj4Frmdb68Y1or/BjYgt+XHyZdA/LRqnPWB04H3lrqcBfw4IqaX4Q+W2ABfL9PYDjin1HM6cAZwC/kyi4OATUs9l21jXms5rcTZA7gWOD4ivgZ8hNznPgBsTHttIknSwPByD0nS4m4lYCLwl+oB1WcY1PsyHxHjyfdAmJlS2qfi89uAS8hfiI+qKLIa8NqU0l/KeBcD95LvhbF/iXVGxXSCfL+MucBJEXFISumRViuYUpofEfuSkx7HRMRvgQOA96aU7mlUNiI2AP4T+HZK6RMVg86peP0BYENgl5TSzPLZeRGxGvCViDgupbQA+AI5IfO6lNI/y/QvBOaQ7++wV8U0lwH2Syn9pmJeNgb2BT6XUppRPr6gJF6m05p7U0r7VkxzFeCIiFgzpfQAQErpaxXDxwEzgTXIiYAfpJTmRcT1ZZQ/V16aUeblG8AJKaUPVnx+JXAH8CHgOy3Oay1HpJROKtO8BngbOQkyJaU0t3y+BvDdiFgvpXRvF7EkSRpznkkhSVrc1bxIPyJWB56r/GtwWcTGwKpU/SKfUrqUnHzYqWr8K4YTFGW8J8hf+p+/sWFELBcR34iIu8lf7J8jn6kR5IRAW1JKc8hf5N9HPhvjpJTS87+2Rzah4m98GfR68vHCsQ0mvyNwf0WCYtgp5BuRblIx3tnDCYoyX3OBM1m4jeYDZ1d99uoyL7+s+vzUBvNW7Zyq97PL/+cvxYiIDSPi5xFxPyPL/8Pk5dzMduSzQ35a2Z7AfcBt5DboxnnDL1JKjwF/J/enuRXj3Fb+r9NlLEmSxpxJCknS4u5h4BkqvqRWfL5N+ftRk2m8tPx/sMawv1UMH/ZQjfEeAtaqeH8COalwFLBrmY9DyrCJTeannnOAR4AlgW9XDTuA0UmZ4RtPrlT+39dgui+lft2Hhzcbb8Wqz/5ezr6oNHx/j+r2q9We9Txa9X74ZpwT4fkzIS4EtiBfPrEDue2PJ7dbM6uW/xdRleQCNmOkPTv1WNX7Z+t8Bp33E0mSFhkv95AkLdbKpRB/AHaNiCWG70tRLu24BiAi3tpkMsNffFevMWz14elUWK3GeKsB95d4E4HdgS+llL47PEJEbNZkPpo5BhhPTkAcGxGvTSk9V4adRf4yPmz4y/vD5f9a5Ps/1PIotc8yGG6PRyrGq9dG1cmDVGO84QTHasCfKz6v1Z6d2g5YD9ihnAkDLHzpTwPDdX0/8Kcaw5/oau4kSXqR80wKSZLykyNWJt9LoBO3k3/N36fyw8hPv1iPfLPISq+JiHUqxlsWeAtwefloSXIy4bmqcu/vcP4o96TYHzgQ2BvYEjhseHhK6ZGU0jUVf8OXQVwEDJVy9cwC1o6I11Z9vi/5coRbK8Z7S+XNI8vrt7FwG9VyZZmXd1d9vk+NcTu1dPn/fNtHxIrkpFGl4SRO9dNWLiMnIjaoas/hv3qJHkmShGdSSJJESuniiPgsMKM8geIk8iMmJwIbkb8EP0XtX/dJKS2IiC8AP4yIU8j3YlgL+CpwJws/keMh8g0fv0T+svsZYBL55puklB6PiCuA/4qIB8lnM3yQ0ZeDtCwipgDfB45LKZ1WPvtcqe8FKaXf1yubUro7Ir4NfKIkFM4EFgDbArellH4BnEh+Usb/leneR34yxq7AQRWXbRwOvBW4OCK+QW7Pz5ATA4fRRErp9oj4GXBYuaHl1SXGm9tqkMYuI9+g9JiI+CJ5uXyevAyWrxjvIfJZE/tExE3k/nFPSumRiPhUKb8K+R4Sj5OX3U7km6v65A1JkurwTApJkoCU0jfJ9x94BPga+QyC08n3avgFsGGNeyRUlj+WfKbCZsBvyGdnXAjslFJ6smr0WcD/lji/ICdD3pRSuqNinPeQHzF5DDkJ8DdyIqAt5TKFn9UofyRwMfkxoQ3vk5BS+iRwMPAa8qM1fwrsQnkiSkrpKfIX8AuAGeT6bwHsX9pleDo3ATuTkwA/Id8I9ElyG93YYpUOAo4DPgn8Cng5+YyNnkgp/QPYk3wmy+nkR4z+mJx4qhxviHwzzRXJfeVq8hkhpJR+CLydfAnMyeRExZfJPw7d0Kt5lSTpxShSqvmjkCRJksZYRMwhJ7E+BAyVZEgvpjue/GSY54CvppQ+34vpSpLUa55JIUmSNFjeR04mfKGH07ydhe9xIknSwPFMCkmSpAFRnuAy/KjTB1JKD/Roupsy8kjSnk1XkqReM0khSZIkSZIGgpd7SJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSBMWNQz0JanH0+j3qdUNUKqP6zRuB2NXz2419NPFS/7N+3eTK96cD+Xy1Dj4UNNhjcrXzV8obavnH6b02o6fKjL8t1Mv1m9F3Vd2lmu3faJbue93fLtjN91rDFcDs3mr9m2oGmsHpfvJl6X85rGuq4Nt2tjHbt6t95s/ahuu0bLpb1pL7zdG8N5ZeHVp5u6tB+7y7q3Mf7Cm5nGh3bdDh9qVn6hea2efv14bcdqd3ibbdVN/ObzVvW+qt0W7kJV04PG75uM32j1yONXLJcmsRaaV5rM60LjV89bd+Wr41fOX9N2q45d3SealW93OVW9X6jPVQ8fNW71sCZ9aKFY7ZWvrnsvyy9Utmms6uHdla9ebt3E7/W8A/wgzY0aH7fFMykkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAMEkhSZIkSZIGgkkKSZIkSZI0EExSSJIkSZKkgWCSQpIkSZIkDQSTFJIkSZIkaSCYpJAkSZIkSQPBJIUkSZIkSRoIJikkSZIkSdJAiJTSop6HlkXEgSmlYxf1fEi12D81qOybGlT2TQ0y+6cGlX1Tg6wX/fOFdibFgYt6BqQG7J8aVPZNDSr7pgaZ/VODyr6pQdZ1/3yhJSkkSZIkSdKLlEkKSZIkSZI0EF5oSQqvvdIgs39qUNk3Najsmxpk9k8NKvumBlnX/fMFdeNMSZIkSZL04vVCO5NCkiRJkiS9SJmkkCRJkiRJA2FgkhQRsVtE3B4Rd0XEZ2sMXzIiflGGXxkRkyuG/Xf5/PaIeONYzrde/DrtmxExOSL+FRE3lL8fjPW868Wvhf65Y0RcFxHzI+KdVcMOiIg7y98BYzfXWhx02TcXVGw7zxy7udbioIW++YmIuCUiboqIiyNivYphbjfVV132T7ed6psW+ub0iJhd+t+lEbFJxbC2vq8PxD0pImI8cAewK3AfcDXwnpTSLRXjHAxsnlKaHhH7AHumlPYulf85sC2wJnARsFFKacFY10MvPl32zcnA2SmlTcd+zrU4aLF/TgaWAz4JnJlSOr18/lLgGmBrIAHXAlullB4bwyroRaqbvlmGPZlSWmYs51mLhxb75i7AlSmlpyPiI8DOZb/udlN91U3/LMPcdqovWuyby6WU5pbXbwcOTint1sn39UE5k2Jb4K6U0p9TSs8CpwK7V42zO/CT8vp04HUREeXzU1NK81JK9wB3lelJvdBN35T6rWn/TCnNSSndBAxVlX0jcGFK6dFygH0hsNtYzLQWC930TamfWumbv08pPV3eXgGsXV673VS/ddM/pX5qpW/OrXg7iZzMhQ6+rw9KkmIt4K8V7+8rn9UcJ6U0H3gcWKnFslKnuumbAFMi4vqImBURO/R7ZrXY6Wb757ZT/dRt/5oYEddExBURsUdvZ02LuXb75oeA8zosK7Wrm/4JbjvVPy31zYg4JCLuBr4JHNpO2UoTuprV3qn1q3P1dSj1xmmlrNSpbvrmg8C6KaVHImIr4NcRMbUqyyh1o5vtn9tO9VO3/WvdlNIDEbE+8LuImJ1SurtH86bFW8t9MyL2I1/asVO7ZaUOddM/wW2n+qelvplSOgY4JiL2BT4PHNBq2UqDcibFfcA6Fe/XBh6oN05ETACWBx5tsazUqY77Zjml6RGAlNK1wN3ARn2fYy1Outn+ue1UP3XVv1JKD5T/fwZmAq/s5cxpsdZS34yI1wOfA96eUprXTlmpC930T7ed6qd2t3+nAsNn87S97RyUJMXVwIYRMSUilgD2AarvSHsmORMD8E7gdynf9fNMYJ/IT1iYAmwIXDVG860Xv477ZkSsUm4yQ8lobwj8eYzmW4uHVvpnPecDb4iIFSNiReAN5TOpFzrum6VPLllerwy8FrilcSmpZU37ZkS8Evgh+Qvg3ysGud1Uv3XcP912qs9a6ZsbVrx9C3Bned329/WBuNwjpTQ/Ij5K3tCPB45PKf0pIg4DrkkpnQkcB5wcEXeRz6DYp5T9U0T8krwSzgcO8cke6pVu+iawI3BYRMwHFgDTU0qPjn0t9GLVSv+MiG2AXwErAm+LiC+nlKamlB6NiMPJOx2Aw+yf6pVu+ibwCuCHETFE/jFlRuXdw6VutLhfPwJYBjit3Af7Lymlt7vdVL910z9x26k+arFvfrSc5fMc8BjlR9xOvq8PxCNIJUmSJEmSBuVyD0mSJEmStJgzSSFJkiRJkgaCSQpJkiRJkjQQTFJIkiRJkqSBYJJCkiRJkiQNBJMUkiRJkiRpIJikkCRJkiRJA+H/ATSm/0PpH8IwAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 1296x576 with 2 Axes>"
       ]
@@ -496,7 +791,7 @@
     "# Create figure\n",
     "plt.figure(figsize=(18, 8))\n",
     "\n",
-    "# Plot heatmap wiht annotation\n",
+    "# Plot heatmap with annotation\n",
     "sns.heatmap(pivot_final, annot=True, annot_kws={'size': 10}, vmax=vmax,\n",
     "                  fmt=\".2f\", square=True, cbar_kws={\"orientation\": \"horizontal\"}, cmap='Reds')\n",
     "\n",
@@ -515,12 +810,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1296x576 with 2 Axes>"
       ]
@@ -542,7 +837,7 @@
     "\n",
     "# --- Color values that exceed the max value ---\n",
     "\n",
-    "# Loop over all annotations of the axes object\n",
+    "# Loop over all annotations of the axis object\n",
     "for annot in ax.texts:\n",
     "    \n",
     "    # Annot will now be an object which prints 'Text(x, y, w_k)'\n",
@@ -558,33 +853,12 @@
     "\n",
     "plt.show()\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "hide_input": false,
   "kernelspec": {
-   "display_name": "Python [default]",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -598,7 +872,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.6"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Session 9 - Heatmaps and merging operation/Session 9 - Heatmaps and merging operations.ipynb b/Session 9 - Heatmaps and merging operation/Session 9 - Heatmaps and merging operations.ipynb
index 288d6cc..2c94e81 100644
--- a/Session 9 - Heatmaps and merging operation/Session 9 - Heatmaps and merging operations.ipynb	
+++ b/Session 9 - Heatmaps and merging operation/Session 9 - Heatmaps and merging operations.ipynb	
@@ -1,11 +1,298 @@
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+       ".cm-s-ipython span.cm-def {\n",
+       " color: #e22978;\n",
+       " font-weight: normal;\n",
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+       ".cm-s-ipython span.cm-error {\n",
+       " background: rgba(191,11,55,.70);\n",
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+       ".cm-s-ipython span.cm-tag {\n",
+       " color: #e22978;\n",
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+       ".cm-s-ipython span.cm-link {\n",
+       " color: #ef5c00;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-storage {\n",
+       " color: #055be0;\n",
+       "}\n",
+       ".cm-s-ipython span.cm-entity {\n",
+       " color: #e22978;\n",
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+       ".cm-s-ipython span.cm-quote {\n",
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+       "</style>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import HTML\n",
+    "HTML('<style>{}</style>'.format(open('../css/cowi.css').read()))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Heatmaps from dataframes\n",
+    "# 9. Heatmaps and Merging Operations\n",
     "\n",
+    "\n",
+    "## Heatmaps\n",
     "A `pandas` dataframe can be visualized by means of a so-called heatmap. A heatmap consists of tiles at each data point that adheres to a chosen color palette.\n",
     "\n",
     "Many plotting libraries offer the possibility of creating heatmaps. A common one is called `seaborn`, which is built on top of `matplotlib` to enhance certain plot types.\n",
@@ -16,7 +303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -117,7 +404,7 @@
        "8  3  c      47"
       ]
      },
-     "execution_count": 41,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -125,7 +412,7 @@
    "source": [
     "import pandas as pd\n",
     "\n",
-    "# Creata a dummy dataframe to pivot\n",
+    "# Creata a dummy dataframe\n",
     "df = pd.DataFrame({\n",
     "    'x': [1, 1, 1, 2, 2, 2, 3, 3, 3],\n",
     "    'y': ['a', 'b', 'c', 'a', 'b', 'c', 'a', 'b', 'c'],\n",
@@ -136,7 +423,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -202,7 +489,7 @@
        "c   1 -24  47"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -224,30 +511,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x28d74e097b8>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x15866e27b70>"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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l+jArEZFAhXgrmAq4iAjgmxxb5y4VcBERoEYjFBGRMKkDFxEJlGbgIiKBUgcuIhIodeAiIoGKqwMXEQlTgN9prAIuIgKQUAcuIhKmED98SQVcRARdxBQRCVYiwC+yVQEXEQHiUQfYAirgIiJoFYqISLC0CkVEJFBahSIiEiiNUEREAqVlhCIigYqrAxcRCZM6cBGRQKmAi4gEKsCvxFQBFxEBdeAiIsHSrfQiIoHSOnARkUBphCIiEigVcBGRQIX4WSixqAOIiOSChKW+bY6Z9TWzD8zsQzO7rqkyqwMXESFzq1DMrAD4I3AMsBSYYWbPuvv8DJ2iTs4W8Lv2vynqCHmvS5vyqCPkvVnX7Bl1BElRInNDlB7Ah+6+CMDMngD6Axkv4BqhiIhQexEz1W0zyoEl9R4vTT6XcSrgIiLUXsRMdTOzCjObWW+rqHeojU3Jm+Qaac6OUEREsqkxywjdfTgwfBO7lwId6j1uD3y+pbkaogIuIgLUWMaa5BlAFzPrCHwGnAmcnamD16cCLiJC5mYc7l5jZpcBLwIFwCPu/l6GDv8fVMBFRMjsnZju/jzwfAYPuVEq4CIiZHQZYdaogIuIEOat9CrgIiLow6xERIIVD7AHVwEXEUEduIhIsFwduIhImNSBi4gESssIRUQCFV75VgEXEQGgJsASrgIuIoIuYoqIBEsXMUVEAqUOXEQkUOrARUQCFXd14CIiQdI6cBGRQGkGLiISKM3ARUQCpRGKiEigNEIREQmUVqGIiARKIxQRkUDpIqaISKA0AxcRCZRGKFupfr+7gM6992XtijU8fOz1UcfJGycM+ClDfnEeAGu/X8et197JB+8trNsfi8V4euJIvlr2NRcPvCqqmPnBjJJzb8K/W8X6cffS7KzrsOKS2n3NW5FYtoiqZx6INmMTc13E3DrNe/o1Zo2cyIl3Xxh1lLyy9NPPOa//RaxZ/S2H9z6EW++6njOPO79u/7kVZ7LoX5/QctsWEabMD4X7H0NixTKs2TYArH/8jrp9xf0vIf7hnKiiZU08wA481pQHN7ORZtam3uNSM3ukKc8ZhSVvfUDlqu+ijpF35syYx5rV3wLwzqx32andDnX7dizbgSOP7smY0eOjipc3rGUpBZ32pmbeaxvuLCqh4MfdiC+cnf1gWZbAU95yRZMWcGBvd1/1wwN3Xwl0b+JzSh4acM5JTJ00re7x9b+6krt+eT+JRIhrB3JLUe+zqJryNGxkhFCw237EFy+AqsoIkmWXu6e85YqmLuAxMyv94YGZbYfGNtJIPXruz4CzT+L3t9XOYHsdcxjfLF/J/LnvR5wsfLFO++Br1+BfLt7o/sLdDyL+/vQsp4pGiB14UxfT3wNvmNkYar/0+Qzg15t6sZlVABUAJ2/Xgx4tuzRxPMk1Z59/GqcNPBmAC8+6gtK2bbjtnhu58MwrWLVyNQDde+zNUT89nCP6HEpxSTNatmzBnQ/eyrBLbo4yepAKyjtT0HlfCjrtjRUWQXEJxcdfQNVzf4GSFsTKOhJ/5v6oY2ZFiMsIran/OWBmewC9AQMmufv8VP7e7TsPDOrdbN1+e05/5OqgVqGMWvevqCM0qKx8Rx4d9yDXXXYLc2bM2+hrDjx0P86/ZGDOrkKZdc2eUUdIWaxDV4oO7Mv6cfcCULhPL2LtdqVqwoiIk21e82sesXSPcXh5n5RrztTPJm3x+czsd8CJQBXwEfDzH0bNZnY9MBiIA5e7+4sNHavJxxnJgp1S0Q5V//su5ceHdGOb0pZc+uZ9TL1nLHOfnBJ1rOBdcvUQ2pS25qY7hwEQr4lz+rGDIk619SjYvQfV05+POkbWZHE0MhG43t1rzOxO4HpgWLLZPRP4CdAOeNnMdnP3+KYO1OQd+JYKrQMPUa534PkgpA48ZJnowA8pPyrlmjPts8lpnw/AzE4BTnP3c5LdN+5+e3Lfi8At7j5tU3+/qS9iiogEoTGrUMyswsxm1tsqtvC05wMTkj+XA0vq7VuafG6TtCJERITGjVDcfTgwfFP7zexlYKeN7LrR3ccnX3MjUAOM/uGvbexUDeVQARcRIbOrUNz96Ib2m9kg4ASgj/97jr0U6FDvZe2Bzxs6jkYoIiJA3BMpb+kws77AMOAkd19bb9ezwJlm1szMOgJdgLcaOpY6cBERsvphVg8AzYCJZgbwprtf5O7vmdlT1K7aqwEubWgFCqiAi4gA2VtG6O6dG9j3axq42fG/qYCLiBDmnZgq4CIiQCJH74lpiAq4iAjqwEVEgpXu6pIoqICLiKARiohIsDRCEREJlDpwEZFAqQMXEQlUvOGbHnOSCriICFm9lT5jVMBFRMjqN/JkjAq4iAjqwEVEgqVVKCIigdIqFBGRQOlWehGRQGkGLiISKM3ARUQCpQ5cRCRQWgcuIhIodeAiIoHSKhQRkUDpIqaISKA0QhERCZTuxBQRCZQ6cBGRQIU4A7cQf+vkKjOrcPfhUefIZ3qPm57e43DEog6QZyqiDrAV0Hvc9PQeB0IFXEQkUCrgIiKBUgHPLM0Nm57e46an9zgQuogpIhIodeAiIoFSAc8AM3vEzL4ys3ejzpKvzKyDmU02swVm9p6ZDY06U74xsxIze8vM3km+x7dGnUkaphFKBpjZEcB3wCh33zPqPPnIzMqAMnefbWbbArOAk919fsTR8oaZGdDC3b8zsyLgdWCou78ZcTTZBHXgGeDurwHfRJ0jn7n7Mnefnfz5W2ABUB5tqvzitb5LPixKburwcpgKuATHzHYBugPTo02Sf8yswMzmAF8BE91d73EOUwGXoJhZS2AscIW7r4k6T75x97i77wu0B3qYmUaCOUwFXIKRnMuOBUa7+7io8+Qzd18FvAr0jTiKNEAFXIKQvMA2Aljg7ndHnScfmdmPzKxN8udtgKOB96NNJQ1RAc8AM3scmAZ0NbOlZjY46kx5qCdwLtDbzOYkt35Rh8ozZcBkM5sLzKB2Bv6PiDNJA7SMUEQkUOrARUQCpQIuIhIoFXARkUCpgIuIBEoFXEQkUCrgIiKBUgEXEQmUCrjkPDM70MzmJj+vukXys6r1GR2y1dONPBIEM/sVUAJsAyx199sjjiQSORVwCYKZFVN7e3clcKi7xyOOJBI5jVAkFNsBLYFtqe3ERbZ66sAlCGb2LPAE0JHar1a7LOJIIpErjDqAyOaY2XlAjbs/ZmYFwBtm1tvdX4k6m0iU1IGLiARKM3ARkUCpgIuIBEoFXEQkUCrgIiKBUgEXEQmUCriISKBUwEVEAqUCLiISqP8HFbfKoWSpAqcAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -261,24 +536,24 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Note:** Make sure you have installed the `seaborn` library before using this. Otherwise a `ModuleNotFoundError` will be raised.\n",
-    "Recall that libraries are installed via the Anaconda Prompt by typing `pip install <library_name>`.\n",
+    "> **Note:** Make sure you have installed the `seaborn` library before using this. Otherwise a `ModuleNotFoundError` will be raised.\n",
     "\n",
     "## Heatmap parameters\n",
     "`seaborn.heatmap` has many parameters for tweaking the appearance of the colormap. Often a bunch of them are needed to create a good looking plot. \n",
     "\n",
     "Special attention should be paid to choosing a colormap that fits the dataset well. \n",
-    "**A bad choice in colormap can be very misleading to the reader of the plot, while a well-chosen one can convey the overall message to the reader in very few seconds.**\n",
+    "\n",
+    ">**A poor chosen colormap can be very misleading to the reader of the plot, while a well-chosen one can convey the overall message to the reader in very few seconds.**\n",
     "\n",
     "See https://seaborn.pydata.org/generated/seaborn.heatmap.html\n",
     "\n",
     "Some of the parameters for `seaborn.heatmap`:\n",
     "\n",
-    "* `annot=True` for putting the value in each tile.\n",
+    "* `annot=True` for annotating the value in each tile.\n",
     "* `fmt` to set the number of decimals for the annotated tiles. Set equal to `\".0f\"` for 0 decimals.\n",
-    "* `annot_kws={'size': 10}` for setting fontsize of annotated tiles to 10.\n",
+    "* `annot_kws={'size': 10}` for setting font size of annotated tiles to 10.\n",
     "* `square=True` for ensuring that tiles are square.\n",
-    "* `cmap=name_of_colormap` for controlling the colomap (see available colormaps here: https://matplotlib.org/users/colormaps.html, be sure to choose one that fits the content of the data).\n",
+    "* `cmap=name_of_colormap` for controlling the colormap (see available colormaps here: https://matplotlib.org/users/colormaps.html, be sure to choose one that fits the content of the data).\n",
     "* `vmin` and `vmax` to define the min and max values of the colormap (and colorbar).\n",
     "* `cbar_kws={\"orientation\": \"horizontal\"}` for orientation of the colorbar. Here set to horizontal but is vertical as default.\n"
    ]
@@ -287,19 +562,18 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Merge operations on dataframes\n",
-    "\n",
-    "Merge operations provide very powerful manipulation techniques in `pandas`. We are only gonna look at a simple example here, which will perform an operation similar ti Excel's `VLOOKUP`.\n",
+    "## Merge operations on dataframes\n",
     "\n",
+    "Merge operations provide very powerful manipulation techniques in `pandas`. We are only going to look at a simple example here, which will perform an operation similar to Excel's `VLOOKUP`.\n",
     "\n",
+    "---\n",
     "~~~python\n",
-    "\n",
     "# Merge df1 and df2 on <column_to_merge_on>, retain only rows from df1  (similar to Excel VLOOKUP)\n",
     "df_merged = df1.merge(df2, on='<column_to_merge_on>', how='left')\n",
     "~~~\n",
+    "---\n",
     "\n",
-    "\n",
-    "See this page of the `pandas` documentation for more on merging, joining and concatenating dataframes: https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html"
+    "See this page of the `pandas` documentation for more on merging, joining and concatenating DataFrames: https://pandas.pydata.org/pandas-docs/stable/user_guide/merging.html"
    ]
   },
   {
@@ -308,7 +582,7 @@
    "source": [
     "# Exercise 1\n",
     "\n",
-    "The file `piles.csv` in the session folder contains some piles and their profile type. Use `steel_profiles.csv` to insert the cross sectional parameters in each pile row. Use the merging operation described above.  "
+    "The file `piles.csv` in the session folder contains some steel piles and their profile type. Use `steel_profiles.csv` to insert the cross sectional parameters in each pile row. Use the merging operation described above.  "
    ]
   },
   {
@@ -317,15 +591,12 @@
    "source": [
     "# Exercise 2\n",
     "\n",
-    "The file `Crack_width_Seg7_y_direction.csv` has results of a crack width calculation in a base slab from the ESS project. \n",
-    "\n",
-    "The sectional forces from IBDAS were exported into Excel and each $(N, M)$ pair was run through our standard spreadsheet for calculating the crack with in the Quasi-Permanent load combination. \n",
-    "The results were exported to this `csv`-file in order to create a presentable plot for the documentation report.\n",
+    "The file `crack_width_Seg7_y_direction.csv` has results of a crack width calculation for a concrete slab. \n",
     "\n",
     "While doing the exercises below, recall that `df.head()` will print the first five rows of `df`.\n",
     "\n",
     "## Exercise 2.1\n",
-    "Load the file `Crack_width_Seg7_y_direction.csv` into a dataframe. Filter the dataframe so it only contains rows where the `criterion` column has `max My`.\n",
+    "Load the file `crack_width_Seg7_y_direction.csv` into a dataframe. Filter the dataframe so it only contains rows where the `criterion` column is `max My`.\n",
     "\n",
     "## Exercise 2.2 \n",
     "Pivot the dataframe and save it to a new dataframe. Use column `'y[m]'` as index, column `'x[m]'` as columns and column `'w_k[mm]'` as values.\n",
@@ -333,21 +604,14 @@
     "## Exercise 2.3\n",
     "Create a heatmap of the pivotted dataframe. Use parameters of your choice from the ones described above or in the `pandas` documentation.\n",
     "\n",
-    "Be sure to choose a colormap, the default one is awful. The maximum allowable crack width for this concrete slab is $w_{k.max} = 0.30$mm."
+    "Be sure to choose a colormap, the default one is awful. The maximum allowable crack width for this concrete slab is $w_{k.max} = 0.30$mm.\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "hide_input": false,
   "kernelspec": {
-   "display_name": "Python [default]",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -361,7 +625,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.6"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/css/cowi.css b/css/cowi.css
index 8435e7f..f7f7259 100644
--- a/css/cowi.css
+++ b/css/cowi.css
@@ -11,12 +11,12 @@
 body,
 div.body {
  font-family: Roboto;
- font-size: 16pt;
+ /* font-size: 16pt; */
  color: #303030;
  /* background-color: #d1b5b5; */
  /* background: #8f4f4f; */
  margin-right: 10px;
- -webkit-font-smoothing: antialiased !important;
+ /* -webkit-font-smoothing: antialiased !important; */
 }
 
 /* Code inside HTML/Markdown */
@@ -26,7 +26,7 @@ div.rendered_html code {
 
 /* Output area from code cells */
 div.output_area pre {
-    font-size: 11pt !important;
+    /* font-size: 11pt !important; */
     color: #303030;
 }
 
@@ -37,7 +37,7 @@ h1 {
     font-family: 'Roboto', 'Signika', sans-serif;
     font-weight: ligher;
     font-style: normal;
-    font-size: 20pt;
+    /* font-size: 20pt; */
     width: 100%;
     text-align: left;
     color: #EE7631;
@@ -75,7 +75,7 @@ h1 {
 h2 {
         font-family: "Roboto";
         text-align: left;
-        font-size: 12pt;
+        /* font-size: 12pt; */
         color: #EE7631;
         margin-bottom: 5px;
         /* border-bottom: 1px solid lightgray; */
@@ -149,10 +149,17 @@ a {
 }
 
 
+/* Change global font size (for code) */
+.CodeMirror {
+font-size: 16px !important;
+font-family: monospace;
+}
+
+
 /* Code cells in the notebook - NOTE: color is font-color */
 .cm-s-ipython.CodeMirror {
  font-family: monospace, monospace;
- font-size: 11pt;
+ /* font-size: 11pt; */
  background: #ededed;
  color: #303030;     
  border-radius: 2px;
@@ -165,7 +172,7 @@ a {
 /* Background of code cells */
 .cm-s-ipython.CodeMirror {
  font-family: monospace, monospace;
- font-size: 11pt;
+ /* font-size: 11pt; */
  background: rgba(211, 211, 211, 0.123);
  color: #303030;
  border-radius: 2px;
@@ -252,6 +259,3 @@ a {
 .cm-s-ipython span.cm-quote {
  color: #009e07;
 }
-
-
-