diff --git a/noload/tutorial/01-UnconstrainedMonoObjective.ipynb b/noload/tutorial/01-UnconstrainedMonoObjective.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..94b766e6490a27c70203fdf0bf7277ab1909eeba
--- /dev/null
+++ b/noload/tutorial/01-UnconstrainedMonoObjective.ipynb
@@ -0,0 +1,174 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#if NoLoad is not installed \n",
+    "!pip install noload --quiet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H1>NoLoad tutorial</H1>\n",
+    "Based on test functions: <A href=\"https://en.wikipedia.org/wiki/Test_functions_for_optimization\" target=\"_blank\">https://en.wikipedia.org/wiki/Test_functions_for_optimization</A>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H2>Unconstrained mono-objective optimization</H2>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\".\\img\\bar.png\"/>\n",
+    "<img src=\".\\img\\Ackley.png\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>function definition</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ackley(x,y):\n",
+    "    import autograd.numpy as np\n",
+    "    import math\n",
+    "\n",
+    "    fobj = -20 * np.exp(-0.2 * np.sqrt(0.5 * (np.square(x) +np.square(y)))) - np.exp(0.5 * (np.cos(2 * math.pi * x) + np.cos(2 * math.pi * y))) + math.exp(1) + 20\n",
+    "    return locals().items()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>plot function</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plot\n",
+    "from plotTools import plot3D\n",
+    "%matplotlib inline\n",
+    "plot3D(ackley, [[-5,5],[-5,5]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>optimize using NoLoad</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 6.644375817899117e-05\n",
+      "            Iterations: 9\n",
+      "            Function evaluations: 20\n",
+      "            Gradient evaluations: 9\n",
+      "{'x': 1.5781116638803522e-05, 'y': 1.739422385733534e-05}\n",
+      "{'fobj': 6.644375817899117e-05}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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fdlkyAmujyj61ZV1CRsTx9cZLOg14G/DmNKCZmbVRLn0CSzoBOAv4i4h4Io8MZmZFl9fN4L4MHABcL2mjpK/llMPMrLByOQKIiFfksV4zM3uWbwdtZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWUC4AZmYF5QJgZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWUC4AZmYF5QJgZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWULkWAEmfkBSSZuSZw8ysiHIrAJJmAW8B7s0rg5lZkeV5BPBF4EwgcsxgZlZYimj//lfSycCbI+Kjku4BBiLi4RrTLgIWAfT29vYvX768fUHHYWRkhO7u7rxj1OR82ThfNs6XXZaM8+bNWxcRA3uMiIiWPIAbgNuqPBYANwEHptPdA8xoZJn9/f3RqVavXp13hLqcLxvny8b5ssuSEVgbVfape0+onDQgIo6vNlzSEcChwC2SAA4B1ks6KiIeaFUeMzN7rpYVgFoiYhPwwtLrsZqAzMysNfw7ADOzgmr7EUCliJiddwYzsyLyEYCZWUG5AJiZFZQLgJlZQbkAmJkVVO4nga2+FRuGWbZyC9u2jzKzp4vF8+ewcG5f3rHMbApwAehgKzYMc/YVmxjduQuA4e2jnH3FJgAXATPLzE1AHWzZyi27d/4lozt3sWzllpwSmdlU4gLQwbZtHx3XcDOz8XAB6GAze7rGNdzMbDxcADrY4vlz6Jo+7TnDuqZPY/H8OTklMrOpxCeBO1jpRK+vAjKzVsilQ5iJkvQQ8Lu8c9QwA+jkO5o6XzbOl43zZZcl40sj4uDKgZOqAHQySWujWo87HcL5snG+bJwvu1Zk9DkAM7OCcgEwMysoF4DmuSDvAGNwvmycLxvny67pGX0OwMysoHwEYGZWUC4AZmYF5QJgZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWUC4AZmYF5QJgZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWUC4AZmYFNak6hZ8xY0bMnj077xhV7dixg/333z/vGDU5XzbOl43zZZcl47p16x6u1icwEZHLA5gFrAY2A7cDHx1rnv7+/hivK9dvjWPO/3HMPus/4pjzfxxXrt867mU0YvXq1S1ZbrM4XzbOl43zZZclI7A2quxT8zwCeBr4eESsl3QAsE7S9RFxR7NWsGLDMGdfsYnRnbsAGN4+ytlXbAJg4dy+Zq3GzGxSyu0cQETcHxHr0+ePkxwJNHWvvGzllt07/5LRnbtYtnJLM1djZjYpdUSXkJJmAz8FXh0Rj1WMWwQsAujt7e1fvnx5w8s9/dodNcdddEJz2/tGRkbo7u5u6jKbyfmycb5snC+7LBnnzZu3LiIGKofnfhJYUjdwOXBG5c4fICIuIO0MeWBgIAYHBxtedt+aVQxvH91zeE8X41lOI4aGhpq+zGZyvmycLxvny64VGXO9DFTSdJKd/8URcUWzl794/hy6pk97zrCu6dNYPH9Os1dlZjbp5HYEIEnAN4DNEfGFVqyjdKJ32cotbNs+ysyeLhbPn+MTwGZm5NsEdCzwt8AmSRvTYZ+MiB82cyUL5/Z5h29mVkVuBSAifgYor/WbmRWdbwVhZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWUC4AZmYF5QJgZlZQLgBmZgXlAmBmVlC53w20063YMOx7CZnZlOQCUId7FDOzqcxNQHW4RzEzm8p8BFDHtiqdydQbXo2bkMysU/kIoI6ZPV3jGl6p1IQ0vH2U4NkmpBUbhpuY0sxsYlwA6sjao5ibkMysk7kJqI6sPYo1ownJzKxVXADGkKVHsZk9XVU7pW+0CWkq8DkQs86VawGQdALwJWAa8PWIWJpnnmZbPH/Ocy4jhWJ1St8Jl9FmLUCl+Ye3j9K3ZtWE58+6/sk+f1G3XzMzTHQb1pNnp/DTgK8AbwG2AjdLujoi7sgrU7MVvVP6eudA2rENshYgz+/5s36B6YQM9eR5Evgo4K6I+G1EPAUsBxbkmKclFs7t48Ylx3H30pO4cclxhdn5Q/Muoz126SoOXXINxy5dNa4rqLKehPf8nj/rRRydkKGePJuA+oD7yl5vBf68ciJJi4BFAL29vQwNDbUl3HiNjIx0bDbIJ99B+4pHnoyqwyuzVMv38207uei2p3jqmeT18PZRzrx0I3dsvoNjZk4fc/3Vzr+UhjeyLSbT/NW232TKn/f8rdh+zVhGMzLUk2cBUJVhe+wtIuIC4AKAgYGBGBwcbHGsiRkaGqJTs8HE82Vpv/z0gcNVz4F8esERDFYso1q+c5au2r3zL3nqGbjm3ml88t1jv5e+Nauq/gfq6+lqaFtMpvmrbb/JlD/v+Vux/ZqxjGZkqCfPJqCtwKyy14cA23LKYlVk/SHbwrl9nH/KEfT1dCGSD+35pxzRtstos/6Ow/N7/izzd0qGevI8ArgZOEzSocAwcCrw7hzzWIVmnMTN8zLarCfhy+cf3j5KX4b5s65/ss9fxO3X7AwT2YZjUcSebbTtIulE4J9JLgO9MCI+U2/6gYGBWLt2bVuyjddUbAI6dMk1e7bJkbTd3b30pGbE2q1avsorICD59jOeo4hW5uskzpdNp+eDbBklrYuIgcrhuf4OICJ+CPwwzwxWW94/ZCv6ZbRmreZfAltNnfBDtixNSGZWnwuA1eRv4GZTmwuA1eVv4GZTl28HbWZWUC4AZmYF5QJgZlZQLgBmZgXlAmBmVlAuAGZmBeUCYGZWUC4AZmYF5QJgZlZQYxYASR+S9Px2hLHmK3WpePq1O8bdpaKZTW2NHAG8iKTD9u9LOkFStZ68rAOVd+gC4+/QxcymtjELQER8CjgM+AZwOvBrSf9X0stbnM0yanWH0mY2uTV0DiCSXmMeSB9PA88HLpP0uRZms4yydqloZlNbI+cAPiJpHfA54EbgiIj4INAP/PVEVippmaQ7Jd0q6UpJPRNZjtVXq+OWdnXoYmadrZEjgBnAKRExPyIujYidABHxDPC2Ca73euDVEfFnwK+Asye4HKuj1R1Km9nkNmZ/ABFxbp1xmyey0oi4ruzlGuC/TmQ5Vl+rO5Q2s8mtEzqEeS9wSd4hpqpShy6TodNrM2svJed3W7Bg6QaSS0grnRMRV6XTnAMMkDQxVQ0iaRGwCKC3t7d/+fLlLcmb1cjICN3d3XnHqMn5snG+bJwvuywZ582bty4iBvYYERG5PIDTgF8A+zU6T39/f3Sq1atX5x2hLufLxvmycb7ssmQE1kaVfWouTUCSTgDOAv4iIp7II4OZWdHldS+gLwMHANdL2ijpaznlMDMrrFyOACLiFXms18zMnuW7gZqZFZQLgJlZQbkAmJkVlAuAmVlBuQCYmRWUC4CZWUG5AJiZFZQLgJlZQbkAmJkVlAuAmVlBuQCYmRWUC4CZWUG5AJiZFZQLgJlZQbkAmJkVlAuAmVlBuQCYmRVUrgVA0ickhaQZeeYwMyui3AqApFnAW4B788pgZlZkeR4BfBE4E4gcM5iZFZYi2r//lXQy8OaI+Kike4CBiHi4xrSLgEUAvb29/cuXL29f0HEYGRmhu7s77xg1OV82zpeN82WXJeO8efPWRcTAHiMioiUP4AbgtiqPBcBNwIHpdPcAMxpZZn9/f3Sq1atX5x2hLufLxvmycb7ssmQE1kaVfereEyonDYiI46sNl3QEcChwiySAQ4D1ko6KiAdalcfMzJ6rZQWglojYBLyw9HqsJiAzM2sN/w7AzKyg2n4EUCkiZuedwcysiHwEYGZWUC4AZmYF5QJgZlZQLgBmZgWV+0lgq2/FhmGWrdzCtu2jzOzpYvH8OSyc25d3LDObAlwAOtiKDcOcfcUmRnfuAmB4+yhnX7EJwEXAzDJzE1AHW7Zyy+6df8nozl0sW7klp0RmNpW4AHSwbdtHxzXczGw8XAA62MyernENNzMbDxeADrZ4/hy6pk97zrCu6dNYPH9OTonMbCrxSeAOVjrR66uAzKwVXAA63MK5fd7hm1lL5NIj2ERJegj4Xd45apgBdPItrZ0vG+fLxvmyy5LxpRFxcOXASVUAOpmktVGty7UO4XzZOF82zpddKzL6JLCZWUG5AJiZFZQLQPNckHeAMThfNs6XjfNl1/SMPgdgZlZQPgIwMysoF4BxkDRL0mpJmyXdLumjVaYZlPSopI3p49w2Z7xH0qZ03WurjJekf5F0l6RbJb22jdnmlG2XjZIek3RGxTRt3X6SLpT0e0m3lQ07SNL1kn6d/vv8GvOeIGlLui2XtDHfMkl3pn+/KyX11Ji37mehhfnOkzRc9jc8sca8eW2/S8qy3SNpY41527H9qu5T2vYZjAg/GnwALwZemz4/APgVcHjFNIPAf+SY8R5gRp3xJwI/AgQcDdyUU85pwAMk1yfntv2ANwGvBW4rG/Y5YEn6fAnw2Rr5fwO8DNgHuKXys9DCfH8J7J0+/2y1fI18FlqY7zzgEw38/XPZfhXjPw+cm+P2q7pPaddn0EcA4xAR90fE+vT548BmYLL9THcB8K1IrAF6JL04hxxvBn4TEbn+sC8ifgr8oWLwAuCb6fNvAgurzHoUcFdE/DYingKWp/O1PF9EXBcRT6cv1wCHNHu9jaqx/RqR2/YrkSTgHcD3mr3eRtXZp7TlM+gCMEGSZgNzgZuqjH69pFsk/UjSq9oaDAK4TtI6SYuqjO8D7it7vZV8itip1P6Pl+f2A+iNiPsh+Q8KvLDKNJ2yHd9LckRXzVifhVb6UNpEdWGN5otO2H5vBB6MiF/XGN/W7VexT2nLZ9AFYAIkdQOXA2dExGMVo9eTNGu8BvhXYEWb4x0bEa8F3gr8T0lvqhivKvO09VIwSfsAJwOXVhmd9/ZrVCdsx3OAp4GLa0wy1mehVb4KvBw4ErifpJmlUu7bD3gX9b/9t237jbFPqTlblWHj2oYuAOMkaTrJH+riiLiicnxEPBYRI+nzHwLTJc1oV76I2Jb++3vgSpLDxHJbgVllrw8BtrUn3W5vBdZHxIOVI/LefqkHS81i6b+/rzJNrttR0mnA24D3RNogXKmBz0JLRMSDEbErIp4B/q3GevPefnsDpwCX1JqmXduvxj6lLZ9BF4BxSNsMvwFsjogv1JjmRel0SDqKZBs/0qZ8+0s6oPSc5GThbRWTXQ38XXo10NHAo6VDzTaq+c0rz+1X5mrgtPT5acBVVaa5GThM0qHpEc2p6XwtJ+kE4Czg5Ih4osY0jXwWWpWv/JzSX9VYb27bL3U8cGdEbK02sl3br84+pT2fwVae4Z5qD+ANJIdYtwIb08eJwAeAD6TTfAi4neSM/BrgmDbme1m63lvSDOekw8vzCfgKydUDm4CBNm/D/Uh26AeWDctt+5EUovuBnSTfqN4HvAD4MfDr9N+D0mlnAj8sm/dEkqs2flPa1m3KdxdJ22/pM/i1yny1Pgttyvft9LN1K8kO6cWdtP3S4ReVPnNl0+ax/WrtU9ryGfQvgc3MCspNQGZmBeUCYGZWUC4AZmYF5QJgZlZQLgBmZgXlAmCFIunn6b+zJb27ycv+ZLV1mXUqXwZqhSRpkOSOlW8bxzzTImJXnfEjEdHdjHxm7eAjACsUSSPp06XAG9N7vX9M0jQl99m/Ob2J2fvT6QfT+7V/l+THTUhakd4g7PbSTcIkLQW60uVdXL6u9FfXyyTdlt5f/p1lyx6SdJmS+/tfXPYr6KWS7kiz/FM7t5EVx955BzDLyRLKjgDSHfmjEfE6Sc8DbpR0XTrtUcCrI+Lu9PV7I+IPkrqAmyVdHhFLJH0oIo6ssq5TSG6M9hpgRjrPT9Nxc4FXkdzD5UbgWEl3kNxC4ZUREarR4YtZVj4CMEv8Jck9kjaS3I73BcBh6bhflu38AT4iqXSrilll09XyBuB7kdwg7UHgJ8Drypa9NZIbp20EZgOPAU8CX5d0ClD1fj9mWbkAmCUEfDgijkwfh0ZE6Qhgx+6JknMHxwOvj+SW1RuAfRtYdi1/LHu+i6Snr6dJjjouJ+kI5NpxvROzBrkAWFE9TtIFX8lK4IPprXmR9CfpXSArHQj8Z0Q8IemVJN1qluwszV/hp8A70/MMB5N0U/jLWsHSe8MfGMntsM8gaT4yazqfA7CiuhV4OhK4cDQAAAB/SURBVG3KuQj4Eknzy/r0ROxDVO+G71rgA5JuBbaQNAOVXADcKml9RLynbPiVwOtJ7iwZwJkR8UBaQKo5ALhK0r4kRw8fm9hbNKvPl4GamRWUm4DMzArKBcDMrKBcAMzMCsoFwMysoFwAzMwKygXAzKygXADMzArKBcDMrKD+P6UxF924brXyAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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LSPQG2uM/J/ycWWb8JOA6oO6Cf6BbDyr4RSR2Zfv43X1j+PkU8DpwKPB+4HV3f8rdVwKn16TKIdKtB0VEyhv04K6ZfR74HXAS8EngPjM7CyCEf90pd4tB3XpQRKSys3rmANPc/Ux3PwNoBb5R3bKy0a0HRUTKq+SsnvXA5tTrzcDT1SlnZKRvPaizekREtjfQWT1fC097gOVmdgvJ2TwnknT91LXCrQdFRGR7A+3xTwg/nwiPgro7i0dERCpXNvjd/Tvp12Y2IRnsfVkbNbOJwBXAISTfIs5y999mXa6IiAyukrN6DjGzVcBa4GEzW2lmB2ds9zLgDnc/kOQ00XUZlyciIhWq5ODuAuBr7r4MwMzagZ8BRw+nQTP7K+DDwJkA7v4G8MZwliUiIkNn7sVXYyiawOxBdz90sGEVN2h2GMmHySMke/srgXPc/ZWi6WYDswGam5tbOzs7h9Nc1fX19dHU1JR3GWWpvmxUXzaqL7ssNXZ0dKx097YdRrj7gA/gZuBCYEp4fBNYPNh8AyyvDdgKHBleXwZ8d6B5WltbvV4tW7Ys7xIGpPqyUX3ZqL7sstQIrPASmVq2j9/Mrg1P/x+wJ7AofAhMAj47rI+fxHpgvbsvD69vBA7PsDwRERmCgfr4W81sP+AMoAMw/nKVThtug+7+jJk9bWZT3b0bOI6k20dERGpgoOC/HLgD2B9YkRpe+ADYP0O7XwauM7OdgD+Q7RuEiIgMwUDn8f8I+JGZ/dTdvzSSjbr7apK+fhERqbFBz+Mf6dAXEZF86Z67IiKRUfCLiERGwS8iEhkFv4hIZBT8IiKRUfCLiERGwS8iEhkFv4hIZBT8IiKRUfCLiERGwS8iEhkFv4hIZCq5526UFq/qYf6Sbjb09jN5YiNzpk9l1rSWvMsSEclMwV/C4lU9zFu0hv4t2wDo6e1n3qI1AAp/ERn11NVTwvwl3W+FfkH/lm3MX9KdU0UiIiNHwV/Cht7+IQ0XERlNFPwlTJ7YOKThIiKjiYK/hDnTp9LYMG67YY0N45gzfWpOFYmIjBwd3C2hcABXZ/WIyFik4C9j1rQWBb2IjEnq6hERiUxuwW9m48xslZndllcNIiIxynOP/xxgXY7ti4hEKZc+fjPbB/g48D3ga3nUUG265IOI1Ctz99o3anYj8H1gAvB1d59ZYprZwGyA5ubm1s7OztoWWaG+vj6ampq2G/abDVu4eu0bvPHmX4bt9DY485CdOHpyQ+711RPVl43qy6be64NsNXZ0dKx097bi4TXf4zezmcCz7r7SzNrLTefuC4AFAG1tbd7eXnbSXHV1dVFc2wUX371d6AO88Sb86k/jOP+07aettlL11RPVl43qy6be64Pq1JhHH/8xwCfM7EmgEzjWzH6RQx1Vo0s+iEg9q3nwu/s8d9/H3acApwB3u/t/r3Ud1aRLPohIPdN5/FWgSz6ISD3L9T933b0L6MqzhmrQJR9EpJ7pkg1VMtov+aDTUUXGLgW/7EB3IBMZ29THLzvQHchExjYFv+xAp6OKjG0KftmBTkcVGdsU/LIDnY4qMrbp4K7sQKejioxtCn4pabSfjioi5amrR0QkMgp+EZHIKPhFRCKj4BcRiYyCX0QkMgp+EZHIKPhFRCKj4BcRiYyCX0QkMgp+EZHIKPhFRCKj4BcRiYyCX0QkMgp+EZHI1Dz4zWxfM1tmZuvM7GEzO6fWNYiIxCyP6/FvBc5z9wfMbAKw0szudPdHcqhFRCQ6NQ9+d98IbAzPN5vZOqAFUPDLWxav6tEdwESqJNc7cJnZFGAasDzPOqS+LF7Vw7xFa+jfsg2Ant5+5i1aA6DwFxkB5u75NGzWBPwa+J67LyoxfjYwG6C5ubm1s7OzxhVWpq+vj6amprzLKGs01nde16u88NqO2+UeOxuXtu9Sq9KA0bn+6onqyy5LjR0dHSvdva14eC7Bb2YNwG3AEnf/4WDTt7W1+YoVK6pf2DB0dXXR3t6edxlljcb63jX3V5TaKg3448Ufr0VZbxmN66+eqL7sstRoZiWDP4+zegy4ElhXSehLfCZPbBzScBEZmjzO4z8G+DRwrJmtDo8TcqhD6tSc6VNpbBi33bDGhnHMmT41p4pExpY8zur5L5Jv7SIlFQ7g6qwekerI9awekXJmTWtR0ItUiS7ZICISGQW/iEhkFPwiIpFR8IuIREbBLyISGQW/iEhkFPwiIpFR8IuIREbBLyISGQW/iEhkdMkGqQrdQUukfin4ZcTpDloi9U1dPTLi5i/pfiv0C/q3bGP+ku6cKhKRNAW/jLgNvf1DGi4itaXglxGnO2iJ1DcFv4w43UFLpL7p4K6MON1BS6S+KfilKnQHLZH6pa4eEZHIKPhFRCKjrh6REgr/edzT20/LfXfrGIWMKQp+GZOyXDJC/3ksY10uwW9mM4DLgHHAFe5+cR51yNiUNbgH+s/joXx4ZDmraazMP9xvTPVSf5az0vJehwOpefCb2TjgJ8BHgPXA/WZ2q7s/UutaZGzKGtxZ//M46weP5h/d89dLDQPJ4+DuEcDj7v4Hd38D6AROzKEOGaOyBnfW/zzOeq0izT+656+XGgaSR1dPC/B06vV64MjiicxsNjAboLm5ma6urpoUN1R9fX11WxvEWd/uOxsvvOYlh1fS1sffuY2rX4Y33vzLsJ3elgyvZP6eMh8wPb39Iz5/qfVXy/ZH+/zVWH8jsYyRqGEgeQS/lRi2w1+puy8AFgC0tbV5e3t7lcsanq6uLuq1Noizvgt32/5rMiSXjLjwxPfRXsHX5HbgoHT/6hD7Z1vuu7vkH27LxMaK3utQ5i+1/mrZ/mifvxrrbySWMRI1DCSPrp71wL6p1/sAG3KoQ8aoWdNa+P5J76NlYiNG8sfy/ZPeN6S+0VnTWrh37rFcPWNX7p177JDmzXqtIs0/uuevlxoGksce//3AAWb2LqAHOAU4LYc6ZAzL85IRWa9VNJbmH843pnqqf7hn5OS9Dgfl7jV/ACcAjwJPABcMNn1ra6vXq2XLluVdwoBUXzaqLxvVl12WGoEVXiJTczmP391vB27Po20RkdjpWj0iIpFR8IuIREbBLyISGQW/iEhkLDnwW9/M7DngqbzrKGMS8HzeRQxA9WWj+rJRfdllqXE/d9+zeOCoCP56ZmYr3L0t7zrKUX3ZqL5sVF921ahRXT0iIpFR8IuIREbBn92CvAsYhOrLRvVlo/qyG/Ea1ccvIhIZ7fGLiERGwV8BM9vXzJaZ2Toze9jMzikxTbuZvWRmq8PjWzWu8UkzWxPaXlFivJnZj8zscTN7yMwOr2FtU1PrZbWZvWxm5xZNU9P1Z2ZXmdmzZrY2NWx3M7vTzB4LP99RZt4ZZtYd1uXcGtY338x+H35/N5vZxDLzDrgtVLG+i8ysJ/U7PKHMvHmtvxtStT1pZqvLzFuL9VcyU2q2DZa6cpseO1xNdG/g8PB8AsmVRQ8qmqYduC3HGp8EJg0w/gTgP0luhPNBYHlOdY4DniE5vzi39Qd8GDgcWJsa9s/A3PB8LnBJmfqfAPYHdgIeLN4WqljfR4Hx4fklpeqrZFuoYn0XAV+v4Pefy/orGn8p8K0c11/JTKnVNqg9/gq4+0Z3fyA83wysI7mF5GhyIvBvnrgPmGhme+dQx3HAE+6e6z/kufs9wItFg08ErgnPrwFmlZi1JveMLlWfuy91963h5X0kNzHKRZn1V4nc1l+BmRnwKWDhSLdbqQEypSbboIJ/iMxsCjANWF5i9FFm9qCZ/aeZHVzTwpLbVy41s5XhfsXFSt3rOI8Pr1Mo/weX5/oDaHb3jZD8YQJ/XWKaelmPZ5F8gytlsG2hms4OXVFXlemmqIf19zfAJnd/rMz4mq6/okypyTao4B8CM2sCbgLOdfeXi0Y/QNJ9cSjwY2Bxjcs7xt0PBz4G/E8z+3DR+IrudVxNZrYT8AnglyVG573+KlUP6/ECYCtwXZlJBtsWquWnwLuBw4CNJN0pxXJff8CpDLy3X7P1N0imlJ2txLAhrUMFf4XMrIHkF3Sduy8qHu/uL7t7X3h+O9BgZpNqVZ+7bwg/nwVuJvk6mFYP9zr+GPCAu28qHpH3+gs2Fbq/ws9nS0yT63o0szOAmcDpHjp8i1WwLVSFu29y923u/ibwszLt5r3+xgMnATeUm6ZW669MptRkG1TwVyD0CV4JrHP3H5aZZq8wHWZ2BMm6faFG9e1qZhMKz0kOAq4tmuxW4DPh7J4PAi8VvlLWUNk9rTzXX8qtwBnh+RnALSWmeeue0eEbzClhvqozsxnAN4BPuPurZaapZFuoVn3pY0Z/V6bd3NZfcDzwe3dfX2pkrdbfAJlSm22wmkeux8oD+BDJV6mHgNXhcQLwReCLYZqzgYdJjrDfBxxdw/r2D+0+GGq4IAxP12fAT0jOBlgDtNV4He5CEuS7pYbltv5IPoA2AltI9qA+B+wB3AU8Fn7uHqadDNyemndI94wewfoeJ+nbLWyDlxfXV25bqFF914Zt6yGSINq7ntZfGH51YZtLTZvH+iuXKTXZBvWfuyIikVFXj4hIZBT8IiKRUfCLiERGwS8iEhkFv4hIZBT8EgUz+034OcXMThvhZZ9fqi2ReqXTOSUqZtZOcgXJmUOYZ5y7bxtgfJ+7N41EfSK1oD1+iYKZ9YWnFwN/E661/lUzG2fJde7vDxcX+0KYvj1cL/16kn9KwswWhwt3PVy4eJeZXQw0huVdl24r/Jf0fDNbG67vfnJq2V1mdqMl19e/LvVfyxeb2SOhlh/Uch1JPMbnXYBIjc0ltccfAvwld/+Amb0duNfMloZpjwAOcfc/htdnufuLZtYI3G9mN7n7XDM7290PK9HWSSQXLDsUmBTmuSeMmwYcTHKNlXuBY8zsEZJLHRzo7m5lbrQikpX2+CV2HyW5htFqksvi7gEcEMb9LhX6AF8xs8IlJfZNTVfOh4CFnly4bBPwa+ADqWWv9+SCZquBKcDLwGvAFWZ2ElDyejwiWSn4JXYGfNndDwuPd7l7YY//lbcmSo4NHA8c5cmlo1cBO1ew7HJeTz3fRnJnra0k3zJuIrkBxx1DeiciFVLwS2w2k9zqrmAJ8KVwiVzM7D3hqozFdgP+7O6vmtmBJLevLNhSmL/IPcDJ4TjCniS3A/xducLCtdl38+Sy1OeSdBOJjDj18UtsHgK2hi6bq4HLSLpZHggHWJ+j9O3u7gC+aGYPAd0k3T0FC4CHzOwBdz89Nfxm4CiSKz068I/u/kz44ChlAnCLme1M8m3hq8N7iyID0+mcIiKRUVePiEhkFPwiIpFR8IuIREbBLyISGQW/iEhkFPwiIpFR8IuIREbBLyISmf8PrCmbafqJGCYAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Optimize\n",
+    "from noload.optimization.optimProblem import Spec, OptimProblem\n",
+    "#This function is non derivable in [0,0] that can lead to convergence issue.\n",
+    "#Initial guess must be different from [0,0]\n",
+    "spec = Spec(variables=['x', 'y'], bounds=[[-5, 5], [-5, 5]], objectives=['fobj'], xinit = [2,2])\n",
+    "optim = OptimProblem(model=ackley, specifications=spec)\n",
+    "result = optim.run()\n",
+    "\n",
+    "result.printResults()\n",
+    "result.plotResults()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/noload/tutorial/02-ConstrainedMonoObjective.ipynb b/noload/tutorial/02-ConstrainedMonoObjective.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c78095405c8dc212214acf4b3307bcc00efbf6f5
--- /dev/null
+++ b/noload/tutorial/02-ConstrainedMonoObjective.ipynb
@@ -0,0 +1,193 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#if NoLoad is not installed \n",
+    "!pip install noload --quiet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H1>NoLoad tutorial</H1>\n",
+    "Based on test functions: <A href=\"https://en.wikipedia.org/wiki/Test_functions_for_optimization\" target=\"_blank\">https://en.wikipedia.org/wiki/Test_functions_for_optimization</A>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H2>Constrained mono-objective optimization</H2>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\".\\img\\bar2.png\"/>\n",
+    "<img src=\".\\img\\Simionescu.png\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>function definition</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def simionescu(x, y, rr, rs, n):\n",
+    "    import autograd.numpy as np\n",
+    "    fobj = 0.1 * x * y\n",
+    "    ctr = x * x + y * y - np.power(rr + rs * np.cos(n * np.arctan(x / y)), 2)\n",
+    "    return locals().items()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>plot function</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plot\n",
+    "from plotTools import plot3D\n",
+    "%matplotlib inline\n",
+    "plot3D(simionescu, [[-1.25,1.25],[-1.25,1.25]], outNames = ['fobj','ctr'], parameters = (1,0.2,8))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>optimize using NoLoad</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: -0.07200000071111697\n",
+      "            Iterations: 17\n",
+      "            Function evaluations: 21\n",
+      "            Gradient evaluations: 17\n",
+      "{'x': -0.848528313252914, 'y': 0.8485279699754285}\n",
+      "{'fobj': -0.07200000071111697, 'ctr': 1.4223085376130484e-08}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Optimize\n",
+    "from noload.optimization.optimProblem import Spec, OptimProblem\n",
+    "#This function is non defined in [0,0], initial guess must be different from [0,0]\n",
+    "spec = Spec(variables=['x', 'y'], bounds=[[-1.25, 1.25], [-1.25, 1.25]], objectives=['fobj'], xinit = [0,1],\n",
+    "            ineq_cstr=['ctr'], ineq_cstr_bnd=[[None, 0]], #inequality constraints\n",
+    "            )\n",
+    "optim = OptimProblem(model=simionescu, specifications=spec, parameters={'rr':1, 'rs':0.2, 'n':8})\n",
+    "result = optim.run()\n",
+    "\n",
+    "result.printResults()\n",
+    "result.plotResults()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/noload/tutorial/03-ConstrainedMultiObjective.ipynb b/noload/tutorial/03-ConstrainedMultiObjective.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c5f408ab285f1279c4ab80b26313a8df99d08f01
--- /dev/null
+++ b/noload/tutorial/03-ConstrainedMultiObjective.ipynb
@@ -0,0 +1,284 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: You are using pip version 19.2.3, however version 19.3.1 is available.\n",
+      "You should consider upgrading via the 'python -m pip install --upgrade pip' command.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#if NoLoad is not installed \n",
+    "!pip install noload --quiet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H1>NoLoad tutorial</H1>\n",
+    "Based on test functions: <A href=\"https://en.wikipedia.org/wiki/Test_functions_for_optimization\" target=\"_blank\">https://en.wikipedia.org/wiki/Test_functions_for_optimization</A>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H2>Constrained mono-objective optimization</H2>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\".\\img\\BinhAndKorn.png\"/>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>function definition</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def BinhAndKorn(x, y):\n",
+    "    import autograd.numpy as np\n",
+    "    f1 = 4*x**2   + 4*y**2\n",
+    "    f2 = (x-5)**2 + (y-5)**2\n",
+    "    g1 = (x-5)**2 + y\n",
+    "    g2 = (x-8)**2 + (y+3)**2\n",
+    "    return locals().items()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>plot function</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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WMTAwUBFsiVppckTQaB12AjApd83lciWNYEjBR6VnLM3Il20W/JqVMQE4fn8YdOtdSPv+97+PPXv2YH5+Hm95y1tw11131XV/xYqgW0ZhBQ3Ly8sYGRkpGYdTa5tEYOM8Xdu2sbi4iOHhYSQSCXR3d6Otra0q4JLH3OzTgMs9FlthVVzuShrBZLNZLC4uIp/Pw7btwObhxdBpRqTbzCq4RpQe1yLDMJBMJkv2r66u1rzARUQq7Hbv3o23ve1tuHTpErq7uzE7O4uenh7Mzs7WHFwBEXQDFVbQQKpqEolE4DgcAr9aDsR6MxDWArZt21hYWMDIyAgSiQROnDiBVCqFiYmJusuAq7nNZldYIxjSIpFExvPz8ygUCgBAYdzW1kbnnm2kmlWN1mzoBkW6q6urddkL5GyH5JL/wz/8Az7xiU/grW99K5566ik8+uijeOqpp/BTP/VTNT9GBF1GJO3LNE1fQQOpHtu+fTtOnjwZ+AsLeNFqLQfienm6tm3j1q1bGBkZQVtbW8nzr6cMuBXshUaJbZHIip3kkE6nsbCwAF3XMTc3h2Qy6UtrI9VVjVYEXU+madaVtTI3N4e3ve1t9DF+9md/Fg899BDOnj2Lhx9+GE8++SQOHDiAZ555pubHiKALD7bT09Po7OyEKIqwLAszMzOYnJxEV1cXzpw5s2aZbr2+bCOha9s25ufnMTIygvb2dpw6dSrwx4Ln+ZKmI5VoMy6kNUPFkxxkWQbP8+ju7qaZFGx1FVvqSoBca1oTUQRdR404tg4dOoQrV66U7O/s7MS3v/3tuu8f2OLQLS5omJmZQSqVwsLCAqanp+k4nEp/OUVRrAlgQP3QJQccicxHR0fR0dGB06dPlx1UWU9rx80O0GaWAZfLMWanOLBNYNiouJo84wi6jsjnvdltrC0J3aAcW5Jwf/nyZRw4cMA3DqdSNauqDADt6zA2NoZt27b5+jqUUz1NzFmoVXKgR03Mw0ex67pO/WK2PaIsyyWZFMWwiaDrSFGUUOtvM2lLQTcItqqqYnR0FMvLy5BlGX19fb7V7GpUb7Ray20JbHO5HFZWViqGLfu4tY7r2UqebqWqNZNAkiTs2LEjMK0tbIoDiYyB5kR3zYRuULraysrKpu4uRrQloBtU0JDP5zE6OopMJoM777wTd911FwYHB+uKNuuBbrVfGsuyMDs7i/HxcezcuRPJZBL9/f01Pe5GZi9E0K1cYY3D2daZxDPOZDK4dOkS7dZGIuOgtLZGqZnQDVK9mQsbpdsaukEFDZlMho7DufPOOzEwMEC/JPVAE6jP061UZIFvYmICnZ2ddIHvX/7lX2q6v0ZMjgC2ViVWOW3E+1DcOrO9vR1LS0vo6+uj3dqCWmeynnEjWmeGFSg0S6urq5u+wxhwG0I3qKCB4zisrKxgZGQEAELH4dQLzXqhXU6WZWF6ehoTExPYtWtXYHvIWlSrvVDL7aJId31EPF2O4wIn/4a1ziRpcGxkXE1aG7E5NloknbNYKysrUaS7kQoraFhcXMTo6ChkWV6ziYsoijU3nQHqa1oTJsuyMDU1hcnJSezevRtnz54NhW0tX/hGRbqVPH4E3fXRWgtp69U6s1n2QtjjRvbCBoktaHjllVdw6tQpAMD8/DzGxsbQ1taGgYEBuuBQTqIo0iqjWiSKIhRFqfn2gPelNU0TU1NTmJqaQnd395qpa7VWwzXC0yVzqioB6kaXAW+27IX1UK3ZC2u1ziRl0GGtMzVNa0rWxHo2u9kItSx0g5qGK4pCQbVjxw6cPn26qpX8RtgL9dyezDqbmZnB9PQ07rjjjrKNz4sfuxbo1tOhjCibzdIuZaRQIOg0dSt4vq0E3TCVa53JDppcXFzEysoKbRDERsbr6fWWKwEmncA2s1oOukGwtW0bk5OTyGazyGazNfudzfR0ycC9F154AXv37q0YtkSNyretRqZp4sqVK1BVFfv27YNhGFhdXcX09DStviIQJm0Tt4K9sNHR30bl6RYPmiSL0ZIkrdk6k+QYN8KOWK++CxulloOuaZp08mzxOJyuri7s37+/5gWmeiNVURSrhq5hGJicnMT09DQ4jsO9995bkRVSrFrzfGuxF/L5PIaHh6EoCo4fP46dO3dC1/WSKI9ERtlsFnNzc0in08jn87hy5QoFcbWtEze7whZ51vsxm5FFQM6sKmmdOTU1VdI6kxwD1X7+EXQ3WOQUPGgczrVr1ypeyPrHtlN0+8eyVwHUBk1W1UDbMAxMTExgZmYG+/btwwMPPIB/+7d/q/mx64l0K71doVDA8PAwstks+vr6kE6nyxaSFEdGiqLg+vXrOHbsGD0rIa0TAfgaxFS7kr5ZdDvYC5UqbHoDUHnrzKCJ0OVaZ5LHjaC7gVpdXcUrr7yC3t7eknE4tdoDBMCxbidCfmmXjPsuVp/3Wom9oOs6JiYmMDs7i/379/vKjZtRRlwJdBVFwcjICFZXV9HX10dzmwcHB6t6LAIjkmNa3DqRLN6wFgVZvGFtis2UG1qsrQTdWhduw1pnsjnGYa0zU6kUdF0PXFROp9N199LdCG3eozdEHR0deOCBBwIP7GqgS6JbNuJV5zTEumUUbml46fwb6P5YhwPjk//wfNn7LAdNXdcxPj6Oubm5EthWcvu1tB6eLimRXlpawqFDh9Df318XUMplOBR36yJiLYqbN28im836ymDLnaI2s+HNRqqZ0G3U47JpbcWPUZzWlk6nIQgCVlZW6I+wpmlRnu56iSSBB0mSpKrzZH8sezUUvACQ2CVDTWuIdcj4tx+/AACItTsZEXJKRu/T36C3DYKmpmkYHx/H/Pw8baQTdqDWO+usUZ6upmkYHR3F4uIient7cezYsapAUpi8DgBI7D9W8ljVgrDYogC8MlhiUbCnqMSiaGtra4o1sZWguxFif4y7u7sBAIODg9ixYwdisRiy2SwGBwfxe7/3exgbG8Nb3vIWDAwM4KGHHsJP//RPV/14pmnivvvuw969e/Hss89idHQUjzzyCJaWlnDvvffiS1/6Ut1FSS0H3XISRRGqqlZ9uzDwAkDhluYDLwCoGQWx9ji0nIaxn38rvZ2ciqEXwMyX/gukZAzLH/gEbt26hYMHD5aFLVEzIt3iha+xsTHMz88H2jfFurtLQu7GiwAAk2dO9zgngi9MXi8BbyPElsGGWRTLy8tIp9PIZrN4+eWXN8yi2ErQbeb4dVmWaY5xT08PvvWtb+FNb3oTnn32WVy7dq3m4OXzn/88+vv7kU6nAQAf/ehH8eu//ut45JFH8MEPfhBPPvkkPvShD9X1/FsOuuU+6FoiXaJ6wCunnH1aToWccsoi9byKHV/8XRCHaTXh7BcTXtlk+8f+q+85NAO6gAOKoaEhzM3N+aJx7arTtNkWPKBaLFwF7/ARLJ2Cl7NN2AHgXe+KtGKLIpfLYWxsDEePHq3ZoqhWWwm6zVK5ng/btm3D+fPna7rfqakpfPOb38THPvYxfPazn4Vt2/jOd76Dv/7rvwbgjF7/5Cc/ufWgC4R/eevNs/2x7FW8cMb/gWkrzv3JKQlaTg8Fr3MduQS8UtLZNgoqxESM/g8Amd//vyDEvFOVve5+FQDP7OeZAg/OPbXh2FMcKQbh+L+j0LX/95+7bwgDSMm7PgtRADgfk4GVZdwZA6yFLMyF12ACFKqcqdPb8JZOwcubBqwqwNusMuAwiyJsFZ21KKods7NVoLvZxq8rilJ3H4iPfOQj+PSnP41MJgPAaSGwfft2+lj79u3D9PR0XY8BtCh0w9SILl/8n/4xrA/+Cv1b3i4isd35MMuBFwCNeqsBr6lqFLxmQYXg7rdUjYLXUhQKXlvTwMkybM0BPSfLgK6i97VvOZcDAAGyoXvg1Z3rQ5LBmc7ZAAEpp2uwXSjzpg6L7DcN2BWAFwCFbznwynsOb5riiHKr6EFjdirNotgq0N1sDczr7TD27LPPYvfu3Thz5gyef/55AME/LI34bG8r6NZjLxCJoohj3/sO/u2Nb6b7CiuqD7xymxc1EuDqBedxpYQEvaBXBF7AsRtqBa9vW3e9bCkGuECGLDvgBfzwdQHLgrQe8Dq3MdYErzYzhDv3713zM2imqs2iKE70b1ZxxFaCblDVX705ut///vfxjW98A3//938PRVGQTqfxkY98BCsrKxTyU1NTdDx7PWpJIyjsoG5EpEvu4/5/vejbX1hRUVhxwKZlNbpfzTgNbqSEhFRXim4nO9sgxj0o6XlvgY8Al902Ve8+TeZyi9lvMc10SKRbvE3hC3jwBTz4Al7UC9CoF3DAS8Sz+00j8Pq85f+B0yQv3UcXE1DkdihyO1Qpibzcgbzs1PIvzs1iI9TIqJNYFPv27cOxY8dw5swZnD17FkeOHMG2bdtQKBQwPj6OTCaDy5cv49VXX8X4+DgWFxehKMq6RvhbDbpBSqfTdUW6f/AHf4CpqSmMjY3hq1/9Kt785jfjy1/+Mn70R38Uf/M3fwMAdY9eJ2pJ6Iapnj4CRCy47//Xi2jr9ucNCjEnmgsCL/F2AQ+yYlyCGJcQ39EGISYhtr0Nse3OtnefbpTbguDV5SR0OQkl7hzwmpSC4sJVsLzbCLb/x3CjwLueIhZFV1cXent7MTAwgLa2Ntxzzz04ePAgYrEYlpeXcf36dbz44ot4+eWXcf36dUxPT2N1dbVhDe8j6Dq9dNejgfkTTzyBz372szh8+DAWFxfxvve9r+77bEl7YT1P34qj5d5nvoGx//hW33WEmAhTNaiVAARnM6zl5woxCWIi7m7L1FYAvMUzPibDWE2Dj8cpcLlYHLZauo1YHKDbMYCkz8lxQHP227EEONWp9LHkBHjN3Y4lwLv7TTkRmrFgijKzP3gRjbdNWK6lIFgGTPd6gm3A5LzbLM7NorN783eFqka2bfsa/bBiLQq2MQxrUdQyYqcZPnKzoBtm3zSyBPjChQu4cOECAGfgwaVLlxpyv0QtCd31FIFuLpfD8PAwCoUCDj31VXR1deG1n/gxej0S8UoJiYIVAEzNgJbTkOxsg6Foa4LXKCgUvD4/1/VwLVWDuM2JHPl4HFzMuS4Xi3uZDLG4t3gWi3uZCrGY4/ECgBynnq0dS8B24WnJCdiu32vFErDEUr+X9W8FQ6Pg5d1IlsC3UvACoPCdmk9j3+7NP0ywUpUDYCVZFLdu3fKVvxIQt7W1BTYSJ2oGdDdTv4dWqUYDWhS65Q4wUplV66+wYRi4efMmeJ6nk4HJ4w38/bfx6r9/kF5XSauId8SolSAlYxBkkS6uiXEZhuIskhHrQIjLMBXNt5BWCXgBJ+q1VYWCl11Qg6Z54GUWy6CrFLzsYhlnaBS8nKFT8PKGVhV4ncuMqsBb4J0I0IRz2e0G3moA2IgsimaoWZGuYRihfRcOHz684c+nFrUkdMuJRKrVHhCZTIZ20NqxYweOHz8e+OUJAy/g2QlsGpkYd+AkxGSIbsQrxGVfkYQD4fLgBbxsBp+10ETwKvFtkAwnKtPEBGSyLcQhmwoKkjORwOKKIiLXdhdg3rbgrVflsihIu0RiUeRyOVy9erUui6JaRaN6atdtB12SNlZponQ6ncbw8DAMw0BfXx9txF0uWhn4+2/7yn8Bx1YAgsFLbQWyuJYs8nbjMgSmAIIAl4/HHT83JtNo1+fnuvm6Gw1eNdYBU3B9azFBI1hNTFDbQBO818Pblg+8AmfAtN3IeB3BeztOKJYkCTt27PB107p06RKOHDkSaFGwTcTXsiiqUS0dxhohXddbelQP0KLQLXfQVJo2trq6iuHhYViWhb6+PnoQLy0tVXT73qe/4QOvIDtvJcnNNVQDakZBYmcbLN3w+7h5tQS8pqJQ8JJI11IUz8+NycF+riw7Pi4RgSxbgSbFmG1mIUwM2WYWztj9gNdjQTA1Ct6wxTK/1eBUyxH4bhR4t4LKWRQkEi62KNi+xbX0ojBNsyHTqKtVWAlwq4xfB1oUuuW01kTf1dVVDA0NAQD6+vpKfh2ryfUtBi/g9V8QYyKklJuBIIl0MY1ExMTnrQS8gBP1hvq5quKBl0S3bAWam0JmSzF/EQQTzfq23fxbi5fAG879kMtYkFYLXsAf9Wq2DJlz7l+1ZFi2s39w1tl3pGfjv8XEni8AACAASURBVNStpnIpkjzPBw6eDLIoqs2iaKanGwbdVuilC7QodNdqehMEzZWVFQwPD4PjOBw+fDj0V7HaAgvS2pGFLwGvnlMoeIntIMgixFQCgOvzst6uqgWCF/C83arAW7TN6SoFL+BEvSxUiwHrK/dloFwLeBU+BQnO/Wt2DKbtVqnZMgx3m+csCl7AgW8E3vKqxUIJsijKZVEEWRQRdGtXS0K3nIqhuby8jOHhYQiCgCNHjpRMOC1WrZ2+ep/+BuZ+7V0oLOec+5FFmJoBPedWrKXiFLxGzjmYxVSiKG9X9vJz44wlwPRZsDUNtqqAb+8o9XOrAK+zXVnUuxZ4dSEGyXSiaZ2PUfACoBYCAOiQqY0gcCYFr8iZPvAC8EW9EXjD1ajCiEotisnJSWiaBk3TUCgUUCgUNnSih2EYgRO+VVVFIpFY98dvhG476EqShEKhgKWlJQwPD0OSJBw7dqzkFCtM9ZQSd3/+K5j7tXfRvwXZsRiU5awHYTZvN1coAS9NE1MciPHxGDjZgzEnM96uLHuLZoBTBAE4gM1nfTaDJcfBuwUSlhwDr7nlx1Icgu7ul+Lg3W1TjEMwnG1DSvh8XkPwHpMAVhdiTGTLRLycm5cb4N+GgRfwR70ReMO13tVoYRbFD3/4Q+zcuROWZTW00GMtBUW6m6WJUqVqSeiGnU7Zto18Po/JyUlkMhncddddFcOWqJ6+tACQ/L0/Q/7j76d/6zmFLrIJsujBVXdgxEsiXWiTOtpg67o/TUxRwcdj/oY3jMXgy1bQFAe8bJQrybBcGFtMgYQlx2CJrpcsxb1iCSlO7QJT9LbZiFc0NQrecEvBhS0D30rAmzcSkAXX5zUletmVSeDu/dV9Lq32ZaxFzeqla9s2duzY4Ysuq7UoasmiCLMXgOY1Va9WLQldwN9T17ZtLC4uUhthx44duPvuu2u+33okCAJm3vt/Y89fftq3n/i7JKrlJe+t5yURgpujy0kSbF0HJ4mwXTCz4AVKF9UCwQtQ+HoRbrzIUlApeNnUMZ9Py2xXCl4AoVFvEHhVy4W85fq8pgzT5tzbmAx4HbhUA99W+SLWqmZBN8jTXcuiIIUexKKoJYsiCLphgyo3q1oWuoAD24WFBYyMjCCRSODEiROwbRvDw8NNe07EE+7+/FcAwGc3FIMX8CwGs6D4wOv873w8vBtN8PE4zHTa5+1yqXankc0a4AUAXlMoeAGykFYfeAtyOyRThWAZUMQUJMv1drkYJNvtysYsnAHw2QjsfoE3KXgFzg4EL+DA92D7ElKpVEt92dZDmwm6YWpkFkVYL9211mo2k1oWurdu3cLQ0BDa2tpw8uRJJJNJAE4H+UZ0b6o1sb7YE+7+/Few8on/5LuOZZgwCirkbW2wNN0HXgAQEnEa3QKAVSiATyRgKQoE9+DiZNnrqyBKTp8FwIMtQP1cJ2OBpI3JFLqWGANvqOANFWa8HZyhgTM0GLE2CKYGwdSgyaXbvKVDldtg8G6BBOPn6nwMpntY6VwMBkiUG+zfCpyzaEkuKwde9nrXlrohD/8L/ZKyPQoSiUTThlJutFp5EnC5LAoC42KLIp/PY3V1Fe3t7dSiaKVqNKCFoWuaJk6dOkVhS9SIRubE160lJSbIE97+u//DB15eFGjaGC9Lns9rOGAhPm8YeAG3CxlTZQZVdcDrWgmQncY3JFPBlmKwZLIt0+jWEmM0urVF2fNzhfBtYiuIlkbB6/NzYVDwijBCwQvAB9+1wJs3iA3h5vnueAPO36nQL2k2m8Xc3BwKhQJ4nocsy9B1HSsrK2hra9uQ1fWNVjPno63HDxtrUezatYvuJxbFysoKVlZWMDU1BU3T8Nxzz+H69etYXV3FxYsXceLEiZLS6bWkKAre9KY3QVVVGIaBn/mZn8GnPvWpdZkEDLRwP909e/aUABeofyEMqC+DofhA1DQN169fx2sP/aJvv5Er0NQx0vyGFwXwops6JYkQ29vASxJ4Yjcw88hoX122dy47CdmFL6erNMolGQuA4+fS52x4PXQFc+1tkd22mOswPXMFeNsisy1wJo1aAQ++AKCZ3uvTLBF5Q0bekKGaElST6T/Me5/vxdE4/YLeeeedOHnyJM6dO4fTp0+jq6sLHMdhbm4OV65cwaVLl3D16lWMjIxgfn4e+Xy+odHpVpka0QwRi0KSJBw+fBinT5/GuXPn8KEPfQjnzp2DKIr4i7/4Czz00EO4fPlyVfcdi8Xwne98B1euXMErr7yC5557DhcvXqSTgMnI9yeffLIhr+W2++lvyAwjF7r1DLoLHGf+hjcAgC/qDUobM/MFCMmEL2OBBS/H5iMaugPeVLvj65KIF/B5uyQ/l4DXkmNV+7nsNruQVmnEq9hxiG4KmWZJfp+XRK+m6EXDLlzJZT67gbdoxPuDEec1PHDI+yFhF2mOHXOmEbOnrmxUzPa/rSfnNGiMzHprq0A3TLt27cL+/ftx4cIF/M7v/E5N98FxHI2OdV2HruvgOG5dJgEDtyF0G6F6Il3DMKCqKi5duuQbZ85q++/+D+T/34/49lmm6UsbY8EL+DMWbNfj4hIJ1891fVxZ9nm6tH8us48uogkSOFOv2M9dC7wGL0G0dCicd/bBQpVkKhi2CN0KsBt4i4Gr37/1X+YHb14TERMdOP/jtSR+rD/vvf6iKDbs1JX0T85kMr75Z4lEwgfjeDxe9kd9qwylbFYqXtiZRDqdrnshzTRNnDlzBkNDQ/jlX/5l2iKg0ZOAgRaGbrmDm+O4ug7GWqBrGAYmJiYwOzsLjuNw/vz5sp5w8jc/5wMvz1yXkySvIo1Ux4kiYBj+MuBCwQEvOznCF9066WEcmRrh5umSqjJbkGBJ7n1V4OcC/sIIEt16f0sQocOw3RJh1qdlUsQk3ggFLwAffMuBN68596EaPAzTOR6KwVuJRFHEtm3bfKXhtm2jUCggm80ik8lgdnYWiqKURMVtbW30c94q0G2GjQKULwE+cOBAXfctCAJeeeUVrKys4G1vexuuXbtWcp1GveaWhW45EWjWanpXUwpsmiYmJiYwMzODvXv34vz583jxxRcrum0xeAHAzBUgpBLeIhoLblGkdgMAJ49XEDwwkzLgAPACAKcpsOW4v9+CrlDw1mMriJYOg6SScbWDF3D8XJl3fvRUU6A2AgCYlnfgi7wNw/1bFGwfeAHg7J7V0Pd+LXEch2QyiWQyid27d9P9hmFQe2J2dhbZbBaWZdEIWtd1FAqFNaPiRqlZ0N1MfRdWVlZw6tSphjzG9u3bceHCBVy8eHFdJgEDLQzdSto71grdSiJdy7IwOTlJPww2shVFseI8xuRvfg4AfPAtAS/82Qu0JJgUWAiCP1XMMh3wJlKAaQaCF/B6KfBMGfBGg7dgxCHyBnQ3W4H8r1miF9ky/q3AO6e2BL5h4AWAF2d6sJ+/ueZnUI1EUQwcuUNKzw3DwODgIBRF8fnK7e3tSKVSDYdVM6Bby5CARj3uevTSvXXrFh2lVCgU8I//+I/46Ec/SicBP/LIIw2bBAy0MHTLqd60sXLQtSwLU1NTmJycxB133IH777+/5EAQBKFq6Cd/83PQ/vS3ffts24alqBBSSdimGZw2xka3gANfXvB8XkGgkSwArySY6bFLI19eAm/pofm5a/m5AGDYEkSObIu+CBYAdKYBDkkLMyxvn8SbFLw+S8G1Hlj4hoG3oPGQ3P9v4AyOIVv+za9TJCrmOA7Ly8s4efIkAH/y//T0NHK5HCzLKpl9FovFao6KLcva8FS4zRbp1punOzs7i/e85z0wTROWZeHhhx/GT/7kT+L48eN45JFH8PGPfxz33HNPQyYBA7cpdOtZCCO3JwnZRJZlYWZmBuPj49i9ezfOnTsXWg1Va6cy+YOP+cDLfhE5QQCf8BapbNNw4GqZ/u5ixFpgfF7WQiBVabybRmZJMViiDEtwI2pegkF6MoTk5wLBfq7zxEAjXKB0UUziDApeNh9X5CwYboObYvACCIx6VYOni2iq4ewj2YI6E/H+3ZU2/Ie71xe8QKmnG5b8T2afra6uYnp62tdYnM2gqARsW2n8eliEXW9bx1OnTgWmma3HJGCghaFbS0/dSsVC27ZtzM7OYmxsDF1dXTh79uyaESyxF2rRwls/DFVVsfdb/x1CWwpmNgcrXwCfTMAq5Cl4ac4uG9UCDoRFyUklAyiQWQuBgBcAeF2FJcXAu60ZLSEG0VApeOuxFUTOgGGX+raVgjevy5AE533UTR6SYKGgO7cjNgKBLRHPe+Bl7Ya/u+KkBK0nfCtZSOM4jjZ/6e7upvtJVJzNZquKircadMOGUrZKL12ghaFbTmtNj6j09rOzsxgdHcXOnTtx3333VWwXEHuhFpHiDvmDj8H8q9+H0OZNeyX5uVYuBz6RhK2q4GIxf/YC734Z3FlnxL/lTOf9sEURnGGA1xSYiTZwpkHBCwC8qVLwAoAhxmhhhCnI6wZexZAh8SYtkCCRrW4K1DrQTQ8uouB4uwSqrMVQDN6cwsN0//7/LrXjnecylX4cVame7IWgqNiyLJpBERYVK4qy4X0HmjmUMsheyOfzLdNLF2hh6K61kFYrdG3bxurqKh3DfubMmaqLJGq1F4pvK7z7YzD/6ve95+ZaHrw7dpuLu3YDeX75nANeJQ+4l5GFMzJYEnDAS1PFBBEW2x/X3W+wgyVdv9bkJQiWDtHUoIpJCLbhgdZiQatT0LKeLuvnEvsA8Lxddh/r5/o82yK7gY1mRd5GpuCHgVtZDYGHD7wAGg7fRqeM8Ty/ZlScTqeRTqcxOjpaEhU3aghlsZoZ6RY3MCc5w61UINKy0AX87R1ZSZKEfL66XE3SsWx4eBiJRALbtm1Df39/Tc+rUdAFHPACKIEvl0jAVvIOeEn5b9KNiuOe92tJcfBKzstY0FSnGo31eU2NglfQFZhSHKLpNjAX4o7PS7xdXqKgJZVngOvpuh9FsacbFN2yvi1rMYQtpIlu1oJhcShoAt2mj296C2n+v4PBCzQ+6t2oPF02Ks7lctizZw/a2tqoV8y2T5QkqcQrrhdQm21UD9BaLTxbGrphqmYhje3Fm0qlcOrUKYiiiCtXrmzI4xcrDNgk6uVdsFr5nO9yCt9YzIl0ASCedOAa9yyKoOwFU4xD1HIl4AUA0VRgCHHab8EQZC9TgZcgmSp0dxGuWlshDLyeteDBgQUsUXHWAuCHbxh4AQe+BcXGX/5zG977psb4vM0sjuB5noKVlaZpNCqenJxELuccN0FecaUKO81fbwVBt1npa/XotoRupSljS0tLGBoaQjwex4kTJ5ByT9sty6prIU4QBKhs85kqFNawR9d1jJz9GRx99X8510t6IAXxs+JJx2IAPPi64AX8i2hs9oJgKDBk7/4M0TuFI4toBKyAP3NBh8xEuEzky1oJa9gKxfuJJMGi4A3Lx2Uj4JLLmG3NPRyCeiH95T87oKoXvpuxIk2WZezcuRM7d+703aaeqNg0zbr6ktSqIOg2ogR4o9XS0A2zF9aKNJeXlzE0NARJknD8+PGS6IDn+brqyxtpL5imifHxcczOzuLgwYOwf/pXnef3t5/zblQoOOBV8gDPUXvBpq0c4+C1ArUUgrIXyDw0U4xDNBQKXpK9QAdPCjHfApoEzQEv/NEtu12PrVAOvEDwQppucDSyLZZ/kY1z78O5r3qj3lbpMlZtVMw2FG9ra9tU9kKr9dIFWhy6YQpLGVtdXcXg4CAEQahpflqlqidljECXLcIg5cXsgc69/SOl4AU8+MaT4DQVthwDpyuwOQ62axmYMcbzFWMQtDy1GwRDoeAFnKiXTRsjdgJp6WjwMh2trkNuKHgBx2qQBGdbN3ka2WYUpkOZGeTtkr+d/yURcKcfgTCKhS8LXqC2qLfVu4yVi4ozmQwWFxcxPj6ObDaLpaUlLC8vUxAnk8l1f+1BVsLq6qqvZ0YrqKWhGxZVFKdspdNpDA0NwbZtHD16dN1PR+pNGcvn8/jBD36A7u7uwIo3Iu7tTumw/dx/91/AZDBwbitHCl8pDkF1PF8zlnS6jMlMZ7CA7AW2KIK3Tb+PGxD1kvaNhi36tiV3W7dFSLybf2sJENztrOY9ZpifS6Nexqdlo95yC2mkapqFr2UBecUtLTa9s5v/9g8pfOjH/b75WtqM9kK9CoqKr127hu7ubti2jWw2i8XFRbpwXRwVN6Lpd/HzYRVBd5OIHPiZTAZDQ0MwTROHDx+u+jSk1i9RLfaCbdt0BJFhGDh//nzFByz30C/5wasqAOcdnHbM9XxtC5zr7xL4EvACbtQbkL3A5uZanODzd3WOqVKDs4gW6ucyjchZD5cWRAgmdNONekNsBd/+omg2zM8l18swCS2GUWofCa7dQOBbLXhvR+gGiYxISiaT6Ozs9D0XMoCSRMW6rkOWZR+IGxkVR/bCBivsAM/lcsjn83j99ddx+PDhmqpVCDhrWaWtFrpLS0sYHBxEKpXCPffcg8uXL1cdIXAP/RJu3bqFrn/9n95OtxqNUwsOeF0Qk/QxU2YSym2bNjUXXDAT+BZnL7CRrmRrFLwidBiQwqNbwVnN0k3JbyWwlWi0Ak0ItBUMi/PtB0qj3mzB/4Umka3veiJHwVsMb0HgfOAFUBF8mwHdZjxmmKcbNIDStm2fV0yiYtKvor29ncK4liGjEXSbrHw+j6GhIRQKBciyjPvuu6/mA5IsxtUC3UpTxtLpNG7cuAFRFDEwMFD1bKdi8TyP671vxLGx7wFxF6iK2/DcvY4dS9CCCUFzLjPlBMBxMN3FM1NirQUvquVsm0a97MKaZLueLidT8AJlPF1Bp+AFnKhX5FwPt4KoN8zPJX+X83PZy0TRXUhj4Etuo+su5A3neX3263H8xk8ppW86o2YAENj4HNVqFtI4jkMsFkMsFvNFxaZpUq94YWEBo6OjdFpL8ZBRnudhmmbg61xZWcHevXsb9to2QrcFdAuFAoaHh5HNZnH48GF0dnbi0qVLdeUTrkeuLVEul8Pg4CAMw8CRI0ca5kkJguCsoD/0SwAA+/m/8uALwHYX0Cw5Bl51gEvga8oJuojmj3RVCl6b4/zWguv7kuwFIDxtTLMcEOshaWK+bcbP9Xm7JrEYbPeyIA83OD+32M8tBqwZMlZPFHkfeAGEwrdZ0N1omaZZtz0gCEJoVJzJZJDNZukkYDLxwzAMunhHouJ0Oo2BgYG6nstGq6Whq2kaXn/9dayurqKvrw8DAwP0oCe5us2AbliuraIoGBoaQi6Xoz8OjRSJCIi4C+92wEv+dhfQeADgeDod2HIX0hzg5plthYIXcKJeX4RrKtCFeEn2AuAtohHwyrwOzfJHt6HbjH3gsxiKACsJNu0mtpafa5jeghn7sZIoly2aAIrsB5F3r1s+6t0q0AXWp+yWjYq7urroftM0qS1x69YtGhV/5jOfgaIoiMfj6O/vx+HDh6tKZZucnMTP//zP05L/97///fi1X/s1LC0t4Z3vfCfGxsbQ29uLr33taw1tqNM6BcsBsm0bO3fuxPnz57F7927fAd+I9o6NnAj8+uuv4+WXX8auXbtw7ty5hgMXCIY9d+Hd4C6827+PwFcjU4Lz4LW8k6vL8TClJMDxMKQEbHCwwUEXE7CZxTkCX8lUILmLbgS+ACh8Rc6g2zKvQ+YdX5dAtuy2YAVuE/g6+20a+YqCDVGwoWhOnq5hAgXV+aczH6UoOv+cbY7aDIAH36DLdMOGqlpQVQt/8DUZf/A1v+++laC7kRIEAfF4HO3t7Th69CjuvfdenD17Fo899hiSySQWFhbwiU98Ag8//HBV9yuKIj7zmc/g2rVruHjxIv7kT/4Er732Gh5//HE8+OCDGBwcxIMPPojHH3+8oa+npSPdRCKBO+64I/Cy9WxkXqkMw8DY2Bjm5ubQ29uLY8eOVfSlrHXGW7nx89yFd8P6wd8G3470Y9DysOQkLZSgr0OM0YIJAl5iM+g8YzcwNoPulgMTHzfGaVVHvVnVuz/NZzmU5uUCTlEEEG4rSCIpniARrBf1sv4uAW8u7/0AkNvwboaD5S60EfD+Pw9rEXTXUcXrKxzHoa+vD7Zt47d+67fQ29tb9X329PSgp6cHANDe3o7+/n5MT0/j61//Op5//nkAzhTgCxcu4IknnmjEywDQ4pFuOdULzXqqyizLgqqqeOGFFyBJEh544AHs3bu34i9kOXiWE/F0Q+/3gbeDf+Dt/n0ucAHPZgBce8GFL2nzKBoKLZqgka6lQrLcbWg02pXc6RESZ0DiDKi2DBM8TPBQzBgsm4dl81BNif5Ptw0RqiH6olvZF/V6ka4v6hVtSKK3KCYyZ5qSyG6zZ0TOP1WzoWqOt0u2RZGn1oIkcr7b8QJHAQw48N1o6DZrKm8zVG5qRCNO/cfGxnD58mXcf//9mJubozDu6enB/Px83ffPqqUj3XJqhr1g2zZmZmYwNjYGAGWnS5RTrelqlcBaVVUMb7sLd62+7t1O8/eJINGuyfRgIBEuWVTjYPv9XRe8Oh+jRRIEvLotlaSOkZxdkjpWiadLwKuZfNnFNEm0S6LeAvMS2RzdwBSy4qwGZjGtOFo2dAu6eyd/9u39AIDffc/GwLBZKWrNUBh0s9ls3Vk/2WwW73jHO/C5z31uQ/o4tDR015oeUa+9UGnTGtu2MT8/j+HhYXR2duLs2bO4fPlyzV+IWqPs4oU0VqzV0dfXB67/beA4Dsa/ftN3PUtOgtf8bTFNMQ5JL0CXEr5FNQBF2QzuPrvUZuDcrjgkdaw4ZxfwrAWSycCmirHbsmBBM3koumt1GMVpY942aXRTLkeX3e+8V3bp9dyIN5PxjiliMUhuSE3g+4mnnPt57xuHaR7qekwH3mpTI4pz1xvRS1fXdbzjHe/Az/3cz+Htb3fOAru7uzE7O4uenh7Mzs76pkE3Qi0NXaB805taO32R21cS6S4uLmJwcBDt7e249957aZPljSyuIAqKdC3LwvT0NCYmJrBv3z488MADvoNUPPMTAEDhS4DLZjQAgC4lIOkFuk1SyfzZDE7RhMS52Qy2E+3qtgTbzRTWLTaNjEyJ8Pap5tqpYxS+og3N4KilEOTpylI4eAEHsMV5vYZh08iWPiaBr8TD0J3Liv3dYvj+5ff68N43DmN2dpZOB2aLAertbbvVoJtMJgMvq/XHzLZtvO9970N/fz9+4zd+g+5/61vfiqeeegqPPvpoQ6cAE7U8dMO03gtpq6uruHHjBmRZxsmTJ2lbSKJ6O43V4umyBx8bfXd1dZXt4QAAL2o7cVZeon8XR7tEuuTk/bJFE5qYgGwUKHgBUPgS8AKuzcAbFLwyb0CzRIi8m2ZmiYi5FWmqGW4z+KJeF7wAfPBlQSq7Do+m+1PIVM29vh70o+1PE2NtBVFyLwuAr6q6r0V3LYf/fRAA8PgHBDrxIZPJ+Lp4scUA7e3tFf9QbzXoFj9uvV3dvv/97+NLX/oSTp48idOnTwMAHnvsMTz66KN4+OGH8eSTT+LAgQN45pln6nruxWp56Nba3nEthd0+m81icHAQlmXh2LFjoR5QPdAtZxNUopWVFdy4cQPJZNIXfa/1mLj730EURWhXv+1dYFsAx5dkNBAZQgyyUYAmekUYOuf02PVlM1heNgNJG9MtEbIL3CD4qgEVaWTb5/W6sNUMDpru9s9lPjr2t9cw2YU3N6tBcoGqh9sKLHxJ1EsiXN0o/axEyW3I7sL30S+aAHg8/gH/HDS2MuvWrVsYGRmBaZpIJBIUwmFj2rcadIt/jDKZTF2dAn/kR34k1KP+9re/Hbi/EWp56Iap3onAxdAsFAq0xPjIkSNrrpiuZ0VbmEjPieHhYfT391d1QLLWhHzqwVLwAk7+LrxoFwD1eIk0MUH7MbBFExKvQ7ecBTXb5nyNcMgwSrYqjewDwm0GLSBdjCyiye7NNQMga5m6XtpDly0RZuHL2g+qatLtIEmiQMFbbDmw8FVVA7/+Rwb+y696ZwlhlVlBAylJk3EC4ma0ktxMQylXVlZaru8CcBtAN+z0ohETgQ3DgKZpGB4exsrKCg4fPoyurq6KTmka2ch8LamqiuHhYaTTaciyjDNnzlT9mMWN2+VTDwKAD76kWo2o2GrQhRg4F9DgUAJfkqBI4Au4ka9gQDP97R5lwY2ATTHcWhBsCl42Y4HdlkUv6g2DL0kny2Q9S4cFLMleKFloY2yGYj+XwLeQKz0Gf/2PnB8qFr6sSDOYZDLpW8QhjWNIb9tMJgNd13Ht2jUK7lQqta6jdDZTpNuKzW6A2wC6YWpEcUM2m8VLL72E3t5e3HXXXVX5Rxvh6RZnJPT39+MHP/hBTY9JCjKKJZ18MyzLgvnq814KmW3BYBbWiqULMciWAo1n+uO6VgOxGQB/PwYfZIvgS6LeQGvBTRfTTP+CGtnOFrzPTGP4x/q4BKKyREb72AGZDF7aWBB8c1mvGg/wbAW2XaTogtlwwbwWfItV3GR8ZWWF5pRmMhncvHkT2WwWpmnSGWgkKm7UZODNBt1W66UL3MbQrXXkjmmamJiYwMzMDHiex/nz52s6hatnesRanu5aGQm1PiYLXdu2YVkW3ccf/z8gcBy06xcBAKILXENKgLMtGGLcSwsrthz4eGC0S7xd5/E4v73gLrZpRnA2A1uhpjEpY+x2uQW1MCsBcOCrMf4uuYz4u7mi6NUwrJLFtWJPl20XSeBbyDnv04f/0PnB+cJv+Rdj15JlWRAEAR0dHb61Bdu26Qy0lZUVOgON9LUlIE4mk1WDuFnQBUrPaqNIt0lqVO4jC7Kenh6cP38eL7zwQs0wq2d6hCAIgdZIJRkJ9ZQQ27ZNYUu2OY7zvcfysfMUvIAHXyICX42ZPMFxbjRqM4UTdDFNCiwLJpkNsujs0wwhtFCCXUgrzmYISyMDwuGby3s/Pprmj/4dm8G/uOaLgkPgm895Rt8TGwAAIABJREFUkbBJQexc13S77Hz4D51shkrhG/Y5cxyHVCqFVCqF7u5uul9VVWpP3Lp1C/l8HoIg+LIn2traykK1mdAtVjqdjiLdVpRt25ibm8PIyAi6urpqriIrVj0TgQVBgKL4swUqzUggEWu10OU4DqZpwjRNCtuw+5CPnQcAaNcv0t67JMrlbAuC6QFGE+I0f1fm3PfDPQEhVoPmsxyCD8ly8NWK0sdYCEuiDU3nfA1vdMavDbIc2OhWlp37JvD12wwefNltTfPOUlj40qjXBXEYfN//n5cBAH/2O+UXa6v9nIP62hqGgVwuh0wmg9nZWWSzWdi27RvR3t7eTgsTmjF+PeyMdWVlBbt27drQ59IItTx0y0W65DQ96JfZtm0sLCxgeHgYHR0dOHPmTOBY6VrTckRRpHOjqhXr6eZyOdy4cQOWZVWUkVBL3wbbtiGKIoaGhtDZ2UkXZcpFNPl8HoNKAnbBxjEma45kM5AFNQ/GNkRLo/DV7BiNdok0S/KlkLHVaYDfaiDpZGw1GtsIRyuqUgtrfBMW9QLh8CWALeT9ZzJkES0s8i2xHCS/zVCsteDbiJQxURSxbds2X8RoWRYKhQIymQyWl5cxMTEBXdcRi8VgGAa2bduGfD6PRCKxIWXIYa8znU7j8OHD6/74jVbLQ7ecSNpYMTxWVlYwODiIWCyGU6dOhVa6EF+2lgO73uGUmqbhtddeQzqdxtGjR30TWtd63Eqhy/q2hw4doqeeMzMzyGazsCwLbW1t6OjooCC2bRujo6M0m4N9XoWRVwAAJi+XpJKRI41zoxYCY92WqP3AcTYkzvDBl0i3BF+0S/J4fYtnTD8Gn+Uguds6VxV8fV3GSmyG0iIJNnWsxIJwr5vPeO8LiWxLYew8SdMNz8Pgu155ujzPU3uCiDQYv3HjBs3oKRQK1J4gPnEqlWq4/bDezW42Wrc1dEnaGIlgM5kMBgcHAaCiEewkA6KepjXVyjAMzM7OYm5uDgMDA+jv768qmqgk0i1eJOM4DqIoYvv27b6FCTJoMJ1O4+bNm3j11Vehqira2tpoKpOu6/T9SRxyqnqyY6/BdCcEU8i6kS9pjEP727kvTbe9hTXqAZui4w+zpcNG6Rc6LNpVdSa/l2G4z1IIsRo0zfKnlbmRrq6VZjCEpY5pivegHnw9wBbbCsXwtSxShOFc/oufWAAA/PnvdrmXb1xxBGkwLssy7rjjDhoZG4ZB559NT08jl8tRe4KAuL29vS7Lrhx0o4W0JqgckAg0yew0VVVx5MiRij+ojSxwYBfyurq60NXVFdoruJzKZT6stUgWdF9tbW1QFAWrq6vo6enBgQMHoKqqr4JK13Ukk0kaEXfsOQxZlpEde43el+xWtGlikQfM/C9yBoWvZkk0jYyoeGFtrWg3JjmwUnXeF+Gy/RjYCjM22vXZCWvAN19kM9DqtZgI3S0LLo18S+Gr5P1pZ/RzcC8vhu8n/5O14f5qsV0X9mNNquwWFxcxNjYGwzAQj8d9PnGlTYDCfOQo0t2E4jgOw8PD0HWdjsepJmqsB7qVpowFZSSQ07haFBbp2rZd0SIZK3JmIMsyTp8+TRfvSGUU6TlKKqjS6TSWl5cxPj4OTdMQj8fR0dGBbkGlI9x526KThQEA5PvLkf/8MNYs0bMfYEPiTR98iaqBLwEv4NoJRe0aCZTZzAV/Xq8/uyEom4H8LcXcarsi+BZyfsCaZqnnK7q/FIYbphP4qnnnbOFjfyIBsPGlxvXXXlOVZC+QH2u25aJt2/THOpvN4ubNm7QJEAvioCZAuq4HPmaUvdAkBUFU13WMjo5ibm4Od9xxR9WFDUT1pn2tdduwjATDMOrK8S2Xb7tWdAs4qUWk5Pno0aNr9hhlK6hIdG7bNhRFcZL20zYyyxnc2eXYOYYgg3ftBt52K7jcacCkOU5xe33NEmnkS4FsiiAvhXf3qUbwhAmVtoFk7nMNm0GWeQpef2qZB9WgBbZi+LKAJZkN5TIYiuFLVu8tGiX7Yfx/fnQWAPClJ3qw3qo1ZYzjOMTjccTjcV/GAWkClM1mfU2AUqkUtSc0TQuMdDOZTATdZok0vTFNE+Pj45idncXBgwdx6NAh8Dxf1xj29SjlXSsjoRHVbLXAlrx/8/PzOHToEHbt2lXze0cmuCYSCV8pq6qqKMxPOo/Hi14hhfs91rgi+8GNcglKLaDUdjBFyKI/ulcNPjDaJfdULtoNsxmAYPiy9oKuB6eLOX+bkGXBvb9g+BLAGsz9iJIIQzfAu48XBF9DN/Cu33De1698dj/WS43O05UkCTt2+JsAkbUEYmEtLi7Csiyk02maVaOq6qbKGa5GtwV0LcvC5OQkJicnsXfvXpw/fx6CIGB2dhaFQnCpaiVq9ERgtkdCuYyEeqDLcRx0XafPuxLY2raNmzdvYmxsDHv37sW5c+fWbYEmFoshtt9J81mcHoPJO4cgjXjdAgkZRf6m+90iEyc0SwRPLAmy8GYINPIl/xdXq3GcDVm0obsRcaWLavQ6RW0gNd1fjSa5ENV1k+4nlxXDl4DX1Es/63JWAy/yNMqlkbK7gGcaJoUv0HgAb8TiHc/zviZAExMTkCQJ27dvRyaTwWuvvYYnnngCU1NTePDBB3H69Gk8/PDDOH/+fMWP8Yu/+It49tlnsXv3bvzwhz8EgHWfAkxfX8PvsQm6evUqVFXF/fffj97eXvrrt1kmAhuGgaGhIbz00kvYsWMH7r///rIpYGHtKsuJRPqpVAqDg4O4cuUKRkdHsbCwUFJowWp5eRkvvvgi0uk07rvvPhw4cGDDVsQ79/aic2+vb59sKpBNBTxnuv8s8JwFAc4/nrMgCTpk3qBpZTHBREwwIYsm9XpjooWYaEEWbZo+RrZJGpnzD/QfOweN7AOcaJdEvJLE0WjXuR4P2YWrKPEUtJIkQJIEGLpFI17AiXAtG7CYj1eQBBrxiqJAy4Sd+xTcwgqDgpYVe1vAgS8FsG7g4V8ZxcO/MlrJx1GxNnpEEMkgImdNFy5cwDe/+U3s378fzzzzDH7iJ34iNO0zTO9973vx3HPP+fat9xRgotsi0j19+nQgpOpt7yiKYl2Rsm3bmJycrLpHQrUHNbtI1t3dje7ubiiKgnQ6jdXVVUxOTkJVVTrGuqOjA5IkYXx8HAAwMDBQ0oR9I0XAuzg9BoP3FtwAQIAJgTNKwgOT8xdfAJ6vy0a+MdFvKxRXrLE5vDLNaqrMaiAyDItG3f6o2CzJ5WXthbBiCbVQ2jyn2Mct/luQBJi6CYMpH+dFnloRLHi/9sd3opUUlDKWzWbR3t6Ozs5OPPjgg1Xf55ve9CY6y5BovacAE90W0C3XyLwZY9hJRkIul0OhUFhzakOtKufbEj+V1N6T1eOlpSWMjY0hl8tBkiQkk0nMzs7SdK/1mOW1lizLwsTEBG7evEm95PmbzuKQBA2wHfgCgMk5YOI5CyLnnZarpgRZCLZkNEOgUGR/88g+Vec8O0JHiUURpEoW1spZDd62/zmbulnSjYyFs8iMNVbypWcwIpMPa+g69YEBxws2dB1v/6CTGfO3f3o0/AVuIoV1GGv0EMn1ngJMdNtAN0jNsBfYjIRkMokjR440HGK1LJKRH4Lp6WkcPHiQHlyqqiKdTiOTyWB6ehqKoiAWi9GIuKOjY91AzJZid3d3+7zk7p49AIC52RlYHA8BzueQ4AyYtghZ0KDZMuKCCs2SkBBVqK7fS+5DsIitwILNjTRNL8olUplot3hxLeYOwVA1FIE1GL5EhuEfKaO7Pi7xdMOiXRa+AKAw0W+5aJfc1rlcgqHrNNol+5zbePAFKgPwZpoE3KptHYHbBLphqndOWjUpY0EZCS+88EJDG4TUClsCtl27duHcuXO+FV+SxlOcYZBOp5FOp+lipCzLFMLt7e11191ns1ncuHEDsVgM99xzT2DfC8CD7+zNm3Sf4DZAF0CiXuf/mFD0WdPpEd7r5Xk3G8Jynjsb5QpsFOxuO5Gve13NptfVdRs8T/rvWuBIy0qN2Ai8L40McPN2XXtB18xAq8EyLZrT69ymfLRr6Ibvb5LDy6o42nXuz12QdP3+n/6la/Q6f/vFY+574Pd0mjEeCAiG7npMjVjvKcBEtwV0w778tTR/YVVJyli5jIR6JgIDoIUM1VaSEWUyGdy4cQPxeNxX3LCWYrEYdu3a5cunZCNiFsRsRFwJiHVdx8jICH2/Ko1WepjqvNmbN2HaIrUc2oUMNDsG1XLCUZF3xwvREd1ehBZD8edZChHd4BALrFoNygm36UKaplu+ijUSEQN+r9cwLHAusHXVoDYH4KTEsQUVbLRrGB6cAUBhAFsu2nUuLw0+TNOEwNgRpnudt3/gOt33zH89TI+3sCKF9VZQath6lACv9xRgotsCumGq95S4nL3ATm04dOhQYI+ERuT5kv+rqSQjxQ2KouDIkSMN8b6CQKxpGo2I5+bmkM/nIUmSVw7c0UEbZdu2jampKUxNTaG3txdHjx6t+fMhAJ6adcphCYCTfAGaLUMUTGiWhKRowrQFxASdWg+qGx0T64HnPCCTSNdgnhfZp2qeB6zpNnNd73nxzO18loJugec5z1IIqFgDCGT9lxHbwdBNep+6VmovFEe/giTQqNbQDXBuKC5IPG2kQ0BGjlFyHec2LoDf7wH4v/3n7RAEAZqm0fz3So/JetXoBubvete78Pzzz2NhYQH79u3Dpz71qXWfAkx0W0O3XgXly1YztaERncZIo5CNLm6oRLIs0z4RRJqmIZPJIJ1OY35+HoVCgXao2rZtG44fP46Ojo6GPK99Pd7jTs0uwAIP0bUeRMGAYYsAnD4OggsU0SWnRQjq+wawJRjF+1h5Y31ismc9sP6u3/d1o1/dopYCEWl2o2umF/1qbGGE4FoKnr0gyQyoNQe4puHl/PLua+UlPgTITAMhxYuWeVGAZfgjZOc2OizTxAd+e9Hdcw3f+IsT9CyS/Y4QGK83iOuF7le+8pXA/es5BZjotoBuuS9wrZMUiu+3kqkNxaqlyIFYCTt37sTLL79MI8dyp/C2bWN2dhbj4+PrXtywlmRZRmdnJzo7O1EoFKjPffDgQWiahvHxcTqxgI2IU6lUXSBmATwxuwQAPgCLnAnVkiHyGgyLhyy7kylgUs/XcKHHM+f7olvVZlrePvLWsme8ZBYaADqWp2Q/cx+6ZkIQODdyNH1er8SAWS9abOOY56arBn3PSNUam7NrFvm/qqL6bm8GAJl37QzbYqJknofgvmhiQbz1F35Ib/fNp+/22V+WZdHj3rZtCIJAn2e1x2XY4l06nUZvb29V97VZdFtAt5yIRUA639eiSqc2FKsa6BYvkh08eBC9vb2+yHFubg6FQsF3Cg8A4+Pj2L59O+67776GTL2oV6ZpYnR0FIuLi7TRULF0Xaeva2RkhIKY9YiTyWRNPx4HehxfncDXsp0IWBQMqLaMGG9RAGumCFGyoJkC2mQLiiFClE0YFJDhka7f42XhEJzd4Pd+g71RiwG2ppm0yQ0AcKYFkWci3mJrwhfBaj7AVhLxstcnQ51LbyNRIAMOuP/9u1/xvYb/9eV7nNfiHs/k2AZYK4OryJ4IC5hata0jcJtAt5L2jrVAN5fLIZ/PY3h4uKKpDWGPXU5rziRjIkciTdN8bRVFUUQ2m8XY2Ni6p3mt9VpIOfG+fftw9uzZ0C+UJEm+ybaAB+JMJoPR0VHkcjnwPF8SEVcKYgJfTdMws+BM8YhxTuoVAbDIG1BNCQnehGaKiIvO56UYzldDlE2oBg9R9mavCS6cGB7BYqJYwV24Y6Ncdj2X7c+uaV5KWXE+LysnGnYX2DQDIuvZGiYEJkNBV3XfgltQxgP7Hhq6Hhrx0n2q5p0B8AK1M1hwG6rz3j70rn+l+/7u6VM0M4UFcKUgDuulm06nI+huVtWSNsZmJJCUplqnR5SLdGtpt0g6qK2urqK/v5/WhrOLWiS7YKPybQHnS3D9+nW0t7fjzJkzNf3IBYHYMAwaEY+PjyObzdLafPK6wkDMLt4dOnQIu3fvBsdxGJtZgQUekms/SC5oVV6m44EE3qKj303b9YFt8t45sIhJ/kbpntZ6j9fOAFAUg0aeTs9dBuBu9CsIfGCGg8SkXqgFzRctm7qzOEsW0XRNL/Fv2UwBLyvCn+UgiAJtsg4AluHPhCDX+w8/f7XktX39L0/QY7G4OVMxiFVVpU2c2M+4VXvpArcJdP//9r48Ooo6+/5WLwlJOnRIzL6QtZMOIJIFxaPoMMNwZAAdREFnhB/uCxpFOTgwB0EdVERFxUHwOOIyijq4cBTx6zK4koQAmQjZN5KQhKy9ZOnu6ur6/RE+RVWnO+n0nqTuOR6zFF2fSnfdep/37rvPkUjXEdhSJJSUlDgdKdsjXWf0thaLBS0tLVxzg3X131ZRi6+3bW1t5Rof+DniwMBAl4iYr5RQq9UCD1V3QCaTDXOhIkSs1+sFRExGC02dOpXzu5g2bRry8/MF0VJynDBCqm/VAQACJDQCJDQosDBKArjpxDKJHCZGiikyBgazFAEywHTBMEcmtcBID416N9IX8qsysnYKRtPwnDA/58vX8fJ/HiC3TcxDhTTbxTgzLUxHWKccbOV8+cebaTMkUumIzwTaaBo6BoBEyvt3VpExQ9PDfkaKdNf/v4v54N1PKTlzG5LXJ0Ss0+lQXV2N2NhYbmgqwfnz58VI11/hiP/CSIoEV9IT1hOBnW1uIKmEqKioYc0NI8GWzIt43Op0Oq4Dje/J4CgR22rd9VY6wxYRMwzDDVIsKyuDyWRCUFAQaJpGe3s7d2PbiohT4y5K6upa9WBBcQQMYIh85UPOZrILrmimC+/BkIXkhf9fmDwcILtIwIyUglQKBAaAI2BhnpiXH2Uu/pxfP7LwvmEtwsISI2UFxGkPJgPNGeEAQykISkJx12MLtJHmCBYghTdhNGudmhj6mdlm1EtImJDvF+/O5h6eZCQ8eXgajUYYDAbMmDEDU6dO5e4Zg8GAF198Ec3NzXYbavwdE4Z0nfFfcESR4Or0CDIzaqxkCwxt2Wtqasbc3DASrI2kiScDiYhbWlo4cxzriJgcz2/dzc/P9wtPU4lEMmSY3t6OjIwMREVFwWKxcDd1S0sL+vr6AEAQESsUCsH60+Iu5u3rWvVgWYoj3wAJDcgAoyUAAVIpjGYZ5AEXRgZJLTDQUsgCWZgtQy3GJpq6kIK4SMAAIAu6SMCyIAlnF2kJGFsKi3S1EVJmLXzVg5kzRgcgyPFag7VYhuV9h/LCtumBZS8qG2xFs9bRNTCUnvhy/6xhr2Vdr+jt7UV5eTk3Y62iYqhT7uDBgwCAb7/9FitWrEBDQ4NfFI2dATVKP7Vvmq2dgMlkskm6ra2tMJlMw+QlGo0GVVVVCAkJQXp6ul1Cq6ioQHR0tMPTePno6upCZ2cnMjIyxtRJZjAYUFdXB4PBAJVKNeYCnquwJmKdTgej0Qi5XM5Fxo5MlPAWiLokPDwcKSkpIz4EGIZBX18f112n1+sBYNjUY1uvUXtuiLQtVjlb2iKHiZHBcCEHTDMSGOgLLb5m0m58YdQO37/3wtcXI2Dh1yaeMQ5/GjG/u80oaBnmHW8UprVMBqtx9yZhIEEaJrjXohlBVG3LVpI2WbuhXTzGYmbw+RvqYf/GHiwWC+rr69Hb24vs7GyB693g4CC2bNmC0tJSJCYmoqWlBSEhIfj6668dfn0fwO6NPikiXTICBBB6JGRnZzs8EXisYFkWU6ZMQXd3N+eIpFQqR2yXZRgGjY2N6OzsRFpaGi655BKvKxAA4WiVqKgo0DSNuro6aLVaxMXFgWEY1NTUcFt4fkTsijRvrDAajaipqQFN0w7bU0qlUiiVSkH7MT8itjV+npBxerwwX119buhzJZfQkEtohBCzHCYApgAZjAwhXik3xUIuI7IxkoYYyv0S0/TAAMpOGuKijIufYWBZ2w8YmUwiaLJg2ZFvdeuRmBYLO2Ju10ybIb/wXhPy/XSPc65lWq0WlZWViImJQV5enuAzf+rUKRQUFGD58uXYtWsXF936ynzHHZgwkS5N0zZ9Fnp6erjCmCNTG6xRX1+PoKAgzpVrNNhKJZjNZkHUODAwIDCQmTp1Knp6etDU1IT4+HgkJCT4rLmBD5Zlce7cOTQ3N3POZNYNI8S3l/xnMpm4raGniJgUFVtbWz2WT7ZYLMMiYj4Rk4iYn46yWCyobRvyXzYxF6+ZjJAnMjSTWcLNcjOaL5IwcDES5k+uICTMn1phNPIiX0FEzLO7tIp2+UY6JpPV70zDI92L/+7iYoinwzvPjH1StTUYhuHuyezsbIERudFoxLPPPouff/4Ze/fuxcyZM10+n5dh9wM5YUjX3jBHjUaDM2fOAABSU1MRExMzphu0qakJFEUhMXHksSdjzduS7fv58+fR2dkJiqIQGhqKsLCwYXlUX6Cnp4er/qekpDhs2sOfDEwIixAx/yHjbD6ut7cX1dXVuOSSSwRTQrwBMruLf20WiwUhISGQyWTo6elBTEwMUlJShj00TzYO3Up84iUw2vjamoSFKYih/5vspBwERur8n9O2SZhPwHzyXXNNOfdwsZX/dgUajQaVlZWIi4tDYmKi4F45ceIEHn74Ydx000147LHHvD5m3k2YfKRLFAmNjY2gKApXXnmlU9Fja2srjEYjUlJsu+07WyTr7+9HTU0NKIpCRkYGgoKCbOZRvb19HxwcRE1NDSwWC1Qq1ZjHoNgCy7IYGBjgVBM6nQ40TXMTXx0hYqPRiOrqajAM47Z1uQNGoxEVFRUYHBxEaGgoBgcHubFJ5NpCQ0MdfsgcKg3ivibEC4xMvsBFoh2NfAnxbr9j9HuB5L/J+2addrEV7TvymrW1tejr60N2djaCgi5er8FgwDPPPINjx45h7969mDFjhsOv64eYPKRrrUhISkpCWVkZ5s6d69TrdnR0QKvVIiMjQ/Bzfp/5WIpkxNqQvOZIAm/rqJFPVvxcozuquCSf3NXVZbd1150gRMyPGs1msyAiJgWt5uZmtLW1IS0tTSB/8yVYlkVrayuampoEjRfA0APf+toYhhl2bZ6qvpPPv62UkKvgR/sk7cK/Nv44KGv09PSguroaCQkJiI+PF6zr+PHjWL9+PVauXIn169eP1+iWj4lPugzDoKura5gigWVZHDt2DFdeeaVTr0tywmr1xUqsdSeZIx9qfnNDcnLymNMc/HOTG1qr1XIf+pCQEK5QZ6/6bu/1+JOAfZlPtibinp4eDAwMIDg4GDExMdz1+fqG7OvrQ2VlJUJDQ5GWlubQeliW5caKk+szm81jivZHg8FgQFVVFaRSKVQqldeKmtbXptfrQdM0l9sPCQlBZ2cnaJqGWq0WKIUGBwexfft2HD9+HHv37hXcZ+McE590W1tb0djYaFNi9euvvzpNuqT9dNasWW5pbpg+fbrb85D2co38m9lWYwDp+FEoFEhNTfWq8mAkGAwGVFdXg2VZZGRkwGKxDIsaraN9bxAxwzCor6+HRqNBZmamy5I5W9E+ISv+tY32vpCCZ0tLC9LT0wVdib4C2aW1trbi3LlzkMvlnCqGYRiuZXzHjh34y1/+goKCAp8/TN2MiU+6DMPYlXa5QrpEYnbppZe61NyQnp7u1cIYkUGRG7qvrw8URUGhUCA4OBgajQZmsxmZmZle1wHbA7/LbSTysLd9dyXXOBo6OztRV1fH7QY8JeWzl/+2pwjp7+9HRUXFkKQtPd0vGlWAoTQakRVmZWVxu06DwYDy8nI8/fTTKC8vR0hICJKTk7Fu3TosWbLE18t2JyY+6VosFrudZ7/++ivmzZvn1Ghzo9GIwsJCbnurVCpHJU+DwYDa2loYjUafNDfYA03TqK2tRWdnJ4KDg2E2mzkXL755jC+0wd3d3aipqUF0dDSmT58+5hSHvWjfWms7VlIiW3aJRAKVSuUTRQk/t0/I2GQycb6106dPR0xMjN+0xXZ2dqK2ttZmGu3YsWPYsGEDbrvtNjz00EOQSqVoa2sDwzBISEjw4ardjolPumQ6gS0UFxcjJydnTLInfpGM7+BFVAW2JFD+0txgCyRSi46ORlJSEkc+tjTEMplsVON0d4GfSlCpVIJqtqsYKe3CVxbYImJ+1J2RkeHxwuJYQORWERERUCgUnJ7YZDIJ2rdDQ0Pd0jruKGiaRlVVFRiGQVZWluAhMDAwgCeffBJlZWXYt28fVKrxMf7dBUxu0j158iTUarVDN7QjRTISeWi1Wu6GNhgMMJvNCA8PR2JiIpRKpV9s9Uh6RC6Xj9juzAdN06M2c7hqE2mxWHD27FmcP3/eq6TGb3ogaReWZQURMem484UWeCQQ57T+/n6o1ephsjl+swqJiPk+GuRB46qznC0QxURqaiqio6MFayLR7dq1a/HAAw+4/e9pMBgwf/58GI1GmM1mrFixAtu2bRMcYzQasXr1apw4cQIRERH48MMPPT15YnKTbllZGVJSUkbc5jurtyVNBEqlElFRURgYGIBWq+VuZvJBVyqVYzLgdhV8aZpKpXLZBs9aQ0w8GGyZ4oyGrq4u1NbWIiYmBklJST7vviP5b41Gg5aWlmERo71CpDfhrAzMno8G3+KTRMTOELHJZEJlZSUAICsrS1D06+/vx7Zt21BeXo59+/YhPT19zK/vCIh6QqFQgKZpXHXVVXj55ZdxxRVXcMf885//RFlZGV5//XUcOHAAn376KT788EOPrOcCJj7pAhDYKPJRUVGBmJgYm5pYdzU32BLrE3E5iYj7+vq42WD8kTTujDpGa91153n4N7NWqxV4MSiVymGVdzIzjaIoqFQqr259RwJ/xlxKSgqio6NtRsQABMUshULhcSI2Go2orKyERCJBZmamWxQm/PeORMR8r2VyjaMR8fnz51FfX4+0tDRERUUJXv/nn3/Gxo0bceedd+IIuoYhAAAea0lEQVS+++7z2m5hYGAAV111Ffbs2YPLL7+c+/miRYuwdetWzJs3D2azGTExMVwnqIcw8Q1vgLHZOzpLtiaTCfX19dDpdKM2N9gyVyEjabRaLTo6OgRbd6JDdXb719vbi5qaGpvG3e6GtSkOICz4dHd3o6Ghgau8m81mzjXNXxocgKGHZ2VlJUJCQgQz5my9d3yHsubmZoEixN1EzH94pqenu/VvZuu9A4Rey8T0np9WCg0NRVBQEBfdSqXSYXP5+vr68MQTT6C6uhoHDx5EWlqa29Y9EhiGQW5uLmpra/HAAw8ICBcAzp07x7Xyy2QyKJVKdHd3+0ReN6FI1x74RubOdpJZLBY0NzejtbUVycnJyMzMdIoYbY2ksednS0h4tPZffuvuzJkzfdYiS1EUgoODuWYGYGhbXFNTg9DQUAQHB6OxsRF1dXUuqwpcBRme2dPTg8zMTAG52oM9IiZE1dTUNKZxQvZAHgQKhcLjD08+rL2WAQgi4ra2Nk5LHBERgUsuuQT0hfE+FEXhp59+wuOPP467774br732mlfTMVKpFKWlpdBoNPjzn/+M06dPC0xybAVjvipyTyjSHS3SdWYmGb+5ITo6ekyTGxyF9YQHUhDRarXo6elBY2Mj1/7LJ2IAXm3dHQsGBwe57qjc3FxBKoGvKmhra+PUC9ZE7KmbluSU4+LikJ+f79LNJ5VKERYWJsiZ84mYP05otAGbFouFU79kZWU59CDwNMhnMzQ0FDqdDuHh4UhOTuZ2NO3t7bjnnntgNBphNBrx6KOP4o9//KPP8t9hYWG49tprceTIEQHpJiQkoLm5GQkJCTCbzdBqtU55ZLsDE4p07UEmk3GSGolEMqbmBjJ6fc6cOV7TQVIUhaCgIAQFBXERIykWkA/6mTNnYDQaoVAoEBsbC7lcbndctTfB93DIyMiw+cEmkWBoaCji4+MBCJs5yJQHsnUnDxpXC5FEngbAbZM4bMEWEfMHbDY2NqK/v18wcp6iKJw9e5abxuHr95GA5LubmpoEKpOQkBBERETghx9+gEQiwd13342ZM2fi1KlTePPNN/HMM894bY2dnZ2Qy+UICwvD4OAgvv32W2zcuFFwzLJly/D2229j3rx5+M9//oMFCxb4LNKdUIU0a09dkkYgkxjIjUyiKaVSabOQRZobTCYTMjIy/Ka5Abj4IAgJCUFKSoogNaHX633a7EC0wHFxcW7xcOBHjPxCpPXW3dGhnq2trX7TJgsMEXFvby8aGhowODgIuVwOuVw+5uvzFAwGAyoqKjBlyhRkZGQI0hx6vR5///vf0dTUhH379mH69Ok+WSMwpE5as2YNGIaBxWLBzTffjC1btmDLli3Iy8vDsmXLYDAYcNttt+HUqVMIDw/HgQMHkJqa6sllTQ71At9pzF6RjGEYrtqu0+nQ39/PFQsUCgW0Wi00Go3fNTeYTCbU1tZicHBwxC43ElHxr08ulwsKde4exT4wMICqqirI5XJkZGR4dEcw1mYOrVaLqqoqh0b5eBukcyspKQlxcXGgKIortPKvz9OKF2vwvRysDf9ZlsXRo0exadMmrFu3DnfccYffROV+hslBujRNw2w2j7lIZjQa0dDQgPb2dgQEBHAFIT5R+cqMgxTw2trakJKSIrAQdBT8jjqtVjtMY6tUKp2SIvGLUaMpOTwJW80cpHjKsiwyMzMxbdo0v3mAGo1GVFVVAQAyMzNHfUiR6yNkTB40/IjYXUQ8ODiI8vJyKBSKYV4OOp0Of//733Hu3Dns3bsXSUlJLp/PFpqbm7F69Wq0t7dzqYuCggLBMUePHsX111/P+VwvX74cW7Zs8ch6nMTkIN0NGzZAoVAgLy8Pubm5CA0NHfWDyJ+QkJycDLlcbrPjjBiq8O0TPf2EJwUfd7uTEZ0m//rIdAd+oc7eg4ZfXHRXKsFdIFaV9fX1iIyM5KYEu9LM4c61EQ9eV2Vg9h40zrZvsyzLWY9mZWUJ8tEsy+L777/H5s2bUVBQgLVr13r0/W5ra0NbWxtycnKg1+uRm5uLzz77DNnZ2dwxR48exc6dO/HFF194bB0uYnKQblVVFQoLC1FUVISTJ0/CZDJh5syZyM3NRX5+PmbMmMFpCnt7e9HY2AipVMpNbhgJfLE86Tgj+WFCVO6KNkjrrkwmQ0ZGhleaCKx9enU6ncAwRqlUQqFQcAYwgYGByMjI8Bs7SGDo71ZVVcXlIPn60ZGaOfgPGk8Zi/P1wOnp6R7ZOZlMpmGpCZI6I1GxLSIeGBhAeXk5pk6dirS0NMHDXavVYtOmTejo6MDrr78+6tgqT+D666/HunXrsHDhQu5nIun6KQwGA0pLS1FYWIjjx4/jzJkzXLEiMDAQzz//PLKyspx+avPzi1qtFgMDA1xXD7/RwVHQNI2GhgZoNBq3tO66Cv6DRqPRoLu7GwzDIDw8HJGRkVwe3Nfbdr5iIjMz0+G/myOTOVxNLRGPiY6OjjGtzV2wNmsaHBwUEHFfXx+6urqgVqsFEjWWZfHNN99gy5YtWL9+PVavXu2T3UxjYyPmz5+P06dPC/yLjx49ihtvvBEJCQmIi4vDzp07/W28z+QkXWscPHgQW7duxeLFizFlyhSUlJTg7NmzSEhIQH5+PnJzc5GXl+dS/o+/bSfR1Gjbdm+17joDMv6ovr4eCQkJiI2NFbQ2E+kT/0HjSVcyaxBLyNjYWCQmJrpMDCTiJ9dn7dU7lmYOMlo8MjISycnJfpOCMRqN6OzsRENDAyQSCSQSCQIDAxEaGorS0lKkpaVh37596O3txeuvv87J+ryNvr4+XHPNNdi8eTOWL18u+J1Op4NEIoFCocDhw4dRUFCAmpoan6zTDkTSBYZaAcPDwwWpBCJILyoqQlFREUpKSqDX66FWqzkSnj17ttNbfHvb9tDQUCiVSlAUhZaWFq667k/u+fztenp6ut1UAj+/qNVqMTg4KDBUccSDeKwggyotFgsyMzM9moKxZRE5UjOH2WxGXV0d9zkKCQnx2NrGCmJZ2dHRgaysLC56NBqN0Gg02LRpE4qLi7nROgsWLBimefUGaJrGkiVLsGjRIqxfv37U45OTk1FSUuI3ckCIpDs20DSN3377jSPisrIyyGQy5OTkICcnB3l5ecjIyHC6sGWxWNDd3Y26ujqYTCbIZDJBEUSpVHo1WrSG2WxGQ0MDent7HW6RtQaxGBzNg3isIAUfMprGVz4O9iZzyOVy6PV6xMXF+Z1Era+vDxUVFdwDnh959/b24vHHH4dOp8OePXsQFxfHjcByduqKs2BZFmvWrEF4eDh27dpl85j29nZER0eDoigUFxdjxYoVOHv2rN/sECGSrmtgWRZ6vR4lJSUoKipCcXExpyog0XBeXh73IRgJfKNzvlCfb4RDiiCBgYHclt1ZWddYr/P8+fNoaGhAYmLisImtrr62LUXIWAZq6nQ6VFVVISwsDKmpqX5FaMQExmQyITw8HAMDA043c7gbZDdHcrd8jTfLsvjqq6+wbds2bNy4EbfeeqvP0yA///wzrr76asyaNYtby/bt29HU1AQAuPfee7F7927s2bMHMpkMQUFBePHFF73+cBgFIum6G0T+Q6Lh4uJirvWVSNZycnI4RYPFYkF7ezvOnj3r8NRdEi0SojKZTMP8F9xFPH19faiqqkJwcDDS0tK8okrgb9vJZGMAwzyILRYLt13PysqCQqHw+NocBd8W0triEPD9ZA69Xo+KigpERkYOG4PU09ODjRs3YnBwEK+99hpiY2Pdfn5HNLcsy6KgoACHDx9GcHAw9u/fj5ycHLevxcsQSdcbYBgGFRUVKCoqwvHjx3Hy5EkwDIP4+HjU19dj7dq1WLNmjdMuYHz/BUJSrhqlk/yjTqdzy4RbV8Fv/SXdgSaTCWFhYYiNjbXbuu0LDAwMoLKyEkFBQcPaZEfCSJM5XLX3JLBYLKivr0dvby/UarXgQcWyLL788ks89dRT2LRpE1atWuWxv6cjmtvDhw/j1VdfxeHDh1FUVISCggIUFRV5ZD1ehEi6vgDDMLj33ntx8uRJLFiwAGfPnkVlZSWUSiWnHc7Ly0N8fLzTWzp7Run8tISttl/SRNDY2ChoQ/UXEEILDAxESkoK57rmKZIaC0gx6vz5826TgblzMgdRTZAhn/y/S3d3NzZs2ACz2YzXXntNMFrHG7Club3nnntw7bXX4pZbbgEw1KV39OhRj0TeXsTkMDH3N0ilUtx1110C+0CWZdHV1cWlJd555x2cO3cOycnJXG44JyeHUzY4cg5bRukkUmxvb8fg4CB3AyuVSkgkEtTX13Pde55qCHAGfHtDlUrFtRYHBwe71YPYWeh0Om4opDvdwGzZe5Jr1Gg0aGpq4uSH9oqRDMNwI5pmzpwpUE2wLItDhw5h+/bt2Lx5M1auXOn1h2xjYyNOnTo1osE4MGTDeO7cufFOunYhkq6HMXfuXMH3FEUhMjISS5YswZIlSwAMEU1tbS2Kiorw9ddfY/v27RgYGMCMGTM4Ip45c6bDkY5cLkdERARnw0duYNLyTATygYGBaG1t5Ubr+Low1dPTg+rqasTExIxKaGPxIOZHxM5eI8MwXBomOzvb43llRydzmM1mBAcHQy6Xo7u7GwkJCcjNzRUQaldXFx599FFQFIXvvvtuWN7ZG+jr68ONN96IXbt2DUth+ZPBuDcgphf8FCaTCaWlpVyR7vTp05gyZQrmzJnDEXFqaqrDRuyk2EOaL4AhHS6/CQAYXsTyxoffZDKhuroaNE0jKyvLbWPYbeXAiUaa39o82t+QNGCQAqg/EYLZbEZlZSV0Oh2mTp2KwcFBzkmvuLgYAQEB+Pjjj/HEE0/gpptu8snaR9PcTrb0gki64wQsy0Kj0eD48eNcoa6+vh7x8fHIycnhOuqs7Sj1ej2qqqoQGhqK1NTUEVMJpIjF7zYj86T4TQ7ulJGRTry0tDRERkZ6nBSs9bUjeRCThwHDMB5vwHAGvb29qKqqGvYwsFgsKCsrw1NPPYWWlhbuPbv//vuxdu1ar67REc3tl19+id27d3OFtIceegjFxcVeXacHIJLuRASxfSwsLERxcTGOHz8OjUaDzMxMZGdn4+TJk/jd736HW2+91WlVAundJ0RsMBgEE3+dbXLQ6/VcUTE1NdWnnXi2PIhZloXJZEJsbCySkpLc7kHsCsxmM2prazEwMAC1Wi3YGbAsi08++QQ7duzA1q1bsXz5clAUBaPRCL1e7/WOLUc0tyzLYt26dThy5AiCg4Px1ltvIS8vz6vr9ABE0p0soGka27dvxxtvvIHZs2dz+sjLLruMa+TIzMx0OrfJz50SMuZ7E5D8sL0tu9ls5oo9WVlZfjWVAxjyk62oqIBcLkdkZCSXnnCXB7GrIHnvxMTEYYqT8+fP49FHH0VQUBBefvllf2qJnYwQSXcy4a233sKNN96IqVOngmVZ9PX14cSJE1xaorq6GhEREcjNzUVubi7mzp2LmJgYpyM50uTAzw9bj0UKCgpCV1cX6urq3N7t5g4QGVh7eztnes6Hqx7ErsJsNqO6uhpGoxFqtXrYoM+DBw9i586dePLJJ3HDDTd47G97++2344svvkBUVBROnz497PfjwFzcW5g8pHvkyBEUFBSAYRjceeedePzxx329JL8D0egWFxdztpft7e1IT0/n9MNz5sxxybaRPxapt7cXvb29kEqliI6ORnh4ODc2yB/Al4FZexKMBGtHMnsexK6qQrq6ulBTU2PTga69vR3r169HaGgodu3a5fGJ0D/++CMUCgVWr15tl3T93OfWW5gcpMswDFQqFb755hvOrvGDDz4QdL+IsA2GYVBdXc3lh0+dOgWTyYRZs2ZxRJydnT2m/C0/elSpVNwMOkLGfBMcX4xFIjIwrVY7rGvLWdgzu+f7Lzj6MKNpmlN1qNVqgWTQYrHgo48+wksvvYSnn34ay5Yt89rOobGxEUuWLBFJd2RMjuaI4uJipKenc1M+V61ahc8//1wkXQcglUqhVquhVqu5CrfBYMCpU6dQWFiIV199FWfOnIFCoRCY/CQlJdmMDHt7e1FdXY2oqCjMnTuXO8ZaW0tMcMgkYW+NReLLwDIyMtxGWHwlREJCAgChKoQ/fn0kD2IytDIlJWWYkVJ7ezsKCgoQHh6OH374weaYe1/i2LFjmD17tr+ai/scE4p0bXW2TIAebp9hypQpmDdvHubNmwdgiCS7u7tx/PhxFBYW4sCBA2hqakJSUhJn8pOYmIiPP/4YS5YswaxZs0b0mSADQIODgzlNJj9SbGlpEUi63DEWicjAzGYzLrvsMq+kOKRSKcLCwgTtwra6BgMDAxESEgK9Xg+pVIrc3FxBsc5iseDAgQN45ZVXsH37dvzpT3/yq7w4AOTk5ODs2bOcufgNN9zgb+biPseEIt3J1tnibVAUhUsuuQTXXXcdrrvuOgBDRNDQ0IBjx45h9+7dKCkpQXZ2NhobG7mI+NJLL3WY3GxFinynLiKVCggI4NqfHfEl4HtNpKamOjVV2Z2w7hoEgJaWFjQ0NGDq1Kkwm804ceIEgoOD8fXXXyM2NhaffPIJ4uLi8MMPP/hs8vJo4EsTFy9ejPvvvx9dXV2ikoKHCUW6CQkJaG5u5r5vaWlBXFycD1c08SGRSJCWlobm5mbMmDEDBw8exJQpUzgT+Lfeegu//fYb5HI55syZw+WH09PTHU4byGQyhIeH2/Re0Gq1aG5u5vLDtpQEg4ODnHmOv3lNABe9eCmKwuWXX85Ft6SjrrOzE5988gksFgs6Ojrw8MMPY//+/X4ZUFibi1ssFo8X98YbJlQhzWw2Q6VS4bvvvkN8fDzy8/Px/vvvezSnNJqERsQQeeh0OoEJfF1dHaKjowX5YVeiT3tjkUhjQGpqKuLi4nxu0M0H3zTe1hSM1tZWPPTQQ4iNjcULL7yAsLAwTuesUql8suZbbrkFR48eRVdXF6Kjo7Ft2zbQNA1g3JiLewuTQ70ADHlzPvzww2AYBrfffjs2b97s0fONJqERYRukBbioqIiTrXV3d0OlUnH54Tlz5jidv9Xr9SgvL4dCoYBCoYBer+dsL/1hLJLRaERlZSVkMhlUKpUg+rZYLHjvvfewZ88ePPfcc1i0aJFfRrUiRsTkIV1fYCQJjQjHwTAMysvLuWj41KlTYFkWl156KRcNZ2VljSgrI/aGGo3GZsebr8ci8c2HMjIyhuU6W1pa8NBDDyExMRE7d+50aj6doxhtl+bJiQ4sy+Lqq6/G5s2bufrARx99hH/96184cuSIW87hY4ik60mIpOsZkJTBiRMnUFxcjKKiIlRVVWHatGlcN11+fj7X3VZVVYXe3l7ExcUhMTHR4ejQW2ORDAYDKioqEBgYCJVKJXh4WCwWvPPOO9i7dy+ef/55LFy40OPR7Wi7NE9PdDh9+jRuuukmnDp1CgzD4LLLLsORI0eQlpbmtnP4EJNDpytiYoGiKISEhGD+/PmYP38+gCEi7uzs5Ezg3377bTQ1NYGiKEybNg2bNm0ac3Roy7eWdJq1t7ejpqbGpbFIZJ5ec3MzMjIyhhWWmpub8eCDDyI1NRU//fST10YmzZ8/H42NjXZ///nnn2P16tWgKApXXHEFNBoN2tra3Ga5OHPmTCxduhTPPfcc+vv7sXr16olCuCNCJF0R4woURSEqKgpLly7F0qVLUVpaijVr1mDt2rWYNm0ajhw5gn/84x8wGAzDTOAdTRsQsg8JCeHUL/yxSGfPnnV4LBIx0AkODkZeXt6w6Hb//v1444038MILL+D3v/+9X+VuvTHR4YknnkBOTg4CAgJQUlLittf1Z4ikOw7hyITVyYLMzEz897//5eRka9asATBUqCIm8Hv37uVM4HNycjgiHovPwljHIk2dOhX9/f12DXSampqwbt06qFQq/PLLL3414ZjAG7r3kJAQrFy5EgqFwuHJKOMdIum6CL6EJiEhAdu2bcMdd9zh0XPKZDK88MILggmrCxcunJTtzkFBQTYnTQQGBuLyyy/n5nERE3iSG/7kk0/Q0NCA+Ph4joRzc3MRERHhMLHYG4vU0dGByspKsCwLuVyOlpYW6HQ6nD9/HllZWfjwww/x1ltv4YUXXsCCBQv8Krrlw1u6d4lE4ldSPk9DJF0X8cEHH3j9nLGxsdwWLzQ0FGq1GufOnZuUpOsoSM530aJFWLRoEYCLhjyFhYX46aef8OKLL3I+v6RIN3v27DGND+ro6EBraytmzZqFsLAwrsFBq9Xi9ddfx7Fjx2AwGLB06VI0NTWBpmmf+PI6gmXLlmH37t1YtWoVioqKoFQqx/sIHb+ASLrjHPYmrIoYHRKJBMnJyUhOTsaqVasADKUMzpw5g8LCQvz73//Ghg0bIJFIuG66vLw8qFSqYWqG/v5+VFRUQKlUIj8/n/s9RVEICgrC+++/j8rKSrz99tvIz8/H//73P5SUlPh0YoatXRq/0WHx4sU4fPgw0tPTuYkOIlyHKBkbx+jr68M111yDzZs3Y/ny5b5ezoQE3wSeNHFUV1cjMjISubm5yMnJwbFjx5Ceno6bbrppmHKioaEBDz74IGbNmoXt27cLxqKLmNAQdboTDaNNWBXhOZAGh4MHD2LHjh2IiooCTdNIS0vjouHZs2fjgw8+wLvvvouXX34ZV199tUdzt6OZ9+/fvx8bNmxAfHw8AGDdunW48847PbYeEaJOd0KBZVnccccdUKvVXiVcg8GA+fPnw2g0wmw2Y8WKFdi2bZvXzu8voCgKcXFx6O7uxqFDhzBnzhwwDIOqqioUFRXhs88+w7333ou5c+fil19+GdHe0h1gGAYPPPCAwLx/2bJlw3L8K1euxO7duz26FhGjQyTdcYhffvkF7777LmbNmoXLLrsMwNCE1cWLF3v0vIGBgfj++++hUChA0zSuuuoqXHfddbjiiis8el5/xdatW7mvpVIpsrOzkZ2djbVr14JlWa+pEkTz/vEFkXTHIa666iqbGkpPg6IoTk9K0zRomvZbuZOv4c2/i6Pm/QcPHsSPP/4IlUqFl156SfBvRHgPk0ccJ8ItID3yUVFRWLhwoaia8AM40sSwdOlSNDY2oqysDH/4wx+4JhIR3odIuiLGBKlUitLSUrS0tKC4uFg0+fEDONLEEBERwXV83XXXXThx4oRX1yjiIkTSFeEUwsLCcO21104UG75xjfz8fNTU1KChoQEmkwkHDhzAsmXLBMe0tbVxXx86dAhqtdrbyxRxASLpinAYnZ2d0Gg0AIaMXL799ltkZWX5eFUiZDIZdu/ejUWLFkGtVuPmm2/GjBkzsGXLFhw6dAgA8Morr2DGjBmYPXs2XnnlFezfv9+3i57EEHW64xjNzc2YP38+Tpw4gfDwcPT29iInJwdHjx7F9OnT3X6+srIyrFmzBgzDwGKx4Oabb8aWLVvcfh5bYBgGeXl5iI+PxxdffOGVc4oQ4QLE5oiJih07dqC2thb79u3DPffcg+TkZPztb3/z9bLcjhdffBElJSXQ6XQi6YoYD7BLumJ6YZzjkUceQWFhIXbt2oWff/4Zjz76qK+X5Ha0tLTgyy+/nBQdVEeOHEFmZibS09Px7LPPDvu90WjEypUrkZ6ejssvv3xEE3IR/gmRdMc55HI5nn/+eTzyyCPYtWuX3zpWuYKHH34YO3bsmPD2f6Sz7KuvvkJ5eTk++OADlJeXC4558803MW3aNNTW1uKRRx7Bxo0bfbRaEc5iYn+KJwm++uorxMbGTkj5FhmcmJub6+uleBz8zrKAgACus4yPzz//nNPYrlixAt99951PGmVEOA+RdMc5SktL8c0336CwsBAvvfSSQBo0EfDLL7/g0KFDnP3i999/j7/+9a++XpZHYG88jr1jZDIZlEoluru7vbpOEa5BJN1xDJZlcd9992HXrl1ISkrChg0b8Nhjj/l6WW7FM888g5aWFjQ2NuLAgQNYsGAB3nvvPa+dPzk5mfO4yMvL8+i5HOks88YIHRGexWjqBRF+DIqi7gbwe5ZlV174XgqgGMB6lmV/8OniPACKoq4F8BjLsku8eM5GAHksy3Z54VzzAGxlWXbRhe//BgAsyz7DO+brC8ccoyhKBqAdQCQr3sjjBiLpihAxArxMujIA1QB+D+AcgOMAbmVZ9gzvmAcAzGJZ9l6KolYBWM6y7M2eXpsI90FML4gQMTJYAP9HUdSJCzsLz52IZc0A1gH4GkAFgI9Ylj1DUdSTFEWRvt43AURQFFULYD2Ax22/mgh/hRjpihAxAiiKimNZtpWiqCgA3wB4kGXZH329LhHjF2KkK0LECGBZtvXC/zsAfApgrm9XJGK8QyRdESLsgKKoEIqiQsnXAP4IYOKJoUV4FeLkCBEi7CMawKcXJFkyAO+zLCt6WYpwCf8fS07d+DJPU3QAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plot\n",
+    "from plotTools import plot3D\n",
+    "%matplotlib inline\n",
+    "plot3D(BinhAndKorn, [[0, 5], [0, 3]], outNames = ['f1','f2','g1','g2'])\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>optimize using NoLoad</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 3.384706321463904e-28\n",
+      "            Iterations: 2\n",
+      "            Function evaluations: 2\n",
+      "            Gradient evaluations: 2\n",
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 4.000000000000256\n",
+      "            Iterations: 2\n",
+      "            Function evaluations: 2\n",
+      "            Gradient evaluations: 2\n",
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 13.723810443972937\n",
+      "            Iterations: 9\n",
+      "            Function evaluations: 9\n",
+      "            Gradient evaluations: 9\n",
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 5.6982116401101095\n",
+      "            Iterations: 5\n",
+      "            Function evaluations: 6\n",
+      "            Gradient evaluations: 5\n",
+      "add a point :0 / 90.66666672556622\n",
+      "Optimization terminated successfully.    (Exit mode 0)\n",
+      "            Current function value: 8.13883974483571\n",
+      "            Iterations: 7\n",
+      "            Function evaluations: 7\n",
+      "            Gradient evaluations: 7\n",
+      "add a point :1 / 31.861905221986405\n",
+      "{'x': 1.0083847483687665, 'y': 1.0088955027485191}\n",
+      "{'f1': 8.13883974483571, 'f2': 31.861907425036073, 'g1': 16.941887819803597, 'g2': 64.95392697879977}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Optimize\n",
+    "from noload.optimization.optimProblem import Spec, OptimProblem\n",
+    "spec = Spec(variables=['x', 'y'], bounds=[[0, 5], [0, 3]], objectives=['f1','f2'], xinit = [0.4,0.5],\n",
+    "            ineq_cstr=['g1','g2'], ineq_cstr_bnd=[[None, 25],[7.7, None]], #inequality constraints\n",
+    "            )\n",
+    "optim = OptimProblem(model=BinhAndKorn, specifications=spec)\n",
+    "result = optim.run()\n",
+    "\n",
+    "result.printResults()\n",
+    "import noload.gui.plotPareto as pp\n",
+    "pp.plot([result.resultsHandler], ['f1', 'f2'], ['Pareto'])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<H3>check constraints</H3>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------\n",
+      "x  = 4.551914400963142e-15   \ty = 7.993605777301127e-15\n",
+      "g1 = 24.99999999999996   \tg2 = 72.99999999999997\n",
+      "----------\n",
+      "x  = 1.0083847483687665   \ty = 1.0088955027485191\n",
+      "g1 = 16.941887819803597   \tg2 = 64.95392697879977\n",
+      "----------\n",
+      "x  = 2.3804761297606554   \ty = 2.380476162120447\n",
+      "g1 = 9.242381468874163   \tg2 = 60.52857225933616\n",
+      "----------\n",
+      "x  = 3.6968455041284978   \ty = 3.0\n",
+      "g1 = 4.6982116401101095   \tg2 = 54.51713861533912\n",
+      "----------\n",
+      "x  = 4.999999999999953   \ty = 2.999999999999936\n",
+      "g1 = 2.999999999999936   \tg2 = 44.99999999999952\n"
+     ]
+    }
+   ],
+   "source": [
+    "#get constraints for each optimal solutions :\n",
+    "import numpy as np\n",
+    "g1i = np.where(result.resultsHandler.oNames == 'g1')\n",
+    "g2i = np.where(result.resultsHandler.oNames == 'g2')\n",
+    "sols = result.resultsHandler.solutions\n",
+    "for sol in sols:\n",
+    "    print('----------')\n",
+    "    print('x  =', sol.iData[0], '  \\ty =', sol.iData[1])\n",
+    "    print('g1 =', sol.oData[g1i[0][0]], '  \\tg2 =', sol.oData[g2i[0][0]])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/noload/tutorial/plotTools.py b/noload/tutorial/plotTools.py
new file mode 100644
index 0000000000000000000000000000000000000000..a52727a994d8895e1806b762b65f5bc458690db7
--- /dev/null
+++ b/noload/tutorial/plotTools.py
@@ -0,0 +1,31 @@
+#Plot
+def plot3D(func, plotRange=[[-1,1],[-1,1]], outNames = ['fobj'], nbpts=30, parameters=()):
+    import matplotlib.pyplot as plt
+    from mpl_toolkits.mplot3d import Axes3D  # noqa: F401 unused import
+    from matplotlib import cm
+    import numpy as np
+    
+    
+    
+    xmin = plotRange[0][0]
+    xmax = plotRange[0][1]
+    ymin = plotRange[1][0]
+    ymax = plotRange[1][1]
+    nbX = (xmax-xmin)/nbpts
+    nbY = (ymax-ymin)/nbpts
+    X = np.arange(xmin, xmax, nbX)
+    Y = np.arange(ymin, ymax, nbY)
+    X, Y = np.meshgrid(X, Y)
+    res = func(X,Y,*parameters)
+    dico = {k: v for k, v in res.__iter__()}  # conversion en dictionnaire
+    
+    for i, name in enumerate(outNames):
+        Z = dico[name]
+        plt.figure()
+        ax = plt.axes(projection="3d")
+        plt.title(name)
+        plt.xlabel('X')
+        plt.ylabel('Y')
+        surf = ax.plot_surface(X, Y, Z, cmap=cm.coolwarm,
+                linewidth=0, antialiased=False)
+    plt.show()