{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example running pipeline from script\n",
    "This notebook gives an example of how the package can be used for running it interactively using a notebook.\n",
    "\n",
    "First, import the package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\deap\\tools\\_hypervolume\\pyhv.py:33: ImportWarning: Falling back to the python version of hypervolume module. Expect this to be very slow.\n",
      "  \"module. Expect this to be very slow.\", ImportWarning)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\importlib\\_bootstrap_external.py:426: ImportWarning: Not importing directory C:\\ProgramData\\Anaconda3\\lib\\site-packages\\mpl_toolkits: missing __init__\n",
      "  _warnings.warn(msg.format(portions[0]), ImportWarning)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\importlib\\_bootstrap_external.py:426: ImportWarning: Not importing directory c:\\programdata\\anaconda3\\lib\\site-packages\\mpl_toolkits: missing __init__\n",
      "  _warnings.warn(msg.format(portions[0]), ImportWarning)\n"
     ]
    }
   ],
   "source": [
    "import dvb.datascience as ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, use the package to run the file 'example.py' (from the same directory as this notebook) using the `run()` method of the example.py file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<h1>Experiment started</h1>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h2>Running pipeline 1</h2>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Drawing diagram using blockdiag'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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juXs/4jgAAABAG/g+lDPWuKqjqqqGYaiqKnvN7SZyLXPZ6evmy8w47tXwlVAoVF9fn5+f36NHD1nzzq/GTmWsHvk9+U1GfuGR6Vxy9wxy649cDgAAANBavg/llDGIxV0hUdf1zCzuDsOgjMjo7caTMpQXFhaGQqFoNCqEyJ5QTk25PDOdyxtKBpnF3R+xkScAAABAm+VCKKem/nJ3XIqM5pqmZfb17vTxXlVYhnJ3JUG5C6ZXldkpeXx2PG6uzCFASOQAAAAAeyO7guDeyOwCdwe0uB3k5PFWQc3J4e9yciQRyWjubZV2alcHrdnaNZ4fTwAAAABfy8YguDeapUMZeXeVLJt1A3cmdxGYjI0zs2VJRGlXB6rZEUYcBwAAANh7uRbKpRYGR2+Hr1DTaBDKylCeCckbAAAAoENlbxAEAAAAAOgiEMoBAAAAADyGUA4AAAAA4DGEcgAAAAAAj+XmRE9/2elK6gAtgTm4AAAAuQGh3EtCCE3TGGO6rntdFwAAAADwDEK5lzRNq6ysXLNmjeM4ckl1gJZwV9Ls0aNHMBj0ujoAAACwtxDKvWQYxtdffz137lzOeTavUw5ZSFGU7du3d+vWbeLEibZtZ+eOsAAAANBCOJF7KZFIDB8+/Oqrr/a6IuBLlZWVf//7372uBQAAALQDhHIvMcYSiYRt2+jphFYRQjDGampqMNETAAAgNyAIekxRFBnHEcqh5WQoxzwEAACAnIFxzAAAAAAAHkMoBwAAAADwGEI5AAAAAIDHEMoBAAAAADyGUA4AAAAA4DGEcg+IXfC6XuAPaD8AAAC5B8vweYAxJpeX1jRNVVXGmK7rXlcKfAPtBwAAIPcglHc2znl1dbVhGERUV1eXSCRisZjjOJqmOY5TVFQkl6D2upqQpdB+AAAAchLDVe/O5DiO4zhjxoz54IMPFEWxLMu2bcMwFEXhnM+ZM2f48OGO42BTGNgptB8AAIBchVDeqWRgWrJkycknn9zsn4455pj3338fiQp2A+0HAAAgV2GiZ6dSVdVxnJNOOun4448nIk3TGGOaphHR/fff73XtINuh/QAAAOQqhHIPCCHuueeeSCQihFAUxbbtM88887jjjkM3J7QE2g8AAEDuQSjvbKqq2rY9bNiwSZMmOY4jhIhGozNmzMD8PGgJtB8AAICclINjyrP/N5KrStfW1h544IGVlZV33nnnHXfcYdt29i9s1xViH9pPx+kK7ce/mlq+Q4TrLQBdROP7HR/OWSKnQrnjOETkoyv499xzz3333dfQ0CCHBfuCbdtybWyvK9L+0H46QQ63H58SQjiOrWnZ/o0OADqO49iMMcYUfDh7K3dCuW3bMpps2bIlHo8z5oNfrbKy8r///e/w4cM559n8TnDr1r9/f3k794Yvo/10nK7QfvyIc0dRGv8KySR9912MsbQQfye6mCjobd0AoEMxRkKkior+EY9f7Djh/v3z5P2OYysK+k0844PksUfuaNoXX3xx1apVX3/99aGHHso5V5RsHzGvaVowGGxoaPC6InumKEoqlVq+fPnAgQOvu+66aDTqpli/Q/vpBDncfnxLEDEhaMWKbfPnPyPE24qyjEgQ1RNFMIIFILcpCnHuHH54fNWqSG1txHEuHzz4+MMOO6ZXrzxCv4l3fB/KZaJKJpNTp05VVXXs2LEHHnggvuR1kE2bNi1cuHDlypWHHXbY+eefnwPvW7SfzpR77cePOOeKQpwrr7666O9/f+yII5aedVasb18Kh+W/a0S2tzUEgM7S+H5fvZq+/pr++teSww+/+rLLruvZM5p5JQ06jb9DuRDCcZy6urrzzz9/7NixV155pbzftnFSaX+MMRmhqqurx44de/HFF1922WUyV/k0xaL9dKbcaz9+JA94ZaU9btzZl102b/hw6t2biDQiYduciGQPureVBIDOoShCCEaNk6kcxxErVtCdd0ZPOulvV155Buc2Y/h87lT+DuXyCvi9995bVlZ2xRVXmKap6zoaUMeRKVbTtFQqNW7cuOnTp/fs2VNO3SMfTt9G++lkOdZ+fEdeF1qzpnrmzIsHDFhw/vkqETkOVxSBYw/QlQlBQhBjjDGtvt667z7tqKNeHjXqTCEsmcvx+dw5sn3U7G7Is/tLL71ERFdccUU6nTYMA+2mQ8n9IznnwWDwmWeemTx5ciKRYIxxzskPiwlmQvvpfLnUfnzHtm3G2OzZ70+cOPDaaxecf77qOI4QjqoikQN0dYyRohBjQggrP1+ZOpUnk6PPOGO04+iO4wiBz+dO4uNQLpvI0qVLR48ezTnP/kWac4aiKJZlRaPRkpKS5cuXy+1sOOdy/Wyva9dSaD9eyY324y9CCE3T4nH7v/+95c9/rs7PN2zbUVVCHAeATIyRENyyxAUXqJde+srChbN1XXccC5/PncOvoVyeY7777rvKysqBAwcSUfavlZFL5NE++uijZ8+ezTlPpVJykW/ySX8n2o+3/N5+/EUIIQSvro5fdNFZP/vZ+8XFGufmbla+cf8C8oo2AHQpjJGuC9MU55+vffTRub///Sxd123bRi7vBP4OIvF4fOjQocFgUF7+hk4jQ9UxxxxTVFSUTqfT6bRlWbK/0+uqtQLaj1dyo/34hVx4+PHHHxoxYn7v3oZt27v/Bup2nzOGrnSALkrXuePwG25w3n77oq+/3qTriuM4yOUdzd+hXFGUZDLpdS26rng8rut6PB5PpVK2bbvvWL+8adF+vOX39uML8qLQqlXV0egTV16p2ra1+9XhhaCGhsYO8lSK0umdP6bZjXaHIlAEivCkCBdjxBjv1k2bNi318su/F0IzzTTGGXY0f4dywqgDT6mqyjmPx+OJRELmKvmO9bperYD246EcaD/Zz3FsIdiCBb8fMaKac0VVd3l45YGvraXDDqNt24iIfvMbuuUWIiLTJMsiy2p8TGZXOhE5DjUNPqIWribqPsx9rhAoAkWgCA+K2A1FIdt2uncX4fCTH320WtcVy7LQddKh/J1I0CyyQTKZTCQScgSCvzo7fVHJnOff9pP9hBCqqq1eXcnY4wMHEud2S4ajWBaFw8Q51dU1RgHDIF0nXW+MAskkyXFG1dUkBKkquXtAtXCTVvdh8rlCyGGsKAJFoIhOLWKPVFUoijZ6dN3ixU+YppJOp93B5fiU7gj+DuWQDWQ3pzsmGG9UaBW0n47jODZj7LXXnj355GrG9N10kxMRY2TbVFREF1xA8+eTELRwId10ExHRtm103XV0yy0UixER3XEHTZxIl1xC5eXkOPTyy7R4ceOs0KlTKZEg2sXldXlnIkH330+pFBHRkiX04ovEGG3ZgiJQBIro7CKI9tBfzhjZtrPvviTE3/7zn42qyt3ek909DdrK36EczcJzQohUKpVKpUzTtG3bX7nKL/XMYb5uP9lPUZS6Oovz13r1Is75HrvJZc/cd9/Rhx82ZvSCAtq+nY49lgIBeuMNuu8+IiJNoz/8gc46i5YvJ02jhga6+WZijF5+mWbMINrtaV728y1aRBs3UjpNN91ElkWxGB1zDIpAESii84qYPLkxxO8RY4JI+clPGr788i3TFHKxLAwu7yAI5bC3HMexLMs0Tcuy/PVG9Us9c5t/20+WE0Ioirp+fW19/VtFReQ4e17ZRs6wqKigWIwmTaKRIykcpnvvpUMOobvvpqeeooceIiJKpeiSS+jss6lbNyKiCy+kb7+lhgZatIjOPJPCYXKcnS/bwhg5DoXDdMIJ9OyzFAjQ5s00fjw98AAddhiKQBEoovOKqKykCy8kanrX74aiEJEyZIi9dOmSRMJMp1PuZ/Uengmt5+9Qntscx3F2f2EpCwgh5GhgJKrsYTfN5ZF5N5v/Img/7UUI0ezjwnFsIeiVV/60335CCF1R9nxg3VD+r39RdTUVFTX2l2/fTo89RkuW0BNPyFemUIg4J8si2ybGaPx4uv12+uwzuvxyIiLD2GURckjrhRfShg303HM0ZgxxTvE4ikARKKJTizjrLGKMLKtFy55y7hQUUDq9aPnyFUI48sImRpZ3hJZNDQAvqC2ZhZEF5DrTcuyBO9RMCIEt672iNc3lUVU1+1sR2s/es21b0zRVVeU50l1TiDHKy9OGDXMYa+k6Q/Ia95AhtG4dTZlCRKQotO++jcuw/PnPRESOQ5zLTblJbgsqu9UHDaLu3YlzSiZJ0ygQ2GUppaX0+eeUStHpp5OikBAoAkWgiE4t4qyzWjTRk5pmm4TDNGRIavt2K5WKM6YZhuE4DmMMH9TtCz3lHU5+oZQdge6dzb5cNvu6KaPJggULFixYIH/stNq2QTqdNk1TDjLDJa32Iq+TcM4ty3LvbNZOdvpjMpl89NFH5ezJl19+ecKECTU1Ndm8KQ/az96Qh6u2tnb06NELFy5kjClK47JliqJUV6c4fzsUohY2AHn2zc+nPn3onXeoZ08Sgu66i2pr6aqraNAgWrKEiEjXKRL5/imOQ716UX4+DR5MoRAxRg891DhDNKPxfv94y6LCQjrmGHr5ZRo/noSge+5BESgCRXRqEeedR0LseeyKpKpExAYPttet+1cq5SSTycxrm/jQbkf+7in3RVOQ3Za6rssfOeeKojT7cil/lP/kPuCf//ynoigVFRWc86zt7xRCyNHA8ruHe6e3tWqhbK6n+xd3ezhlbyj9sJ00exZjLJFI3HTTTRMnTvztb3/7wgsvDBkyZPDgwevWrQsEAlnY/ewOX8mc4ul+0Mvayjtxeze3A4HAq6+++sorr4wYMWLixImnnnoqETmOqKxMMvZmcTHZNm/VimnHH0/HHku6TpxTURHNmEGTJtHYsY195w880HjJW36qCUFbtlBZGV10ERERY/STnzS+2k5P+YpCikKnn07DhzcuHIEiUASK6OQi5Pf0FoZyxgSROnSo/dJLnyQSpwuRzMvLcxxH07QsPK34GsvmXLIbsh2sWLFi/vz5EydOdPNK9pA1jMfjf/3rX3/2s5/ddNNNI0eOPP300+W/VldXR6NRN1dVV1frup6fny//taamRtO0++67Lx6PP/7445ZluZk+S8jfbt26df/85z/79u1rWVa/fv26d+9eXFycl5dnGIaqqtm8L082tx/HcVRVfeWVV8rKyurr6+fOnfvoo4/qus4Yq62t1TQtLy9PPjIej6fT6Wg0Sk1Jvbq6WlXVI4444sMPPzzvvPOef/75Hj16HHfccTfddNMZZ5whX9nTX66R235eeumlffbZJ5FI9O/fv2/fviUlJZqmGYaRbQ0+a8kjaZpmjx49amtrhRCqqt5+++0TJkwoLi7+9tvECy/0mjixznGYprXxo14uybKbf0omaf/9acAAWryYGCNFoUSCwmEUgSJQRLYX0ZqaqN9+69x++9mXXnp9YWGopKSsoKAgGAzqur5jPyO0WfbGptyQTqdvuOGGiooK0zTlPe+///6JJ544ePDgkSNHKopimubw4cMHDx5cXl4uB6ssWbJkn332GTZs2Jw5c9z4lZ3k+9Dd8CVzeBneom0mRxosXrz4/PPPf/rpp+W2l4yxW265pby8vEePHkuWLCGiOXPm9OzZ89BDDz377LNN01QUZeTIkeXl5WeeeWY6nU4mk6eeemphYWE6nf7mm2/2339/yr4/iqZplZWV3377rZykuHbt2pUrV8q2tHbt2nXr1snb69atw+3d3/7qq6/kkBVN0xzHmTJlyo9//OO7775z48bvdF1pw589c7c/xkj8cFtB2Y1HTdsKhkL0+ef01luNg1yJKBymPfb2oAgU4cci3B0xff1btG1IrKqSZZnJZDKVSruXx11teUXYAUJ5x9J1PRgMXnHFFU8++eTpp5+eTCYnT5585ZVXfvfdd7W1tbNnz06lUmVlZZs3bz7kkENefPFFIrrlllumT5++ZMkSOZHC699gz+S7Ed+V21deXl40Gp0xY8bvfve7YDD44osvLl68+Jtvvnn++ecnT57sOM5HH330wgsvfPTRR7NnzxZCzJ07t7Kycvny5f/3f/+3ffv2aDR68803h0KhuXPnHnDAAf3799/pcBdv6bq+cuXKf//73/LHt99++4033pCD6V999dV58+bJ2/PmzcPt3dyeP3/+/Pnz5ZI77sWQbdu23Xvvvf/973+DwWAb/jTNdvtjP9xWkLHmHXjR6PePbHYDRaCIXCoi85KqL34LIajZjJIW7uW5I8bItu1kMulOBHKwi1B78/fwlZUrV7766qvZNvxAkjXcvn37YYcdtnr1ajkBq66ubuDAgbfeemsgEFi0aNH+++//8MMPz58/f9myZe+9997YsWOvvvrqHj16rF27Ni8vb/LkyfX19dOnT8/a4Svr16+fMWNGr169hBD77rtv9+7du3Xr5g5fyeaMns3tR/65r7766vz8/AcffLCurq6wsPDaa69dsWLF6NGjU6nUtGnTvvzyy0Ag8Jvf/Gbr1q3r169fvHjxNddcEwqFHn300XQ6PWjQoI8//rikpOTll18eN25cdXV1QUFBVoVy0TR8Zc6cOX369GloaNhvv/3222+/aDTqOE4gEMiSYTY+UlRU1NDQIITgnEej0V/96lc33XTD9u36zJklN9zQYNttH76yI/eq+o43UASKyOEiOCfb3t2ygzsW6uqg82G7H6hdl6Ju3uxce+0pY8ZcXlJS2LNnr5KSkry8vGAwqGkalmFpL9kSRHKVbKl1dXUlJSXUNDLh9NNPD4VCY8aMMQxj3rx599xzz6RJk2666abnnnvOfRYR1dTUBHazslHWkLVlTbyuTo7QdT2RSAgh5PexdDrdt2/fUaNGMcbGjh3rOM4FF1xQWFj42GOPzZo1K5FIyOXwiKi6utqyrFAoFI/Hf/nLX86ZM6egoEBkLJOXPeS01Hg8LutWW1vLGJO1tSyLMSa/Kck+YNze6W0hhOM49fX11LRM06hRo/7yl78UFxcTUTxe3S7vSCEar9pr2g/66uQNeT1Pfo2ybWrJ11v3Ye5zUQSKyOYiZPb95huaP58mTGh8irtAofs6qkq2/f09e3z3Natksx/lSuSy6GbfJTLLlQutuE9x6yAXVdy+nVaupKFDGx+zNxSlce8LOXbFHbkqMNez/WTdeTrHCCG2bt3qjr0Oh8NHHnnkJ598UlpaesEFF6xZs+add9458MADx44d+/jjj2/btk1RlH79+r3yyisbN2586qmnCgsLvf4N9swN5V5XJKfU1dXV19fLCyxCiBEjRqxdu7akpGTZsmW/+tWvLMtauHDh7373u4aGhmeffTYSiYwYMeK9996rrq6+++67N2/eHIlEbrvttjPPPPPUU0/dunVrKpXy+hfaOUVRZKc4YyxzVXVN09xrF7i9x9uMsVQqdcoppyxcuPCVV14pLi42TVMIoWkqUWDv18Nsdg09mWy8IF5dTUL84Gp4q9Z4oaYr6TJnoAgUkc1FEJHjkPtRyjmpKun6D15HFqqq3w/alsXFYs3HkBDtpJLNftS0xgEz7n/dG7KUHV8hsw4yuHNOy5aRpu1tIicS6TQRMXdPCbmOrU9HW2QthPKOFQ6H77vvvnA4TESMsWAwOGvWrOeff36//fYLhUJDhw696667amtre/fuXVlZ+cUXX6TT6Ycffvjyyy+fMmXKKaec4nX1W8rtI0c033uy2/i8884777zziMgwDM75OeecM2HChB//+MeXX3751VdfHY1GZ86cOWDAgJtvvllV1fnz548aNaqoqKi8vLxbt24DBw7csmXL/PnzFyxYMHDgwMMPP/wPf/gDZez0mW3QfvbeggULXn/99REjRsiOK8MwHMfu37+A6BcbN8o+9ba/eGUlXXcd3XILxWJERHfcQRMn0iWXUHk5OQ69/DItXtw4BW3qVEokiH544d4l70wk6P77G8PNkiX04ovEGG3ZgiJQRDYWkYmxxjUEZd5dvJgmTKA5c8i2KZGgadOoupomTKC5c0lVKZmkU0+lgw+mUaPorLMaq+EWIfO0ZdH119Ott1I6TURk23TLLXT99VRdTek0TZtGTz1FDz5Izz5Ld95JCxfS3/9Od95Jc+fSpEn0+us/+DXTaUqn6YknGuswezapKn3wAT3+OP3rX/Too/TBB401bwPHISL+0ktGfn6548TlrhKY4tkREMo7iowXoVBo4sSJoVCImsJWMBicP3/+F198sWjRIiFEJBKZO3ful19++dhjj/3xj3/Udf3444/funXr008//frrr996662UscZ5dkKial+yt7iioqKiooKa+pJlLv/888+/++47GbwqKir+97///eMf/3j99dd/+tOfcs4XL168fPny+++///PPP+/evftnn322cuXKzz///IsvvrjqqqsoY6fPrIL2szfkQSsqKjrxxBOJyMnYY08IoSisrs6pr2/ji8uz7datdOyxFAjQG2/QffcREWka/eEPdNZZtHw5aRo1NNDNNxNj9PLLNGMGEdFuJqjLTLBoEW3cSOk03XQTWRbFYnTMMSgCRWRpETvSdXrtNTrzTCKihx+mKVPIMGjCBLrrLiKi++6j114j0yRNozVr6IADaMQIKioix/l+CIoQVFtL48eT49CcOXT11eQ4VFFBr79OjkNHH03r1tEtt9Dnn9PNN9Nf/0pr1tATT9Azz9Drr9PZZ9PGjbRsGSWTdPTRjb/mAw+QptG11zbWYepUmj2bDjyQhg+nQYNo9GgaNIhoL4a2C0Hbt1tETMbxzL3ekMvbEUJ5h8vsnmSscWatXFs680fbtouLi+WmMO6C5eGOWHG0A+A92e7kxUH3R9kwioqK8vLy5AqJjuNEmybel5SUyK98cqJkOBxWVbWgoKCoqKhbt27dunWTXwuzFtrPXpIjyyljzykiYkwhov79j501S2/bvsDyo+uRR6i8nO6+m556ih56iIgolaJLLqGzz6Zu3YiILryQvv2WGhpo0SI680wKh78PH80wRo5D4TCdcAI9+ywFArR5M40fTw88QIcdhiJQRDYWsVMyzY8fT088QXPm0HPP0ZYt1K0bnXACPfEEHX00zZpFhYVUUkKrV9PixdS37w+eLsd83303BYP0+OP073/T4YdTZSV9/DG99RY9/jgNH05Tp9KQIXT33bTPPrR4MV1+OSUSdOGFdOGFdOWVNGMG7bcf/fa3dOihdPfd9OST9OCDtGnTD+owdy5FozRgAJWV0YABVFraWPPWEoI0jdXV0YIFvbp3D5imDxaF8y+E8g7XrHsyc0O+zB/lnC0ikmOI5b/6Jaygj7PdZQ6wlmTDcKdsujM7qamdyH917/fRCrJoP3tJjshvdqdsJyecMDwvr5vjcKI2HmTLou3b6bHHaMkSeuIJIiLHoVCIOCfLapyLNn483X47ffYZXX45Ee1ueQr5cXjhhbRhAz33HI0ZQ5xTPI4iUET2FrFTwSBFIpRINHZ7J5NUXEwnn0yWRek0FRTQli203370j3/QhRfS+PFERM3eo4kElZZSIkGqSldfTbpOBQWUTFIiQZEIxeNk27R5MwlBpkmVlaQoFItRVRUFAlRT07h+eXV146/5+OOk61RY+IM6EFE6TaZJpkl7N7GIxWKspGSfUCjI936SCuxaNl7O7gqapZBml+/9tQWPG/uyP/z53U6bDe2i/fii8RDaT4dhjJlmuk+fcCx2zrZtf+zRQxXCbluj2HdfuuUWIqI//5mIvl90grHGXUsmTaKRI2nQIOrenTinZJI0jXazdlRpKX3+OaVSdPrpjWtEoAgUkeVFUMaYciIyDIrFKBymRIIUhXSdhKCGBsrPJ0WhYJC2baPXXqMjjqBYjLZvp+Li5ssXRiJUV0fhMFVV0bBh9NprjQuqhMPU0ECRyA8mksobmkZyNKu8zRj169f4az73XGPd4nHKz/9+WifnlJ/f6q8cmRyHNI3Pnq2o6r6qaqqqJlcgcDcn8cu5xhfQUw7tALkK9gbaTwdhjGmaMnDgSf/5j2BMtLaHS9OIc7rzTqqtpauuokGDaMkSIiJdp0jELYIch3r1ovx8GjyYQiFijB56iG66iahpsbYfVoksiwoL6ZhjGgcACEH33IMiUET2FuGybYrHiYiEoJtvprffpgkTaPRouvBC6t2bNmxozNx1ddTQQMkkCUEFBZRO049/TDU1xFjjPA2ZmCdP/v4VTjuN+valc86h0aNpwgR65x2aPJn+9z8ioq1biYiSSdq+neJxamigWIw0jVavpptu+v7XfPttikZp06bGqtbVUV0dEVF+Pr3yCk2YQHffTaa558msO1IUZtv073+XlJQUEDG59BPL0OpXhF1DTznsLcQp2BtoPx1HUVTLSo8YMeqxx4467rhlgYBK1IrxoPJsW1REM2bQpEk0dixNmUJE9MADjf8kO+2EoC1bqKyMLrqo8Vk/+YlbgZ3WihSFTj+dhg9vvPSPIlBElhchlZTQiSc2Pr2sjP71L7rzTvr1r+mss8iyaOpUktPBxo6lkhJasIAYoxNOoPffpyOPpECAOG+sg/yv+woTJ9JZZzWuAzN3Lr31Fi1dSuEw/eY3VFZG995LqkqHHkrXXkuDBpFpUjJJhkEnnkiBAM2cSZMn09ixdM89xDk98EBjHc47r7GUPn3ol7+k11+n/fcnTWveW79HjkOqSm+9RStWlB9zTEAIVWuS2VkO7QU7ekJbuDsyzpw5s2fPnpzzAQMGYEdPaCG/tx9fkNcf0ul0KKT/9a9zu3cfO3Kk6jhOazdL3c1ZXP5TMkn7708DBtDixY3X9xMJatUcdRSBInxXxB7ZNr36Ki1b1pjX5fgW332qyc2Azz+/hPMz+/bNKynp3rNnz969e/fo0aO4uDg/Px87erYvfwcROT/S61p0XZqmudsHZK6O5Jdvemg/3vJ7+/EFTdPi8cSpp576yCNHHH30x/n5qhBOq86ebIeNBuXfhzXtkhgK0eefk1wKSP5TOLzn/JG5pSKKQBG+KEJ2w7td6bKIzB093V1FGSNNo7POorPO+v7pO754s1egprHvmdtzOk7jQDI5Jl4+y90bSOywCWiznU0pYzx9a7+QOw5pGpszR6xbd9BPfqKpqmEYRiAQMAxD13XZWY4s3r78PaZcCLF9+3bMBfaKbdvvvfdeLBbTdd2PO3uh/XjL7+3HFxhjnCslJdqgQZPOO0+VS5m3/kWa7zvY7ETctDjn9/fv8UyduaUiikARviiCsR8MbmFNe2dKmbuKyoc5Dtk22fYuR3I3ewX53Gbbc8qXVRTStMaBOvLxsgi2w46eOx6NZjuPtpBtk6qyN9/kP/tZ94EDewvBAoFAsIm8nolLmu3Ox6Gcc96nT5/Vq1fHYrHM5eGgE9i2LYSYNWuWZVmGYchLV5l9nNn/50D78VAOtJ/s507DMgw9FouPH3/KiSf+7rXXgpqm2XY7n0c74c+FIlCE74qQa6TIbO0vnJOqMsuixx/vfuSRx4VCqgzkoVAoFAoFAgHZU47pnu3Or6GcMWbbdl5e3v77779o0SK5l4rXlepC5JvwnXfeKS8v55zLr8vKbibIZBm0H2/5vf34i6IogUCgtjb285+fP3Pm+CeftDRN4Zy1YyjphDMyikARvivCp2ybFIWl0+Kss9j27UN79tQZM0KhULiJHMGy42YasPd8fBZUVdW27UsuuWTZsmV1dXWapmEcQuewLEvTtFmzZjmO07dvX8aYYRjyS7N8gC++NKP9eCU32o9fyO8/qqqGQuFEov7nP79syZKL5s7liiIYUy2rM/oLAcAX5HgbTVO2bRO/+EXZ+vXD+vULca5FIpFQKJSXl5eXlxcOh4PBoK7rsjMFH9fty8ez3GRnZ79+/X7yk5+cddZZ8+fPD4fDlmXJZXq8rl1uchxHURRd11944YWbb775mmuuURQlFArJ96e/FkhC++l8udR+fMHd2kNVVcMw0mmje/forbdOeuaZvtOmPfDyy05+PiNits2bDZYFgC5FzulUVUbEX3iBT57c8+CDjzviCJ1zlpcXiUQi+fn5+fn5eXl5oVCoWSjHh3Y78ncoV1W1vr7+wgsv3Lx58/jx46dNm9a7d2+v65XLNE0TQsycOfP222+/6qqrdF3XdT0QCLgjzNxpH9n/LkX76Xy51H58RA4NUlU1GAymUqHa2i3nnnvqc8/RjTfO7tHj68svF/vsIx8oU7kgQuc5QNehEJGmcc7FnDniP/8JvvbaAYceemBRkeo4LBwO5+Xl5efnFxYWFhYWyp7yQCAgu1HwQd3u/LpOOREJIRzHsW27oaGBMbZ8+fLf/va3hx12WHl5+ZFHHplKpXba35lVbUhRFMMwUqmU1xXZA7mqtBDi2Wef/fjjjyORyHHHHSen5YVCocLCwm7duhUXFxcVFRUUFIRCocx0lbXQfjpNTrYfH5ErTtq2bZpmQ0NDXV3d1q1bU6n4ypVbXn/9A9v+31FHfXHEEfHDDiPOKZ32uroA0PHkMpFFRcQ5NTTQc8/p69b1/vLLH5WW9u/TJ5xKJYRgwWAwHA7Lz+eysrKysjL5QS13k8CSiB3B36FcnmnS6XRdXZ1pmps3b/7000/ffffdSCRywAEHNAtVu/pN5f2d3LBkTKmpqVm1atWRRx7JOc+GIRO7ORRCiE8//VQIcfjhh5eVlZmmKYQwDCMcDufn50ejUflejUQiciuB7H+vov10RK2oy7QfH5Hff+RX0FQqVV9fX1tbW1lZWVNTFY/Xb91a99VXW7dvX5VIbNZ1fvTRX2qaIxdslk1eiMa+8z2eK/AXA8gSe3y3KgoJwQ45RPnb335cWxspKxsSjeYVF+vJZH1DQ0oIpmlqKBQqKCjo1q1bSUlJaWmp/JR2NwzCmPKO4OPhK5RxWTYQCKRSqUAgcOihhw4aNKiuri4YDMqVjx3HsSwrnU6bpmmapmVZMo3RD2NW54cqObPNNM1QKJRMJrNhFvOOB0RmIznM4Nhjjw2Hw5xz0zTlYdd13TAMd9VSd+tdv7xL0X7aVjTtOnm7t7tC+/EL928hR5aHw2HHcRzHEULYtigosMrLS+LxfNMURDw/f5iuq4qicM7TaTOVSqVSiVQqZVmWbTuZy8nvOJwUfziALJH5aSyayB/liU/TVMMw3n472KdP2f77hwMB4lyYpq0ogbw8XU7+iUQihYWF0Wg0Go3KOB4Oh+W6K/KDGm/5dufvUE7fNy9NLmufTCZN0+ScV1ZW2rZt27ZlWbI3NJVKmaZp27Y8G3nSwZlJ07Tq6upYLLZp06ZEIpENPZ0u9+DIgdfy8EYiEdm7KWd4aJomVy2Vc7F9ejEL7ae1ZFzb/QqSO7YfwzAKCwtlteVnem60Hx+RfwshRCAQcLO1PPXGYkFVrU8mE47jxGJl8tztOI5pmslkMpk0mkK5nfmXbXbDy98NAHam2TbJmWcuTdMMQw+Fgnl5nDGHKGAYmmE0PlFVVbnciuwp79atW2FhYSQSCQQCGF7YoXwcyjMXFpDTxeTqGXKFB03T5FlEdnDKvjqZsRzHcc8liqJ4NYBH7jEeDoeLi4uDwWD2hHLGmNsTLISQh1fGVsMwZCiXfZyhUCgSiUQiETnzw1/TsdF+2sDtmy8sLNzVCpJu+5H/lbEvEAgkk0nHceSQ8RxoP/7iHk8519ZttPKvEwwGI5FIIpE0zbQQvKkT3U6llHCYpVKKaeqy5VPT91i3nwyhHCBrZWZxeY3X/UKuqqqm6YGAIXcFykzbcraSG8oLCgrkuity0ZXMPYO8/v1ykI9DuZTZ0ymHCFNTb1w6nbYsSw45SKfThmHYti1bJMvYqcSThiW7nG3bjkQiJSUlWRXK3RN25rGSh1QmJ6NJOBzODFV+7OlE+2k5x3EKCwtfeumlzz//vF+/fslkMvN3l4lNjqJxnMZxDu7q43l5eWvXrh06dOjPf/7zRCIRCoVyo/34SGYud+90v5FGIpFUKpVOp+0M6SYykcupC/JkvGMuB4AstGMil7fdMYSBJnIAoXsZU87yzMvLk4uUu9cz8a7vUP4O5c06OznnBQUFslMzFAq544BlrnIHHhCRuxa1Vw1LXkR2HCc/P79Xr15yp3dParJT8ijJ9zA1HWG3g1OSb2P5dvVpNyfaT6s4jlNcXMwY69mz57HHHisvKbj/mpeXR0QNDQ3ydn5+vhBi27ZtshUpipJIJDjnZWVlsVhMthm/tx/fcS/vyDOre1aWA7fkAC3Z1DMvE5mmKRM5Nb1Z5HNZBv8uGACQw+R7MzOXy4lS7olMzjOR5CnePdHL4YWyE939iMZQ8o7m71Auub1rQgiZluTYA3k6cU8w7lDgZmcUT+osQ1U6nS4oKOjTp09tbW22hfLM97A8UG4ulx3JchyL+w3bvarldd1bDe2nhWzb7tmzJ2PstNNOu++++5r966effsoYO+yww4joP//5z7x580Kh0IMPPug+4Lbbbvvyyy979OihqqqcLZQb7cdf3FzuNmD5dg4Gg80Suftf97qHfFazOI4/GUCWEz8k386c88xv5pmJPLMDzv0RnSadw/eh3O2kkV/4VFWVLcy9AisXAnMv3Ox4LvGkhQkhQqFQfX19fn5+jx49ZM07vxo75XZ6Zb6N3QvW7uUtyd3zxa2/v96xaD8tZ9t2jx49CgoK6urqLMuyLEteXmCM6br+yCOPENFzzz1XV1d37LHHjhs3rqCgoL6+PhgMykfW1dVFIpHi4mLLsuTI8hxoP37kHmF5lpV/CDkaSrZ2uTaLe8MdhOomcsIUTwD/2HG6Z7M3tfwEdj+K3bO8/C/GqnUm34dyyhiEkPm1LzNLucMwKOMU4u0ZRTRtmxIKhaLRqJxP6UlNdsp962b+SE3DNjLTufujf8/QaD8tZNt2QUGBHL+u6zoRyf/W1NRomta3b1+5BvbKlSsLCgqmTJnSq1cvamo8uq4zxuSEwoKCAnmpNDfajx9ltnl5GnYcR37FkkvruM0+c1Yo7ZDF8fcC8IXMc/pO39TuR3Hmx7K8TXi/d6JcCOXU1N/pduTIxuSuM9CsCWY+3qsKy1DlzpyQHYdeVWanRNMujJl3ZvYTN7uKTX5+x6L9tIRlWUQkoxsR2bat6/rbb789atSoAQMGJBKJiy66aP369QsXLjRN88knnzzxxBOHDRuWeehkiJfVzqX240eZbVj+LTKvblPTmTtzjZ1mfyD8vQB8pNlZLPPHzJHiuxqfhvd758iuILg3MpuOOyAh84zS7KthJ1evGTlAU47TIiIZrbyt0k7t6qA1W3vE8+O599B+9kj+1m6XvKZpyWTytttumz59ekVFxfDhw2OxWHl5+QEHHPDUU0/dcccdcr1IRVHkwixud74ctZL5mp4fz66JNU2lkKdetxdNLmcuHyN2NoMTfy8An9r9O3qn18Hwfu9M2RgE90az1iNDwK7i1E5bZ+cQTXOf3e+m2bMkorSrA5XbvWVoP7vRbMEZXddjsdjatWvHjBmTl5c3cuTIWCzGOa+qqhJCVFVVlZSU7LS1ZG48kWPtx492845udrnM/ScPWz4A7I0d38W7uvCLD2dP5Fool1oYHL0dfkAZAzSzMJRn6mpvTrSfndrVKpDynpqaGjkoRS6iIqcH7TjsJ7PakFV29ZfF2Rog92S+i/GOzh7ZGwQBIGsJIeTWnv369Zs7d+6333771FNPFRQUyIHIlmWJHXhdZQAAgKyWmz3lANBx3O1jwuHwI488MnLkyHHjxlVUVBiGwRgLBAKlpaWBQMDtETcMQz5LDi4HAACAHSGUA0ArCCHq6+tramosy9I0bciQIcuXLy8sLFRVta6urrq6Wggxf/58uR+qfIpcp6W+vj4UCnlbeQAAgKyFUA4ArdC7d+9HH330rbfekiskcs4DgYC8LfvCGWPyRrPFEOvr6ydOnOhZvQEAALIbQjkAtIhcx/CGG2645ppr3KWsqWmNjt080Z2NGgwG3dcBAACATAjlANAKgUAgEAh4XQsAAIBcg1AOAK3T5qVUsPAWAADAriCUA0DrIFsDAAC0O6xT3uW0edForDYNAAAA0EHQU97lyG5OuVxGq2B+HgAAAEAHQSjvchKJRDgcblvCls9t9yoBAAAAdHEI5V2IZVm6rj/00EMLFiw46qijLMtSlO/HL8ndFlVVlbflmneapjHGOOe6ri9durSiomLKlCnydbz6LQAAAAByD0J5lxOPx+PxOO2whkZhYSERNTQ0yNv5+flCiK1bt7oPc58IAAAAAO0LobzLSSQSZ5xxxoMPPtjs/s8//5yIDj30UCL64osv5s2bFw6HH3/8cfcBkydPlpEdAAAAANoXVl/pchhj9fX1lmUlEgnLstLptGmaQoiHHnrooYceEkLU1tYeffTR69ev37RpU+Yj6+vrsRYeAAAAQEdAT3lXpCiKHBQu/1tTU6NpWt++fVOpVH19/cqVKwsKCqZMmdKrVy9qGuWi63rmAHQAAAAAaEeIWV2XbdtE9Pbbb++zzz7Dhg2bPXt2cXHx+vXrFy5caJrmk08++e6772JtcgAAAIBOgFDedWmalkwmb7vttunTpy9ZsiQYDMZisfLy8ptvvjkYDN5xxx3HHXccEaGDHAAAAKCjIW91XbquJxKJtWvXjhkzpri4eOTIkfF4nHNeVVUlhKiqqpKrIgIAAABAR0Moh8Y9PmtqalRVVRRFrk2uaRr6yAEAAAA6B1JXFyWEME0zFAr169dv7ty533777VNPPVVQUCAHkVuWJXbgdZUBAAAAchZWX+mKVFVljCmKEg6HH3nkkZEjR44bN66iosIwDMZYIBAoLS0NBAKMMdmJbhiGfJbc9RMAAAAA2hdCeZcjhKivr6+pqbEsS9O0IUOGLF++vLCwUFXVurq66upqIcT8+fPl+uXyKbZt67peX18fCoW8rTwAAABATkIo73J69+796KOPvvXWW5ZlERHnPBAIyNuyL5wxJm9kDlmRoXzixIme1RsAAAAgdyGUdyFyq6AbbrjhmmuukSuryNgthNj9Vp3yXxVFCQaD7usAQKsIIYgcItXrigAA+IVDpHad3cQRyrucQCAQCAS8rgVAVyGEcBxb03TGGD5yAQBaQyMix7GJmKKoOR/OcYboitq8lErX+bYK0C4454qiaJqeTNJ3321j7B9CXEwU9LpeAABZjTEiShUU/COdvrR37xKvq9NJEMq7ImRrgE7AuaMo6qZNVTNmPMnYO4x9SNRAdCdGsAAA7J6iEOd8yJCG9eunbtp0xSGHHDdy5AhNE5yLHN5EBaEcAKD9CeEoijpz5vxZsy65447qfv0oEiEijSjuddUAAPxCI6pat+7+Dz64//zzRz3zzMtFRbrjOKqam10bCOUAAO1JCCGEQ6S99NI8RTn72WdtXdeJuG1zIpsI16kAAFpEUWwhWP/+av/+4qc/nffcc2eNGPGP/faLcs7drVRyCUI5AEB7EkJwro0efdYll8w9/3xFCEUIizHSGj9usTkuAEDLCSFszmm//dTS0gUXXzzw0ktnn3POcXKvlRzL5Tk7LgcAoPNx7iiKsnDhKxdfPPf881XHEYzx3DprAAB0KsZIVYlzp7DQ+Mtfqv/3v1u2bIkpCuOcCyHavHZFFkIoBwBoH0IIxmj16uqvvhp3wQWKaQpVzZ2zBQCAhxSFODeLi42LLvrw73+fqqqqZZnudite1659IJQDALQPx7EZU+fMeXzMmCTnqq5zr2sEAJA7FIUsy+rfX9G0P3722bZgULMsK5dyOUI5AEA7cBxH07RFi94bNOjh/fZTiGyMWgEAaF+aJjiniy+uWbDg0qoqm3PLtu3MTcp9DaEcAKB91NezZct+c9JJcc6Zovj+9AAAkG0YIyF4aalSXr5o3rzXgsFgOp2Wg8u9rlo7QCj3gNgFr+sF/oD2k4Ucx1FV5V//eueII96NRFQhbK9rBACQm1SVHIedfDLbsOHB775rcDvLc+BUiFDuAcaYoiiMMU3TVFVljOm6nmPL+kDHQfvJQoyRbbPHH79z6FAmBOXufnMAAN7j3AmFmKJ89Pe/vxoOB1KplOM4OTC4HKeOzsY5r6qqisVisVisrq4ukUjEYrGampr6+vra2lryeXuCjob2k4Ucx1EUddGi1y+44J1oVBHCwVckAICOo2nkOOwXv2C1tb9dtapadpY7jiMHl/sXwym8MzmO4zjOmDFjPvjgA0VRLMuybdswDEVROOdz5swZPnx4Du8fC3sJ7Sc72bbFmPL//t+NP/vZ78rKNLlVEAAAdBzbZpomnnhC69590QknHKiqgVAopOu6vJLs06vH6CnvbIZhTJw4sa6urqampqGhIZVKxWKx2tragw8+GIkK9gjtJ9sIITRN37JFEM2IRoVtY9EVAIAOp6pCCG3ECP7RR/McR00mE+7Icq+r1nYI5Z1KVVXHcU466aTjjz+eiOQOsZqmEdH999/vde0g26H9ZCF5tfTzz9886KBqTVMZ8/H5AADALxgjIUSPHlzX31u9eosQjrx67OvFDxDKPSCEuOeeeyKRiBBCURTbts8888zjjjsO3ZzQEmg/WUUI7jjOl18uGDLEIlIwxRMAoHNwzvPzqUePz1asWGtZadM05bBynyZyQijvfKqq2rY9bNiwSZMmycnC0Wh0xowZQgifDoGCzoT2k1Waxq5won92704YuwIA0GlUVRCpI0fSZ58tsm01kUjI6Z7+7SzPwVC+q1Wcs4cchDBhwoTS0lLO+bXXXhsMBi3LYox5XbU98Ppv2xm8PsZ7hvaTPZrGriw5+OBqVVUwdgUAoNMwRpyLHj14Xt6ytWu3cG65neVeV62NciqUy7UpWNZTFEVV1eLi4muvvTYQCPzmN79RFMUwDK/rtWdEJAdsef2n7hBoPx2Ncq79CMGJ6Isv3ikvt4hUjF0BAOhMnIv8fCouXr527VbHMWUo9283kOZ1BdqNbdtyxtuWLVvi8ThjPljt8ZRTTunVq9eGDRs45yyLL3u7devfv788yLk3fBntp+PkdvvhXAQCqml6XQ8AgC5JCFKUQDpdH48nNS1sWZZhGG4uz+aT4458kDz2SDSNpn3xxRdXrVr19ddfH3rooZzz7J9ypWlaMBhsaGjwuiJ7pihKKpVavnz5wIEDr7vuumg06qZYv0P76QQ52X5ky1m/vuHll/v/+tdVnDNNa9HHqeMQEclvJbZNPj8MAACeEYIYU9esce6779Krrro2GDRKS0vz8vIMw5ALlPkrlPv+bCDPi8lkcurUqaqqjh079sADD/TX38BHNm3atHDhwgcffPCwww47//zzc6C/E+2nM+Ve+yGiVCqp6ylFoZYPYsz8pZHIAQDaTA4r796dotFPNmyoHDiwu2VZ7ggW353N/X1CEEI4jlNXV3f++eePHTv2yiuvlPfbtu1txXISY6x3796XX355dXX12LFjE4nEZZddZtu2qqq+a/cS2k9nyr324zi2pumLFj01cmScSFdVa49P4ZwUhRYuJM6pooLq6+npp+nKKykUInnN0j0Stk2q2vhfRZG9QUTU/GG7kvkw97nNbqMIFIEiUEQ2F9FCnIu8POrR46tvvqnab78SuVq5XBjRdyNY/B3KHcfRNO0Pf/jDeeedd8UVV5imqes6a9pOBdqdTLHRaHTBggXjxo077bTTevbsKXMV+ardS2g/nSzH2o9kWaaut3QQoG2TYdCf/0zBIFVUEBHdeCNddBEFAsTYD05Fsg3qeuOP7j+18CBlPkzelt8HUASKQBEowi9FtJwQZJoBXbdTqVQwaPl3tfJsHzW7GzJRvfTSS0R0xRVXpNNpuQCF1/XKZTKwcs6DweAzzzwzefLkRCLBGJPLD/nrDYD20/lyqf1InAvG0i1vNXLgytlnU8+eJATNn0+nnUZ5eY2noupq+ZoUj9O0aZRI0LXX0vz5RES1tY2vkE5TIrHngpJJiscbb9fXk+OQnCKBIlAEikAR2V+EENSqEwJjFAjwRKLBNC3ZU+7TNVh8HMrlsV66dOno0aM557r7fQ06mKIolmVFo9GSkpLly5fL7WwyLxX5AtqPV3Km/Wia/s039Yw9vc8+Ld02SJ51zjyT/vlPYozee4969qRQiN59l048kQYPptNOI0WhVIpuuIEqKiiVIlWlVIqOPZY2biTHocmT6b77iIh2NcZK3n/33fTwwyQEbdxIRx1F6TQtXYoiUASKQBE+KGLkSGKsFaFcbiE0dmx63bq30mmWSiVlKPflauXtv0FIp5Cn8E2bNl188cXJZDJzAyfoBHK16RdffPGmm25yHKe2tjadTsv3gJuushnaj7f83n5EUxNasWL7Y4/lCUGWxWTXzu7/xzkJQVVVtM8+9N13NGoUzZxJqRQNHUozZxLn9NOf0osvkhCUn0/PPdf4LNumcePoN78hIai4mDZs+P6ldlXEqlV00kkkBF1/PY0bR0LQkUeiCBSBIlCED4o46iiaMaPxZXf6Cjt7QfW77+iCC06fP3/RBx+8v3r16qqqqkQiISd9+uW0IoTwcU85EcXj8aFDhwaDQV9+H/IzuVzgMcccU1RUlE6n0+m0O7XC66q1AtqPV3Kj/RBRMBhJJluxgAxjZFkUjdIZZ9Ctt9JXX9GZZ5Jt06pVtHEjTZ9OJSX02WeNJ7xzzyXbJtMkVaUxY+iTT2jOHDr4YOrenRxnl71QjBHn9KMfkWFQdTWFQjRmDDkOrVyJIlAEikARvimCqBVLWjW9splMJt3hK34cVu7vCW2KoiSTSa9r0XXF43Fd1+PxeCqVCgQCiqIoiiLfA74YnI324y1ftx/Ouaqqy5e/dcghKSKFsVacPRijwkL69ls6/fTGUxoRnX46hUJ0zjmkqhSLkaZRXR2VlDT2A40dS2+8Qb//PZ1wAhkGOQ7tZryVnE56wAF0yy20YQPdfjs1NJCioAgUgSJQhA+KGDu2caRfC9dcYIxsm/foQYMHf7By5bnduxdmrorYopfIGv7uKaemLjfwhKqqnPN4PJ5IJFKplDsy2Ot6tQLaj4d83X6E4ET0xRdvHXJImkhteTuSp5mbbqJ586iwkPLyKBCgoUPpk0+otJTGj6fPPiPDoC1bvl+FwHGIcxo8mN56i665hogonaYHHqBUStakeRFyOunw4fTaazR0KBkG6TqKQBEoAkX4poiPPyZqZU85Y6RpdjKZsixT9pT7MZf7O5H461jnqmQymUgk5AiEzMHZXtdrz3xRyZzn3/ZDRIFARJ51WkvXqWdPOuIIIqJwmGbNouefp/32I12nU08lIeiBBygcJiJijFSVVJXOOYfOOIPy88lxyDTplVeounonZztqmk56+umUTNIRR5CqUiiEIlAEikARvimiooI4/8E+ay3BObMsK5025dlEnlBa9xKe64yB6x1A9qitWrXqkUceEUJYluV1jboWefzXrl374IMPfvrppx988MHq1au3bt3a0NBgmmb2z6tA+/GW39uPEMKyTCHE//t/U1avJiH0XU1p2tX/HIfi8R9MexKCtm/fyewo2ybHoQULaP/96cEHG++pq6Mvv2z8p10VYVmUSKAIFIEiUIQvi2jVh6qcan/ffYFJkx6aN2/20qVL16xZ4871zP4TisvfY8qF8Nt3oJwjhEilUqlUyjRN27Zt29Y0TVGU7B8TTGg/WcDX7YdzQZRqbV+OpCgUDhNv2ixDCGKMolGipn00bPv78ZSKQpzTmWc2XhdWFCoooMGD91CEppGmoQgUgSJQhF+LaA1BRIYhTDMlTyWZY1fkf31xWmE+zSVCCMbYypUrX3311YkTJ8pzudeV6kLk8V+3bt0LL7xw9NFHJxKJHj16FBUVFRQUhEIhTdOyfO90tB9v5Ub7Wbu2bs6c/a6/vopzpmmt/iAVO+wmveM9u3muELTHgewoAkWgCBSRq0Xs8Cx1wwZn0qTTzz33/0pKCnv06BmNRiORiGEY8oSSzecUl7/HlOc8IUSWLxInhJCjgTOvEHldqa5uj83GcRw5YqfTqrQrfmk/QgjHcZrd6TiCKNXmqcI7niB2c8rgnCyL3GPD2J7PdigCRaAIFJFLReyRYZBtm25PuY9WDnAhlGc1xlj2Lw8i15nOvGBEGBniqT02G1VVdV3Pkm6D7G8/tm0zxlRV3dm3nTYeQ7kphmU1Li/g/rqye2lHikK6/v3pKvNhmY/PvI0iUASKQBG5VMQeybNHZij3XS7P9sDnF+5ffac3drTjE4lIbnPodhkSUVVV1ZIlS4jIjQJZ2JWYTqfdyXm+ewN4q/ObjeM4qVTq5ZdfnjBhQk1NTTZch8nm9iMrU1tbO3r06IULF8pvO+1ykUHTiDHS9cbOJPdMxliLOooyHyZvyL9k5nNRBIpAESgih4vYKc5Fs57yLExNu+HvUJ49B9rtdGSMycvcmffsiJoCU2ZvpaZpjDFd1zO7OTNvc87l07MhS0lCCNM05QZaOybLLOd5PTu52aTTaVVVn3jiCbnmzODBgy3LIk+Pgzt8JXOR8mYfo57fDgaDr7766siRI0877bTXX39dHurMBt+a35eIKB6nadMokaBrr6X584mIamsbH5BOUyKx59dJJikeb7xdX0+O03hWq64mIuIcRaAIFIEicryIHQjGiHPuhnKsU951JZNJmZZqamrkZe6GhgbZFFKplFyG2bbteDwuH+M4joxN1dXVRCS3UJk2bVoikZgwYcKrr74qk3dJScnw4cOJSFEUzrmiKLW1tQ0NDVk1piXzOpHXdfGZTm42gUAgkUjMnTt39uzZ06ZN22+//d544w3K6FDvfHKtFfnRaRhGKBSS92dO9MycoNPJt+XRdhynsLCQMbZo0aKKioq77rpr+/btmqYZhtG2j/t0mm64gSoqKJUiVaVUio49ljZuJMehyZPpvvuIaJc7VMv7776bHn6YhKCNG+mooyidpqVL6cQTafBgOu00UhRKpVAEikARKCI3i9gNIYTTJNsuvbbITq+SZz95rL/++mvP15k2TVMIceONN1533XW//vWve/fu/cYbbySTyYEDB27btk0IcdNNN/3sZz87+eSTTznllNLS0uOPP753796WZX344YfDhw/v0aPHiBEjhBBVVVWBQOD444//xS9+MX/+fJlx16xZ87vf/U4IkU6nhRAvv/xyv379CgoK3njjDSGE7KvzhDz+69atu//++//6178+88wzS5Ys+d///ucuNZ3ly4J63n46v9nk5+e/+eabyWTyrrvukjto7rPPPitXrhRCZG7Z0znk8d+wYcOkSZMefvjhZ555ZvHixa+//vpHH31UX1+fTqfXrFmzdu1a+eusXbvWq9tr1qzhnMdisYKCAiJyl+gpKyu766473n9/xe9+1000LZHbkv/JlXdjMSospOeea7zTtmncOPrNb0gIKi6mDRu+f+SuXmHVKjrpJBKCrr+exo0jIejII2nmTOKcfvpTevFFEoLy81EEikARKCIHi9hFocrmzXTGGcdNm/anF16Y+eGHH/pxqfIs6nD1NV3X//CHP0yaNOn999+/7LLLtmzZ4naCJpPJeDxeU1MzZcqUhoaGG2644cYbb9y4cePtt9/+y1/+8rvvvqurq3vppZeKi4sNw7jiiiuefPLJiooKIpK9nqZpytefNWvWY4899umnnz7xxBMPPPBAqm0bCXYAIQQR+WVt6azSmc1m2rRp9957r6Iod9xxRygUmjt37gEHHNC/f3/Zle7Vr79y5cp///vf8se33377jTfekD0cr7766rx58+TtefPmeXX71VdfdRzHbdiO46iqSkTbtm279957//vf/wYCwTb84qZJhYV07rlk22SapKo0Zgx98gnNmUMHH0zdu5Pj7LKLiDHinH70IzIMqq6mUIjGjCHHoZUraeNGmj6dSkros88aT3goAkWgCBTh3yLakCmaZdxWP99r/l6bOXtSYENDwyWXXNKzZ8/q6mrDMGzb1nVdtgm5bkMoFOrevXtZWdmoUaOefPLJbdu2ff3115s2bZo+fXpJSclnn312zjnn5Ofnn3vuuXKpB5mTMm8sWLDgiCOOiEajF1988cUXXyxf2evfm6ipkm4o98tqoJQF7afzm43sMJg1a9b48eOrq6s1TfNw7EoymTz++OP79OnT0NBgGMaECROi0ajjOIZh/OpXv3If5vlteYjk+CLHcaLR6K9+9aubbrqhslJ98cX61v7W1DSNqa6OSkoa+3jGjqU33qDf/55OOIEMgxyHdH2XT7dtMgw64AC65RbasIFuv50aGkhR6PTTKRSic84hVaVYjDQNRaAIFIEi/FqEZVHbtmZr1inelpfwDnrK2wfnPBQKCSFkD6UkV50Lh8OyicglJtyREkRUUVExatSop5566vrrr4/FYpqm1dXVyVG2Oy1FXj0XQjz22GPJZJKyYKoi7TAl0evq+EknNxs5Vqe+vv6KK66YM2dOQUGBEMLD+QmMsUQiEY/HZR1qa2trampkVeXUT/kwOWvHk9tyIqz8kiNHKI4aNWrlypV33nlnKJSXSCTa1uCFoK1bv+8EchzinAYPprfeatwPL52mBx4geTFsx7e4PFENH06vvUZDh5JhkK7T0KH0ySdUWkrjx9Nnn5Fh0JYtKAJFoAgU4b8iJkwgImrbhn47ViYbYlLLIZS3DzlgQKZSy7I0TTNNs6amZsuWLW+//XYgEJCpS17+TqfTZWVlQ4cO/eSTT0pLS8ePH//ZZ58ZhrFly5Zm53iRsS7yaaedtnDhwpqamieffPKPf/yjfLXO/0135HaQe10R/+nMZvPUU09Nnz7dMIybb775zDPPPPXUU7du3er5IChFUeSAEHllQG3qGNE0zR3A7fltx3GSyeQpp5yycOHCV155pbi4WE4JaPP3mXCY7ruPwmEiIsZIVUlV6Zxz6IwzKD+fHIdMk155haqrd3KCIWpcxOD00ymZpCOOIFWlUIhmzaLnn6f99iNdp1NPJSHogQdQBIpAESjCf0Xk5RHnbV8V0b/d5EQ+n+i5YsWKLJnoecMNN0ycOFEIsW3btoEDByaTyTfeeKN3797XX3/9hAkTLr/88pNPPnnFihUHHHCA4zjTp0/fsGGDbdsVFRW9evU69dRThRDxePyRRx5JJBLyt5O/4Nq1ax9//HHRNBXvN7/5TZ8+fYYPH/6vf/1LZM1Ez7///e9/+9vf3n///RUrVlRWVsbj8eyfVOF5+/Gk2Xz00UfJZLJ3796lpaX77LNP7969vfr1/dJ+ZDVqamqWLFni3uMe5xUrqh95JF+0ZqLnjv+zbXIcWrCA9t+fHnyw8Z66Ovryy8Z/2tUTLYsSicxJTiQEbd++k9lRKAJFoAgU4a8iTHOXL7vT/8mJnlu2UEXFsb/73bQZM55/7733Vq5cmW3nlD1iQvjwmwSREIIxtnLlyldffXXixIm2bWttu9TRTmSPYzAYFELE4/FIJMIYq6mp6datGxElEgn5r4lEIi8vzzRNRVFkhaurq6PRqNjFAHG54qa78hpjTD6emo5AZ/6OmWTp69evnzFjRt++fYUQ++67b1lZWbdu3cLhsGEYmUvaZaEsaT+d32zkKoruxpnBYNBdhbAz+bT9uBM9Zf1XraqZN6//r39d5zhM01r3QWrbjRdnHYdUlebPp3feoTvvpEiEhGhFFxHnjZ1SOz4LRaAIFIEiukIRTS+ufPcd/8Uvho0YcUFpaVHfvvt07949y88pO0Io7yju+XtXdkxUe/wt3Ad4uGKG1CxUcc4HDBiQ/aHKlbXtJ7ebjctf7UcIwTnP/LvI+n/1VfVrr3WfONG27VaH8j2VSELQHv9WO563Wn4mQxF+L0L2DrZwJlzW/hYoAkW0CxnKa2v5+PE/Pe20S0pLC30ayrPiDJ0D5HUH9zY1rdXQ7F8zvwLJ9pF5zx5zoaZp8vFZEq1cvmjrWciTZpN5pawdf5e9keXtR453b3an4zhlZSHOT6ipIUVR9vJYck6WRe6LMLbnsx3RTs5tuzmQKCLHipDDcDu0iJ3egyJQROcU0SqcE5FYulQJBvsyZmX5OWU3sivb+VezjQB3vLGr2ZCtbTpZ2NR2mh2hJTxpNtm2VI4f249cDL64OMT5CVVV7fAlWVFI1zukAwlF5F4R8o1SXU1LlxI1xpHv75cYa75ineOQZe1ueWlq6v7c6Y9ih1G8jDWOPdjxYZn1ybzHcSidbl7KbmT/3wJFZEkR8hyydKkaCvUlshnza7j1a70hq/gxV0H28Gn7EYKI4tkx7gm6nKoqevNNImqcM0dNfZAyozPWfP0KVSVdJ1Xd5Upz8vHyiZk/yhAvb+/mf0Rk2z94BbcO7j1bt9Jf//r94wHaVzhMRDaRj5sXQjnsLT/GKcge/m0/jBFjWnYsTApdjqZRJEKUMUi3upqISFHIthv3apH3yMcsWkQTJtA//0lTp1JDQ+OdLjkbr7a28YlyuHBDA9XWkqaR41AySbZN8TgRUW0tpVLEOcViRESxWOOPmvb9K3D+gzrIGytW0IYNtGYNVVY2rwDA3hNCNNs6xesatRpCObSdnO4mmlaOy6phypD9fN5+BBGZZsKL1WsAGid6EhFj1NBAI0bQIYfQKafQsmVk23TMMfTii1ReTmefTQ0NFIvRZZeRbdPTT9NXX5Gq/iAQOw4pCs2aRUOGUO/e9PrrxBjNnk19+9Khh9KUKZRK0RFH0KhR1L8/DRtGJ51Et95Kp5xCQ4bQUUfRQQfRI4+QotCkSVReTt270wcfkON8X4cxY6iujr76ihYvphUraO5cWrmy8VcAaC9CkGWpqto81vormvs7lAshsmTRjK5J0zS5zaGbq+iHkxezHNqPt3zdfuSYxcGDj//Pfwwixx3XC9DJNI3uv582bqTly2nsWJo8mWybvvySli2j5ctJ1+mBB0jX6YIL6I9/pIMPpvJyCoUah5pQRiJ/7DH69FN64gl65BGqqaFLL6U//Yn+/W+aN4+ee44ch+68kxoaaOJEuvlm+s9/aOhQuugiisdp/nwqK6PFi2nxYvrmG3r+eZo8mVKp7+sQCNCUKXTMMXTttXTSSTRxIh1zDBG1aKYgwB4JQZqmVFXR++//uHfvPMvi/u0s9/d7Qgixfft2jvOhR2zbfu+992KxmK7rbqjyEbQfb/m6/cjJnQcddPznn4eF4EL47KMfspnjUKuGRcViVFFB3brRRRfRunW0ZQv16UMTJ1I0St27U00NhcNUWUm//jUtWEDnnCNDTONz5bDvBQvoiCMoGqWLL6ZFi8hxKBqlkSMpGqURI+i116i0lEpLqayMxoxpfG7PnmQYdOaZNGgQBQL07rtUXEzTp9Pq1VRZSVVV1Lt3Yx3KyhrHt1RXUzxOlkXpdPsfNOjiHIdsW9c01b+JnHwdyjnnffr0Wb16dSwWy1xIDjqB3Ex01qxZlmUZhiFb/44L/GUztB8P5UD7kRoaGkKhBh9+8kNWk1uOt5zcN9Elh3cbhrygT0VF9MEHtO++NGQIzZhB/frtfKqlu43L739PySRZ1g/qIASZZuPgcpnjLatxWHkySYpC6TT16UOjRtF559HixRSJEGMUCJAQjVvDKAqpKgUCpOsUCLT52ADsXDhMjFmKoipNGGPyvz5K534N5Ywx27bz8vL233//RYsWMcYczLfqRLKVv/POO+Xl5XJfFdn6va5XS6H9eMvv7UdyHKd370LbPr5dlioHIGrsIJ8zh+bN+/7HnXLHlBNRRQW9/jrV1NBzz9G++1JZGSUSjdGZc0qlaP/9afp0eughuuQSuueexo5q2WLl2+6002jhQqqpoaefpmnTKBKhH/2Inn2Wqqtp0SI67TSqrSVFaYzXQpBtE+eNFdA0isXo1FNpzRoqKaFly+jaaykQoHSaHKexDu4vsnUrVVfTxo2EK5TQXuQi5R9+qBhGb00TmqapqqqqqkzkXteudXx2Fsykqqpt25dccsmyZcvq6uo0TcM4hM5hWZamabNmzXIcp2/fvowxwzA0Tdtxpe1shvbjldxoP4wxx7FKSyOOc3y7LFUOQE1BedUqeustItpdclVVCgYbHzN2LI0eTeXljYurhEKUl9eYtgMB6tGD/vQnOuYYeustevppmjKF4vHve9Zld7j7CjNn0l//St260dSp9M9/Unk5jR5NF15IRGQYVFhIRKTrlJ9PwSCFQhQOk6ZRIkEnnUTXXks//jFdfjldfz1FIpSf31iHcFiuVUd9+9Lq1VReTrfe2hjrAfaenI703ntaKNRX14Wm6W4u91c3ORExv1wm3hHn3LKsQCDw3HPPPf300/Pnzw+Hw5ZlycsWXtcuNzmOIw/vCy+8cPPNN19zzTWqqhYWFhYXF5eWlpaUlBQVFUUiEcMwsv+vgPbT+XKp/QghLMvU9cDUqZPHjXuoXz9dCMtXH/6QjeT6hl99RT17UlHR7h7JOdl24xgVImKMqqspGiUism1KpRoHkMTjpKq0bBk99hiFQvS//9EDD1BFBXHefHRK5ivIFRKJGu/hnBIJCocpkaC8PLJtMk3StMZtgAIBsizStMZFFTWN8vIanyLrkEoRUeNXCPma3boRYx214zp0NbZNmkaPPMLef///jjrqR8XFPfr06dOzZ8+SkpK8vLxgMCg7fXyRzn289ITc+7q+vv7CCy/cvHnz+PHjp02b1rt3b6/rlcvkhu0zZ868/fbbr7rqKl3XdV0PBAKBQEDXG7+b7moTymyD9tP5cqn9UOMgHAoEIqap+rZzA7KLbPgHHrjnRyoKGcb3T7Ht7/O0jMWSXMv8hBPohBNo0yYKh6lbNyJqPmZdbhIkX0GOUZH/jUYbE498QflfTWu+A5GsCeeNXyRkpnfr4MZxSZbi1hxgbwhBisLq68X//te7pCQiBNM0TZ5N3JHlXtexFXzcUy6EcBzHtu2GhgbG2PLly3/7298edthh5eXlRx55ZCqV2mlPW1b9eRRFMQwjJbsRspi7nvSzzz778ccfRyKR4447Tk7LC4VChYWF3bp1Ky4uLioqKigoCIVCmekqa6H9dJpcbT9yNPzHH69funTgr35l2zbTNL9+nEJWcTfCbJXMjmf3trzh9nwT/eD2bl5hp6/T7Mcdn5K5t2jmY4h2UjeAvScEMabU1vKKiiEnnHB6YWGkT5++ffr06d69ezQalZdefTSOxcc95dQ0XcwwjLq6un322WfSpEmffvrps88+O3v27AMOOKBZqNrV1w95fyf/tWRMqampWbVq1ZFHHsk5z4aL9bs5FEKITz/9VAgxdOjQsrIy0zSFEIZhyNHAehN/zXRG+2n3WlGXaT+ynrZt9+tX9uabx9fULCksZEIIP9Qdsl3b3s2Zbc+9LW/IF8yc2bnHV9jp6zT7ccen7KYOuykFoM2EIMbEsmVqfn4ZY9y96OpO9PTR1VfKgVCuKIqqqoFAIJVKBQKBQw89dNCgQXV1dcFgUK587DiOZVnpdNo0TdM0LcuSXVz0w5jV+aFKDnIyTTMUCiWTSbVVK2B1WK3c2/KAyDYtA9Oxxx4bDoc556ZpysOu67phGMFgMBgMynSlaZqPrhah/bR7rdzbXaT92LZVWhq27WNrapZ066YIgZlrkL188sYCaAXOSVHEhx8qut5H10nO8nQvt/orkZPfQzk15SpN0wKBQDAYTCaTpmlyzisrK23btm3bsizbttPpdCqVMk3Ttm3HcdwVkT38U2maVl1dHYvFNm3alEgksqGn0+UeHDnwWh7eSCQiezd1XZd3BoPBUCgUDofdUOWjRCWh/XSErtN+FEURQgQCjuOo2D8IAKDzOQ7puqrrpGVwQ7m/zik+DuXuFyDZ5RYIBOTqGXKFB03TZJySHZyyr05mLMdx3L+TPKd6Un+5x3g4HC4uLg4Gg9kTqhhjbk+wEEIeXpmr5HgDeTANwwiFQpFIJBKJhMNhOVfPR28DtJ8O0kXaj6QoKmPi2GMvfe21qb/6lYVh5QAAnUYI0jSloYG/+Wb/gw8u4lxxR0W6SyJ6XcfW8XEolzJ7Ojnntm0TkaZphmGk02nLsuSQg3Q6bRiGbdtyTALL2KnEk7+Z7DK0bTsSiZSUlGRVqHJTZuaxkodUJiejSTgczgxVfuzpRPtpd12t/di2ve++Pd9889i6urfz8xUi7EIFANAZOCdVFR98oBD1CQaZpuk7hnJ/nVP8HcqbdXZyzgsKCmQ/XCgUcscBy1zlDjwgIncVZK/+WkKIQCDgOE5+fn6vXr3kTu+e1GSn5FHinMsuT3cQQmaikivZRSKRUCjk025OtJ8O0kXaDxExxkzTKSuLqOrJmze/V1jIsLIEAEDnEIIcR7z9diAc7mMYTJ5KJD8mcvJ7KJfc3jUhhExLcuyBjFPusGB3KLDsuvP29C9DVTqdLigo6NOnT21tbbaFKsnt7MzMVbLXU45DkNHKvd93bwBC++kAXar9aJomhHXssWe/8cadBxxgOw5GsAAAdDh37MqyZT/af/8I56rb6eOuU+67c4rvQzljjUutq6oqV6OUvZ52E7kWtey0c/NBZpzyavhBKBSqr6/Pz8/v0aOHrHnnV2On3OEHIoNMojKwynQlZS4/JJ/lr/cA2k+76zrtx73SYtv2gAF93nnnmJqadwsLMYIFAKDDcU6MifffVxynTyikuh098kZm35mPTiu+D+WUcWpkTSvc6bqemaXcy+iUccp3n+VJnd1tU0KhUDQalfPhPKnJTslclZmu5A0lQ+aOWe73UR81fRfaT7vrau3HNJ0ePfI5P7mu7t1u3dhuNmcBAIB2IQSpqnjvPT0U6qXrzDACoVDIXctLnl+8rmOr5UIop6b+TndcgYxWck9v104f71WFZahyW4/cxdCryuyUaNqFMfPOzO+dO34N9WOiktB+2l3XaT+MMV03TDN1xhnn3n77I089VWcYjAgjWAAAOorjkKYp8+fzBQsGHXVURAhVDoaU3eTN1in3kew6ke+NzC5Md0CC28FJnm71siM5fFnORSAiGa28rdJO7eqgNVt7xPPjuffQfjpCF2k/jLF02j7ooEGlpT/79tvfDhyoCmH7/HcCAMhecjWBd9818vIO0HVqWjsg4G6F4ccB5ZRLoVxq9jeQkWVXycCrFabdot1G467mkT12daCaHWE/NvrdQPtpL12k/bhfKjRNc5zEOef83/z5f7nuunpM9wQA6CBCkKIoW7bwjz4aOGhQlHM12EQuwOIusOu7zvJcC+VSC0/83g4/oKar+ZSVoSqTv9r03kP7aV85337kaJxk0j7kkAELFlz4zTfT+/XT0FkOANARHIc0jf/5zxrRgYGACAZDkhvKfTp2hYiy90QOAOAXiqLoumFZ8XPP/fXf/jYkmXQ4z6KptwAAucFxSFXZW2/Ra6/9dN99CxjTZCIPh8Ny1wv/zvIkhHIAgL3hXiFVVVUINmBAaX7+hDffFKoqbNvrygEA5BYhGJH44x/LotEBmkaym1wmcrn4QbP1EL2ub+sglAMA7C356W8YRiqVOPXUE99/f1gyKTRNy5gqDAAAe8W2SdOUBQu0zZuH9OypK4ohE3kkEsnLy5M95f4du0II5QAA7UKupKkogdJSfdiwB889V4vFbEVR0V8OALCXhCDTJE1TZsxwJk8+6KCD9uOcIpFIJBLJz8+XiTwYDLpLr3hd3zbKzYmeAACdxl2DRVVVw9DT6dTgwSVHHvnbO+548u67/1NQoFmWo6rCnx03AAAek6uSGwafP188+OCRhx8+mDE7FIrIDnIZysPhcDAYzFyh3I+d5QjlAADtwN12KhgMptPpiy466d//HnTzzTeecMJ/zjuPiBgRI8JwFgCAVlE0jScS/N57adWqMaecsr9pxhjTZB+5TOQylPt6hXIJoRwAYG9lLliu63o4HK6qSvbvn3f44bfPmPG3r79+6yc/aRgyRCSTJE8Wvj1lAAB0BsZICCoqomSS/+UvxqpVvb/55phhw/o3NNTreigQMGQfeUFBQUFBQSQScVco9283OSGUAwC0F9lZrmmaYRgFBfmWZQ0aFP35z//vk09OmTlz+dNPrzj88H8rihxjLqhxUzq56HzjTkM7bkjlzzMLAECL7OpDjzESgh1yiPLss+Xp9BH9+3c74IBgLJYIh/MURQmFQgUFBUVFRd26dcvPzw+Hw3IxRF93kxNCeRfk7jvTaU8E6Ap+OLLcCAaDBQX5tm3F4+ny8tJ99vlpMjkkHD5JCIdz7jhOOm2mUslkMplOp03TtG2Hc970Lvv+RIV3HADkMHfLZ/dzr6l3QzUM4733gr17l+bna4qipVJOOBxRFMUwjHA4LBN5QUFBXl6eXAzR16PJJYTyLkc2VsuyWvtEXdc7oDoAOUXO+hdCBINBx3Fs23YchzFmWUIIUV/f3TQt27Yty0qn06lUMJkMpNPpdNrknHPOiQRjjIgJIfx7XgEAaJWmTzwhhCCS83MUwzBCoUBeHjFmGEbj6BRd14PBYCQSKSoqKioqkt3k7hRP/667IiGUdzmJRELOh2jzc9u9SgC5gbHGMK2qqqZpoVBICCHv0TQtEIiFw8l0OmXbdjqdTqeVdFpJp9V0OmDbFuecMrrbkcgBoEuRn5bU1HeuKIqm6YZhBAKBYDAYCATkxkCBQECOXcnPzy8sLMzPzw+FQu6iK+Tzq4sI5V2IZVm6rj/00EMLFiw46qijLMvK/E7pOA4Rqaoqb8uIIOdMcM51XV+6dGlFRcWUKVPk63j1WwBkM3k+kCPLhRChUIiaJoAahpFMJpPJpGmapmmmZQ+5acredJndEcoBoGvKDOWZvRsyl8tQbhhGKBQKhULuYoihUEj2oLu7eHr9e+wVhPIuJx6Px+NxyhjIJRUWFhJRQ0ODvJ2fny+E2Lp1q/sw94kAsHvydJIxVpJpmhYMBpPJZCqVMjNYltU0cIXcKUp+P68AALSBG8rdj0RFUXRdNzIEg0G5T5ActWIYRmY3ud8hlHc5iUTijDPOePDBB5vd//nnnxPRoYceSkRffPHFvHnzwuHw448/7j5g8uTJMrIDwG64g1jkhSZq6jiXF2HT6bTVxLZtmcjl4xHKAaArywzl7qei/PzUmwSayDgu1ybPmU9OhPIuhzFWX18vM4Gu65xzxpgc1kJEzz33XF1d3dFHHz1u3LiCgoL6+vpgMCgfWV9f7/cpFACdI3NwufyvvA4bCATkLE85ZCUzkWcOXMEsTwDoauTn3o6DWNxcrqqqHKkis7g7szNnEjkhlHdN8noQNS2oUlNTo2la3759U6lUfX39ypUrCwoKpkyZ0qtXL2r65qrrOhI5QMu52dod6aiqqlwMMTOOZw5xyXyuR7UGAPBM5qjazM9GN5rLDg73dmZ3hjc1bm8I5V2Xbdu6rr/99tujRo0aMGBAIpG46KKL1q9fv3DhQtM0n3zyyRNPPHHYsGFix5X9AaAF3POE2//NOZdzqd3rs5RDpxMAgPblfkjKXE5NA81zL45LCOVdl6ZpyWTytttumz59ekVFxfDhw2OxWHl5+QEHHPDUU0/dcccdiqIIIRRFkQuzAEAbuF3mbn95Zge5e8WWcu7sAgDQNu5HYuZYvh2DeO59ZiKUd126rsdisbVr144ZMyYvL2/kyJGxWIxzXlVVJYSoqqoqKSnJvRYP0PmavY/kjzsduEI7LIsEANB17OrzsIsM8EMoh8b2XVNTYxiGnE4hF46QPeVe1w4gd7TkvJLD5xsAgFbpap+HmLrXRQkhTNMMhUL9+vWbO3fut99++9RTTxUUFMgL65bcE/yHvK4yAAAAQM5CT3lXJOcsK4oSDocfeeSRkSNHjhs3rqKiwjAMxlggECgtLQ0EAu74LcMw5LMwuBwAAACgIyCUdzlCiPr6+pqaGsuyNE0bMmTI8uXLCwsLVVWtq6urrq4WQsyfP19uAC6fItdpqa+vl3uGAwAAAED7Qijvcnr37v3oo4++9dZblmUREec8EAjI27IvXC4Q4ThO5pAVGconTpzoWb0BAAAAchdCufc6bdC2pmlCiBtuuOHqq6/mnFOL13lwtwoPhUJCCPk6HVtX2C13wzOvKwIAAADtA6HcSzLgyl3uO63QQCAQCAQ6rTjoCPJrUigUkjvRAAAAgN8hlHtJ07TKyso1a9Y4joN0BS0nN3Vau3ZtLBbzui4AAADQDhDKvWQYxtdffz137lzOudw/FqCFFEWxbfu4446Tt72uDgAAAOwVhHIvJRKJ4cOHX3311V5XBPwNoRwAAMDvEMq9xBhLJBK2bdu2rWmd9LeQK6tYlsUYa/lETyGErutYqjzbKIqCRA4AAJADEMo9Jre1J6JOC+WJRCIcDretOPncdq8SAAAAQBeHUN6FWJal6/pDDz20YMGCo446yrKszE5W2QUu55s6jiPXTJSLw3DOdV1funRpRUXFlClT5Ot49VsAAAAA5B6E8i4nHo/H43HaYZXrwsJCImpoaJC38/PzhRBbt251H+Y+EQAAAADaF0J5l5NIJM4444wHH3yw2f2ff/45ER166KFE9MUXX8ybNy8cDj/++OPuAyZPniwjOwAAAAC0L0wR63IYY/X19ZZlJRIJy7LS6bRpmkKIhx566KGHHhJC1NbWHn300evXr9+0aVPmI+vr6+WeNQAAAADQvtBT3hUpiiIHhcv/1tTUaJrWt2/fVCpVX1+/cuXKgoKCKVOm9OrVi5pGuei6jlU+AAAAADoIYpYHxC50cjVs2yait99+e5999hk2bNjs2bOLi4vXr1+/cOFC0zSffPLJd99915OKAQAAAHQ1COUeYIwpisIY0zRNVVXGmK7rnT8yRNO0ZDJ52223TZ8+fcmSJcFgMBaLlZeX33zzzcFg8I477sBukQAAAACdA8NXOhvnvLq62jAMIqqrq0skErFYzHEcTdMcxykqKhJCdE5A13U9FoutXbt2zJgxeXl5I0eOjMVinPOqqiohRFVVVUlJCQaRAwAAAHQChPJO5TiO4ziXXnrpBx98oCiKZVm2bT/44IOKonDO58yZM3z4cM65XCy808jkXVNTYxiG3MxI9uIrioKxKwAAAACdACMTOpthGBMnTqyrq6upqWloaEilUrFYrLa29uCDDx4+fLjjOJ2TyIUQpmmGQqF+/frNnTv322+/feqppwoKCuQgcsuyPB/yDgAAANB1IJR3KlVVHcc56aSTjj/+eGraL1PueH///fd3ZjXkuPZwOPzII49cddVV9913X0VFhWEYjLFAIFBaWhoIBNyx7/L+Tu6/BwAAAOg6MHzFA0KIe+65Z+TIkalUSlEU27bPPPPM4447rnO6yYUQ9fX1NTU1lmVpmjZkyJDly5cXFhaqqlpXV1ddXS2EmD9/vly/XD7Ftm1d1+vr60OhUEdXDwAAAKALQijvbKqqWpY1bNiwSZMmTZkyRVGUaDQ6Y8aMTpvf2bt370cfffStt96yLIuIOOeBQEDelh35slPccZzMISsylE+cOLETaggAAADQ1bDcGyuc/b+RHKJdW1t74IEHVlZW3nnnnXfccYfsje6E0k3TTCaTnHNq8bGS3xYURQmFQoFAoGPrBwAAAND15FQodxyHiHw09Pmee+657777Ghoa5LByX7Bt20e1BQAAAPCF3ElXbljcsmVLPB5nzAffN0455ZRevXpt2LCBc579K4Izxvr16ycPcqetEgMAAADQFfggue6ROxr7xRdfXLVq1ddff33ooYdyzrN/K0pN04LBYENDg9cV2TNFUVKp1PLlywcOHHjddddFo1F0mQMAAAC0F9+HcpnIk8nk1KlTVVUdO3bsgQcemP29zj61adOmhQsXrly58rDDDjv//PPRXw4AAADQLvwdyoUQjuPU1dWdf/75Y8eOvfLKK+X9tm17W7Gc5C5VXl1dPXbs2Isvvviyyy6TuRzfggAAAAD2hr9DuRxBce+995aVlV1xxRWmaeq6joDYceS3IE3TUqnUuHHjpk+f3rNnT9u2ZVjHkQcAAABom2wfdb0bMh2+9NJLRHTFFVek02m58aTX9cplcv9RznkwGHzmmWcmT56cSCQYY61aYBEAAAAAmvFxKJcRcOnSpaNHj+acd84i30BEiqJYlhWNRktKSpYvX66qqm3bnHO5/rrXtQMAAADwH7+GciGEpmnfffddZWXlwIEDiSj711rJJfJoH3300bNnz+acp1IpuUg8ob8cAAAAoPX8HWTj8fjQoUODwaAcPgGdRobyY445pqioKJ1Op9Npy7Jkf7nXVQMAAADwH3+HckVRksmk17XouuLxuK7r8Xg8lUrZtu04jmjiddUAAAAA/MT3m79g1IqHVFXlnMfj8WQyGQgEFEWRyyNiui0AAABAq/g70aJHNhskk8lEIiFHsKCzHAAAAKAN/B3KIRskEolUKuWOKUccBwAAAGgtf4dy5D/PCSFSqVQqlTJN07Zt5HIAAACANkAobx+O47hrAu4NPyZax3EsyzJN07IsrFYOAAAA0Aa+n+iZJeQ+83vPd/NWhRByNDkSOQAAAECb+SwCZiHZQb5gwYIFCxYIITL7yzMTqnu72Q33AXKF76VLl1ZXV+/0FWRZ6XQ624KvXKdcjl2REz0pmy5iAAAAAGQ/hPK9JcP0Cy+88M9//pMxpiiKvIdzLhcHtG2biNyFApvdcFcPlM968803q6qqiEgIkfkKMuNu3br1r3/9a7atOZhOp03TdByHc+7H4TcAAAAAnvN3KM+e/Jefn9+rV6/6+vra2lpFUYQQiqI0NDTU1tZqmsY53759u5wEmU6nE4kEEaVSKSKS/eJu53ckEtG0xjFFma8ghKipqVmxYsWGDRvWrFlTWVlJ2fHrCyHkaHL3mwNlR8UAAAAAfMTfoTx75OXlzZkzZ9iwYfvss8+SJUsYY7Nnz+7bt++QIUNuueUWRVE++uijc845R1GUG2+8cerUqUR00EEHnXDCCeXl5RUVFW7nt9vTzBibO3du5it8/fXXixcvXrFixdy5c1euXElZk33lqBXZTe51XQAAAAB8CaG8fTiOYxjGkiVLpk2bdvfdd9fU1Fx66aV/+tOfPv300/nz58+cOXPkyJEDBw78/e9//+GHH1511VXJZHLTpk2XX3758uXLq6qqXnrpJbeDXIrFYhdeeKH7Ci+++OJRRx113XXXnXTSSRMnTjzmmGMoC2aFyi8S7oZBmeNqsmqADQAAAECWQyhvH/F4/NRTTy0uLj777LNXr15dWVnZo0eP0047LRqNjhgx4vXXX+ec33XXXdddd90pp5zSo0eP+vr6srKys88+OxqNDhs2bOHChc1e0DTNkpKSkSNHyldYuHAh57yqqioej1uWlU6nPfk1d0p22CuKgiAOAAAA0Db+XhIxC1Mg57yoqEjX9UQi4a6T6DgOY2zp0qU9evSIRqOMscwVVHbV4Z1KpTJXWlQURVXVQCCg63pH/xatIqe3uqE82+ahAgAAAGQ/9JS3j1AotHDhwu3bt//jH/8YM2bMj370o969ez///PM1NTWLFi0644wzGGO//vWv//SnPy1btuyVV14pLi7evn377Nmzq6urFy1adNppp8nXcceURyKRfffd97nnnpOvIB+gKMrWrVurq6s3btyYPQO42Q95XR0AAAAA/0Eobx/5+fmGYfz0pz995ZVXJk6cyDl/9NFHZ8yYUV5efsYZZ4wdO3b+/Pndu3c/88wzL7nkkj/84Q9y+Mof/vCH8vLy0aNHjx07VobsYDAoe8eDweDDDz8sX2H06NHnnnuu4zh9+/ZdvXp1eXn5rbfeKtdy8fr3Jmq6XoE4DgAAANBmLEtW8GgtOa1w5cqVr7766sSJE23bbjZRspMlk8lQKFRXV1dYWOhWj4iqq6uj0SjnvKampri42HEcVVVra2tTqdT++++/bt06IopGo+6KK6ZpapomF1XMfAX3AfKebt26yTEwXkVhWfT69etnzJjRp08fIcSAAQNKS0uj0Wg4HDYMQ1VVxHQAAACAFvL3mPLsEQqFiCgzkXPOFUWJRqPyC0NxcTERqaoqB52nUqk77rgjHA4Hg0HLstxh4oZhyBs7voJbVjQadR/Tmb/jrmDFFQAAAIC9hFDePjIvOMhsKqdvCiFknna7umUveDAYvOGGG+T9u5q42ewVMsvKtvjr0+stAAAAAFkCY8rbx65mOmb2IjfrUbZtm1rQu7zjA7ItkVNWVgkAAADARxDKPePtIPh25C7viP5yAAAAgLZBKId2gFwOAAAAsDcQymFvIY4DAAAA7CWEcmg7OeVUCCH3PMrcphQAAAAAWs7foXzHlUmgM2ma5jiOTOTuXqSI5gAAAACt5ftQvn379izZ2LILsm37vffei8Viuq67oRwAAAAAWsvHoZxz3qdPn9WrV8diMVVVkQg7k23bQohZs2ZZlmUYhlzwMbOPHH8OAAAAgJbzayhnjNm2nZeXt//++y9atIgx5jiO15XqQmQKf+edd8rLyznnqqrKfZG8rhcAAACAL/k4Ramqatv2JZdcsmzZsrq6Ok3TMI6lc1iWpWnarFmzHMfp27cvY8wwDE3Tmu2OBAAAAAAt5ONQLnvH+/Xr95Of/OSss85KJBKKoliW5TiOgI5h2zbnXNf1F1544cYbbzzxxBMVRQmFQrquq6qqKIqiKEjkAAAAAK3l46VLGGOqqtbX11944YWbN28eP378tGnTevfu7XW9cpmmaUKImTNn3n777VdddZWu67quBwKBQCCg67qmaXIcC6GzHAAAAKA1mPDthDwhhOM4tm03NDQwxpYvX/7b3/72sMMOKy8vP/LII1Op1E6HOCMstoFoWo/82Wef/fjjjyORyHHHHSf7zkOhUGFhYbdu3YqLi4uKigoKCkKhUGY6BwAAAIA98nco55zbtp1Op+vq6kzT3Lx586effvruu+9GIpEDDjigWSjf1W8q70eCpN0eCiHEp59+KoQ4/PDDy8rKTNMUQhiGEQ6H8/Pzo9GoDOWRSCQYDGqahnEsAAAAAC3n71AuO8tN04zH43V1dbW1tYlEIpFI1NXVBYNBuXK24ziWZaXTadM0TdO0LEumefphTEeCpJ0dEJmt5TCVVCoVDoc555xzRVFUVdV1PRKJFBYWRqPRbt26FRQURCIRwzBkNzkOKQAAAEAL+XhMuSRX4tM0LRAIBIPBZDJpmibnvLKy0rZt27Yty5K96alUyjRN27bdmaCELL4L7sGRA/fl4Y1EIrJ3XE7r1DQtGAyGQqFwOBwMBuUCLOggBwAAAGgDH4dyd0Kh7LINBALhcFiuviJjuozjsoNc9vXKjO44jtuPqyiKf68VdBDGmHslQQghD6/M5YZhyFCu67phGKFQKBKJRCKRcDgs53q6feSI5gAAAAAt5+NQLmX2lMsh5kSkaZphGOl02rIsOWQlnU4bhiFX9JPTFt0R54iPzbjfUjKPlTykMnkbTcLhcGYoR085AAAAQNv4O5Q36yznnBcUFMh+3FAo5I4jl7ncHbhCRHJFbUIi3wV5lOTwcWo6wpqmZSZyuRJiJBIJhULoJgcAAADYG/4O5ZLbOyuEkGlbjl2RcdwdVu4OJZddv4iPu+HuFuR2lmfmctlrLsexyGju3o/jCQAAANAGPl59xeUmSMdx5MrlMoVL8h7Z6evmy8w4jhzZjNskMvfylN9k5Bcemc4ld88gdJMDAAAAtFkuhHJqypGyZ1fKzOLuMAzKiODYeHI33OOZ+SM1DfvJTOfujzieAAAAAG2WI6GcMnJks6EXrswHy/0pkSB3w93FM/POzOsMmUOAkMgBAAAA9kbuhHKpWRev20FO2CqoTXZ10JqtXYPjCQAAALA3ci2US81+qV0ly5z83dvLrg5Us/yNOA4AAACw93IzlAMAAAAA+IjidQUAAAAAALo6hHIAAAAAAI8hlAMAAAAAeAyhHAAAAADAYwjlAAAAAAAeQygHAAAAAPAYQjkAAAAAgMcQygEAAAAAPIZQDgAAAADgMYRyAAAAAACPIZQDAAAAAHgMoRwAAAAAwGMI5QAAAAAAHkMoBwAAAADwGEI5AAAAAIDHEMoBAAAAADyGUA4AAAAA4DGEcgAAAAAAjyGUAwAAAAB4DKEcAAAAAMBjCOUAAAAAAB5DKAcAAAAA8BhCOQAAAACAxxDKAQAAAAA8hlAOAAAAAOAxhHIAAAAAAI8hlAMAAAAAeOz/AwLx6Ioc8Mf7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=988x400 at 0x18F78849400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h2>Running pipeline 2</h2>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Drawing diagram using blockdiag'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
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utonmO8RJUnfgAODv8bEIfSF3xl1uAg7OdJyyK4k651yWJdHOkp5PezzazEanPb6aMGwx1WfSCZhvZsvi45lAt0wn8STqnCs7WSbRefUNcZI0EPjUzKbGkTdQ9+idjGNAPYk658qKKMiMpF2AAyXtD6xCaBO9GugoqWUsjXYni+ni3ibqnCsvyn+Ik5n90sy6m1kPwtjwR83sCOAx4LC42zCy6Fj2JOqcKztNOE70HOAMSW8T2kgzzpf26rxzruwUcsaSmU0kzIDEzN6ljuGODfEk6pwrO6W0AIknUedcWSn2tM5MPIk658qOJ1HnnMtDKa3i5EnUOVd2vCTqnHO5kidR55zLmRBVXp13zrnclVBB1JOoc678eHXeOedyJEGLFp5EnXMuZyVUEPUk6pwrP16dd865XMlLos45l7MwxKl0VvH0JOqcKzteEnXOuTx4m6hzzuVIwmcsOedcPkqoIOpJ1DlXfrw675xzufLqfGXbctN1eeSJq5MOI1Gr731J0iGUhC8e+b+kQ6hIwqvzzjmXB7/GknPO5cWr8845lyuf9umcc7kLbaKlk0U9iTrnyo4nUeecy4O3iTrnXK68TdQ553InH+LknHP5aVEO1XlJqzX0QjP7qvDhOOdcZvkWRCWtAjwBtCHkwTvN7NeSNgBuA9YApgFHmdmSho7VUEn0VcAIIwpSUo8NWC/nd+CcczmSCtI7vxjY08wWSGoFTJL0EHAGcJWZ3SZpFHAs8NeGDlRvEjWzdfON0jnnmkK+1XkzM2BBfNgq3gzYE/hJ3H4TcCEZkmhWFyqRNFTSr+L97pK2a3zYzjlXGFLmG9BZ0vNptxO+fwy1kPQi8CkwHngHmG9my+IuM4FumWLJ2LEk6TpClt4NuBz4FhgF9M36HTvnXIGI0EOfhXlm1qe+J82sBthaUkfgHmCzunbLdJJseud3NrNtJb0QT/y5pNZZvM4555pEITvnzWy+pInAjkBHSS1jabQ7MDtjLFmcY6mkKmJGltQJWJ57yM45lweJqqrMt4YPoS6xBIqktsDewOvAY8BhcbdhwH2ZwsmmJPpn4C6gi6SLgCHARVm8zjnnCk5AVf698+sAN0lqQShM3m5mYyW9Btwm6VLgBeAfmQ6UMYma2b8kTSVkaoDBZvZK7rE751x+8s2hZjYd2KaO7e8C2zfmWNnOWGoBLCVU6bPq0XfOuaZQapdMzpgQJZ0H3Ap0JTS0/kfSL5s6MOecq0+VlPFWLNmURI8EtjOzbwEkXQZMBa5oysCcc64+pVMOzS6JflBrv5bAu00TjnPONUyUzwIkVxHaQL8FXpX0cHzcH5hUnPCcc64Wlc9SeKke+FeBB9O2P9t04TjnXGYllEMbXIAk4/go55xLQrmURAGQtBFwGbA5sEpqu5lt0oRxuRwsWrSIAwfswZLFi1m2rIZBBx/COef9OumwiqaqSjx1/XHMnvcVh/5yDI/8aRjV7cIM5TU7rsrzM2Yz5PzbE46yeMY9/D/OPONn1NTUMHzEcZx19rlJh1QQZdMmmuZG4FLg98B+wDH4tM+S1KZNG+4eO57q6mqWLl3KwP67s9c++9Jn+x2TDq0oRh66PW98MI/2q4bEufdpN6147taLDuOBp95MKrSiq6mp4fTTTuXBh8bTrXt3frhjXwYOPJDNNt886dAKonRSaHYD59uZ2cMAZvaOmZ0P7NG0YblcSKK6uhqApUuXsnTp0pKq9jSlbl3aM2DHnvzzwRdWeq66bWt237YHD0yakUBkyZgyeTIbbbQxG2y4Ia1bt2bw4UMZ+0DGaeBlQSqtcaLZJNHFCn+J70g6SdIgYM0mjsvlqKamhn47b8dmG3al3x57s13fHZIOqSh+N3Jfzrv+EZbbyiuXHbjrpkyc9j5ff9vgVR4qyuzZs+je/bt11bt1686sWbMSjKiw8l2ApKCxZLHPz4Fq4DRgF+B4YERDL5A0UdK+tbadLukvuQYaj3GxpL0z77nS6/pJGpvPuctFixYtmPj0VKbPeJ9pU6fw+muVv8zBfjv15NMvvuGFNz+u8/khe/Xm9gmV/zmkszq+TCqpVpLlosxFkc0CJM/Fu18DR2V53FuBocDDaduGAmdlemEs9crMVmp3NbMLsjx/k2gotlLToWNHdtl1dx4dP47NNt8i6XCa1E5brMvAXTZhwI4b06Z1S1Zr14YbzjuYEZfdyxqrtaXPpl05/P+aT4cShJLnzJkfrXg8a9ZMunbtmmBEhSOKW13PpN6SqKR7JN1d3y3Dce8EBkpqE4/VgzD3fpKksyRNkTQ9Lq2HpB6SXo8l1WnAupJulPSKpJcl/Tzud6Okw+L9vpKelvSSpMmS2ktaRdI/42tekLRS262kNSTdG8//rKQt4/YLJZ2Ztt8rMa6VYsv2wy22eXPn8uX8+QAsXLiQxx+bQM9NeiUcVdO74G+PsvHga9h06LUcffHdTHzhPUZcdi8Ah/TbjIeeeYvFS2oSjrK4+vTty9tvv8X7773HkiVLuGPMbRww8MCkwyoMlVZ1vqGS6HW5HtTMPpM0GRhAWNR0KDAG2AfoSVhqSsD9knYDPgR6AceY2SnxGk7dzGwLgNTiqSlxZf0xwOFmNiVe3nkh8LN4/h9I2hQYJ6n2UKyLgBfM7GBJewL/ArbO8JZWxFbXk/HaLScAdF83uYugfvLJHEaeOILlNTUsX24cdMhh9N/vgMTiKQWD9+zN7//zdNJhFF3Lli256prrGHTAvtTU1DBs+Ag279076bAKppSWkmtosP2EPI+dqtKnkugIwlX0+hMWO4XQ1tqTkEQ/MLPUbKh3gQ0lXUuYLTWu1rF7AXPMbEqM9SsAST8Ero3bZkj6AKidRH8IHBr3eVRSJ0kdMryX9NhWYmajgdEAW2+7XcZrsjSV3ltsyWNPPZ/U6UvCky9+wJMvfrDi8b6n35xgNMkasN/+DNhv/6TDKDhRWu27TZnQ7wX2krQt0NbMphHe/xVmtnW8bZw2M+qb1AvN7AtgK2AicCrw91rHFnVfQCqbT7aufQxYxvc/j1XS7n+Dc65kVCnzrWixNNWBzWwBIQneQCiVQuhoGiGpGkBSN0krDZeS1BmoMrO7gP8Dtq21ywygq6S+cf/2kloCTwBHxG2bAOsBb9R6bfo+/QhXBPwKeD91npj4N8jxrTvnmpAUZixluhVLtivbI6mNmS1u5PFvBe4mVOcxs3GSNgOeicXxBYT1Smu3+ncD/hkvkAfwvUWgzWyJpMOBa+NFphYSLl/yF2CUpJcJJcvhZra4VtH/wnjs6YQVqobF7XcBR8frUE8Bms/0FufKTAnN+sxq7vz2hIs1dQDWk7QVcJyZ/TTTa83sHmpVn83sGuCaOnbfIm2fl1i59ImZDU+7P4VwidPahtfeYGYTCaVizOxz4KA69llIaK+tS2WPEXKuzJRQk2hW1fk/AQOBz2BFgvNpn865RAhoKWW8FUs21fkqM/ugVpW4eQ26c86VlFIqiWaTRD+KVXqL12j+Kd5e6JxLiIq8wEgm2STRkwlV+vWAT4BH4jbnnEtEixIabZ/N3PlPib3rzjmXNEF5lUQl/Y06Brab2QlNEpFzzmVQQjk0q+r8I2n3VwF+BHxUz77OOde0ijwjKZNsqvNj0h9LuhkY32QROedcAwS0KKGiaNYzltJsAKxf6ECccy5bZVUSlfQF37WJVgGfA5Vx2UDnXFkqpVWcGkyicSX3rYDUxVmWW13XHXDOuSIJC5DkewytS1hLeG3C1YtHm9k1ktYgrFXcg7Ao0ZC4qly9GgwlJsx7zKwm3jyBOucSV4CrfS4DfmFmmxHW4DhV0uaEWvYEM+sJTCCLWnc2+XxyXBrOOecSF8aJ5reeqJnNiWscY2ZfA68TVo87CLgp7nYTcHCmeOqtzktqaWbLCCvBHy/pHcLixArnNU+szrkEKNve+c6S0i/1MDpeheL7RwvXgNsGeA5Yy8zmQEi0da13XFtDbaKTCcvRZczEzjlXLOHyIFntOs/M+jR4rLBA/F3A6Wb2VS4dVg0lUQGY2TuNPqpzzjWVAg22l9SKkED/bWapKxh/ImmdWApdB/g003EaSqJdJJ1R35Nm9sdGReyccwUgyPvyH3Hk0T+A12vlsvsJV7u4Mv5/X6ZjNZREWxCuxlk6A7Kcc46CLECyC3AU8HK8JBDArwjJ83ZJxxKuQjw404EaSqJzzOzifCN1zrlCyzeHmtkk6i8g7tWYY2VsE3XOuVIimvZa743VUBJtVDZ2zrmiUJmsJxqviumccyWl7BZlds65UlM6KdSTqHOu7IiqEloLz5Ooc66slFPHknPOlaSyWU/UNd70tz5m3YFXJB1Goj4a+8ukQ3CVrFx6551zrhR5dd455/Lk1XnnnMtD6aRQT6LOuTJTCZdMds65RJVQDvUk6pwrN0IlVKH3JOqcKytenXfOuXzIq/POOZcXT6LOOZcjr84751yevGPJOefyUEIFUU+izrny4yVR55zLkZC3iTrnXM58iJNzzuWnhHKoJ1HnXHnxIU7OOZev0smhnkSdc+XHe+edcy4PJXTFZE+izrky5EnUOedyI7w675xzuSuxcaKldOVR55zLipT5lvkYukHSp5JeSdu2hqTxkt6K/6+e6TieRJ1zZUZZ/cvCjcCAWtvOBSaYWU9gQnzcIK/OV4CqKvHU9ccxe95XHPrLMTzyp2FUt2sNwJodV+X5GbMZcv7tCUdZHIsWLeLAAXuwZPFili2rYdDBh3DOeb9OOqxEjHv4f5x5xs+oqalh+IjjOOvsjPmgbBSiOm9mT0jqUWvzQUC/eP8mYCJwTkPH8SRaAUYeuj1vfDCP9quGxLn3aTeteO7Wiw7jgafeTCq0omvTpg13jx1PdXU1S5cuZWD/3dlrn33ps/2OSYdWVDU1NZx+2qk8+NB4unXvzg937MvAgQey2eabJx1a3kTWSbSzpOfTHo82s9EZXrOWmc0BMLM5ktbMdBKvzpe5bl3aM2DHnvzzwRdWeq66bWt237YHD0yakUBkyZBEdXU1AEuXLmXp0qWolHohimTK5MlstNHGbLDhhrRu3ZrBhw9l7AP3JR1WwWRZnZ9nZn3SbpkSaE48iZa5343cl/Ouf4TlZis9d+CumzJx2vt8/e2SBCJLTk1NDf123o7NNuxKvz32Zru+OyQdUtHNnj2L7t3XXfG4W7fuzJo1K8GICqsQHUv1+ETSOuEcWgf4NNMLSiKJSpooad9a206PvWd35nC8v0tqsN4i6SRJRzf22KVkv5168ukX3/DCmx/X+fyQvXpz+4RX6nyukrVo0YKJT09l+oz3mTZ1Cq+/1vw+A6vjS7ViSuRZJNA83ur9wLB4fxiQsfheEkkUuBUYWmvbUOCfZnZY7Z0lNdiWa2bHmdlrGfYZZWb/anSkJWSnLdZl4C6bMOO2n/KvCw6h3zYbcMN5BwOwxmpt6bNpVx569q2Eo0xOh44d2WXX3Xl0/LikQym6bt26M3PmRysez5o1k65duyYYUWEVonde0q3AM0AvSTMlHQtcCewj6S1gn/i4QaWSRO8EBkpqAxB7zLoCM1NjuCQNl3SHpAeAcZKqJP1F0quSxkr6r6TD4r4TJfWJ9xdIukzSS5KelbRW3H6hpDPj/Y0lPRL3mSZpI0nVkibExy9LOqjYH0omF/ztUTYefA2bDr2Woy++m4kvvMeIy+4F4JB+m/HQM2+xeElNwlEW17y5c/ly/nwAFi5cyOOPTaDnJr0Sjqr4+vTty9tvv8X7773HkiVLuGPMbRww8MCkwyqIVMdSviVRM/uxma1jZq3MrLuZ/cPMPjOzvcysZ/z/80zHKYneeTP7TNJkwpit+wil0DFA7TrJTsCWZvZ5TJg9gB8AawKvAzfUcfhVgWfN7DxJvwWOBy6ttc+/gSvN7B5JqxC+XJYAPzKzryR1Bp6VdL/VUU+SdAJwAgBtOjT6/TeFwXv25vf/eTrpMIruk0/mMPLEESyvqWH5cuOgQw6j/34HJB1W0bVs2ZKrrrmOQQfsS01NDcOGj2Dz3r2TDqtgSqlhoiSSaJSq0qeS6Ig69hmf9s3wQ+AOM1sOfCzpsXqOuwQYG+9PJRTRV5DUHuhmZvcAmNmiuL0VcLmk3YDlQDdgLWD/bU9DAAARgklEQVSlBsjY6zcaoKp9t5Ubo4rgyRc/4MkXP1jxeN/Tb04ijMT13mJLHnvq+cw7NgMD9tufAfvtn3QYTaKU2ndLpToPcC+wl6RtgbZmNq2Ofb5Ju5/tp7g0rfRYw8pfHPUd5wigC7CdmW0NfAKskuU5nXNNqAk7lhqtZJKomS0gzA64gVAqzWQScGhsG12L72YZNPa8XxHaXg8GkNRGUjugA/CpmS2VtAewfi7Hd84VnrK4FUvJJNHoVmAr4LYs9r0LmAm8AlwPPAd8meN5jwJOkzQdeBpYm9BO2ifOeDgCaD4j1p0rYaFjSRlvxVJKbaLEdkmlPX4f2CLev5GwYEDqueWSzjSzBZI6AZOBl+Nz/dL2q067fydhJABmdmHa9reAPesIaae835RzrrBKbCm8kkqiORgrqSPQGrjEzOoede6cqygllEPLO4mmlzidc81FcavrmZR1EnXONU8llEM9iTrnykuxe98z8STqnCs7Xp13zrk8lFAO9STqnCs/JZRDPYk658qMjxN1zrncpWYslQpPos65slM6KdSTqHOuDJVQQdSTqHOu/Hh13jnn8lA6KdSTqHOuzBR70eVMPIk658qOV+edcy4PpZNCPYk658pQCRVEPYk658qNUAmVRT2JOufKSpixlHQU3/Ek6pwrO55EnXMuD16dd865HElQVTo51JOoc64MeRJ1zrnclVJ1virpAJxzrrGqlPmWiaQBkt6Q9Lakc3OOJdcXOudcYpTFraGXSy2APwP7AZsDP5a0eS6heBJ1zpUdZfEvg+2Bt83sXTNbAtwGHJRTLGaWy+tcPSTNBT5IOIzOwLyEYygF/jmUxmewvpl1KdTBJP2P8L4yWQVYlPZ4tJmNjsc4DBhgZsfFx0cBO5jZyMbG4x1LBVbIX5ZcSXrezPokHUfS/HOozM/AzAYU4DB1FVVzKlF6dd451xzNBNZNe9wdmJ3LgTyJOueaoylAT0kbSGoNDAXuz+VAXp2vTKOTDqBE+Ofgn0GdzGyZpJHAw0AL4AYzezWXY3nHknPO5cGr8845lwdPos45lwdPos45lwdPos6lUSldRtKVBU+izUR9ycGTxnckyWJPq6RTJP046ZiSEOeVuyz5EKdmoFZyOCpuXmxmt5uZpT/fnKV9RgcC2wIXJxtR00v97CX1BtoBL5vZokyvc9/xkmgzkJYcTgeOJ4yL+6mki1PPS2q2vwvppXFJnYErgW5m9mHcVrGfTfzZ7w/cBRwBvCCpZ8JhlZWK/eVw3xdLGjsDexCmuy0ENpN0BYCZLU8wvESlfcn0MrN5wHHA5vFLBzNbXqmJVNJWhC+NAcAjwDrAGEk/SDSwMlKRvxhupdJVB2AGcDqwP9CfsI7iw4R1FC9JJMgSIalKUndgnKQRZvY0MAQ4QtLPoLK+ZGq1g79BmPK4AfBrwupIzwHj4xevy8CTaAWq1QZ6PHAB0MrMZgPVwP1mVgMsB27ApwZWmdlMQlPHSEnDzOw54BRCs8fJyYZXOGltoPvHLwgzs9cIbcDjzWwZMBb4kLCUnMvAO5YqUFoCPYlQNR1iZotiCeQt4ApJPQil0r3N7KOkYk2apB8CW0i62czGSVoGjJLUxsxGSzoc+DzhMAsmJtB9gN8APzezxfGpt4HtYq2kH3CKmU1NKMyy4iXRCqRgNWA34ARggaQTgfFAW2BvYBzQ38zeSS7S4ktVZeNnJKA3sA0wWFJ7M3uUkGBGSTrYzKaa2XsJhpw3SZ0krZe2aQhwmZk9IilVkJoK3AesAVxpZs8XO85y5SXRCpFehY//fyXpSUJnwSPAy8DdwBWE5Pl2YsEmpNZQrg2B+WZ2vaTBwK6EUQv/AN4HbgVeSiTQApLUFjgauCeWrhcDbfiuqt4CWEbIBXea2Zj4Oh/2liVPohUirQo/hHDhrXcIw1aeAGab2ReS9gIWkOMK3uUqlRDSPqOfAsOAeZK+ifcB9pP0E6AT8KNyL4ECmNlCSTcQaiBnSxoF/BsYLelNM3ta0o7AP4GDCR1NeALNni+FV0FicjgauBdYk9jjamYvxOE6w4GjzWx6clEWn6QOZvZlvL8rcBUwyMzmSBoDtDSzQyWtBewAvFoJzRySqlKjCiTtDvyE0GE0itDueTXhd2V34DwzeyChUMuaJ9Eylv5HEh9fD1xlZjPioPEjgK7ApcBg4NnYE9tsSFqXkDQuN7On4vjHnwMnmtnSuM9jwC1m9o8EQy2otF74jYGPzWyBpC0IHY2fERLomoQSapWZTfcqfG68Y6lMSepEuC4MkvaN8527A8cCxEHjLwNdzexrM7uhuSXQaCGhTfisWG39BNgY2DFtnyfjfhUhLYH2Bx4Drpd0JTAL+DuwOnAOIXm+kqqZeALNjSfR8rUJcJGkq4BrCe2cvwA2kXRm3Kcz0CkOtm9WUr3w8cvkZmACcD7QntC5dq2kX0q6iNAWWDHDeWIC3Z4wOuNw4E/AUuAyQiK9EViNZtY23lS8Ol/GYvX9KEI7552SWgF9gL8RZihtBhxuZq8kGGbR1ZpsUAUrpm6eRpitNZJQGtsZ6AH83czeSCjcgpC0PrAd4WJrVYQOoi/NbOv4/DbAIUA34ExgiZktSCjciuJJtIzUbrOKpY3tCfOe/wBMjKWQVQglLsxsbiLBloA4I2dbQqI8i3CZ3EMI42QvM7MpyUVXWJK2JiTPD8zssziNdTLhAmznx336AIcS2n9zuiibW5kPcSojaaWrEwidAhAWj1hMaOP6StIewBpm9qtkoiwNkg4l9EYPJXSqXUj4ohlFmPr6C0nHAIvKvS0wfrm+GL88x0m6z8z+IGkH4FlJy83sAjN7XtIbZvZ10jFXEk+iZUBSOzP7Nt4/DTgQuITQw7rczC6X1I6wwEgv4MTEgk1IHT3LPYBH4ljP30qaB1xPaO4YRaiFVURnUqx9dDWz2ZLOAS6WtMTMro21ldcktTazcz2BFp53LJU4hbUeL5e0buyBXxfYl9D+NQf4g6RWZnYN8FPCbKQXkou4+Gq1ge4QN38IdIxjPzGzG4BngdXNbL6ZfZFMtIWTNoW1L/BnSaeb2TPAL4FDJJ1iZrMIU1vHJxhqRfOSaAmTNJDQo/prM/so/tF0ByYCc4GDzGyppBMlfWJm9yYYbmLSEugpwEmS+gHPAD8Gjpf0EqGNuA8VNJQplkD3A34GzCe89wVm9ndJZwF/SfuCnenjQJuGJ9ESJWltwpCl48xsiqRVLKzEdCPwZ8Kg+qWShhOq8QOTizYZaXPBiVNajwUGmtnnwOeSzojbDgTWAg41s48TC7jAFBaZORc418yeiWsADIlV97/EGWwr1g71BNo0PImWrsWEsX2LYofBuXHq3teEpdlGx1LI1oTkUPbTFBsj9kZvJOmeOGurCphgZh9KagPUmNn7ki4ys2UKKzRVTHtg7Gl/CXgP2Ah4xszuiDO0zpQ018zuSDTIZsKHOJWoWHU/gzCusTdh1s0k4DXC4PA3gXsIs06a3TCmOPvoXWBV4BtCSfNe4BgzeyLucxLhd/yvlVCVldQyfiHsCFxHWOZwJ8Kkigdj73tv4PdAF0Jzz6zkIm4ePImWMEnVwA8InUn3pVVdbyT0PN+SYHiJ0PcX1VgduInwBfMvwnjZk4H/EKqxxwPDyn2ygaR1zGxOvL8hYajW/Wb2T0kbESYPdCK8520ITTvnAjeb2VMJhd1seO98CTOzBWb2jIVLG6cS6GBCYn0m2eiKL5YmUwl0e+BLwpTXbQkLDT9H6IjbBdiCMJOr7BMo8A99dwXOVQnNcEfGYU3vAJcD1wCPAocB6wF7EkYouCbmJdEyEf+YDieUrprdVM50cW2AvYGTYrvn3sAxhOaOm1JjasudwqrzpwAdCNfBGm1mBymszDQSWARcnd5ZFr9c/gH8uDn/jhSTl0TLx3zC9ZEOam5/HKnxkPH+QOBHwIExgfYgLB5yGXAAMFTfXfKirFm4aNz7hBlXaxAWkR5j4aoEfyesSn+upDXTXjOZMFa4Wf2OJMlLoq6k1RpI340wyeAnwJ2EavxOhE6lvQhL3L1j4aqmFUPSHwlV+EuAPwJtzGyIpC2BEcBfzewN1Vpf1hWHl0RdSUtLoEOAW4AXCWuCngQ8RWjieADY0MyeLPcEKmk9SfultYFCuMxLB8Kwt2OBxZIesLAO6PmpFag8gSbDk6greXExkRHA8Wb2oZn9DNjHzB4kXOZiEGGdzErQhZAoR0s6WVJ17GGvBq4wsyWEEQgLJG1jvpxd4iqi7chVljrGdC4H9iGsGZC6SumqCtdL+j9gsJm9X9wom4aZTZV0JGGt00uArSS9TVgD9I+SesWq+5FmVpNosA7wNlFXYmq1gW4GfG5mn0gaBPyWcEG1u2NnUxfCZIOKmcqZLk793ZyQQDvH+2eY2ehEA3Pf4yVRVzIkdbZwOQ/iAhp7EdZInUG4xMW5wAVxHYH/AJ8mF23Ti18OHwOPSjqYMFOtUpotKoaXRF1JULi8xa+BXxGmuZ5jZv0l3U5YQ+DIuGrRYYQFV/YDFpT7VM5Mas3QamFmNZUwhbWSeEnUlYpqwjJ/axCW+XsylkbbAwfHBLq1hWtJ/a+5dKik97in2kA9gZYW7513JcHCNX8mEmbbrEroWBlEGFS/WGFF/0sUVvlvFgnUlQevzrvESFqDtKtOSloV+A3wEGFQfSdCqfRzwiVPjvCZOK7UeEnUJUJSR8Ig8gslHRQ3fwssAAaZ2cXAw4RB5t3xueCuRHlJ1CUmLuO2C+GKpTcCj8XbOOBaM7sn7tfCx0S6UuVJ1CVO0iaEJdy2B9oQlnD72szOTDQw57LgSdSVhLThO5cS1sLcBNigki7p4SqTJ1FXEmrNVEpd5viTZKNyLjNPoq5k+CByV448iTrnXB58iJNzzuXBk6hzzuXBk6hzzuXBk6hzzuXBk6hzzuXBk6grCEk1kl6U9IqkOyS1y+NY/SSNjfcPlHRuA/t2lHRKDue4MF6/Pqvttfa5Ma5rmu25ekjyef8VypOoK5SFZra1mW0BLCFcjXMFBY3+fTOz+83sygZ26Qg0Ook6VyieRF1TeBLYOJbAXpf0F2AasK6k/pKekTQtllirASQNkDRD0iTgkNSBJA2XdF28v5akeyS9FG87ExYv2SiWgn8X9ztL0hRJ0yVdlHas8yS9IekRoFemNyHp+HiclyTdVat0vbekJyW9KWlg3L+FpN+lnfvEfD9IV/o8ibqCktSScOmOl+OmXsC/zGwb4BvgfGBvM9sWeB44Q9IqwN8IizDvCqxdz+H/BDxuZlsB2wKvEq679E4sBZ8lqT/Qk7CYydbAdpJ2k7QdMBTYhpCk+2bxdu42s77xfK8TLmWc0gPYHTgAGBXfw7HAl2bWNx7/eEkbZHEeV8b88iCuUNpKejHef5KwQn1X4AMzezZu35FwxcqnwsU6aQ08A2wKvGdmbwFIugU4oY5z7AkcDSsulfGlpNVr7dM/3l6Ij6sJSbU9cI+ZfRvPcX8W72mLuCBKx3ich9Oeuz1euuMtSe/G99Af2DKtvbRDPPebWZzLlSlPoq5QFprZ1ukbYqL8Jn0TMN7Mflxrv62BQs0/FnCFmV1f6xyn53COGwnXd3pJ0nCgX9pztY9l8dw/NbP0ZIukHo08rysjXp13xfQssIukjQEktYtric4ANoiLNAP8uJ7XTwBOjq9tIWk14GtCKTPlYWBEWltrN0lrAk8AP5LUVlJ7QtNBJu2BOZJaAUfUem6wpKoY84bAG/HcJ8f9kbRJvOSJq2BeEnVFY2ZzY4nuVklt4ubzzexNSScAD0qaB0wCtqjjED8DRks6FqgBTjazZyQ9FYcQPRTbRTcDnokl4QWEyy1PkzQGeBH4gNDkkMn/Ac/F/V/m+8n6DeBxYC3gJDNbJOnvhLbSaQonn0u4VryrYL6Kk3PO5cGr8845lwdPos45lwdPos45lwdPos45lwdPos45lwdPos45lwdPos45l4f/B547vxtFp4B6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Precision-recall-curve not yet implemented for multiclass classifiers'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'log_loss() not yet implemented for multiclass classifiers'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h2>Classification Report</h2>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>f1-score</th>\n",
       "      <th>support</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Setosa</th>\n",
       "      <td>0.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Versicolour</th>\n",
       "      <td>0.94</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.940000</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginica</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg/total</th>\n",
       "      <td>0.48</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.540000</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h2>Model Performance</h2>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h1>Experiment done</h1>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ds.run_module('example').run()"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}