diagnosis_example.ipynb 216 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Signature diagnosis\n",
    "\n",
    "Once a signature has been created, it can be diagnosed using multiple plotting functions.\n",
    "\n",
    "Let's analyze, for instance, the **signature 2** of **B1.001** (MoA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up\n",
    "\n",
    "We start by instantiating a Chemical Checker class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from chemicalchecker import ChemicalChecker\n",
    "cc = ChemicalChecker()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our signature of interest can be loaded as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sign = cc.signature(\"B1.001\", \"sign2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can instantiate a diagnosis class focused on this signature:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "diag = cc.diagnosis(sign)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Individual plots\n",
    "\n",
    "In order to obtain plots, data needs to be precomputed. By default, the methods will look in the `stats` folder corresponding to the signature. If the needed file is not available, it will be produced on the fly.\n",
    "\n",
    "The following gives the list of available diagnosis plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>method</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>across_coverage</td>\n",
       "      <td>Coverage of other CC signatures</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>across_roc</td>\n",
       "      <td>ROC against other CC signatures</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>atc_roc</td>\n",
       "      <td>ROC for the ATC CC space (E1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>cosine_distances</td>\n",
       "      <td>Cosine distance distribution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cross_coverage</td>\n",
       "      <td>Coverage of another signature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>cross_roc</td>\n",
       "      <td>ROC curve against another signature</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>dimensions</td>\n",
       "      <td>Latent dimensions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>euclidean_distances</td>\n",
       "      <td>Euclidean distance distribution</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>features_iqr</td>\n",
       "      <td>IQR of the features values</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>image</td>\n",
       "      <td>Signature seen as a heatmap</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>keys_iqr</td>\n",
       "      <td>IQR of the keys values</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>moa_roc</td>\n",
       "      <td>ROC for the MoA CC space (B1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>projection</td>\n",
       "      <td>tSNE 2D projection</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>values</td>\n",
       "      <td>Values distibution of the signature</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 method                          description\n",
       "0       across_coverage      Coverage of other CC signatures\n",
       "1            across_roc      ROC against other CC signatures\n",
       "2               atc_roc        ROC for the ATC CC space (E1)\n",
       "3      cosine_distances         Cosine distance distribution\n",
       "4        cross_coverage        Coverage of another signature\n",
       "5             cross_roc  ROC curve against another signature\n",
       "6            dimensions                    Latent dimensions\n",
       "7   euclidean_distances      Euclidean distance distribution\n",
       "8          features_iqr           IQR of the features values\n",
       "9                 image          Signature seen as a heatmap\n",
       "10             keys_iqr               IQR of the keys values\n",
       "11              moa_roc        ROC for the MoA CC space (B1)\n",
       "12           projection                   tSNE 2D projection\n",
       "13               values  Values distibution of the signature"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diag.available()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see, for example, the 2D projection of our signature:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LGWguB+6MZKp/mzvCP0j48Y5XCQQCUbknRdMh1mOUjwEvABvDzwcBP4QfzwCOjrGeFkHrc47G07E1AEJA1hlH4+nQmoxD+yEa6DU1VzoO7cOls5/inE/uw5NuryVttV8PksKvS7ezDiexfVakfEJ4nLIh9LnoaC5e+SrnL3yBnCEG1aeBKte0AhSv2bqbd6FoqsSsn2AYxhhgq2maXxqGcXv4sDBNs/L9VgKk1XDt5cDlANnZ2eTm7tm4m9fr3eM6YkG9dZaV48nWcAQFvoOGsmVgJ7bE6P6a+mvZc/IllBcUoee0QoYs2mU6cLRKoSBLp2APdO8zfjT7APOue4WS3I0I7A+T1GGLv5C83IbvlNrT1zLoDxAKhHAneXa7jrpo6n9vaByNsRxQuQSQhmEcDQwEpgLZ1c6nAIW7utA0zcnAZIBRo0bJPd1lkZub2yx2atRXZ8m7H1G4eg0AWQmCVjG8t+bwWu6gsV/fqNbd++tHmNLhfMAeaLdC0D4hk7SubRtcV12v5ZJv5vLmFU8ggXOfvY5+JxwIwLpFq/D7/Ey+/EnKCku59InrOHDkobtzO3ussSnQGBpj1i8zTfNw0zSPME1zGLAAuBCYYRjGsHCRE4CfYqWnJeHq1RN0O+Kiq0+vOKvZe6nsfiflNLxbXxdbl23gwyufwhW0IGgx87lPAJgx4T0mnHQ7L5w7ntKCYqyQxe+fNXz8VVE78Z6iuxmYYhiGC8gFpsVZT7PEPaAfbd99Cau0DHdfZShjTZcRg1n92e+gCU6YOhaHxxX1NhZ/+itWIIRA4EBGvMkVs3PRAeELkI4Tnw6Hnjk86u3v7cTFUIa9ykqOiIeGloazswofVknxyk3MvuJpkru24aBnr2n09o6ZdH2jt9Fj2AB+nfI50usnQXOw6n9zOOjc4ZQv30yStDuGPiQJIWjbqeHdfkXt7B1Tooq9hmCFl68OGUvxwjVsmj6HLw65Kd6SokJm5zZkeTwkBkEPhMhfvIYVM/+kvKA4EnbPiUBD8OqYR+Itt0Fs3VrAnXc9xGtT3wUgPz8/zop2Jt5db4Uiqvxx84sgZcQD8K5reh+63eHHe6bizS+2c/9IcLgd+IvKcUt7EgkBQQSalFHbvx4rrr7mNj786HMA/u/Sqi+2P+Z8wcCB/eMlaweUR6loUbgzUqj/7u3mg+5yRh670xIZcukJfD9uKq6wJ2mPXdoR8G/+YUL8hO4h1f92gw88nvT0HlRUVNRYPlYoj1LRovBvLdrhw6YnRH9ipSa8hWVU5BexfPqvtD3AoOPh/aJW9yF3nk3Q50d3OHC6Hfz53Ke4AT8ghR0lKQRk9WyH0+mso7amxXPPPozX62PGjG8Rwk5yUukVl5VX0KXrAWzZvDiuGpWhVLQoOpw8hI2f/47ucdJm+AD63nkO68oLGr3dvAUr+XjkOKRV1e098Paz2O/qk6NSf2JWGidMvBaAD06zt6UKwAV4w0HvdQSFy5tf9KLWrVvx9lvPk9mqV8RACiEQQiClpLAw/mlOVNc7xnzV42K+aHM2X7Q7NybtSVl3jBEpJaX/vY6SG0fhmzk9Bqoaj/YnD+GkJZMYsfAFhky+nuTO2XVfFAWWfjhrByMJ8Pfb3zdKWwfddlZka2r1MHES0JppUI6kpCS2bF5IdussXK6qXoAQgoyMjDgqs1GGMkr8+Na33NR/DDOe+WCX5y3LIljqxQoHjSVkseiuVxtNj1VUQPmzN1L+yGUEl82vtaxv+mvIdcsh4MX/wQv29aXFyFCo0fQ1Js7UxJh2uQH6XXwsuntHI3XEY5c2Slvth/Ti1Gl30X/MMZzy7h20H2LgTksks08Hrs+d0ihtxoL09HTWr19ASfEK2uW0iczmt23TOt7SVNc7GhRuLeTtOyYhgOmPv0vfYQPo1L9H1fkla/jmuLuRwRAp1a5L37/xQqCFli9AFuWDruP/+g30HgNrDlJbfUxLaJRPuo/gvF/Q2nYk6dYnEYnJjaazpZDetS2XrngVK2QR8gdwJrgbtb2cwfuQM3gfAM6ednejthVrhBBMmTKBUaMuQUrJ/f+5Nd6SlEcZDX56/YvIYwEsnb3jhvwVr32LDNremdflAIdG5vCBdBh1SKNp0rv2BYfD7qKVFxFasbNXKaWFlBaOAUPRWqUhMlIRyR6sFQsQiS6sgo2E1i7fRe2KmtB0rdGN5N7AMcccQUnJCkpLVzLy5OPiLUcZymhw1GUjAXuMSAJHX7bjAH7Xc4chdPulbj/6cI7f8BYHvn1bo2rSMtuideoNTgc4dPyfTSG4aWXkfGjzaiqevY6KZ68n8N07ICVCAA4ddA3hciJcDrzfvE/ZM3dRPnWCylpYB9KyeP3oW3mmxxh+GLd3JnhrqaiudxRITEnk+dXvUby1kNTW6TudzxzQjVOXTqF0VR7JXWIzuWDlb0CkZSC3CDuStxD4P34Kx1V21kHfp89BKABSgqPa26BysbK9RgO59E8sKSFk4ZWSxItujoq+stkLCeQVUJ67mooFS2l9xShShx0QlbrjxSuH30zJWjsW5YJXvuKQO87B4W5eS3UUu0YZyiiyKyMJkD93Gb+NfgC9vAw3Eh1JyoDuDJg+Hq0RAihIy8L79oMgLdBsDxFNgAzh+/ZNhNMF3jI74lAohJbTBefhownMn4m18CdkMACaE6wihAPbYPoCyIqyqOjbNu1rNv77KcBC0yAUgjWzF5B6wmF0nnh7ndc3VSqNJNg9iwVTv+aAy06MnyBF1FBd70bGV1jKDyfdC+VeHICOhUOTeBcuZ8GwGxqlzeDmVdhZtUQ4oUt4EkcIrLzVBPPW2F6mpoHDgZbZhsDXryDNXxEODeFwIKwAWoIbPE6EJhBOnYQxY6Oir+ynBQhh5/hxOOwfpzNE2dc/RqX+eJHSqXVk+EUC2X07x1mRIlooQ9nILLj3TaxqaxkFtt3SBPjXbsa/KfqLoeXGZVVPNB1EZeYYgfOkq9DcCVUidAehzWuQhXm2hxnupgPg0BGVY5ZOB9ayP6OiL3vsBTg9oGkSh1PickscTtD15j0GeuYH99DlmP1xJnsYcNHRdDo4ukGCFfFDdb0bmW2L10QSUWnY28yc4Z0UAvBtKsCV0yq6jfrCazWr58sRAveosegpmViprSKanENPIbhwVpVx1DSEriGlDiEr4nUSDCJLdxmAvsG4O7YlffSxlH38GULYw6JWiMiEV3MluU0Gp74Uv2hF6+f8zTd3vUpyu1aMfvWWuOloiTTvd2YzIHtobzSEnSYAO2hBJRJI6h397pnewQh3rYXdipTo3fdDz7ZjVjqHnopzyMm4hp+Pc+BwRGJKzZVZEiEEWvtuOAZHL/db63uuRVTfRaLr5Dx7b9Tq39v4+5NfeH/0eLb9vZ7V3/3JfzudT9GmbfGW1WJQHmUj03/s6ax57Rssrw+JwEIQDIcByxx5iD0OGGVE2y7g8kDQZx/QHTiHVC1ZEi4Pzv2PjTx3DTsL36cTQXegd9kX4UlEOhORBRsJLpiFCAVxn3YlwhG9GVyh67R5ZjwlH3xGwsEHkDJKTXrsCZvnrwCq0lEIYOZ/3uDUidfFU1aLQRnKRsaVmsjJuZOZefTtBFbY2fqE20X7f42k661nN0qb/v9NgvJSuzudkILnwnvR3Ik1ltdatSNhzPhdnnMf1TgaARKGDiJh6KBGq39vYuDFxzHv5S8Bu+cigQOvOol5H/1Ex32707p7u7jqa+4oQxkDgiXlFK/aApqOPymJU5e/1KjtWfkb7AdSItwJtRrJpoR/0SLKpr6Gs29fki8aE285zYr0ztnkHNSL9bP/xgLaDd6Hd/89ic25a+0hnux0xs15Pt4ymy1qjDIGOFMS8GTbayyTdyONaYMpKwnPkFiQVr/2QhtXEPj5EwILfqDsgQspu/88yl68B+n3NZpMq6KCorvGUnTHjVilJZRMeAz/73Moe/UVAkuWNFq7LZXTXryJzkcOoHXfThxz7wXkLbO/MAVQkredNQvUdtTdRXmUMcCR6GH45/dT8MdS2hyxb6O2Jb1l9hRyeFpb0+r+LpTecnzvPAoBX1UaASFgw3LKxl8IviD6oCNJODO6ibqK/nM71l/2HvTt116CcIWDb7jdaJnRT/na0vGkJnLma1Wz3QNGHsy8D3+E8GSiqxE2N+wtKI8yRiS2b0XHU4biSk+KTYPSXoPkOm5M3WWtEISCuzwlADRBaO53URQHsqIcuXg+Qsd+F+bnITeuxHPwAbR6/gX0tiqT4J5y9oR/MeisIxEuB4PPOpKcXp3iLanZogxlC0N4knCfcROO/Y/Gc8HdCFfds+oiMQX3addAUjoEQ3aXPRSyf6zw1IDbE1Wdoa1bqtqvXDElILR4LmUTH8VqxC7/3sRZ/72C/y59nbP/e0W8pTRrVNe7BaJ37oPeuU/DLvKkYG3cgHCGvzszc3DuN4xgQR7CX4F75GVR1ejo1BWtfSesDWuRCPSeBtaKv0FKQkuXUProvSRffQsiKdnem65QxBFlKBUAeF9/BAIBpKWBy03SFQ8gPIk0polKn/h65HFoax5FV5wTGQKw1q2h8OLT0Nq0Q+t/AJqu4+hh4NinN45OXXaqS1pWJD2CQhFtlKFUACAy2yK35UHIQmvVHuGJ7ZIivXU2qc+/Sdkj48DtJlRk7yqxtmzE2jQdKcFnAU4XnjMupOz1qTh79Sb9oUfIv20cvtlzSDp1JBm33RhT3Yq9A/UVrAAg4bJ7cAw+CsegI0m49r9x0eBo05a0xyeR9uDTOKt7jZVxOiTg9+P9/H/g9xP460/yRp5E4Pff0HQo+2g6MhCIi3ZFy0Z5lAoAhKbjifLyn4YipaTsqf8QmP0DzsN3Dv+v9emPq09/LKlT8ebr9sR+IIDQBVigpyUhmllOa0XzQBnKZoz0+xGuljPRIbflE/jZXoYUmDkD4RC2F5mYSsr4p3B06hopq2dlUfLUk+ELwwcDfkre/4CUM06PrXBFiydmhtIwDCfwMtAFcAPjgSXAq9hv9UXA1aZpNu+ghDFAWhbF4+4gMOdXPCefSvI1LWNcTqRn4ujVn+DfC4lYPwGUFSP/MVGTOPJUXAcciPT6yB9zKUgL6Q9QPOFZ9OQUEk84dqf6FYrdJZZjlOcDBaZpHgYcDzwLTADuCh8TwCkx1NNssfK3EpjzKwAVn35M0b13If3+OKvac4Suk3zvE6S98N7OJ8tKdjrkaNcOZ7eupN15m90NDwd19/+9NFJmww3/QR99IytPuoyNtz9JsKS8Ee9A0VKJpaF8H6hMQCyAIDAI+CF8bAYQvYCHLRiRlh7JAYYE/88/4f/j97hqihZCd6C1yobKuJ0SSM/AafSr8ZrE444hYcSJIAQiPZ20a+zF1WXmSiq+noWGJLRiLUXTZrB00Bmsv/3pxr8RRYsiZobSNM1S0zRLDMNIAaYBdwHCNM3Kj3wJkBYrPc2aigpCfrCC2IYkIQFH1651XdWsSH1qKlrXnjiPP5WMlz6qs3zGHbfQ7ufvyPn8o8iETvmXPyKE7WUKLZwRw7IofPcr/FtqTsHhzytk4xvfUr5iY7Rup1HIvf9Nvh34L/J++CveUlo8MZ3MMQyjI/ARMNE0zbcMw3ik2ukUYJe5BgzDuBy4HCA7O5vc3Nw90uH1eve4jlhQm85U3JHudsXgIRR++wOuT78k2MfAf+apTULjHnNxOK3C7tbfvztOiGT70jQIBSVogmUb16Nty9vlZVsvmUhw5ZZIXqHEi4dR+u5sZGkFji5taPvyVbunpw4a8lqWzFxM/nOfAvDHmQ/S9ftxjaLpn0Tz7x30B8lfvolVPyxi85+r2e+8I+hyWAN3lO2CxnhPxnIypw3wFXCNaZrfhg/PNwxjmGma3wMnADN3da1pmpOByQCjRo2SvXv33iMtubm57GkdsaA2nXndehDI/Rspoc3hh1L83IuE8rair15LVq/eJA0/DEfrKOfiaaDGuNMbyl95lI0X2RF1BJBy3GFkXXEGiQP2qfGyrfklaEikJZGWoGzKd8hwBJ7Ayi04P1tEj7FnRF1uQ17LxW/+Rn6157H6G0Tz7/3UGeNY/buJE4ETmPXgNPKGDeSiV29tMhorieUY5R1ABnC3YRjfG4bxPaErBwAAACAASURBVHb3+z7DMH4FXNhdckUdFL7zGUWL85BtO6P16s+mW57An2c741JobHvwWdYdey6+FWvirDT+JAzojWV0AU0j9bRj6DTxzlqNJEBqr/bows6/bsers9Cw0LHQkYTKKmIhvVb6jh+DlmgvDUvp1/zS4lohi7W/L8WJwI1AR0NDsOz76GT6jDYx8yhN07weuH4Xp46IlYaWQsEL72AVlVFWVIYmNiIEBEokAV1H18IpHi2Lilm/4+7e/D5E0US4nIQevIF9GuBhiHA4IyHAIauWKUkpCCHZ+OIXGOMubAy5DeL4VVPjLWG30XSNlIxkfNtLEdUS7jncTXPDgNrC2Iwo+XUhucOvxhL2myky8439IbaCGkknHWPP/qalkjxieJyUNm96PHoF6Qf1wqGDQ5Powg59W+llurLjP+dY/MM8lp15O5uffDveUnabE/59Ns6EKsOoO3VumzspjopqRu3MaQZYvgDbv5nL1uen4V2+HpB0uO8q8h98nqAFum7PV4iUdLIfuBUe2LMxnr0dR3ICZXP/Rsjw3gcBWvhLyaEJDpkbvdwz6y+5ieCCxTh7dIHb/1Wva4KFJay/8h6kP8TW3/8k9agDSOzfM2qaYsWQc45iyDlHxVtGvVAeZRPHt7GAOf0vwbz0UUr+WgWASPCg57Qh4fgjsCydgF/H73USdCSx5e3vsIK7jlauqB9CEwg9/NEQ4MzOwNPTzone6sQhUWtn+5Q3Cc77E00LElq5HNf4+q3vXHnYOegyiMMp0XWL1Wf+O2qaFLtGeZRNnEUXPESouNwehwyA1q4Nvo35/H3xIyR1b0PI77TnY4WkfM12tt84kQ3Pfsz+P6tF1buLK6cVvd64m6JZf5F91nA8XXMIVfjwrc0joUf00r76zWU4PLarKkOgr19br+tkMIjuCCHsoWhkoGVHgw8UlbHy5a9I7pZD+1MO2mWZonVb+fX+N+g35ljIjL7/pwxlE6di9RYsQJd299q7oSAy2VC2Mg9PggPLFyQUEliWfbx8+Ua+bnMW/V++mbYjDoyf+GZM2qH9STu0f+S5nuAm0egY1TaciQ6ClRuQBFj9etXrOs0l0MLbNd0e8AWb5gRItPjz1pfZ8PGvICWL736NjIHdOOC1sZHPAcDbh9wIElZ/MZdBL10BUV4tpbreTRT/9lI2XvgMvlIvUgqCUmChEar8YEnwdG/P/is+IO2UYWSeNgxnxzZIae8NBZh3yeOUrdn1oup4IS2L9effyMoBx7P+7GsBKJ32MUUvvERgxUpKJk3C++OPcVYZG9wH7G8/EAL3wUPwja3fGGXa6ON2yDPU/YdXGkdgDJBSsmHWIjb/WnN64pDPjjGqIQls2U7el3NZdOer/6io6uG236Oflld5lE2URdc/T2htARoawfBy55R9OtLltrNIO2AfypasIe0gexdDj+eqogd9nXMOWFblZhQKF6wkqXN2fG5iF/j/XoFvwWKEkAT+XsLawcPRHfa7vOKdNyLDCBW99kE3DFJvGBtnxY1H0sgTcQ3sj5aQgN46i4J67ibJvvsG1s9fRHBTHlm3X4OrdfNN7fv1ZU+w9ot5CMCZ7OHCv1/cqcyAhy8moV0m6178gsr4zb6tO27iS+2cTfGaPBwJLjqN2nX3fE9QHmUTJVjqDS91BgtBm/OOZvCPE2h94hBc2RlkDBuItos8zcdsehtn52wCgKdd6xrHdOKFo33b8OZriaZXZWAUWuXeFxA6BJcvxffZp5S/23yXv9QHZ6eO6K2zGnxdhw9fpMuv00kZ2bzDyW34YRFCgsMCZ1EF77U/n58ve2qHMp42GfQffxHOlATAnmzr/99LI+c/P+IWtBVbSAlK9FI/v5z4MIXrtkZVpzKUTZR+Ey4n+aRB9Lj7PI5YMoW+E+qfbnTYnGcYseVdjpr/bCMq3D30tBTav/M0zv69kdIeQqhchWOvC5U7lPfN/iXmGhWxY78bTkUDdCnRAWFJNvxvDr5tO4bVE0Jw0Mfj6HbNSA765F7cmSkA/Hr1s5Qu3WjXATiQ4A/x/hHR7YmorncTJbFLG1qNPZluTXUf9R7g6WvQbuIDrBt2GjIEUggsKdBdDgjuOIObfJnKR92SGXj1SHIO6c+3I8dBIASEYzCWVkSMYSWp/bqQ2q/LDsc2hbvtlddV/h/0h6KqU3mUirigJSfhyGmLlBq0akOHX74j84XncQ4YiEhIBKeTxKuuxtmn5jiUipZBm4FdOfmnx2g3YjDOjGR6XXcKSZ12HlcvXrGR+Zc/iW9rceSY5qry9WwTWdUjCfmjt55YeZSKuCB0nXYfvkxg1Vpc4f3ozu7dyXzyqTquVNRG6ewFbBn7EHp6Gh2nPYPuccdbUr1I6ZzNoS/eUON5X0Exvxxsh93b8slsjt/yDgCDHruUXy+13zMhIuGe8bRKtnsoUUJ5lIqoIi0Lf1FZvcpqHjfu3j1bVIK0xqbiw1coGXcl/l2k/ij+aAZbr7gFrWQbwdWrWHXgqDgobBzWv/P9Ds+Llq4HoOOIA+l39zmEBFjCNpZ6qpvzfnkyqu0rj1IRFRY89ylLJv6PJIcDf14hxr9GsO/d58ZbVoui/I2JBL7+AICKS0+A6+/HNeiQyPnCp1+KrCLQdTswbkuh+9UjWXb/W5GO9Zb/zSHtpg5snbec/IWrGfTI/5FzaF+SOmRhLluKK8kT1faVR6nYY94/8S7mPfguwe2lkbiYq9+fFWdVTR9r21bKJz+M9/0pyFDNkw+BgL3gOvDrN/YnNmwMvS9P2KFcwhFDASKrCbSsjEbRHS+MBy8mKARBIShZk8e3Yx5nxsh7WT19NrNvfRkZstAceqO0rTxKxR5T8OdqKkfCQtjLNLpfoEK81YX3vckEfrOD+gfXLYejz9vhvP+37/C9YmdL8bXOQXhLQNOQUkJIovcauEP51vfeTOKRQyn9djaegf1IG9W811j+k4whBv7wt8SK92fhrdrBiHDoOJKj60VWRxlKxR6jOTRk0EIKgV+A7nbS95bR8ZbV5BFpYY9PF1i582mXOx9r0hdo4Rzmvg+rdqnIrZuqrhMC0Xdfkq69m3+SdMTBJB1xcOMKb0SsYGgnr9AKBNk8ZynzH34PkZJAqNRLSMqq3QrAIRMuI7FN43nQqutdCwv7nMHC/mfGW0aT5+RpdyJ1DQtAE5z45QPxltQscJx2sR3STVStAAz8/GXkvPPwk6oKO6vNXnsSSbltx253S+C5Xv/H010v4pmO5/PuiXdTvDaPuRM+5KWuY/jizAfZOm85xWVe+o47j1bDqwKWHPzE5XQ7/dBG1aY8yl3gW7MJ84jLI8//6nkq+y77OI6KmjY5gw3+b23zTUsQL5yeBKpn35GA1rlH5LlnxLnoAw9Grl+JcLqoeO4+AFzDR8ZWaAzwlnoJlPsiQ7BbF65i4dRvWPamPTRROYmjuRy0Pawvfa48Mab6lKH8B76Neay67nF28OwDDVvlXzLxCXyffYzWoTMZz72McKiXWVGFb+tWKsZeAJ5EEm95FO/jduDdivY9SOu0Y6RyZ/su0L6L/eSa+5ClRTiHHhNbwTHAEx5frAzmIoSg7aCeVGzaxqpPZmMB6b06cNTz15K+T/uY61Of4DCl85ey5vbnCeSu2OG4ANo9dHW965E+H/6vPkZzgdy0hor33yS0dg2ktSLxlFHoOTlRVq5oblRcFx7O8fsof/xe0qd8BcCG3Fza1nKdc7/mO/ZYH0a9cwcz75lKn9GH0n34fmTu057uJwxmw7nDEQLaHbznOb93lxoNpWEYHuBSwAtMNU3THz5+hWmaTTMD0G5SumglS076N049hK5JLCkAQbc3/kPKoQMaVFdo3SpE5Vi0hIq3X7YfBiH41wIyJk6JrvgWjpRyhwCtu4MrfzXl736Mc9BxOHvsHyVl9cc7ayYVU57GfcqZJI465x8n67c4f2+g08F9uOibh3c63v6Q+BnISmqbzJkKtAP2AWYZhlE5pXRWo6uKMWvveQmBxOWwcOgSh27h7tmhwUbSKi6k/Llx6KlO9BQHerID4QLhBHRqXSun2BnfF1MpH38h3o8m7nYdgUCAtrlfQVEege9eJ1BeHkWF9aP80XuRhdvwvvYC/lXLcJ50duRcwkOTASib9Bht7/0XhWcdiW/WtzHXqKid2gxltmmad5im+W/gYWC6YRhuYM++3psggY35VXtEk32kZnpJLjIpevP9BtVjrV+JLCwAhwYuHeEEzaMjNIGWkUHqXfcCENy0meC69dG9iRaGtCyCc74Ct5PQ0t+RZUW7V1H5P64r3LDn4hrAP7caBpcsJOm8K0h/eybpb8/E3aErAIHvPou8Bysm7uxVKeJLbYbSZRhGFoBpmh8CHwBvAs1jl30DaHPxiUjdgejYEadLRiZxSibvPJPrfe8FSq4ZQeldF2GV7RgzT+/ZD9G2XdWSD4eO0AUiJYn0p17C0bETvnkL2HLmhWw+80LWDT0GX150A4y2FISmIRI9CIeOSEig4q0HkMGd9zfXhTMti5Aj/JZ1enC2i21aV5fLBUnJ9hOHk8QRNey/dlbtdxdZ0YlI7zXXsO6mJyh4c0ZU6tubqW0y527gJ8MwhpmmucU0zScNw0gCTo6RtpjR9opTaHPZyQhNY8MJo7EKtoEE9yH74/99FqKbQcX4q8BbhtDDwZwKtxL49gPcI8dE6hFOFwkXXE/FU3fYB2Q4YrflQ5aVQEYrfH8uhGDQDmkfCrHl5PPo9NtXMb7jZoIAHA7QNfCX4/t7Do6sHBxtuzeomg1DL6J3LXE9K76aAptXQlo2CafcWGO53SXzrc/qLJP+xpdsue4CEtvmkHLHI3vUnuX3s/zoKwhsyCMUgu0ffkfiQIOEvt32qN69mRoNpWma3/KPXGamaT5gGEaLnI0QmoZVXIzDLbBcEmevbuirf6XskR/QWqUipA90gUREukhal52z5jn7DIIbHia02sQ/ZxZyZS5ge5cASSOOp3iSPcGDFNjJHhS7JCkNfOHJDqEhl3xHAAgIQcIZO+9K2W02r7R/F+VRseovErruC0D5u4/ChmXQrjuJZ98avfZqYNtVd9CmmkHf3Yms5SdcQ3BDHgL7OyYYgpI5i5Wh3AMavDzINM2mldYvigTXb8DKzwckomA5UrfXc1mlJehJLtD1yBs34fr/4ujed5f1OHvvh7P3friGHIV/5v8Q7TsTWPA7DE0hsGw5uktDhixCFmRNeSKGd9i8SLjoPoKrFoKuI0MBQovCkxxSEgwGcURhfarX693xQHEBAP7CAtiw1D62cTn+bZtxZda2eCd6BJYvp+Cyy8CSOPYdQNYzDYvRGdiQB9XWAVsSfGs3N4LSvQe1jrIazl4GCScch3/+AkRoEzgFCIGQAtGxC+RVTQTUZCSro2W2xj3yPIouPBGsEN5XnsW/zULoEiyN9CsvInFA/zrr2VsRCck4+9gRcYLBIKFF3wESNL1eRtLv90NFYa1lPB4PFU43BHyg6SQMOHLXBa3Yef6FjzyKkBIEBP/8s8HXp51zPNtf/RQhIWTZvaWO4y5rBKV7D/UylIZhpAKR0Bwt1asUmkb6nbcBUPL4fQTn/hD5VpYBF8KdAL4KcOmU3nIazhEX4h52Wq11WtsLwKpcFiRBk2gaSI8g4WgVYae+OBwOHGfeTdBbisOTXGd5f1kpcsXPANjzynaXNhQKQciH7kqMlE04596drneltyLYtgtsXg3ZnXBltdvje6gvIj2jcng78rshdBh3JeVzl+FdvIKkg/rS/Y37oytwL6ROQ2kYxlTgUKAQIml1o7Zq1zAMDZgIDAB8wKWmaUY/g3kDSbl5HIUXHQtBO/ip55Rz8b31ODjCY5TSIvC/V3EPO41QaTHW2qU4+xywUz16dg4iMwtrWz4yJCEcS1U4HDg6dYzdDbUQ6mMkAWSeudOxkLeM4FI7TmbQlYi712G11pF47p0NFxgFsh55mE3DjwO/D9G5827Vsc/0x6Osau+mPh6lYZpmY44Cnwp4TNMcahjGQcDjwCmN2F69SX/tKyq++ADHvoNxtuuE79UKe3S8EikJbliJ93E714cvOZ3k+3deUpT2/PtIKdl69LDIsZAjAf+yVXi3VbDsvHsRLgf9f56EMyNlp+tbKrK8FBwOhCv6cQRFjoEsyd/hmJW/puqJP/YLzxtCzndf1l1IETPqE2ZtjmEYRiNqOBT4AsA0zdnAzm5ZHEk4/nSc7TpR/tKjyJAFIQsZspCWhUQQmFVtjVppzeNhQghCuJAWhAJgFRSTd/N9LDt3HNLrxyouZ8nx0V+a0lQJzJtF6dizKL3tfEIbqwxYxY/vUv7iWCpeGovv5w92u36XJxn3vschuh3IKmcnALSsat6ZK9EOgKtQ1IP6eJRFwO+GYZQS7nqbphnNAZvUcBuVhAzDcJimGUn4YRjG5cDlANnZ2eTm5u5Rg16vt2F1hEK0mxX+hk90ghRIh86WU68lc+Y03OEPXDAlo9Z6k93J6IVVxtQvJbLa8o+AJna4vsE648DuasyaNgWPDEFFKUVvT0A4dLYPPJY2S3+LBK4N/f0rqz1ZZOcvAmBL633xJmQBkGiVkUYZ+aQT0GpPTub1eilesxiHDtsT2pFOOQ5Nkr9sHvmhxFqvjSXx+nt7NxWyetI3uDKT6XLVMWjOmtMptOT3ZG3Ux1AOBzKrG64oUwxU729q/2zLNM3JwGSAUaNGydoWD9eH3NzcWhcg74ryIUcS+G0mes/9Sbx+PEIIXO+/RGDDSnuNpKaRevl9ZIS3pO2K7cccS+k77yEEaN170fGRcbTXHOSe9G/0RA/9vn8GoVe9SXdHZ6zZHY0y4Kd0+xZ7GMPpwF1izw3mLPsFKWVk/aBwJ9HWtwkZjkaY49+MZ//DCJQXYa36A4CO5OPufRQQzi2THx7ednhwtu5KIH8lMuRAWPZbqnWyhgx6wF9BqlvQunNvAoEKnM6EaLwce0S8/t4zn32WbT/bY7pbfjZJ7taWMz++d5dlW+p7si7q0/VeCrSJaqs78jNwIkB4jHJhI7a12yReeSepz30cMZJWMIj/y2lIXwjLF0TrfSB6LUYSwDN0MFJzYwk3mddfhrN9W9w5WQyc+zL9f5q4g5FsyYQKC6rS1IcsKsMHaO264hgyEoQGyVkknH8fenbV8LieHX59S3cce4ywbW3V46CXwPZ1IKX9ujpc4HAhNB3hdIPuxJHRAd/SWVir5uJbOiuSxGtvI7lD68hj77ZStsxdzpSB/4qjoqZHfTzKQ4HVhmFUvjuj3fX+CDjGMIxfsD8xF0ex7qgiEqtmXItv+j9kuRfNqUHQwn10zTmU/SvXsGnMTchgkKz7bydh0L7omS0rQ159CK5dRdlj9yFSUhFJ6VBWCJoDz9WPQsl2tC59EJqGq9paRmePA9FbdwahoaXaH2hndnd8W9cAEnRnVQMJKVBWUPXcjgBrP678rekIS+LqMsjWtHlpVfnt6yB779u9MujfZ+BKT+bnB97GqszwWFDMlOH/RnPqHP7vM+h5VOzD0zUl6jSUpmn2qKvMnmCapgVc2ZhtNAbW1i3gtQj5LFwnn4nDqHnheMHDE7GKigEonDiV5I9eipXMJoFVVETxO+8R+uwNhMOe2NI6dCHt+S+qCrWuOWq1lrZzh8bdd+c1qM7UbAJC2Nse09rjcDgIFqxGSqtqK6CUIJwENpugOXesIKPunTf+4gKsuV+gDT4FV3L9lio1dTRdY8BVI/jrnZkUrrR38PgA7/KNhID3LnmcoA4BCYfeeXqT73o3BjV2vQ3DuCv8+23DMN6q/hM7eU2XhHMvAZcbLbs9iedeWmtZz35Vu3jcfRtzAUHTpOixJ/C9/wZAxGBJn7e2S3YbZ0prnFldcDqdCCFwZnVlRb4f3CmguyEpCyy/3Xex/Gjt90Vrsw9a1yE4nbVP7PhLSwm+dT+WOYfgG/FZY9mYXPDDY1y77g1S+3QCUblo2h4hFiE7Wfis8dOQUmJZFhUlTXuJVTSpzaP8NPz7hVgIaW4knHwmCSfXL0NjxlUX4uzWCavCS+qpxzeysqaFlJLAitX2YwusoB3GLvXOhxq97aC3BBz2JI0zxe62Bwo37pDmFBnEmVbPsGar5+/w1F9a2mK8yuoc/9hlvDriLiRgiao8NoR/r/9rJW/dPpkNS1Zzwg2jOeLyEdx68L/wlnk56oITOfueC+MnvpGo0aM0TfNPwzD2BY7Cjmp+CLDRNM0fYiWuJZF83LC9zkhagQDrDzsZ/6o1hCog5AMSM0l5dDJ6x9onvuqDz+fDt3w2vvWLdjoXKFiNLN2KLFyLp5o7oKWEu/Hh7HHO5Mx6t+fqt+NOnpZoJAHa9O+KMzOZUNhIWuEfCYgEJ2UlZWxYshqAOR/8yPUDLqGssJRQIMgXL3/CzYdfxbbN2+J3A41AbTlzzgBuBSYBfwCdgWmGYdxjmuYnMdLXqLx69K2UFxRz3ucPkJZT/w+Mom78m/NZO/JSXLIM3RWOwlQB7tEX4uwZpeGHNb/bv8sL8a1fjLtDtUAlsiqIRUaig2BJHtIK4UzLQW+z++0nXtmwSD7NlZsWTGLTolVsX1uA+c0fuDOSaNunM1rHZLr1N+g0oDtr/1zBkDOGsWbC25HrBJC3ZjO3Hnc9k+a/FlkT29ypret9PXCEaZqR7EeGYbwGfBL+adZM3P9fVOTbEywvHXwDN61Seamjybpzb0aWlhNyChwuCxH+vAT+/BNOrz2QyG7h3THaPJoDwmsnZSiILN9ut+8vx9m6YYF/a0JKSWD2l7D/objcLc+7zOnXlZx+XelzYtVmudzcXFwJbsZ+8iABXwDdqfNe2FBKJBYQAsqKSgn6A7g8LSMhQm3mPljdSAKYplmM/To0W1YvXE5JfhEVBVUfLBlSwXOjScF73xAsKMKyNEJBJwFZNUki3FH84Dir7RHvuN+OpzI7IdI74czqtkPXu9J4RoPy+84l8OVrBB66DP/u5vRpxjjdTjRN49SxdmZJCThcDlrltOKSB69sMUYSavcoa7IezcqXHn/FeP6Y+QcjLhxB4aL1LJ29BIAjjx3Cxi8XIIBDbq/fpIyiboLbi1l367NgBXB7NNxGd9q/8V98n31OaOtWks87N2ptubvWHhagMmbl5jLokGofE4m7Xr9qeUvxL/zK7rILDc/gqnWxXq8XOW08IBEHj8bTbT+sf8SnDMx4Hdfoa3b/ZpoxI685nZHXnB5vGY1KbYay7y6WAgkg/kl268m0SdP4ecYvCODzydNppbkjiRzW5G/nttVTES1kDKWpoCW4cbRKJbi1ENq3p8uHzwDgOGN0TNr3r1+CcCfjbN0pcswbBGcd45KBDblEwoLLEIH8tTiz7DrkBw9SOe8rf5kG3fbbuYLuDUttrGhe1GYoa3Kzms1yoQ9e/AikRBcaQgj80sIldARw8g1nKCPZCGgeNz0/epTS2YtIPSK2uzl8i74FK4gE/KUFuLruwqDVgJ6SSXDb2qpIuTV4npVomobWpS/W6sWQ1Y6k/WqPbalo3tSWXKzZLwPqM7gvs6b/gCUEUkpKRRAI8cCMh/fK3QWxwt2xDe6OjRkeoAaqjT/KsoYtT3Fkd8cKBrC2LEdv3wdnYlWcFnH6HVVd7yFVXfKEMXftsWRF86BF58y57clbOOOnuXi3l+EVEk2C5mzRtxxzCj/5nc+PvA+E4OCvHyK9X5f4iUnOhFLbQGrtG/5F6GrXC9rtnFnT4/HA+eP3WJ6i+dKi+55Ol5OTLzyZChlASklISi6545J4y2ox+LeVsO2Jz8OrkiW/nXJvXPW4uw3Gve9xuPc9DmdG4+W4sXxevO8+iXd6i8zcrNgFLdpQAvzfLWPo3KsLJdKPlezkyFEqoVd9mP38p0w+ciy/vfC/GsuUrtxE9RjhzvSkxhfWBPBNfYjQ4tmE/vgW36cvxluOIga0eEMJ8NyHT3H3U7fx4mcTSc9Mi7ecJomUkpWzFpG/fCPe4jK+f+hdClds5scH32HT/F3neksf2B33ob1AE7jaZjB87nMxVh0fpL8i8tjasp6Kz99ElhbHUZGisdkrBuxS0pI5fvSx8ZbRpPnukXf5eeKn6LpG5wHd0QHNTi3Nl3e8RGDxeghJ3OE8nL0uOZYD/3MhHcaftddNjHnOvQXvW4+C0AjO+w3m/UbJ9NcRQ48j5aKG5z3aMuUjtjzwMmiCwPw3cabtPQnmmgt7hUfZnFifu5qx3c9jbI9zKY1hYIHNi9egA46Qxaa5yxGADrgA38J1YEmcEImOsOyt72OmrTr+nz7A+/bDhNbEL2+LltGaxKsfwX3CmB2OWz9+RtmURxpc35YHXg5XIDEPvzwKChXRRhnKJsaTJ92BFQphBS3evuQZgoHGSlW0I8NvORO3y4VA2OOOmsCVsGPSLkvabxgNSOlcz9BkUSS0aRXB2Z9hrV+K9/34563Wu/ZC6k57C2wwBCFJ8Lcf96hO4ak9UZoiPihD2dSoFioRCY+feFtMms3p35WB5wwDwJWSwOg3b+X09+6k7aCe5BzWLyxNhn+gzeB9YqKrEuktJ7TarEoxGwzinT45php2Reoz08GTjPRbEALnMac2uI5unzwOLiekJNL3t9caQaViT9krxiibE//+ZgIPH3ljZIfI9g1bY9b20fdfxH4XHE1yTibuZDvg7eiPxwHgKyjh86Nuw7ulEFw6XU47OCaarMICvB+9gvX3bxD0Q0YKaAIsiUhqGmN5qU99QLC0GM3pRtuNoB/JA/Zh36Uf7laK1WWTZ7Dx6/n0vOx42h27d+e1aUyUR9nEyO7SlodzX6N117Y43E5OvOXsyDnz+z9Zv2DXM9DRolXP9hEjWZ3tS9bg21JoT/L4g7Q5aOeF2Y2B74MXCf7yFQR8toEsLUcGQ8iQxH3UOTHRUB8cyam7ZST3hPL1+fx5z/+3d99xUhR5H8c/zdBexAAAIABJREFU3ZM2L3HJSHJLEFEREEEBs2JGUQ/1HlEPA5gwx1POLHqiqIhnuDtBMHtGUBSMIKBIWgsByZnFzZO66/mjh2WXtCw7O4l6+9qXQ09Pz3dmZ39THarqv2z+diEzh4+N6XMfaHSLMgF507zc9fUzlfMTT7j6nxRMmV15/8XP30DXM3rHNJOyDUx2HBnY8M0Cmvfb84Rq0WJkOZdzKcsZ3c8wDCitcKafjTK7aCvl/7wJ/OUYXXqS+dfYHPbYX57cjB0tnRI/G79bSLNju8YzUsrSLcoEZ1kWBZ/PdrpfKvAqeP+659goV8c0R8PuO0bjMYD0JrG5HtV3/pV4L7kewgpCFioURoVtzE77PuDFvir/7+MQKAcD1KKfor79aHPv1PKXY/4XpySpTxfKBOdyuTABDwZpGLhxWnavDXogpjnSsrOdY2Aug6bHdia3S9uaHxQFhttD2oCzyH7+U5SlUBUhVEkF4dnfR//JSpJr8F3DMDC8O3YK2w45gVBpxV4eoe0vveudBPLat6Dojw2VY2kagNfr2fuD6sGx/74l5s9ZlXnw4ViL5lSfFjCK0i++iYpxkWlo05KjO+Z5q/5D8dJ1/HT7K/w4/Dly8luR07cL6XkN6HFj7c/AJ4v1P0nSG2fToGP99emvShfKJHD8LYP5YMRz1Zad/8INcUoTP5k3PETxiPNR5SVQVkrFe2+QPujSqG3f1b4zmf9w5n8xvIk/jcFX3YfjX7sVgFIDMF0UL1nL+iVrCRsGPz35Dt1vu4DeKVYwf37uQ2Y//jamx8U5791P3pHRmQNpb/SudxI49KzenPPscDLzGpCZ14BL3r6Xg45JmoHmo8ZwucCTCX4bFAQ+fx9r9YroPofXlxRFEqgskgBZponhdWMBHsPAjbPnMWv0O8wam1rHLjf/+gcAdshia8GqmDynLpRJous5fbhh9lhumD2Wtr1ic2lOIsq45naUUs7P1q0U3zwUFQjEO1ZcGB5X5e0m/Q8jZCtswzlAE+mSTxjYunRdnBLWj6NuPo+8LgfRSrTGWrOF1R//RKCwpOYH1oHe9daSSuDbGdgBheFyTmYo20aFg9Gd3TFBBFauY9n5t2EVFmM2acTB74/G26pp5f2nr5nAvJteJLdbB9pfcSqZ4z5h/jMfECgPELRtcBkc1K8rfW6qh+mB4yBUVEbB3a+z4bPZeMr8WMCShSuxDAPb66LlwF4c8/Tf6uW5daHUkoqv7wACH7+LMgBDASZmgvTQibbfTxhWeeLK2rSVxX2upNvv72JWOZF3xDPXVt4+9JozOPSaM+KQNDZ+vvgRSn5egoGBFwMLsFGElUEooFjz4UymbfyT1g9E/5is3vXWkoqnazfSr78dIy0To2lLcl55J96R6kX54mWVZ/aNyFX+SsHK2w/MHjgrx7xH4BeJBzvyY+HFxoPCg8IHeJVi848FrH3166g/f8xalEKIXOANIAdn9K6RUsofhRC9gTE4h1OmSikfjFUmLTllnHIGGaekbssJwNtyxy62UqCUM0FeaGtyXesZLeuffx+PYaMACwUKbAzMSFvPwEYpA8sw+XPaoqg/fyxblCOBaVLK/sDlwPbhsMcBQ4BjgaOFENHvcqFpSWbbhzPw5LfDVjtm0DUMk04vJXa3yvpQtmA5RmkpLsPGbdp4DYXbVLgNG5fhtDBd2LhReJTC2lpC4fw/opohlsco/wlsPz3pBvxCiBzAJ6VcBiCEmAKcBPwSw1zaAa5i5k9sG3kHANn33EH2GafFNc/v591GxS+/AeBu0wwzLR0rbNFh3F2YGWlxzRYPwQ2FuE0bw9j+paGwlYFSzihSRMZQtQEThRcDb5Tnb6qXQimEuBLYeUz8oVLK2UKI5ji74Dfh7IZXnWykBOiwm+0NA4YB5OXl7ddwVFX5/f46byMWkiFnKmTMvuXOyl2r4ocfZ02Hg2ITbCd+v58Fo17E/vm3yuOS4bWb8XzyOCawwi6DOL/X8fh92w1dkfdDYZpOsTQBS4HLAJTCwimSbgzI8rG6bCsUbN3rdmujXgqllPIV4JWdlwshDgMmAbdKKWdEWpRVT1lmA3/uZnvjgfEAgwYNUnWdo2X7qDyJLhlypkLGdW43hEKAc8lR+xCkdYvta1p19zgCK9fA4hVEGk0YBuQOOp6DEuj9jfXvO7BiHds+nUvJMYdSOnMhhkGkZalQKLBd2KaN23ZhoTBRNDqvZ9QzxuwYpRCiC/A2MERK+RmAlLIYCAohOgohDOBU4NtYZdJ2KH31X2w6aQCbzx5IeMuWeMeJqZYzpkJ6Opgm/mLFustuxr/gt5g9/7KrH2PLfz/D/mYBdshi+1jyDS89g4NG136yslSy4opRbB47mcCvv+Fp3rhyuWE4w5MahjPivmEoXECTfofRZOjxUc8Ry5M5jwJpwBghxHQhxIeR5dcAE4CfgF+klLNimEmLqHh/ImQoVFkZFW9PjnecmGs57VOMbscAHrBtwus2xey5/UuqDpln0un9Jzn4wydp89A1McuQqFSkpa9smw7/vp+MHk5LUe00KIoCGg04nB6T72bpg+8yoeMVTB82Jmo5YnYyR0p5zh6WzwRiOwqtVk3x4/fj9tqAgcoF33H94h0pLhrfOoxCw8DdpgWZJ/alaNpsir/9lab/dzpp7VvV2/O2e24kS867ExW2OOifN5LVXdTbcyWbg166l8JJU8g+7kgyOrcn/93H2fbRd2x560sq5BpMw0VGh1Y0vWAATQcdR6CwlG3fOnsDqz6ZTUVhMemNcuqcQ/fM0bDm7xg93TDA27X+Ry5PRN4ObWn+/D8o/uZnFuQPQlk2toLNr/6PvJuG0HrkxTVvpBYsf5D1b07HnZPOkb+/TUFBAQ0S6HhkIkjv0p5Wo6q3rBuedSwNzzp2t+t7G2RguF2osIXpcePLjc7Zb90zRyPj1irX+DfZt2low5u2YBUV17xiElpx1UNg25UnDgxg/VNvRv15vu91A/LOV1h03Vi+bHsZgSXro/4cBxrT5aLra1fT7ZZBnDPjCUyXq+YH7QPdotTwHdkL37vT93n94o+msO3BpzDSfBh3Xw8p1gpSwRCRq052/GASDodxu6PzJxMu8xPcuK1yDiI7EGT9sPG0bdaCRr1T6/2Mho3Pv8WmZyfjbdsM8cULe103rUVDOp8Q3VlCdYsySh654B6Gtjufoe3O54Nn3op3HADCfj+lD11O2cNXRmV7RePGsWFAf8pGP4LHF0SVl+Eq+D0q204kNi5sG2wbwpZJ2DKxbKJWJAHm3/YvbKi8UHr7uYmF9+h5vXdn4+g3UIEggd9Xs+HpN2L+/LpQRoFSit/n7Lic5PPxH+5l7dioGH8//r8PgfJSVFkRpfddVOdt+t96E9MFpgsMU+HJMrGOrr8ep5tffJOVl95OxYIl9fYcu9P02gsIWSZh23T6DyuDnAHRfZ3BwhICGARxBjmwMLCBvJN0D96dLRnkjEG6nbd9bKZ/qErvekfB+NvGYikbl+F87xx5cs84JwJr2UJwmc70rjiXV4TKywk9fz3YNq5jzsTX7/zabTSyn2gYYLidib9U44ZRTu4o/XoWW5/5D4YBqwbfSIfv38TTuEG9PNfOWt9xKRndBav/8W8sW5H/8N9o0P+IqD7HYY9dgRz9Dq50H97cTNa++y3enh045K66f6GlknBRKeVznUaIApoMPYtG550Q8xy6UEbBL1/NIQyElc3VTwyn/0UnVd5nBcPIT2axcd4y8s/oRaudRicPl1ZQsmAFniY5ZB0cxUtQchpBcSHK5RRvs3NPQq/f7+xPAtaPH0OkUFa8NxZ77VK8l9yJp1HzPW7S1TQPe/Mm5xo2BVnXXs226CWuxsyqfray+J3PyTmjPxU/zCG9b088rfacMxoandyTRvX4hZfZrhndxw6v/Hfne/+S8F1B48GVk4mZnYFdUo6ZmUar+6+KSw5dKOtg85pNDOt7JR5l4jJMjh54DMddsKNXQOmmPxl37E24KsJ4gIJXppLdpgmX/fgMAFZ5gB9PuIPQyvUYQPYRHekx5bGoZMu4Yxz2Hwsx2+RjpmUAUDHhUVRJpP9rpKXp//RVbOlcHhR86Q48d+35GFmTSW9TPO5FQgWLybr6WnxdutRb3+OMnl1x5WZhF5eiFARWbmD95TdhbS7EldeENlMmYJi7HjkKrlzNpsuHo4JBGv39DjJPiX4vDS06bNtmZs/hhNduBqDZJScinrq22jqGYXDozNco+fYXsvoevtvfeSzoY5R18MCl9+NSzvUjFja2QbXLEV4eeDe2P4wJuBS4gPLVW5hytdNjwL9+K/6VGzBx9mpL5y3DKvNHJZvpduM++IjKIgmQfsldGC07QkYOnqufAMDesLJW28255loaj3nOKZL1yA4EsW0TFTnTUTZtJtY253Ika1sRhMO7Pqa0lG2jnkCVlkEwRNHYl+s1o1Y38y99jNAap0gawKYJ0yhdvOvn0ZWVToPT++DOid8UwrpQ1kHPyK6ZEflvtaw+I1zp5iK2n880cN5sE1g95WcAMjq0oMXFx6MirbvMQ9vhyqzfYbTSL7uXjOvH4MltQnjZPCjfApkZ4HJhHtKrXp+7NoLL12BtK3GG0sIgvW93jAYNnEt1AiHWDLkBFTmMAGD7/aw97UICvy6uXOY7/NA4JNf2VcnClbtMz140O3Z97GtDF8o6uPyeKzn2/OMrT3KcfMmp1e5XVf6vdnOPYRh0HXMtA9a+Se+5L9Djy8frOXF1wemTQCkMw8BonEf6ecNrflCM+Dq2IePobigFuUPOouLLGYQ3bCUyWQ4huZx1Q28FYPMjz7Jm8DCU3xnuVClo9Nj9NP7HPXF8BVpNDrr+HCyMyHWqzk+zCxKz+6w+RllHN/3zZq57dDj+sgpyGudWu890mdhhZ/j67WOMGkDLftW7CBouF2mtmxJrZl5b7BULnQzZDamY+CiePmfjbhf/lpjh9dBu4mOosEXRpzMonvQBLpdTBLeP1Rj4ZREbRj5IxbTvABvT7dznO+pwMk/sH9f8Ws3a/m0gKhBixdPv4Erz0uX123Bnpsc71m7pQhkF3jQv3jTvLssvfHkkbw99CstwZorDgLRG2Qz8960xzWfbFoGJD4K/FABX73Pxdu2HskLgS4eOR6B+/QaA4HvPwA0vRvXi6row3C4Ci5Y51zNaYJrO4K0AKIV/7vzIP0zsMLT/9Yt4RY2blfOXseCrnznzpsHxjlJrLS47idzjDiP3sHZxO1GzLxLjryFF5Z94JLfLV/j1zems+XER3f5yPB1OiP0FxcGPnqsskgDWzA/wb1qD2rDcWfD7nOoPKNkKDZvFMOGeWcVl+AvLUbbzRbP9qKSBwmzZjBbPP8C6C51BEzyHHXij7kx57l0+esrpCfb5M+8wdkXyDJEX/LOUr0+4k4p1hbS9qB/dxyTusHK6UNYzT7qPHlecSo8rTq155Xqiigt3s2xz9QVZjaC0ELIb406QIgmw4fl3KJz8FQYGvjSc2fdsheH10eGTVzB93gOyFbndlBfj3wustsLlAeY9OpmK1VuoWOd8Njd/v7iGR8WXLpQpKlTwE6Fv3sJs3w1377MJz5hY7f70c2+k/F+3QjgEuXn4LrwNl2vXwwfbqVAIw+Op79i7cDd0ZgpReGj6wHCy+nWD4lLSunSKeZZEdPadQ3jn/tfiHaNWlrz+BfKVqaAUXsPAhaL9sPhO6FYTXShTkFKK0BRnyiJ70XfY65biOvIU7F++AMPA3e8i7HAYAgGnUG5cReDFkWSMGLvb7VW88x/8b76K65CuZD/wNIZnzwU12vKGnYu7cS6G20XDc/tXdsnUHAP+ehpHnNqLP+b+zpEDj453nH2S1jRy0tMw8APKMJj54ETyhw2Ma6690YUyBaltG6ufHi5cj++o0+CoHd/a1sZVTpHcLhhgd8KFm/BPdnrrWL8txFr1B+6OsTsWaJgmjQefGLPnS0YNmjVKmiIJ0GHwcbjTfcwY9uwu11EmqsQ9zaTtNyO7IZWTICtn3uNd1mnaGrJ3TNZkdjh8t9sqvnIwynJ6wSgFrtbt6iOylqL+c+WTvHzhqF2Wtz2zFy3P7FH50WzRP7FH1dctyhRkeHykX/cs/k/Ho7Ztxn3JvbusY5omGVc8XOO2VOTaT6UUygLD56uHxFoqGjvwLjZEuiQ+3H0Y13/2ODnNdow2NW/KHHBBRl4DTp54R7xi7hPdokxRhtdH+rnXkzF0FF7v7o8pBr5+j8CMvZ81NXxpOxqmmbl7XVfTqipat7Xytr+wlNFHj+DL0c6lTO9d/mRld7XyTX/GI16t6BblAco/+VnCc74GQG1ZT9r5u7+GrdHkKQR+/gmzSR6etu1imHDvFo58iawubWl31em73BcqqcDwunD7YnfSSdvVZa/eyr8Gj0JZNkZkH/u7lz7h+1c/w6MMqu6bTHlkIqfc9ZeEPVmnC+UByt6wusrtVXtZE3zdE2ewDIBpnYZilVQAsG7iV9ilflpddhLtrz+H+Zc8QuGXvzgrpnnoOn4ktI3fqDMHsrbd8xm17A3uaXcJZqT5GAqFIARBgDQfPsumKBTm+/Gf0PHYrnTq1y2umfdE73qnMGVZhBbMxd6ycZf7fBeOgJyGkNuItAtHxCHd/tteJEFRvmgVgZWbWP7QREoXr6Jw2rzK9ZQ/xPIn345PSK3SzdOfwtckhwoUqsp57rJggKwj2oMJLq+b3JZN4phy73SLMoVVvDya4IzPwZdGzlP/xmy8YypaV4uDyLrv1Tim23+N+h9G4YwFuyz/4fjbcKEqx/cEyO2Rj73LmlosNWnXnIueHcH4Sx8hZCs8kXJZgc2iuQWcfMUZ9Bw8gKadYj8Xzr7SLcoUFloU2QUN+Kn49L34homiHm/dwykbJ3HKxsk0v6g/rpwMWv3fyYCBhYsQRH5M2t+afANFpKKD+3SldZ/OlBKmnDDprRpVfoHldTmI5p3bxjVfTXSLMpU1boPauAFlQ9kbkzE79yK9R/d4p4qqrs9eV3l79YSvUWELcNHw+MNpdcFxeJvkwOa18QtYj75++WM2L1/PydefR8ME3G395v2vee4mZ9qTQdcPptspPVn83XysdB9D/jmC+VNmk904h56Djotz0prpQpnCSqbMxpujMAywymHbjbfgnT4VVxz6bMfCyWsnEAwG8a/aQka7vHoZKm714j/YtHw9R53ZJ+rbro0nB97Busg1iuuXrubGt3e9qDveJj/9ZuXtz17/hP8sfJPOfQ8jPTuD3LyGdOrVOY7pakfveqeo0qnfoGyDcIlJuNQE5YwkHfhh9i7rlq/bjLxmNCUFK2IfNMo+EVcz9bjb+KDN/1G8dF1Ut333UX/jiYF38tqIMdx8yGVYYSuq26+NdVXmllk59/e45dibPmceGzl9ozisr3M2u3nHVuTm1c8Ux/Up5i1KIcQhwCygmZTSL4ToDYzBmQd+qpTywVhnSmT+0lLeu3k8uQ2y6HBcVzqfvW8tmc0Tp2EETfDaGJETjXbYIO3I6pdfFH3zKwUXO2/5tv/9QOcPHiY3ib7pd2b5g5W354wczwn/eyAq2533+U+Ubi2uPEkU9AeYN2UWR50R25bln5sKeerU26sty23eeA9rx9cld/yVo0/rg7+snK59EvOyn30V00IphMgBngKqjsAwDjgfWA58IoQ4Ukr5SyxzJSrbsnmk69WkKXBjsOitb1jw9rdc+N+au3uVzV8OJW7S0mxQNpgmLtEZMyer2nobXv+s8o9fAZv+OzWpC6XT39K52eHyk6O22YVfzKm8aJrIWdtls2XMC+WoXs4x2e1Jsps15O8/7H7Up0TQ6fDUGA4vZrveQggDGA/cDZRHluUAPinlMimlAqYAJ8UqU6KTn82tdt0ZwIpvFlCxraTGx7a4/TKMZm2wDz+GLX9ms2lLDsXFu/bTbnHdedUmP2s7amgUksfPmfNfoMWZvegxbjjtBvWN2nZbdT6o8vb2eTUvfCC+75XhMnlw1otxzXCgqJcWpRDiSuDmnRavBCZJKX8VonKYrhyguMo6JUCH+siUjMKBEAqFH0gHXBi0OaYzaQ2yanoojS8+hcYXn0K4qIzyc++lfMkaml2y63BlOT0ER695B9uyUuIkT1qTXPq+fGPUt3v8VWdQ8O18Fs9wLmgf/tqdUX+OfdGic1vWFzg9qZRlE6wI4E3XA5XUN0Op2IwIJ4RYCqyJ/LM38BNwJjBTStklss6NgEdKOXqnxw4DhgHk5eUdNX78+Dpl8fv9pKXV7/zZ0VBRUcGki57CFXKOM6Y1yOSCiSMxzNr3h1WhMIYn+t+LyfBeRitjyB9k4SdzyGqaw8H9ukYhWXX7mvOn175kydR5iFOPpOflsR2rM5V/3+eee+5cKWWP3d6plIr5T35+/or8/Py0yO15+fn5HfPz8438/PxP8/Pzj97bY8877zxVV4sXL67zNmJh8eLFKhQIqS+e/0D9PjMxMyfDe5kMGZVKjpypnDE/P3+O2kPdSYTrKK8BJgAunLPes+KcJ6G4vW5Ouu6ceMfQtANaXAqllLJdldszcXbFNU3TEpK+4FzTklgoFOL+viMY8xfnWlh/qZ+FX/1MsMr1pFrdJcKut6ZptbB87hJevvYp0nMy2BTpfVS4djMPn3Yrm1dtIlDux5vuZUzBG3FOmjp0i1LTksy3E6ZStGkbG5aurXad7calawmU+wEIVgSZ+9nMeEVMObpQalqSOfT47himgdvriXQWcP4rD4cqbysUbz70Oi/d/hzff/hNvCMnPb3rrWlJpsdZfejU8xDcPg/PX/4oqxctJxAZoCMcaWEqFFvWbGLd5A1MnzyNlh1b076r7suxv3SLUtOSUIPmjchqmM0dHz7C2KWTqg1ZFlI2llLYgBH5z+XWf+p1oVuUmpYC7nhrFKFQiECJn+uOuhzbdi6UtlEEDAt3mp6Rsi7014ympQiPx0NWo2z+88e72OkmZYTxYxFWilvOHhnveElNF0pNS0FtujjHIxVOqzJsheOcKLnpQqlpKahLn674VZigsrCVos/AY+MdKanpQqlpKWjQ1YMwPW4swJXm5uq/D4t3pKSmT+Zo2j6aM2oiBeM+JQj4muUyZO5zmGZitjWysrP4ZPlH8Y6RMhLzt6xpUbJ12P/R+KZrKXpk/2cptPxBlv7rc1a88DGmbeMDAhuL+HTI49ELqiU0XSi1lFU2+U3sFSswUQSnT0PZdq23YZX5+bH/rfxxz2tkKYtspTAAL1BYsLKmh2spQhdKLWH4i8uZ/vQ7/Dzxqzpvy1q/hsC7r2OmseNTvh+j+Zev2IB/xQZMFG4UZpW+1UcMP7vOObXkoI9Ragnji4cmMG/ydAAyGmVzyGk992s75RPGE/hwIoaBUyRd4O7eC8PlqvW2MkUb3GlebH8QA7C9HsDg4L+eQLdhA/crn5Z8dKHUEodSeJQz1P1vk6bTpFUTmhzWvtabCX40CcMdmVcoDbYNvpaO51+0X5FMt4sWfxnA2temktGxBf2mPoY7K32/tqUlL73rrSWMjn264MHApwwKv/iVj067j+Uf/FD7DaX5wDDAMDBcJsEu3eqUSzx2Fb1nPUvPaU/qInmA0oVSSxhbl68HwK1g+zyTW379o9bbybr7SadQAmmXXReVbBntmuNK1/2lD1R611tLGAsnzUABFQZ4TIPWvQRdrjq11ttx53cld/yHKNvGzMqBgoLoh9UOKLpQagmh4PPZlGzchomBAoLpXga8MIL0vAb7tT0jI4vaz36uabund721hPDR7eMBMBTk2JBdEuDdI0aw5N9f1mo7qqKc8vH/oPz5+7DLy/a+btBP+Zg7KbntQkJzpu9vdO0AoAullhC8uZmVVyi62fHBXPHBj7Xajv/tF7EWzMSSv1Ax/sHK5RWzp1F2318oGz2iclnZ6JFYSxeAvwz/u+Pr9gK0lKYLpZYQrnr/QWzDwDagHMBtYrhMOl16PABKKYqmzaF8/tK9b0jZlSdyCAYAcK/9A/uDcWCHYdtGyp69xVl1w6rKs+NU7L31qR3Y9DFKLSFkNcnlrpVvsHnJapoc3BrDMLAtG9PlfJevHz2BTWPfwmXaZPU9gnavP4jh3vUCct9fbkAVF6LKy0i7/HZUeQkNFk+vvtLmtfjffBqjcXPU1g0AuI7oU98vUUtiulBqCaVpfpvK29uLJEBg6Rpcpo1hQNkP8yj/uYDMXl2rPdbasAb/B//Gc9SJePucRPCb/1Hx0et4vdU/5iocIjz/ezwnXojRsAVGVgM8om7XWmqpTRdKLSm0uO1S/pj/G9bGLbgaN8DXoXW1++1AgNJ7rwIrTHjW1xhNmxP86DUAXMEQnHYJzP/O2d02DVCK8O/zybzW6bFjbViDkd0AMzMr5q9NS3y6UGpJIa1Taw754TX8C5biadMMd8OcyvtCa1ZSfP3/4c51OccblcL/+tMYlgWR8SJ9nY8iKH92ThjZzmkjI90piv7JLxGc+o4zGZffgrQcGr76YaxfopbA9MkcLWkYhkF6t4OrFUmAkidGYaBQYeUUQRvsLWuxwxbKsihvlY+7ZXuMjByUHVkHA99gp9dOeMGsyu0bpgGlRWy7+cpYvzwtgelCqSW/tAyUDSpgo8LKKYZKQSCMXRYgkNbQWU8BoTAqFMYz+AZcmbkAeE+/GAwTZdko23m8vWJZ/F6PlnBitusthHABTwM9AB/wgJTyYyFEb2AMEAamSikf3MtmNG0XDe75B9uGXojtD4DfwvCA6TYixyIhfd4sSp+8i/S/jnB67DRqhveofijbRhVtwzzsaKyiQOX2VBDYjyHZtNQVyxblZYBHStkXOAfoFFk+DhgCHAscLYQ4MoaZtBRg5jag8XtTybz1PoysTLBBlVuokA3eTNylxYTnzcJa9htpF43Ad/JgUIrSUbdSdNX5VDzzEMpSKKWc/1vgPf28eL8e+Ls6AAAINElEQVQsLYHE8mTOqcBCIcQnOIPDXC+EyAF8UsplAEKIKcBJwC8xzKWliLT+J5HW/yQKzx2ACirM9ofgOfRQglPeRSlF6bgXMD7/AiMcwtWoEeEFPwMQnj8XV9cehOfNQVlgByHtxNPj/Gq0RFIvhVIIcSVw806LNwN+4EygH/AaTkuyuMo6JUCH3WxvGDAMIC8vj4I6jgbj9/vrvI1YSIacCZnx0Rcrb+Y8+xS+Py3n+KTagtq4BcN0jvNYHdri2biG8t79KTnjQjIrDHyzZ2M1b8HSkpKYjzqUkO/lTg7UjPVSKKWUrwCvVF0mhJgEfCylVMAMIUQ+TpHMrrJaNvDnbrY3HhgPMGjQINW5c+c65SsoKKCu24iFZMiZ6BmLWrYiuPx3DDMyZU6VaXMaDPkb3mOOpVHkEiL1xJNYa9fiatqUlj5fzLMm+nsJB27GWB6j/A4YCCCEOBxYJaUsBoJCiI5CCANn9/zbGGbSUlzO7XcTzGuFbbsgPfKdnNuYnIeexNe3H0aVebkNw8DdujVGHIqklthieYzyZeBFIcRMnGOU10SWXwNMwJkqZaqUclYMM2kpzvD5KL77voRvBWmJLWaFUkoZAK7YzfKZQO9Y5dA0TastfcG5pkVJaVEpP02dSdHWonhH0aJM9/XWtFqa8cL/+Pq592jSqTX9bxvMK7c8S1ajHP70V7BuxTqatWnGc1+/iNuj/7xShf5NalotTX1yMijF+gXLeemvD1GOomjTn4SwAdi0ZhP+cj9ZuXokolShC6Wm1ZLL68YKhFA4g2uAcgbUUNC0TR5nX3mOLpIpRh+j1LRaumryfWS2bEQZNmXKcoZnUzZ+LDKzMzhj6FnxjqhFmS6UmlZLbY/oxN0/jMXVuiFhFCFsKrAIK0VexxbxjqfVA10oNW0/jf7mBZTPhR+LkLJRpsGw+6+OdyytHuhjlJq2n0zT5I0lb8c7hhYDukWpaZpWA10oNU3TaqALpaZpWg10odQ0TauBLpSapmk10IVS0zStBrpQapqm1UAXSk3TtBroQqlpmlYDXSg1TdNqkHRdGBctWrRFCLGyjptpAmyJRp56lgw5dcboSYacqZzxoD3eo5Q64H7y8/PnxDtDquTUGQ+snAdqRr3rrWmaVgNdKDVN02pwoBbK8fEOsI+SIafOGD3JkPOAzGgopaK9TU3TtJRyoLYoNU3T9lnSXR60v4QQLuBpoAfgAx6QUn4shOgNjAHCwFQp5YNxjFlJCHEIMAtoJqX0J1JOIUQu8AaQA3iBkVLKHxMpI4AQwgReAA4HAsBVUsql8cwEIITwAK8C7XA+iw8Bi4HXAQUsBIZLKe04RawkhMgD5gIn4/xeXyfxMt4FnI3zWXwBmEGUcx5ILcrLAI+Usi9wDtApsnwcMAQ4FjhaCHFknPJVEkLkAE/h/HFvl0g5RwLTpJT9gcuB5yPLEykjwLlAmpTyGOBOnPc0EVwKbJVSHgecBozF+RK/N7LMwPmMxlWkoL8EVEQWJWLGAUAfoC/QH2hDPeQ8kArlqcBaIcQnwMvAR5GC5JNSLpNSKmAKcFI8QwohDJyD0XcD5ZFliZbznzh/QODslfgTMCM4BftzACnlTJy9iUTwNnBf5LaB01I7CqclBPAZ8X/vAEbjfPmti/w7ETOeCiwA3gc+Aj6mHnKm5K63EOJK4OadFm8G/MCZQD/gNZzWT3GVdUqADrHICHvMuRKYJKX8VQixfVkOccq5h4xDpZSzhRDNcXbBb4pnxr3IAYqq/NsSQrillOF4BQKQUpYCCCGygXeAe4HRkS8YcN673DjFA0AIcTmwWUo5JbJrC2AkUsaIJjg9as4E2gP/A8xo50zJQimlfAV4peoyIcQk4OPIGzhDCJGP84edXWW1bODPOOdcClwZKVDNgak4H4K45NxdxkjOw4BJwK1SyhmRFmXc3ss92Pn3a8a7SG4nhGiD0wp6QUo5UQjxRJW7E+G9uwJQQoiTgCOA/wB5Ve5PhIwAW4HfpJRBQAoh/Di739tFJeeBtOv9HTAQQAhxOLBKSlkMBIUQHSO7vKcC38YxI1LKTlLKAVLKAcAG4JREyymE6IKz+zhESvlZJHdCZYz4nh2/8944u2hxJ4RohvMFeIeU8tXI4l8ix9sATif+n8N+Usr+kc/hPOCvwGeJlDHiO+A0IYQhhGgJZALTop0zJVuUe/Ay8KIQYibOcaFrIsuvASYALpwztbPilK8miZTzUSANGBM5PFAkpTyHxMoITovtZCHEDzi/86FxzrPd3UBD4D4hxPZjlTcCzwohvEABzi55orkFeDmRMkauXOkH/ITT8BsO/EGUc+oLzjVN02pwIO16a5qm7RddKDVN02qgC6WmaVoNdKHUNE2rgS6UmqZpNTiQLg/Sklzk2ri3cAaQMAAP8IyU8i0hxBHA2VLKUfuxXRcwGfiXlPLzKEbWUoQulFqy+UpKeTGAECILp5fVEinlPJwLo2tFCNERp9dJa+BfUU2qpQxdKLWkJaUsFUK8BFwghGgAXCOlvDjSDfQHIB+YhtPXt5fzEHnZTpvJAq4C7ohhdC3J6EKpJbuNQPedlrUDTgDWA4XA0cD1wHIhRAMpZWXfXynlrwBVBiDRtF3oQqklu4OANTst2yqlXAUghCiTUi6O3C7C6XqpabWiz3prSSsyYtHfcAboqEr3y9WiSrcotWRzghBiOmDhfH7/LqWUQogW8Y2lpTI9KIamaVoN9K63pmlaDXSh1DRNq4EulJqmaTXQhVLTNK0GulBqmqbVQBdKTdO0GuhCqWmaVgNdKDVN02rw//7fnPFkzWU4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "ax = diag.projection()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Canvas\n",
    "\n",
    "Finally, an overview of the diagnosis can be obtained in a canvas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 11 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diag.canvas()"
   ]
  },
  {
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}