{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "387031c2-233c-4060-96f3-4f03107d541b",
   "metadata": {},
   "outputs": [],
   "source": [
    "without EMA smoothing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d939c770-8537-4913-b7e0-ee1d2176747e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "close": {
          "bdata": 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",
          "dtype": "f8"
         },
         "high": {
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",
          "dtype": "f8"
         },
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",
          "dtype": "f8"
         },
         "name": "Price",
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",
          "dtype": "f8"
         },
         "type": "candlestick",
         "x": [
          "2025-12-03T17:58:00.000000000",
          "2025-12-03T17:59:00.000000000",
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RixQa5UvTtqh5y7uu6r5Rln1Z3jo7yXOQCTABJsAEmAATYAJMgAkwASbABJgAE7hCBC6jIfgKtbCSilV/Jv/mc/fLqSFKMqCqxl7V0EpGThqNS8Zh5xGWlVStMqshg92SOR8W/LxcNQyroxjLqkgdCUwGLTLmkdGorHmd5cioSj+BV41t6rq8hjtnnRcLk5GOpiC4mByl0/4a/Og4OX9rUSNlWepOvMlA6rzPqW+QoZEclVEaP1cXE2gUMvElOZK/ko4M0sSE+jL1aWdHI2/LUjfiRizJ8EsGYMqjGphpZDFtV9QRU9WAS6NuyTBcmaOpqV5kvCUjLoWLOjoeKI1kSutn6nQt6nFUVE9ZttW+URZZlmECTIAJMAEmwASYABNgAleGAJfKBJgAE2AC1ZEAG4LLsFdolCoZu2he4Lv7Xy+nhqC5Uov+vJu26efzZIhSDZvqmkaUkiGNRoWqRdIoQjVcdK2OKgwK8Cn4qJg6ErCorLpNxiX6KTkZm9S4ktZkqKSfUarvTgAAEABJREFUzZNhlAxXJck5x5NBkkZz0shiGvFKhj2qn7NMdQ5fjF/RutN+JEfzplIfKJp+sW0aOUr7nH7CT6OLyShMhlDiRnlpXRK/4vY/5blSjvoq7Xd6gaD2aec1GfWpPRernzo9BE0lofYnMphTf7xY3rKm08sEmvagovutpHLouKLjq7h052OvtH5GhmIyGJPhuDg9ZYlT+0ZZZFmGCTABJnDFCHDBTIAJMAEmwASYABNgAkyACVQ7AmwIvsguIeMuzelJhiWaZoHE1fmCaR5QMmZRHDka3Uhr1dhFYdWR4ZQMafSTdTUPGYPIUOhsHFblyThLRloyJqpx6khAMsaqOtQ0WtOoTfrpPf0En7Zp1DI5ChfnSJ5+7k+Gq+LSi8bRKEtyZBBXDXdkIHQe4anmofr9vHCFulkt1qXxo/28ecfBgnrSvqJRqs5GxdJYFmR0CtAoVXK0v+b8tlxOHVC0b5TET93/lO6kstggGSGLTajEyNL6anHFlBRH89eqH9L789/1oP7k3MdLylfeeJoDmtiTMbi8+62ksug4oeOFRnYXlXE+lkrrZ7SvyJhMRmXSocpSuKxO7RtVwa1oHSpSv6I6eJsJMAEmwASYABNgAkyACTABJsAEai8BblnNIsCG4FL2FxkzydhLxh8y/qqiZAQlYygZsdSfn5MsGfycDbGqPK0pD43AdTaakmGZDMxFRxfT6NEX3v4KpIuMWZSfHI24pI+KkY73Jv9AUQWORqzSqGX6MB3JqQk0RcUtw14G6VTjaD1mwjQ5xQW1g+pGcSU5ahvN50u6aIQs1VuVpY9hUT2pvmoZJE+yu/YfU8WqxZq4FMePjMAjX/gQGVlZxdaTPqhF+4naVB6jIpVHI4Cpn9BHBomTaqRXCyqOH3EkniRP6aps0TXpIhnqd8Sc0ikvzWtMLxhou7Ic7fOSGBAT6k9lLYsMmFS/dz79HmRwp5ckZc1bVjliP3HsY1J/0eOrrDqKytFxQscLHWd0vKnpFKY4SiMZKru4fkacyDA98t6+BR9/I1kaFU6jxWnfqTpLWpOM2jeczw0lyV9qfHnrd6nlcX4mwASYABNgAkygxhHgCjMBJsAEmAATYAI1iAAbgkvYWWRYI8MfGV0nvTUKZOBxFlUNY2TYIQMPGfvIkeGPjCfOsmpYHQ2qjhymeDIykmFoyGPjoM67SvOwktG4uJ/b04jKP2aNBxmOVHlaz/9zJehn+1Qv0kuOwvOmjpMjUUknyamO5p6lOVVJhmSdHRm1VDlad7r1cZlM8jRCVm7ke9RWqif9vF8tQ5WnUZn5YtVmVRw/Yk/7oDgWasWpLWR4oz5RHqMn7XMaAUp6iusbxfEjjsSTuFI65S3OURoZO+kDeMSc9hUZgT8ZN0oaQIvLcylx1FdpihNiQGWpjgyt9w7oU2bVZPglAzBloHYWPbYovjIc6aVjl3TRPqbjlMKX4qiP0DFFvxJQ209hiqM0VXdx/Yy4Eb+ixxD1LZoPmvY76aSXLnT+IV00jQTVneLJkQwxu1jfoLyV5UqrX2WVwXpqMgGuOxNgAkyACTABJsAEmAATYAJMgAnUFAJsCC5hT5GRjYwtGxZ9VTB6r6goGcZonlQyAJGjcFEjj3MeMg6RvqIytE15nR3FOed1DpOBy/nDb5SPtineWY7Capkk4+yobdRGklEd5Sc9znJquDh5qBnFWmVRVnmRpVIWKrekuqltL8qyuHY6y1CYOJCcWkliReVQ+6hMNf5ia7UOlI/0liRPOklGdbTtLEt1oTqVFK/mI5nmjSNAa+fyKExxpMdZb3nj1X6ulkdr6tPUTme9pYWpDlQXylu0PcXlI91UBpVdNF3dL7RvKFw0Xc1LZRWXX5WnvKSDHIXV+OLWzjpJL9WN4orKOreT5MgVVwcqj8qldHIUpjjSRy8RyMhM8aorjhnFEVMqk/I5O9rHznUkGZKlPM5yVCaVTY7CahqFKU4tn8IUp6bzmgkwASbABJgAE2ACTIAJMIGrgAA3kQkwgVpBgA3BtWI3ciOYABNgAkyACTABJsAEmEDVEWDNTIAJMAEmwASYABNgAjWfABuCa/4+5BYwASbABKqaAOtnAkyACTABJsAEmAATYAJMgAkwASbABGo4gTIYgmt4C7n6TIAJMIEaSKDolA41sAlcZSbABJgAE2ACTIAJMIEaR4ArzASYABNgArWZABuCa/Pe5bYxASbABJgAE2ACTKA8BFiWCTABJsAEmAATYAJMgAkwgVpLgA3BtXbXcsOYQPkJcA4mwASYABNgAkyACTABJsAEmAATYAJMoPYT4BZenQTYEHx17nduNRNgAkyACTABJsAEmAATYAJXLwFuORNgAkyACTABJnAVEmBD8FW407nJTIAJMAEmcLUT4PYzASbABJgAE2ACTIAJMAEmwASYwNVGgA3BV9sep/ayYwJMgAkwASbABJgAE2ACTIAJMAEmwARqPwFuIRNgAkzAiQAbgp1gcJAJMAEmwASYABNgAkyACdQmAtwWJsAEmAATYAJMgAkwASagEmBDsEqC10yACTCB2keAW8QEmAATYAJMgAkwASbABJgAE2ACTIAJ1H4CZWohG4LLhImFmAATYAJMgAkwASbABJgAE2ACTIAJVFcCXC8mwASYABNgAhcnwIbgizNiCSbABJgAE2ACTIAJVG8CXDsmwASYABNgAkyACTABJsAEmMBFCLAh+CKAOJkJ1AQCXEcmwASYABNgAkyACTABJsAEmAATYAJMoPYT4BYygUshwIbgS6HHeZkAE2ACTIAJMAEmwASYABNgApePAJfEBJgAE2ACTIAJMIEKE2BDcIXRcUYmwASYABNgApebAJfHBJgAE2ACTIAJMAEmwASYABNgAkygYgTYEFwxblcmF5fKBJgAE2ACTIAJMAEmwASYABNgAkyACdR+AtxCJsAEmEAVEGBDcBVAZZVMgAkwASbABJgAE2ACTOBSCHBeJsAEmAATYAJMgAkwASZQ2QTYEFzZRFkfE2ACTODSCbAGJsAEmAATYAJMgAkwASbABJgAE2ACTKD2E7isLWRD8GXFzYUxASbABJgAE2ACTIAJMAEmwASYABNQCfCaCTABJsAEmMDlI8CG4MvHmktiAkyACTABJsAEmEBhArzFBJgAE2ACTIAJMAEmwASYABO4TATYEHyZQHMxTKA4AhzHBJgAE2ACTIAJMAEmwASYABNgAkyACdR+AtxCJlAdCLAhuDrsBa4DE2ACTIAJMAEmwASYABNgArWZALeNCTABJsAEmAATYAJXnAAbgq/4LuAKMAEmwASYQO0nwC1kAkyACTABJsAEmAATYAJMgAkwASZwZQmwIfhy8OcymAATYAJMgAkwASbABJgAE2ACTIAJMIHaT4BbyASYABOoxgTYEFyNdw5XjQkwASbABJgAE2ACTKBmEeDaMgEmwASYABNgAkyACTCB6kqADcHVdc9wvZgAE6iJBLjOTIAJMAEmwASYABNgAkyACTABJsAEmEDtJ1AjW8iG4Bq527jSTIAJMAEmwASYABNgAkyACTABJnDlCHDJTIAJMAEmwARqHgE2BNe8fcY1ZgJMgAkwASbABK40AS6fCTABJsAEmAATYAJMgAkwASZQwwiwIbiG7TCubvUgwLVgAkyACTABJsAEmAATYAJMgAkwASbABGo/AW4hE6hNBNgQXJv2JreFCTABJsAEmAATYAJMgAkwgcokwLqYABNgAkyACTABJlBrCLAhuNbsSm4IE2ACTIAJVD4B1sgEmAATYAJMgAkwASbABJgAE2ACTKB2EGBDcGn7kdOYABNgAkyACTABJsAEmAATYAJMgAkwgdpPgFvIBJgAE7gKCLAh+CrYydxEJsAEmAATYAJMgAkwgdIJcCoTYAJMgAkwASbABJgAE6jtBNgQXNv3MLePCTCBshBgGSbABJgAE2ACTIAJMAEmwASYABNgAkyg9hO4qlvIhuCrevdz45kAE2ACTIAJMAEmwASYABNgAlcTAW4rE2ACTIAJMIGrlwAbgq/efc8tZwJMgAkwASZw9RHgFjMBJsAEmAATYAJMgAkwASbABK5SAmwIvkp3/NXabG43E2ACTIAJMAEmwASYABNgAkyACTABJlD7CXALmQATuJAAG4IvZMIxTIAJMAEmwASYABNgAkyACdRsAlx7JsAEmAATYAJMgAkwgSIE2BBcBAhvMgEmwASYQG0gwG1gAkyACTABJsAEmAATYAJMgAkwASbABJwJ1E5DsHMLOcwEmAATYAJMgAkwASbABJgAE2ACTIAJ1E4C3ComwASYABMoMwE2BJcZFQsyASbABJgAE2ACTIAJVDcCXB8mwASYABNgAkyACTABJsAEykaADcFl48RSTIAJVE8CXCsmwASYABNgAkyACTABJsAEmAATYAJMoPYT4BZWAgE2BFcCRFbBBJgAE2ACTIAJMAEmwASYABNgAlVJgHUzASbABJgAE2ACl0qADcGXSpDzMwEmwASYABNgAlVPgEtgAkyACTABJsAEmAATYAJMgAkwgUsiwIbgS8LHmS8XAS6HCTABJsAEmAATYAJMgAkwASbABJgAE6j9BLiFTIAJVB0BNgRXHVvWzASYABNgAkyACTABJsAEmED5CLA0E2ACTIAJMAEmwASYQBURYENwFYFltUyACTABJlARApyHCTABJsAEmAATYAJMgAkwASbABJgAE6gKAtXLEFwVLWSdTIAJMAEmwASYABNgAkyACTABJsAEmED1IsC1YQJMgAkwgctOoNYZgvcdOolr+o7CjLmLC2COmTANLXqNKHDOaZlZ2XjouYkFaST33/odBXkpQPIUT45kKQ/Fs2MCTIAJMAEmwASYABOoGAHOxQSYABNgAkyACTABJsAEmMDlJVCrDMFkBB75wodITc8soKgabVcumIx9K2di3tRxmD57EVRjb0ZmNoICfLDl769l+hfjn8WY8dNAukgJyc3/cyXU/CT73uQfKEm66MQssGMG3AfK3Qf4uOFzB/cB7gPcB7gPcB/gPsB9gPsA9wHuA9wHuA9wH6j9faDYfSyNauxddgK1xhAcn5iMcZNm4rN3n0GXds0KQLqYTRj/2iPw9/WScfXqBKFZo7o4fuqs3KZ4Sic5imjZpB48PdwQl3iONrF01VYMvqNXQf4+PTti+54joPKkQDm9EF8z2DGDyuwD5eyCLM4EmAATYAJMgAkwASbABC4jAS6KCTABJsAEmAATqC4EaoUhmIyyw58ej1Ej+qNl04hS2dII4OjYRNSvG1ysXFxCMux2OwJ8vUGjiWPikgrJUTylk1yhBN5gAkyACTABJsAELiTAMUyACTABJsAEmAATYAJMgAkwgWpKYNvuwxj0yFvo98AYfP7tr8izWHHydAzuf2a8jHvzo2+R5jTzQDVtRpmrVeMNwWSsfeW9qXjlqaHo3a3dRRv+6Tfz0b5Vo2JlSdekr3/GkH690aLJeeS2klcAABAASURBVINySUZjKsxk0KI8jvJcTY7bWvUEytP/WLZ8xyvzYl7cB7gPcB/gPsB9gPsA9wHuA9wHuA9wHyhbH2BOzKk8faDqrSVlK6Fti4aY/804LJz5PlLTMnDsZBTCQwIw67PX8Mes8TK8c9/RsimrAVI13hCsjvB9asxn8oNvnW59HJt2HMAnU+cV+mAc7Qv6aByN8B07ejhtFnJkBCYdNAfww0NvK5SmTiNRKDJ/w8WoRXlcfjZeMYFKI1Ce/sey5TtemRfz4j7AfYD7APcB7gNl7gPluidmrsyV+wD3Ae4D3Ae4D1zdfUA1ipCtrkWvEdKmR+sZcxerSeVe04wBgx8dV/DdL1UB2fweem5isWVotRooioL0jCxYLFb4+XhCjaPRwckp6fLbYqqumr7W1PQG0By/S+Z8KD/0Rh+Do4++0RzBzz82BM4GXepYZASmj8Gp8wGrbacOoRqBab5gNZ7kyDCsbtOa5g5WFAUBfo45h5PSclEeRzrYMYHKJFCe/sey5TtemVd5eLEs9xfuA9wHuA9wH7h8feBkVF657sGv1L555Z/pePavL3H2XHqNqO+V4sTlXr5jh1kza+4D3AeqSx8guwjZ42i9csFkadebN3Ucps9ehP/W76DoMjvSQ4beXgNH40x03AX53pv8gzTmkt2Qypr/58pCZZDB98uZv6Nbp5bSEEwKaFrY2b8uRaC/NxpGhFJUrXCaSmlFNVdCRmCq4refvgIy7lJYddRZyAjcvXMr+VE5NV5d08fhqIPQWwWKo4/H0dQSZICmbXZMgAkwASbABJgAE2ACTIAJXF4CNhuVZyevWruD8SdwQLikhbOw5dW7sWHM3bA8dAtCBveC66L51bruXDkmUCIBTmACTIAJVBIBstHRgEzVxlavThCaNaoL51/mk1GYnHORZMv7bPoC+W0viic9ZPMjI29YSABFFTiy5x05EYV7B/SRcVQW2fXIvkcRpOvj//2Enl3boM91HSlKzhM8fc5f8PZ0x/BBN8kRwzKhFni13hBMO3z7niNY+M86tHAaak5vCmhnn4iMwYEjp+RUEs7pqvG4d7d2GHxHL9BbhRYiP40qLm5qiVrQF7gJTIAJMAEmwASYABO4KAEWYAJMoGwEjiRGoml0HG49HoeY7SvzMyn5a14xASbABJgAE6g9BJZv+h0bFs8Ajuy9pEZlZGYjOjYRzt/qol/9/zD/34IRvGTLowGdrZvXv2CwZ3GFxyUkg+b+dU5rEBEKsu+Rrrm/r8CR42fwz8otGPfxTGkjXLt5t9zeIeyJb0+ahTWbdjtnr9HhWmcIVt8CqNNCkKXfeeoIGgZOjt4UkCx9FG7Doq/kEHSKVx29kVD3LOlS49V8alpVr+ftWYVvty2pmFv7K/bFnazqKrL+q4sAt5YJMAEmwASYABNgAkygDAQWHl6FtrGpuCb6HJS8XOToat2jVxkosAgTYAJMgAnUYAJlqvqqU9uQu2QBBn73AzymTipTnpKEPv1mPmi0Lg3KVGXIdkfTvJIxeNGyDSAj8PDBN8FZRpUtae3h7lowxSuK/JHNj2x9414cAXLNGtWVun+Z9rbcprhru7QukqvmbvLdSDXed9O2LMYXG37HzG3/VMztX4Pvv3kfOLi/GreSq8YEmAATYAJMgAkwASbABGofAUVRR/86prBYEe6HbK0CrVVsi8W0czNgs6L6/hVfs6UnNuPc80Ox4KNHgUfugNfD/eA+dxpMG9fAsG8HNEkJxWfkWCbABJgAE6hVBJSMNHne3350a7HtOpkcjUUzxmL7R0/DsHlNsTLOkfTLfBqlW9yv8FVj8K9/rUZ5jcBUBo0IppHBFL7aHRuCq3EPiElLkrWr4xWAtiENyuRaB9WHXtxYyozCC09KBU6fEqGqW/5bvwO3DHsZNA1H1ZXCmpkAE2ACTOCyEuDCmAATYAJM4JII6DTa/PwOg/B+P3d83SYCOrsNUOwwCkOw7kwkLvXvcOIp7Is/DstlMirHpSehQdRZpChWeKel44cIL2zasgSmKePgN+45uC+cKw0DSnb2pTaN8zMBJsAEmEA1JbDk2AZM//p57Pz2fewR1yA71dNuh9upEzBtXY+odX/D8tX7aLJ3P/pu3oNTm5fi96XfYem0sYj7+j3oV/9LOQqcagSmkb9k9C1IyA/QFA40EnjA7deBRgaTHSo/6aKrAD8v0IhgZ8FjJ6Pkx+OKK8tZrjaG2RBcjfeqOoigrlcg2gU3vKhrZPZCdORR5Il7TXOeFe9sj8RTO0+Wu4Uz5i5Gi14joDo28pYbIWdgAqUSSMvNxKZPRssPxbi99UypspzIBJgAE2ACTIAJ1EwC4nkYG4O9kKfT4oMujWCGBj8PmgC3nn0BemIW9+x+7z4P7dkz5W7gwh/ehcv9tyBo2E34aNnXWLDgU5xdtxiac4nl1lXWDEeSTmPDR09i7Z7l0Ir6nzPqcNzTVWbfJNrpkmPFGTcTdMv+kAZhXVTVDkaRBbPHBJhApRBgJUygvARi0xNhtFgxvVU4MvQaiEsaIIxYPzUOFgbfb7Fu9c/4PNQIndWGxfX8sDgnGttPbIf30cNou2wZPObPgvpHRmAK0/QMxRlmVSMwjQTue+M1IGNxeYzBNGVso3qhmP3rUipGDmLcvucI+vR0fBhORl5FnuYqamutbuqpo3ux8MgWJBg0qJ+WjZkIRS+LEfJPHIxyXQ6PJuPe8vfXcu5k+lje8KfHy4OlOBU0LwvNw0wHV3HpHMcELjcB+gnK9o+eQvroITD/NvtyF3/R8ixWC1JSE/BpuwgkRR2F9xOD4LL8r4vmYwEmwASYABNgAlVAgFVWIYEDfu6wCEOwcxFZXa7N31SgST4HTXYWyvuXHncaXplZsFpykamx4d31h9BlyiSYdmwqr6oyySdmpshRxy6xcUgy6HDa3YwUkwHHvVxk/jQRly6eQ35tFARtXp6Is8Nz5udizQsTYAJMgAlUdwKZecKG9NfnSH12EHSvPgQlM73YKv9+cCVc7r0BP0x8CIuPrEei2QDf7FyYbMCmZvVhNZrwXx1feKWez09Gx7OuJliFXapeSiYMwjAMYTU2xkTJMuiX5WSUXfjPuoLBiC16jcBDz00EGYBJaNOOA4WmgyBjMRmDd+8/XiBDspSn18DR2H/4JIY8Nq6QjrGjh4OmnWghdJMM2bnIlkX6rzZH++Rqa3Ota+/mrf9hRUoUcjUa9I8XB7BfewS7+VRaO/vd1A3ubi6g+VRotDAdXM+8MUUepPTmhobkO48aVg9AOsDIkYxaGcpPceRID8mqabxmApVFIENcyLRxsVjnZYT3nGlwf/WRylJdqXrytFpEJGfAnJAAbVxMpeouuzKWZAJMgAkwASbABC4ngdyW7ZHw9meiSDuWh/vC8v5ouLzznNgu27Ir9ghShNGVpC0aBRbxDKDQ8GPhdFGnKbrS3fozu1F3xhewivLqi3uX93u1RtewlqjT5jq0DGqKoX4tkHfjHbJcxU4rBYaDe+FWDV/IU+3YMQEmwASYwHkCfxxeg+NRh9E0OgEBx45DsVjOJxYJKXYFkZ5mGbsh1AeWZm0wa/AEjBvyNhTxfKsXRuENIV444ueJJlYdMrv1lrLL6/hjf/PGaN5vpNxWPX9fL9DAwn0rZ8qBiOraeXQwGWzJqXloTcbgZ0cOBK3Vbcqj5qc1bZeUTh+Io3xXnwM0V2Ojq1ubV53YjW+3LbnAHU2MllVVpH+hl56cgD83/I19Si7MeRaMO6fHC2HtzwvKmzCxuXoFMHPahe7YEZF48YUMwDSxtipJb2PuuvVaeZCOf62wgY0MuzRvS1CAj0yng69N8wbyLQ0Zgef/uRIrF0yWaSQz93dRN1Uxr5lAJRA4di4Kp5fMcdJkh7vo6+ZV/zjFXdnglugDsgLpeq1cs8cEmAATYAJMgAnUfAJuf86D37hnYdq6rlBj1g4YgJ8Gjsd3A98riLeEhIOmh9gW6Ing5HRknziE4wu+Rmx6UoFMSYHdwhC8KsQbtwzsgrimLaSYnj5ApyhwW/Sz3K4qb3bzUHjmWvH+bS/itlsfg/+wp1DvkTHwv/cZZN03Cm36DMPivjfBajAUW4W5Hzwkp8byenxQsekcWcUEWD0TYAJMoBgCi4QhuJjoQlE5ljwsP7kFn3aohwbpFtxodcWwlrfgtR4PFsglvPclbvBrjPqhjXFHv6cw6qEP0WzgKHTt9zjerdMTozoMgq7bjdjv64ZvW4rrIPjvShBgQ/CVoF6kzDUnd2Pmtn8ucMeTzkpJ1Z4rN/K9U0f3FpkKIgzXBzXKT81fKfnrtauA76df6E4cyxcofUXzqIQG+aFenSApSNNGkJMbRbwTkTGIiknAvQP6FKTc3f96GV63eQ9o+D298aEImo+F4sh4TNvsmEBlEFgfuRNBe3ZJVTGuRlgpJA4imrCegpfqyNC8fvG3OLV6ITRpKcWqoxHJ9NEWcrvjjmLWRyPx+VfPyAefkMG9sOPQBiyuF4AodyMy8o3BCj0NFquNI5kAE2AClUOAtTABJlC1BHTRp2HYtwuapETQvUBqjuOnscI+e0HBNm9fZPa6RVz9xU2K8JfU8ca82D3Yt3wulIy0C+QpYvmuZZjz5xQsOrJGbCrw9g2Gcud9WGxtAteAMBEnluIKE9GVscSbjXARBue8OvVg8/W/UKXRiEadbkKHB8YgLawuTniYkLx7IwwbV10gaxHPKXSfRO5EUhRofS4r9QI5jmACTIAJMIHLQECckwEFORoF/2tTFykv3ouk54ciZ8c60Nzza9cvwL7XhiEuIwkrIvyxuXVTPHL36+jX5DoYtHqof5bwCHQZ/Az6D3gerQMbOaL1eni364HGnW9GvaAGMo4MwTPZECxZXAlPcyUK5TILE7g2ojVGdLj5AlffJ1gKymNShhzepq0rC6aCuCs+BzNLmgqC7ispS4+ewP0jL3T1HAchiRR1NOq3062Py+kfaB4Vmn9FHVJfVLboNn2Nkb7KWDSetj+ZOk/qpKkhnhpDP4mjWHaXgcBVUcTMXX+Kh6O1iDUbcNTLBfsDvBzz8ik2mMVDiOc3H8Nl8QK4/PM7NInx5WaSa83Dn4dXo9+sH3DN55/CcGhfsToiU2KgmfAS+jzxIDRzpuLWk3HwTXM81NEo4CxbHs66GXHY2x0nPF2K1cGRTIAJMAEmwASYQM0hcDDhJI4c2y4rrE2KB90LkHGTImx29aacts67zF43o6vWW44MpnkWp/y3D/f9OB/6E8X/ai9y8z+IPO34VRE9H7joTdC17Yq0ISOQOkzc65PqSzQEx6QnYsXKufj5z89xcsoYJH4zHrrTJ0gzvm1dB1nCCPxG3xfldmneSRctjnm5oc7ePTBtWi1Fd8Qckmth94Y9NRlnvnwLfUY9hBXzJuHd1dMRve4vYUjfASU91SHHPhNgAkyACVSUAPbHn8CseROwYuGXpT777ok7Cru4TtFDLkWQAAAQAElEQVR1xVGYHQsaBqHl6bMwTHkH309/BQsPOc7jlC5EcUfjaylYYUfTS1Q4M2e8ZAJsCL5khJeuoGe91niowy0XuIa+IVK5euuYnj8VxH4lB+Y8K945p8dzYe2kTLGeeiRfdz0w4pELXYP8NzTFZKYRv+rH4pznVSlG9IIomkaCppO4IEFEkEGZpotQXXl1CxW8MIFiCUSlxeHvo+vp2UI8qNTF3h49MPGBj2Hr2ls+YH3UMQLTE/bBa8Zn8Jr+KYIeGyQebE4W0nU06Qymf/II/nv3QRi3bSiURhvJ2WnYcGY3BXHSw4yj876Uo3w9Pn9fxp0VD08H1vyGyP9+hcYmjlxxDCYkRCHa1YiF4mJKFTksDNQHss8JeQWNfcNR1+QpwoDbrz9Ck5Qgw+wxASbABJgAE2ACNYtAWm4mcjPSxaXeDh3N02vJE2G5IMjNr9jG0FzBTUaOhSU4tNj0opG5Og3qpWTJaHoQH9jsBhk+74l7D4sFHt9/eT6qmNDRc2dARuqErAt/2RSbkQSvxb/ht5yzaLd+A/5MOQavFx/Cj7v/lpqyLblyXR7vC+sZBA+6DtOXfeMAIjKvCfURPrAt0ANRSh76HYlGn6lT4TfuORiO5RuMpQR7TIAJMAEmUBECkakx6LZ+M/zW/oe0Nx+Fy+/O0yee17gn9igsNisO+brhVKcuMkE8xgLiefZ38QxrhU0+285pFoK2GTaMbXILuoS2lHIV8nQ6XDN+LmjKpArl50yXTEBzyRpYwWUhcOFUEKHoVXQqiMtSk9ILoekjaBoJmk6CJGnah8+mL6AgunduhYlfzAV9FZIi1DRa0zY7JnApBKJS40FvFjVQxD8wom1fqe7cs28g67qbZDjexYA8rQbilafc3jblJWz58ClEfvEGDHu3Iz03A7cfjcW9u0/A94PXoDtT2FAclykMuHaIcuyY1zgYydYc/NgsFNlbVkqD8PKVc5D2108I3LIBWnpCE7I/tHB6uBPbq8N9oQ7W6RjSDCadEfzHBCqVACtjAkyACVRDAmRAvGfBGNy/8K1CtcvJKbRZozcMNpuov4KTh7cg5p+fxfXecU9yR6NrRXzxi83LB/ETv8FdFg/It9ni/kF35lQh4eiUWMT+MBmRWht6n0nCnQlWDGpxA9oU8ywwpV0EDm7+F5nP3X3BL5e2nz2IP2aMxS9zJ8iRuK3v7w/kFW/YtSt2cb9TqBrl3lBkgxzNihQv0BNNRvzeOAiH/T0wR9w/kcJkow5ZWoWCwtnxdx0/nPjjW+TO+gyQPEU0L0yACTABJlAhApl6LcwWGxrFnYMu+vQFOhLEC8GFh1aJeDu8zO7QhNVHlJ8PzAYjMjzFdUmkAApaJ6bDxwr06DUUrVpdB/pFCvivxhIQFpEaW/daX3FxHyjbuPfkvoKpIPqXNhUEAJnhCnouZhMmjn0M2/cckVNAdLr1ccTGJ4HiHx56m5wjuNfA0QVpbq5mmQb+YwLlJHA6NRZRr92P+Cf6IfKloViwejbENQr093SnuxHken70TerdDyPUxQ9n/Lzw9dA7YXVzXNQmdayPBidOouuqNTDud8wrrBppSY9qMKYwzQf865bfQWVo7MCOQA9YxBl0a5AnFPG2FEX+1oV6ixjxYCNkf2oSCs88G2g+vNVhjhEwIgW3iQfDc0+NEXK8MAEmwASYABO4OglkZdMVsXa0PU8j2iIMqN+0qoPI2BNOjRI3A05bRYN2V3eYXp0kooWcuBFxX1h41NbiA6tw8PBmHHXR45nrW8Kvz0AMbnaDuCUR5YlctOQ2bYm8uo5f+7WJT0XDM7GFvmWQY8nFipNb4X/sKIljTpNg0H1OyLAb4fvWs9AkJ8l48n4WaQ2TMhDXqSua6dyxuHsHDPduiuGtb8djHe8ikYs6u6gdCe0SRt9cWU1hFhZsKJjoYsJpDyN2BIh7KfGC3i7aTLKwK9gm7qs67j6AiEW/yfrJePaYABMokQAnMAFnAjQdxPqJT2DNG/firw2/yCQtvVSzA3NSj0I7si/cR92NbbPG4+SbD+OHBR9LGUWcs32MHnC551GMenwyhoz+Cinf/olrnv0EHUe8ju6Pvo8xj3yGa+u0lfLs1WwCwoxRsxtwpWsfMqgnPGeIN9aq1bYyK0Q/KRP6zsEGc54F43ZG4YUEcQTv3A6UxSUlidxiKWfdyGBb0pQNxaX17tYOS+Z8CH9fL1EY5Jq2962cCXLjX3tExpNH+SlOdbRN8eyYQHkJZOXlICMrHbsD3NEsOg5uKfk/b1SA5v71YNSdn7TeGhiMXk9/jPH3TcTAu0YjdtpvsAYEyyI18sJohzb2LGC1IsFkkPHSUx9MxMaM2e9Af+qYuESKAsS2XTysWDQabAv0FFtisduhSU8TAceyuo4f6GN1Gthx0ssFGg9vJLbtAG2+0Viv1UHjpN+Ri30mwASYABNgAmUmUOMEw1Kz0CbmHHSRx8/XXdzant+oWSHvT8fJXwSZ162QFX/1uuagX/6EpWXjtpNxMq7MnrgnsAY5poWDcv4RLTotHrtiD19Ujc3DC3aTuUBufKcG8Jk4RtZPycpEQlYytkTvL0g/7SFk6ZZG8Dfu2wnvT9923AsJiVNerjjm4wY8/x66PDcZnZ/5GH1vuB+3N+qOVv4NhUTZlz1+7ogSBmzKoYi7KFprxAt5Cu8U91CrB9+DiXe/i7sPnUWOVsQqCugjc0c8XZC+dRWU7CzQiGjT648j4eX7sOetETjz8lD8/fEo2Ta/h/uRSnZMgAkwASYgCPwnXvi5JCbAJOxHcWaDeBJVoBXneYgXcecUKwKT0/CHjwYnow7jw8Ze2GiyQFEU0N+TnQfTqpALcvNFC//6iPByPDsXSuSNGktAU2NrXkLF9x06iWv6jsKMuYsLJMZMmCZHoLboNUKundMKhESA5IpLozg170PPTUShqQzEQeO65DdUxU+XWgbWg8FqQ8NzGZjxz25cf/AUsEsYgcvqks+JVoklIEh4vDCB2kVgc/Q+rJWjbkHXNRhtgLDFomtYK3ibPVDqn16P2K9+wpgbnkAdkw/E1Q8uq//F1zt+Q64w7kpF4rLp9ttsOP81T0xHm7gUZPh444Vt6kOsIsqnqyugP34E9PDnnmtBhl6Hv+sFQOdIwtAWN8HUvgcM+Ybge1rcDK36oEcVF87zuylACT/RdK6HI8w+E2ACTIAJMIGaQ4A+FHbPoWhMWrYbph+n1pyKl1DTV5Z9jrMHtspUbWw0vt76C2gO33izUcadcneR6zJ7Wi3Sbxkgxe16g1yTN3ffUiTmpiPRaMCtibkY2aAXOoQ0o6QLnM1ohFE8OyjinoISczUKFtfzR+T08dj538/iRgmY3KE+OoU2R5ZOg8URAbDn34v8bonF1q/GYN9fMymrdOIOR64r4gW+9T90qNMWW4Wx96AwBj/cvwte7f6AnBPSJaQeGmfZEKFzQ9/GPWA3u8Lr1qGwXdMbdvEi/+cmoWiUnIHGH78Nr68/xt8HV8Ln0AFkZaXBMykZ+1y0OItcWS17flvlhvCWHt+E5OfvgfXF4TAc3CtieGECTIAJ1H4CGXnZ+OP9B7D96JbzjbUrmNClEaxdesq4Ux4uSDLqcIZeBMoYeVmQj7596neBn9krP5ZX1ZNA5dVKU3mqrrwmMgKPfOFDpKZnFlRGNdquXDBZjk6dN3Ucps9ehP/W7yiQUQ29C/9ZVxCnBkhu/p8roeYPCvDBe5N/UJMdRw7scPtr/vm4Sgrd1aYXfonojW8DOyFswH3A/SPL7977CGjTrpJqxGqYQPUhsCVqP1bW8cdRT1esaRQGm15P9lyEuPuXuZJN/SJg73a9lKc5f89lp2NJfZFfvOABFOijI6H+ba0TgLnNwtDx5vuRPvU3+E0Wx3yna2EShl29cCQXL966BmTlwCPHQps46WmGm6KTYXeDGVldrsVTre7A2/X7oEtYSxmvevv83PD7uSN4eeF4fL7mezWa10yACTABJsAEagWBP+QchJXdFKWyFZZZ35nUWNgKjJB28TTgyJqr1SA8PRtzmgU7Isrt26HkZEOTFI/F341D/L5NsIr7kp+bhuCagU/hxrY3wcfkUazWlIdHI7TPYHEH40ie1jIcZ12N6LJ6LbaePQShBkSsU9s+CAxvikVdWuNYK3E/Itpxxt2ELEsWfvewOTJXgp+r2LE9kAwLCnzNnmgb1ERq9X3sdbxz30R80H8M6noGAcIInjZkBM6NfhNP3CCed0R9ZEWFl5hwGitPbpP5yNMLQ3e2TktB8Rxmh8ZigTburGNb+DHpiWgYFYvwU6ehSU8VMbVk4WYwASbABEohYLNZYcyzQWu3gV4I+mblom18ClplievTbUMQ++VPGNqxP1LE82jd1EykGHTonKnBPfogvHf9E3i4XX8YdYZSSuCk2kSg1hiC6QNk4ybNxGfvPoMu7c6/JXcxm0BTE6jTFtSrE4Rmjeri+KmzBfuRpiegqQr639y9IE4NLF21FYPv6AU1f5+eHUHz31J5Dhm7WCnQRZ8R68pfvG69ExjxSMVdt+sqv1KskQlcBgLnslIRuW054tYvgTY+plCJJ85FIUu89czRaZDUuRvavT0Lffo+joHNb0DH4KaFZC+2kd35WtiEEI1YsYsHjv0+bhAvT0UMkGEwIEqUn/3dp1CKjNSlC2XHQU9jYJtbYdDqcUY8QK0O98V9t7fHxrYtMMEahl7X34fHb30ab1w3Ek396sHm44+6HW9Ak3a94SceiKgQS0RDZN5wO/b5esBfXLBv2nMU9/z0C1wXzaNkdkyACTABMAImUBsIKIpS8AsajQhfcpuEkTEtTblkNRVRQMbG80Zg4HBmIrRWq1RlGDACtzXqDp14SWwXMa0CG0Kr0YpQ2RdtYjwOrfsLcUnRMNAUVuL+pGdEezTwCS9ViTUkDO273gF7SB2ILMgwULmCkTCsakRlxAIfcf9hDwxB/8EvYuygN+D60kRYQkmvkAP9KSC5QDdfkA5c6p/YT6RCr9HR6qIup1UH3P/8VEAw+6BTfYyNMCNXGIqvG9odKa4uOC5espOBw9UieIt26TMzEfjE3fB/fgSMW9dfVD8LMIHaQkB/4ggM+3YUTOlSW9rF7SidwNrTOxHz6nDkvXAvjNs3XiBM00C83a0JTj//Bl574kuMHT4BDbxDYQ0IRoNOfWB8Zhyue+8nPPTidIx49CMM6P8sGl3k2nJBIRxR4wnUCkMwGWWHPz0eo0b0R8umEaXulIzMbETHJqJ+3Yu/pafRxDFxSYX0Bfh6g36CFJeQLOMtQWHibTSgP3640EcWZCJ7TODSCVy1Gmg+PP//fYy2n3wA7y8nArk5BSxOJEcjJSdDPp8083cc8x2EAZg+nFLfWxyTBZJlC0zo0gAbQn2gUQAvD1+hVwRE1kizFom/zUD9v36Hxmn+X5FUsPRrfB0ynnmjYJsC25vWR70ho9CkzXXywkvzKrnozfY4YwAAEABJREFUTZRUrLOIBzJKoLnxGpzLkNNPuKxdDpoXj+LZMQEmwASYABOo6QQMwhBoFwbg+Y2CMcdPg4y8rIImkeGxYKOMAUVcrfNtr2XMUXliNP2AzW6DKc8qla6I2g19RoYMZ3l6wSIMsfRrIUXEtA5oBJ0waorgRRerrz+g00u5AztXIEsDNEvMQOtzmWghXiiXVU/67YOkjlS9DrNahiPJbIBRGKapPt3D28DT5CbTybObXZF6z0gKSkf3QqF6N3x28wvnp7CSKeX3rHfeB4Oik4blm+p1LbsCvR7p/YeKPUw1FtnEivpI7GPPo/uEn9Hj/bm4/9YnYDfRvZVIFP3qrToGWD8fB/PfC6Cxk7QdRaf4Epqu6uVseiL2xR/HqZTzA6JUIJQWvX4xzm0S959plT+SOjLhFKLXLZbzPiMnRy2W1xUksP70LkR/9Dz8xj0H1xV/VVALZ6umBEqsFl03v9g0D3WiY1A3Mgra5PO2qq3RB/F3PX9xXbLhFp9GqOt5cXtXiQVxQq0nIG4vanYbyVj7yntT8cpTQ0EfLbtYaz79Zj7at2pUJllVV2lGY12YMDqJ+w/9icMItGci2MdcqlN18poJVBaBi/W5mpo+fcfvcjSNeAoAve0OdtPKY+uXQ0vg8fXHItoOF40O3es1kfEVbaefJz1E0N6ghwbAJB4+0PNGisBZVy0U8aAnN/KfNj1d9BeU531LH7g9/jxG6PwxIrgFPr790QtkSqufe9fOCA2qC4PVDnpwpCcm/bFDCH73uXLpKa0MTiv93Mx8mA/3Ae4D3Acqpw9YtekIHHG7/JBXcNyJguuYXq+BVdwzn/BywaP/rkfoq48hyNsMHw8DzFpjgVxZ9kOQuN/2cjPAx10v8prKlVfV7+WuwbAFr+PkM3fB8uK9CD61r8x63Mw60J9Oq0G6XguvHIu4X7BTFLzdjPC88Xp0atYZbTyD0C6sbpn1et9+K+DhCfVvVR0/LGwUhGFDn8E97XuUWY9no/oYs+kYdKJKZBM1iTXo5kIoprqrDNS1d/PGsIq0vyMC0NpmwKDW15W5LFVHceugti3wSd8n8dntT2Joh7LXn3RRPe2izmaLTdzzKRjR/ibc1+F8vXx69wTmLxa1lo2De64VYi9gfsOA/KYqMJw9XSntoPqQ+2D9DBwaPRA5D90CjycGwP+P7ytVP5Xh7NJsiYjJjoKHm1LuclJtCTKvYsguyLsuagt6j3oQ1zw8FMEzJsn4wylHkPh4X6yb8gIy501D5veToXlpOIIXirZ5GaWMc51KCx+I2oZzk1/B3q/H4Of/PY/dLw2W5wHD529h4YZ52LlsLlJmfoKcV4T+6CPl0l1auVcyLcjHhMTo3UjfsRSep/dftjbtSzwi+r5joWPlSjLgsivn2nkBR20OQv78EcGrFxX0K7pmiouN3PEpBi02n9iM2G/GwWfTv9ifdAgxbiacdTfhruvuwDX16xfku0C3uIZWlzjZGPYuOwHNZS+xkgtUR/g+NeYztOg1Ap1ufRybdhzAJ1PnYYbTB+Oo2DETpoFG+I4dPZw2y+ycp5EominbcP5DEAlpOYg5l1WqK5qft5nApRK4WJ+rien/HtwNi3hySdeLBy2xpjv6jFkzcSQ2ETujT8CuCGqKIg3BAcbgUo+5i7U/1sUX/p1uIIVo4lsHA5pcjwwPH7EN/OitF9daKkxuSi81M6/Y8rK63oxb73oOt3a/F+kZKFamxLqENkb9Zz5Ay/Y3IMfTXZRjx7I6PjgbexrJLz5VPl0XOQeVWAfOd+U58z7gfcB9gPtALegD329bAW16uriWiav3mBcK9mmuxSbjjPlre04OYpOzkJqZi5hE4crR9lghm5yRixSR92xiTkEZ5bnGnYhPFsZPG9rGpaDOqTPImzG1zHoysoXJUdyHzL65J+Y2DZHtUj2qU4zWDXf1uA9j+jyDcNc6ZdZL9c/z8sMXbSMwu1mo/BWiWW+CWfEsl46Yei0R88MiGNtdA1FNaED3MuSAdFF3KsfZxRq9MKp+T0z27oDX7xojXrL3KF95Yn8463MO+xuDEGwORUJKbrl0JjZsjYB6LVAnrCEe7zAA3UI6XJA/NjUXuS3bwhJaF4d83HDUy1XuhjVhjvu4VYEesPXpBqV3J1geGoa0Wd9doMO5rqWFV4sX9AfiI+V0G+tDfeCWkAj99zOQ/vVXSFqzHjHxacXq3ht1Flv/Xoh9wsUdP1OsTNFy6X531vhnMfV/byDzlaeQ/exjSFq97qJ5j8edw9Iv30fCsDsw76u30X64eMHR/xbEno6V99DLj+2UPQHCdq788ydmfvwy0sa/LkdQ0711ksmAsIwcBCamQPnxW8TEpRaU+f2WlZgx8QX88eRAHLnvNqTMmlmQRvX//Y8fseq3b9Fi3SaszU5Ak+OnxT20TewPO/5JicTxpGjQlG5t4lNRLyoO56LjC+UnHVfaPb/oG0Te2ROR/Xvh4JPDcXjxn4iNSiixnhtOHMPSA3uwYuanaDz+fWDi2yXKVkbb1h47guWH9mHG5uVYdnSr4CvwiiVdnAcrQz/rKN2Oc7n5TJ87BZg1DfhyErZM/QTfT/sAi8aMFIevAp3VhlSjHqnHD6Ldv/8hcvZU7Dx9WKQBdcQLSFueoUr7YmWyEF24Ri7bdh/GoEfeQr8HxuDzb39FnsWKk6djcP8z42Xcmx99i7T0898uq26N1FS3CpW3Pv6+Xlgy50PsWzlTui1/f40u7Zrh+ceGgOb+VfWpRuAvxEXVxWxSo0tdkxx9HM5ZKC7xHBRFQYCfl4xOu3WAXIs7NXh9PgHaSGGksosb3xKcQ/hCn2OYQEUJ2Evoa5UZH5+RjNMb/0X0ur9xYtNSRK1dDNuxg9Ttq8Ttjj0q9Nrwc5NgiAMOgAJt9Gn8d3IbjiSehvPfpbbTZnJB357D8PPA8Xi71+PoFt5GlO0oQSsup3ObFX7AE7hl+qWWW2z+e0ehwfs/gObF2xbgheCUDLgcqTrOxdZBNJDjSz6HMxtmw32A+wD3gYv0AcclVArRFEfaE0fldZOi6cOsBsXx+KFVxFX2Eq454hLt0FtBHdFpCVQlaQSDuM/Qnzgi9ZVl/9pEmRB/tDrtbsZRbxcM338GY9Lc0SagcZn1FFeWUIt0vQb3HoiCoiioZ/JCkKtvuXXazG544PqH8JO4v8m59wnUt+nQOsOKAFefC3TZzK5IHTICaYMegF1nuCC9uHpWdVxOqw64ZfALeKDvs+gV0RGeRvcL6kX3cAnjPkPyEy+hnlcw9keE4sZcM1Ij6mN9sBdmNvKD1mYBFEB/6hhcl/x2gY6ytuNwwmlkWXKp2yHa3SS/LzG+S0O4z5+F6C/eROq7T0N5+UEYt6wrKGPqmh+xa8IoRHz5MVp+PB7G7ZsK0hZt/QvBg3oheGBPmP9ZCCUpsSAtzyLqHHMGAenZ6HEmEX6HDsD703eg37ezQKa4emfkZiNx/1b4n42BNitTHoMQf0Ej+mH1xkVIykzFhhAfkAUxTavBdx55oL8p7eqDPsBndnGHgTq3/DWcHYFP3oO9+zbi1eVfYPrO3xF+6CB8U9ORZs3Dz3uX4rnvnoP9/j5Y/fpQrNuxFDrxcifOxYC1oowtgZ7wzbJgj58HZjb2p2KkU4T+hQ0CMX//MhyIP1lqe4prY5XEZefg++XfYWv0fuhE/X5uGoRmBw+hycfvwfW3OcXW8fUV/8OM+R+i8ZinZbuoY8RmpiBl8huw/PIddAf3FpvPuf7lCc+Z8DDWTH8LN456CF7fTZG6HQULX5yIyqOLZR2HRnXnEHcuRuxcBQvrB+C/41tw+sQeHDBr6HQGjdjns5uGinRgbag3Rnetj1RrjkwjQ7C3yUP2kereRqqfbEQN9Nq2aIj534zDwpnvIzUtA8dORiE8JACzPnsNf8waL8M79x2tti3TVNuaVWLFyAhM6r799BWQcZfCZXX0cbj5f64EzUNMeejjcTS1BBmgadsaEOQ4k4izP91ABrz0CNx+/ZGSKtUlJNpxOqps7kyUeEOUJs4OlVoDVna1EsjOy8GTf09E4ykTcXjx94j6/Vt0/HQi/D8eB13U6SrEomBf88ZIuKaHPMZojt6tp/eI8uxYHOGPIcZwjO4wSGxXzbJIXHQteRYc9XLDP727V00hJWjN6nZ9CSlXPjozQ9SBTy8CAi9MgAkwgQoTqPUZf2kcjB0BHljna4T1rSdhfWow7GfPIMrDBX5u3qA/rTBy0vpyu6NHtooX24uxcOsiUbSwEAq/PMuOmEM4nBhZkEUrDEcbgr0xuWMDhA4ZBW+zR0FaRQKp9zxUkWyl5sm49S4MeuozjLl/IvrU61yqbE1MzG3aCo8MehX9nvscjwx9Ez1b9MLn7SMQ6WrEtgBPcR/p2M+a9PQKNc8unvPoA4GkRSf67Z8NgmARa1KWq1HwXteG8Dt6FEHHT8Bn4usUXcjprTbkaDSI+m06lswej1VfvITfDq3ErBZhSDXq4PXNJwh8ehhclv6BWTsX4cRbD+OsqHvTc/n1FQVrUpPhvmB2Ib3FbaQadDKaRviKhssweVvSzoiVHR93aoCzdesCWq3YBj7q3BDJ9eth+Esz0OrN6bC/8qGMh1Bw0paNL3f8gmPnRF6xvTXAC365NmwP9ELouVS4WKwIycgluzLOCON4rlaDbQ3roEGGMADXDcbW22/HXj93ZGm0iHYzY3XHNtALDr83DMJs12wcTDzpKOsK+/RxRvPGVSAr2vpQX8g/utdVgF9Ob8WxV+/FD188i/VfvIwN37yJVxZ9iCNJkfIXBT/n/yIg0aQHfaCr6drV+Onoakz741M5LUbI4F7QpJyTKivq0TkHoAoBr17bBJ+1rw9FEZWrqELOd0kEaH7m8f97EolP3wn9m09ekq7SMh8Sx9sBHzckmAwFYjT/OfWExW2b4LSHCQd83JFoNiBNnEeoi5Bh9faGPQrka2JgxtzFUO13pdWf5Fr0GgFnV5Z8xemMT0zG4EfHYd+hwuckmob2oecmFpRBZar5teJ8pygK0jOyYBHnQj8fT3Fa1chjM09sJ6eko+igUjVvdVhrqkMlqrIOtFO37zmChf+sK9iB1Floh9KOpbJph1IcydCUEtf0HVXQCXp3a4fBd/RCr4GjZf6iU0vYPDyRcVM/0B+9FYbVAo+50y/5hE/6nF18PLBksVImt3yZBhkZdIpw1lA54f/W78Atw14uMIyXpJUOQnIlpVdWfFnrU1nlXY16xH0fIDxFuLX5P7UjDifz0nB2zR/I2rYGsFkpqlJcRh7dGEaCbm/8TJ5w0Rql3m1Jx3Hw3GlAnHDzmrZEnz73o2FYc1TV335fN5jz8qg4HLz+Bky5f5IcVdOnfpdLLPLi2a1+AVBPzgVzFF88W9VLCPa5ebRnqub8UvUN4BKYABNgAkygqgnYxZPo0rr+yDIaoBWXi8X1/eGVlARj/kdt/Fy9ZRWU/EUL6LIAABAASURBVJHBcqMUzyQMNO7zZkIXebwUqbIl2WHHjvlfyhfaLof3y0xf9GiFePGgvTDUAxlPD4TL3GkyviRv/c5lCNu5XSYrlrz867WC1r714Glyk/GX4lmCQqELqYvgjGz58di67gGXou6qzUv3rbk6LbYFeQJ06wJAyclGRf6sNhv+Pb5RqFEQT1N4iT5+Whg+SZfo4jjrZqIgEoUx8GfxEsTw0O2YPOMFrD+9W8YrQui3RoHY727EudNH0Hz/QRlPHhl2Uox6LA1yx1FxX73lxDaKxt/1A4WhOBznWraBXUvGXTuMuzbDdfGvMr0473/bFmCLaO9uf0+c9HTFzYO6goYFftMyHPYoYeAQ93E+YQ2ROv5/SB8/Fc+HdMEDda7BI+3uLFCX26Id4t/9Qm6f8DLLNtGGXqdDfI9rgcdfRfOgRqAanRHG6o+6NERjmx43pgGNr+mLNm9Mx9sPfowpg99Fvz4jYAkKgbCVw0tvxlOd70banfeiaVI62pzLgq/Zi1RXG6eIPRzdtCnyhLF6R4DoN+Ilz1mtDVu9DFgU7IJrtu3CpuxYnMw+R1jF2UTkEH0hSvSF454uSBL7X+zq8+3J3/Ca+tH5uHKG6Jz1y4HlwuDnCp+s3PO5xb50FfWjirj9Pge+7750Po1DlULgcOIpfDtpJFa99zCMOzcX6MwT9h7PnDy0ikmG97EjBfGVGTiUcAqxou+d9DRjVsswkLGXXj65i0fu23JM8L9hAPS+Qfg3wh920Rcg+ppJo8NDbe9AXa/gyqzKZdNFdp0WwrBL9riyFkozAdCMAPtWzpSzA4x/7ZGyZpVyZA8kuyDZ+s5Ex8k4Z++9yT9IYy7pX7lgMmiAKNVTlSGD75czf0e3Ti1BhmCKp3ug2b8uRaC/NxpGhFIUgOq30lS/Kl1ajWjEL438VaeFoJG7zlNH0E4kRzIkS6WRLMWpbsOir9CiSQQlSeec7pxPJuoNSHn0BaQNfEBuFnjiolAQroQAqRP3ICirI/mKFEvG2xbiACzO0UGSk+t0AapIAcXkoTLJFU2ig4zKpAO0aFp12qb6UT3phULRelHc8299IY3nxTGlOJKhtlLY2VF8UX2Vva0RD2X0ITbDwb1S9erIHZgvbjZi05PkNnln0+JB15e5TUOhFR3wjLiJFdcaLGgUhDYL5qPBB2+IG+scEq2QW31gDTYsnoGodX9BvE5DljAE04WXlFnsVnEDGUpB/NAsDIoMAdeFt4W70TV/q+pWdHNeddpL1mw3GBGemiUFlIJWy81yeyfORWFf/HFkCq7lzswZmAATYAJMgAlUgMABP3dkCuPq2lAfmfukuxlxLg5jmYwQN6pklNMkxcvN0jwaqec+fyb0p46XJlbONAUGqoPIVV88NCebdKCfhDeKSUTM2eO4Z8EYPPvPxyLVsZAh8Ku/v8CUueNwNPYoAjLz74fFfRFJ0H2Sl7gv0Wm0tHlJzhocBkvrTlhWxx831euMB7refUn6rtbMtD/JOPJ7u6Y4cudgB4YyvnxwCJ/3t58Vhltx8ysWbLy2G34aNAGez43HmE1HYTe7AHYFEzs3RK5WoSD8UtMQpbHAKsozW2w47eUKdd5iqVUoytVqEWs2YGXndogK9EW6XoeO+4+IFybJ2BjijaFns/BsxLU4N/ZjpN39sCzjoI8bVq6ci7Vv3gvbU4PgPuEV6E6fkCqlJ/Qe9nHHXw0C5KbqxbsY4CEMV4qIaOxTR95D2+vUR+du/XFrpzvQ3L++SDm/5DVrjYS3P0VoQD3cnqKgj29TfNJnNF7u9gA82nRDvUffQMPhL2JMgxvRafBoBEz4Hrc9PRk3dul3XgmFxHPyDU9+jJ8GTsDUfm+ggXco0oY+jOEvz8BrIz/FtXXaklS1csdCAvDgSzPQsPdAyFtwOU0G5F/Bc4EAqSgKWoW3hM3LF/t83ZFhNiJZ7M+dwghPwtk6DeLEOfC/MB+cO7YXps/epuhyuW3bl2HXS4NxLPEMDokyosNDoBfGX1E8eoe3Qx2PIKkvXpQbkxKHvFmfYdXGP7Dpk9E4NuU1VMbLM1nAVeql52bippMJGLrrGIy7t0gKWZYcfL3tVxmuKs9is2L+weXIys1/vhbH9UZxLY3r1BVDX5qGB4a9iWYdbsSNPQZhUPMbYPYJRJtMGzp6hOLmhteIFy/UQ1Dj/np3ayeNuTTFa2VUfsqMBRcMXqQRvz8vXFGgnuyBZN9buWAywsSxX5AgAjSg9MiJKNw7oI/YAsiu2L5VI9AMARRBNqCP//cTenZtgz7XdaQokGF4+py/4O3pjuGDboKiVN99oZE1Zu+SCeQ2bw270ekG95I1XhkF9BZFNYj3v7k7yKnbdJDc0qsLyLBOB0Jl1ZCm36BR23SwOeukg6x751agA9Q5vrqFqX5Uz3Wb94BOCGr9KExxdwiOxIw40kmG5o6huappmxy9aKA8FE/pFDdv6jhMn70I/63fQUlV5mZ9OwZ+40bD742nsG/+F9j5x3RofvseK754ERmP3Ib0T17BV5t+luX/1TAA7Zt2h76bOBmqDzriIQqww+3PeVLG2UsTF8+/pr+O9NFDoJ3xqXMSIlNiQMbJuXv+war1v2Lgdz+g0+SPsOvULqyb9LSQtQutQLC7P9IHDEdOqw6I9KDjS4FW3FTf1KArqvpPERfdqi6jJP1pQ0bglj6Ol0talXVJwheJX/77l+gz6iGEjhp6EUlOZgJMoLIJsD4mcLURiEqLw7/HNspm55jd4OXhg+xreiPW1xMxrkYZr3raxHiYN61TNy/ber+fK06Je4qTHmZZZqy/L6xe3lCEgWWvrxsW2OIxcdUBzJ++CJ7THfcvG6P2IHTbZvTbuBM5WmHgEYY1mVlTNY9S97e+Da+N+hIdbhH3AtX4QVIyqIZe1jU90bVhJ7RwD8JzXYbCt3FbcbsqbuyEUU8bE1XuGtNP82k3KCJn/6Y9hQ/k1W8ijKWTkdNc6KYEunEURaQa9KIsBQZhAM4VxsDdA4cg6P4XoBX9S2bM9yhtUcMgNH9yPPT+ofmxgF7cW68O94PupoFofO2dMOmNSO93NyzBIUgTxmItFOSI8sJi4+G+fRNij+6B/p1nsebTZ8W99TGpx9qnP955ZAq+u+tdWMLrwj/HCp9cC5qn5yHI1fFyRgqW4tHIYI9XJuH+h8bjkV4jEFAkn0urzmjc+WY0jmhVipaakWQNCcOgMTOFwXo8Xr3hcVnpnOZtkNugCdyhwbEgf4xsfxf0L3yA6+p2wD3uDfDSNfdh2M2P4IFHP8a0YR8iQjyzPLj3NPb26oU7AlsiVpzv1od64YCvO4KTUoHjh8T+OS5djiX/RZIsqXjvQMJJKH/8CEVRpAD5XgY3GVa9hHc/R3bH7viwUwNokmKx5ugmnFq3CH227sG1azZAH3lCFeV1BQh8tfUX5Ar+RzxdcO7QbujWLYdVGGlpxKdUJ45VXW4uPGZ9JTcry6My9ogXjhDnFEWnw4tbj+N6xQu3NepeqIj2wc0wuNkNaPXSFNC0P0/f6Oi7hYRq+camHQfQ6dbH0aLXiAumk7ihRweMem1ygTGYjMDjJs3E9T3al4lKXEIyaO5fZ+EGEaGgGQLIzjP39xU4cvwM/lm5BeM+nokDR05h7ebdcnvHniN4e9IsrNnk+FWIs47qEtZUl4rU9HrktOkEr4hmohl2cfEHTFvWi7BjOXZsJ6LXLUbens2OiBrsk2HSeWoIOghoNCwdfOSKG9lLzaV453wUp7qWTerJ4N5D5y9WZBSmNzBd2zeXaTQ6lvSTo/KoXJlQxKNyyKnRVF9Vng7+m4e+hGfemALSQ45kSYbC5GhbzUtr57SS6k9yVM+omASciIyhTXIynJaRBbV9MrKMXr06QWjWqC6OnzpbxhyXICa6rE1k33V8O6x2K454uSI0PUusXfBQXQWRaYnSKGvz8EKzjn0woOe9OPf8OHTyqgNxdwJAge7saTj/ZeRl4cSeddCfOYU0SzZWRG7HmbEPwXXRPMQkx+D7ZTPQ54kHsWT/CuRZLTLr3CYhsE39AHVTs4VGRTigf5PrAL0eOa07wGgVFRWSD7ctMtpAxFX6kv9gZ8gf6WPU6iu9iIsptIsbDymjruVG2bxTKWeFQf0Z/P3uA9AnOPqkPjOjbJlZigkwASbABJhAOQhsObEDp798E2kzPoLzXJiLenXF7U98jLtuehhuOnqZa4erRg/fgLrl0F65ojbx4H7A1wM0svKUh4tUHhvgD8NNA9EARuwXRpsW8cJoI1OAg5Y0eQ+/9cDa/BggyWzAKmGo+/TmFzB02FjUuWskmvnXQ6PABgUyHLiyBOyu7rhT3K++efMzaKGOdlVEnaxWuP6zUAQuvqw8uRUJL9+L428+iOUnNst74UA3XwS6eMvMdhdXkLE0r3FzOZp8Y4gPkps0w48twmDRKNACoFu4QDKgenqhkcYVq5rWxd7OnbC9ZVOMywnAO3Wvh16nh/HuRxDasz/imrdEwR/VV93QahH3+Ry4ePoiytWAs64mWIXyTJ0W36cchP/unZjjX8y9qtGIuE+/R9+xMzHi+Wl484GPcDkGU6jVrsnr3BZtkTDxGwx8aRrGjPhQzq2d26o92vd/VJzTRqJjiOMZVW2jy4jn0W/Q87jx1pHwGPEC3nr0C3Qf9AzawQXHvFywy8OIhClj5eAM33eeV7OVuD6YIJ6LMzNlv0N+X7i93W0IN3igdYYVIe5+sJvMsHj5YFOwt7AZ2nFG9AufzCxoxHmODBIuKxaXqJ8TSiYQJZ6jyHZjt+QhxaTHzgBP+aFEz9nfIO7EXtgV8UxqV4pTUHlxVITY8buHDkenD37GowNeRvvgppWnvxZoosF0+1bOlKOIaTAdDSwkm5HaNPqF/7gXRkhjMNl0yAj81YTRcmSvKnOxtYe7KwL8vFDcH5VPAyXHvTgC5Mh2Q6Oaf5n2ttymuGu7tC4ua7WI01SLWtSmSoiTQopRh6hNS5C8abl4O5eAjb9/Bffvv0TsrE9qU0vl6NenxnyGoAAfeQDSgdimeQMZ79xQ9YCkUbHFjSSmuPZOw+wpLxmF3V3NIIMoHbg0Hwsd4FQGlUfllmQMpvwlOXqr06Z5Q1lfGnX737odcng/6aXtbbsPF8wPTeWOGT8NFE/pg+/ohU+/mV+saqpnaJAfNm7fX5BO4Ub1Qst1slEzk0GZDMtd8w3hanxlrr/Z9iuOehhAP13KEzesfzQMRKpBB5rzKNVkFBc5RdxUiBIVwNVgwgOtxc2HR6CIALK7XocW970gR+pShF2jpVWBW3d6Nyw/fyO3k416tI9OROdDx+Ep3pjuOrUbsRlJENc20E0KKJB/wwLxtyrMB23jUjDErzk8DK4iBki/614Mvu5eDGx+A1oFNpRxVeml3vcYHuz/HPzy5+LyNXlWZXEl6xZclOxs0PQdJQtdmDJ3778wxgkDsDBka8SNxIUSHMMEmABDISpQAAAQAElEQVQTqL4EIlNi5E/zX1z6WfWt5FVcsxzxcHx83wZpIF237W8s2rsMXVauRpMlf0GTkgxFETcOgs8THQcK37G4GcxQxH+g0R3BTdrDLgxUjpTLe5FafHitLNYu6igWUOnBrn4w9RkAn6fHQVQReju9Hof8W5YWCf9vP0f2sYNYFu6PLHFPAyFEeYOFURDir0/9LnjrukdAa7HJSzUkYHP3gN3Vo1w1i8tMRkRULJZ56WiPCwcEufoigAy7Tppy77wXbi4O3bbn3pWjSuPmr8SIQa/gjetGokedtsht1hoDH/8IY+7/AO9fPwo3P/kRmg4bjcYdb4RW0UBXvxnCbxkK4zU3oLQ/7/Hf4o63fkSHh97A0QBvPNqnFbbnJMgsGpsd1HO9TR64tUE3Gcfe5SNgqdsAuS3awS76mlpqXqceaNG6J+Y3DEaLk1HysWdjkBe2pp/F4ZfuxqHvP4Ltg5dw5v0n8cnct2B46DZ8+9FIhAzqCc/Z02BXgA+6NIJR9JGfBo6He/MO6DvqY9GPJqJfs95qMULODoNV7H0hT5FkpxSRiIk6grhfvkHK5hVQMtIoiV0ZCCzeuwIdJ38Ic3pGgfS/df2x1M2O+StminOBgt2BHkivE1GQXlmBTWf2YP0nz4GuMbQ7i75wqKxyapsesieRreYYHWdOjVONwV/NXIjyGoFJDdmO4hKSKVjrHBuCK3GXugSF46S/N6a1qgPdqeNQpn+C+F9nyJP+Lw2D0PlUTCWWduVVqcbKe/PnTaEa3d3/eriYTRSUjozA6zbvwdjRw+V2SR7poBHANBKYZJynhaAwGYrpAKc0kiUjKZVP2+VxHuKtjmpcpbc7nh5uoKkpSAdtK4qCuMRztCkNxL27twOdQCiC8jnXkeJUR20ePvgmUFvJQE2OwqpuVa609enoONBE5TQy+YW3v8KPX7xeUHZp+SqSlpCVguUntuCgtxv+jggQfVSBXdxt7PfzgLl3fzlyIOLtGXiz56N4r/fj+PaON8WNbLtCRdld3GBzccW2AA88azyLcbNeQsjgXpg3YQT+WvMzIt3NoC8e2wTTUx5mUQY9bgELD/yHZJMWX7SJwJ0pGtys9xdpDtWKqMOGMF+cCg7AgJ73wd3oMARTas+67eXPX4regFNaVTirXyCeD+uOP7y7o3udNlVRxMV1ijsAJTcbxn27LpBVMjNg37MVf3/xAvQj+8LzhQehP34Ycz8cibgjOwvk7Q7skD9d+nFqQTwHKpEAq2ICTKBSCUzeOAdP7DiJVxeugOs/v1eqblZ26QSSxD3E2dlT5IPy4bV/otG+Azjm6YINwV5IXfnHRQvIa9QcVl9x7yElxYVOrov3Vp7cisgDm2SiLjZarsviHTsXhbEr/ydfKAz/7U28vXoa0nMy8MPexTK7HY6LI5V+a6NuMs4SUhfWwBD8Ie7Z/fIc6ZQwq1kIUvUaxLsZYXPzwvC4XNzt2YiS2NUQAmSIza3fuNjartz4hxzRnvPLtxekJxv08l5ZUainAI93GHCBDEV8fftr0gDsbXYYhCmuvncYWvjXh5+LF22WyVl9/NHEakCrHA18zCUPQmjmF4GT4pg7Ke6vLRoNvmsRjjuiUnF/qg4vdLsPwe5+ZSqPhS4TAdF9xCMOINZJJh3ytAqyhdk+6ugOuO/ejlm+QJc9h+GX6jA8pooXTt+0icBHnRvKfTlrwHso6S/18Rfx88AJ8GzYqkBEPNWJsDBa1vNF25/noNlH70B/4oiIu3A5m5aA/1bMxsa/ZkB79syFAldZDE1vtCfuqHg2PX8NiHI3IkengU68bNkW4CmvHnYPL2S4u+Htrg0xI+0w7CcOoTL+5u1fDo+E+MpQxToEAfpFOI0EHjWivxwZrNqaRNJFF7INeQjbkbPgMWFopkGJLk72Luf0mhRmQ/Al7i3n7Dd37g+v1l2xUNxAHvV2BU0Y3+qfv6HYrM5itSpMBwcdJMU1auE/6/DJ1HkgA6l6sNAo2xa9RhRMzUDblLdenSDQCGAaCUwHKM290u8mx405pTeICKWVdFQelSs3qtijNrTIr++Qx8YhLT2zxBJpCoi0jCw5JQQZqd3czOjSrlmJ8kUT1DmCaeQzpRELWleFU+jaRje1wko4r019pIaHgTbF/Qk6hTaXRdLNLN3ANvatI7eL8yzBYdjr74H+R2ORYcstuGhqxCVybvMwbGvVDD0N/rjpVAJAygFQ2XlaHeY1C0W/kePR457nkd2uEyAEZjcLBv0ZjGZaXVFn9QsAzdWbef3tV6QeeXUbwOrpI5maNq+B/qjjBmPp8U04+cq9+GL6i/B5/yVYzsXDPyUNrpEnoD95VJAHzBYr6IZzVstwZBh0UodshNjfcs0eE2ACTKAaE0gVBrsGKZloHZsCbWxUNa7p1V212cJAmqAXF3exrA3zQZNzGYjYvr1YKIFB9fDx8Sw8Vr+nTFdyHfcMHnO/gf7QPmg0dmRmKEhJUWQ6ebtjjyB+5UJ530Db4o21XJXFo4/8+O/eKUVzbXkY+90CBD/YT9xpCBOJuAca39VhFPR18YRO/VWTXo+eT0+SP+kOr9MM/0T4wyI06IR8w2SHgWb5DdfK6S763/igSOGlJhNIzUnHP+OG4/Tq3+WI9rCF8y5ozm5/d0R5mGTX6x7eFm5OAxQuEK6EiOwu1+LBRz7E68PewzVh5w17xal2C6iDkDwbXPUmHLvjTvR66Uv0ffAdNBQG6OLkOa7yCJRXU7R4ieSaZ0GqqxlW8QwkTinIEw9efzQILFBFxsY/xfZxYeCnSJIhF+LuT5sXdUkvvI3but4l5WaI+/8c8YJgU3DxLxNmzH0Xx5+9C7Gj+mHjgs/R6Lf5GDDzB7gt+U3mv5q9LEsuUrPTCxDMaxwEl7bdIS5SMk4RPrlW/g2QZjKgRVI6bt59FMdmjEfM/96F4eBeIVG+ZVfMEdyz4DX43tMLxsjjiHQzoVFyJlrYTTCL47t82mqvNE3hqU75SYPuPpu+ALSmFpP9iH5B3qdnR9qUTjUC00hgmrJBnSaCZKXARTx/Xy/Qr7tn/7pUSlK+7XuOFAwilJE12NPU4LpX66qTsYsq+FWbusijQC11pQ2XJyPoXz98gK9mLgQdiISADsJ9K2fKqRloTdsU7yLeqnTv3Ao0+pcMoPSmhQ4+SiN3TLx9oTU5Gp5P5VK4qh19tZLqqbolcz4scaoHqi+dLGhKCHI0BQW1q7x1JD2vPDUUE7+YCzrhlDd/WeTJSEgXMUVREBrRErrOPTFi72kMy3OHf/7cZ2XRk97/HtBNCsmSPlr/2jgE0eICNrTFTXiz5yNIGP8/nP1xCbLbd8WChsFIMDgkR7S5A1qNBnazK5Jem4iWabm44XQSRoZfg89ufZlUXdXOEtEQdg9PiKdW6E8dg/uv34P+YtITEa/kIcGopU3QQ0qmVoSFkVcXdRobQrzhnmuFb78RcnTKkw9NRF69RqAdpU2I5S8IS2rsMQEmUJ0JKIri+JmrOHGZ1/8np9mqJvXlaggCq05tFz4wrWUd5Dku6WJPQX4Ma3bTEJlGnkIXMAoIlzfyBYS99CnqNqUXvyLCZkVKUBPkGdygTUuGoijIy7NLg5tIlcueuGOoe5Begoo7DbEYDu6R8RfzNkXtw/g136LnmSSM2XAYisjgkZuHCZ2d5vAV18ynO92NZ7sMFanFLKJ+xz3NiHM1ggw4xUhwVE0jIO45S6ryOaMOKwPcEP3mSGhW/o0f9vyNhYdWOcTFTbPonqjvFQK9+tLAkXJF/XrPTsDkoRMx/c5xGNVxEEw6wxWtDxdePAFLUBh8snNx1McN/RQ/YU+kMxIguhXOiuelCV0awWS1gZ6f7KKPHhFy/4X7gPocSfZv4nh5Vrz287E0L7Zft1vQ/Y5H0e6aO3AsLBBJwlB5XsIR2hV7BHEZ57BePC+0i0/FFus56EX5gA0uK/6G61+/OASrmU/fn9kXfxwnk6v2+zmbxfUj26DHVGHDIQQnvN1gbtIGTe8ZDR//MLRKy0MLgxce7XB+6qNldX3RICoG7Vcsg/cX7wN54kUnZRYuLTcTM3cuwp/vDMf2V4YgZFBP+IweDk1ykkh1LH8cWS0Dig0wWu34uUUYWne7A28MehN1PYNk2tXg0QBBGoBHAwnVwXgUV1zbycYSG58E9UNx9KvqwXf0gmpbojzL124rNB0E/cqbjMEr1jruYUiGDMlkXKb8+w+fBA38o22Kp/SxYl/RAEWqF8kULYNkaqrT1NSKV+t6i7M2ndwNFsdI4ERxEs7Wa6t1lStSORrFS/Pizs5/S0IHjPObGTLmRoQHgQ6458d9WWAMLqksdeqFH+b/W+hNC73Zobl8VWMylUflUvlFdTWICC34kiPVh3QVlSnrNpU7ffaiQvWeMmNBqcZZyrPkv81yighqT1nLKipHJzGaDuOV96YWvOkqKnMp235mT2kkpPmmnr/mXlhbdZLTLgxqeTMCXL3LrJqMuG1ScuUDe6yLCetCfWVeBQrqiAsXlUMR9DEDm5cvbAptFeOEIbNRnRa4z+6Dm5r0KEagOkRd/jrYXN0hn4rtABl5f131I+K2LEeMeDCNdzHguIcL9vh7Ik/cOELcMbot+hlJLkbsDPREcr16ssI2T2+c8vHAr42CQAaV3379FOmjh8Dw2kjA6jhHSUEn76e9/2LLq3cj+fG+CBncC+7zvnNK5SATYAJMoGoJ6DU6KMJQd8bNjOOWTJzbtgqatJSqLZS1l5nAqeT8qc7ENT1d3N9qYEekpyu0dhvkVFBl0GRz90K2ePGcZ3a7UDpH3Ffs2wHNuQSZJo0Uoizj7m1QsjJlXGleYib1FXHhFEJ2cW20Q2QWYbnYRVgstzTshu512qCxT/G/elLyaCwwhKFbwbM7TsJA+YQCg84kfF5qJAGL2Kd2wHBoX8F8qd+1Cke6XgcyBGeKvtzxwFFEb12BlSe2wmK1YGLnhnA3uqCuVzBCPfxrZLO50leWQHbnHojr1A3PXN8Su0aMhLdVgUve+fvvrUGe6BjeBgva3I9m94zGu3V6onlAw4pVWq+Hd9trEXHDYNh9/R06RJ+HODfnzpyCVWOH4aNVM5BjzUN4WhaW1/GV52z5cTlxjlOyMuD25zzooiMdeYWfkJWC1VNedDw7fHfl5u0/lHAK836bjHV/fQNtfKyoWdUsW6L3ScWx4lmraa4GrXJ18Da7w7VNV4S98inGjvgYb9zxMow6PQxdrkcTuxnzGgfnf6AP0MachWnLOqmDpt14bdkXWHxsHULTs3HOpJfxpqhI+I5/RYaPJp3BiXPR4iqq4PueHfCY1Q8TLKHoWac9rrY/sn/sW3l+wCCFKU7lMP61R0AfZyMjMMXRNsmojj7eRvGqe+bhgRcM4CNjME1lqsqQLtKp6qA1bVM8ybiYTbJMiidXtAySqalOUxUVJwMcWdLJcn5N31HSkKbG0ZyxqMV/eR27w+R8l8aQIgAAEABJREFUwynaukm8cUt1c3MYdMR2bVnoAJk49jHQEHna1/RGht7MUDyc/uiAe/XpYRj5woeyLzglFQqSYdfd1Yzo2ETQNAtqIp0ARt7bV76hoXLorcwX458tNBexKjv0zutlkOpyw+Dn0aZFBS+kQguVO37MIwXlqmXTiF2RXOxC9Vanj6D2FCtUxkh6A0WiT435rEqMwaRbdbnNW8tpEHJblvOiIwy4gZ+KGwazK3J0WvwtjI3D7L64x60egt3zb0DyC0m/bZAM0Wh5H60ZnUJbyG3Vo580JYz7DGS4VOOu9nXK/Y87ECiQN2VJsadRPyYBPzYPh8bbH/F3DMAEaxjg44cPOtXHTj9xninGuGsXD8KkaHL7CCTmZaJxVBw2W1OQ8Opw5L14H4y7tlCydJl52TiQcFKGjRbxalqE3H/5HkpGmgjxwgSYABO4PATmNg0BvcCKEA+roTP/h6l/fIrf530oXoqdujwV4FJKJJAhriOUSMb6Y95usNwyECOfmwrNNTeIF8OOUb3XhLUWBjRXEive6XXibpksFCK5yHVLKwzAfu+9DPP29UIG4gFbyMhFyNvOG1BkVDFeZl4WIK57NLoqLDVb3H9D/mXqRJkKIBbc0eQ6lPZnCQ0XyQqOebpg/K3XYGj/0fIF+uNdhoh4XmoiAYUMwWLnG47sw+m4k3j+309kM3YGeCAr6PxI9kNmBWm5WbCLntLQJxQvdr0PE294Gm2Dmkh59phAeQlEeAajmX89uBnMiJg4B01f/BTXRXTE/TE5GKQLRIsb70Few6bS2Ni4881wfX68PN/QgJ3GPsW/rLpYHURXzxex44y7GYetqfnbwEE/d/zYtgHiXIziZZcG37QOxwkPM0SXhzYxTjxznIH6l2fJgy72DOjZwRjpeD5Q0yp7feJcFA788CHO/u9tGPbvLqT+XFYqxq0/hCHLNyL1tQeRtu4f8WIwo5BMZWwYNDqI99CwXHcLnnhwIl4f+g7aBzcrVrXu+jtQv1E7mXbQx81xrRHgTds2YOOZPXj234+RkJnsiBdSZ11NjkFR4lKmO3MK2rizSM/NAF2zRDac7XYdgka9hXp3P4mAcgzMEqp5YQLlJqApd44yZHhv8g+gn/lv+ftrdGrXVOZwMZsw3OljWjKyFnp5nXqgbWgL6DRazG4eSudTiHtRhJq9IQOoOX/0loWcc43JOLpkzocFb1fIKErb9IaEnCpPa3JqXsq3YdFXpX78jPoIvYEhfaRXzUtrevtC+smRDMlSPOl1lqd4Sic5Ku/ZkQPlWxyKJ4P0P3M/KqgDlUF5SQfpKrpNcZRGulTn3CZKL+pUHVQHKrOkdNLrnEbbVBfKr8ZTftJDjsJqfHVcN31vlrxhGfXUV+g36AXcefMjCHbzLVRVSwg9VIkocaUziuPD1+whNngpjYAlRNz82QWwfCGLVgO7OKE0Ew+2nf0aofEdD6PekFGw3v+UjM/RKBD3FvnS51cur36MTiHNz0fYbDgrbv7qR8Wi7skzMK/6R6bRtBOHv5uAQ8IQTA/45GSCuCOSD1Bygz0mUPsJcAuvPIFIDxdZib/qBWBtqDe67diLUfMXw7zgBxnP3pUjoCiO65IC+gdaBjSQlcnu2B1aEaJkPxcvGLQ6sVXKkn/BMu3eAtPWtQWC3yz9Gol12kCvcUeH2FTUTc0qSLtYwGvqx7AvdPSRn5qFwCM0Ag/uOw2jqGua4SL1cVKefte9civLqENkeCg0jQu/vJaJ7NUoAnnB4QX1zbDmCmNvptxOMRlgMZlkmLx5PhpQH1bExmMdBqKpf4QI8cIEKk7gvta34q3rHgF9QJC0WMIikPnEy7j9yU/Qb+DzoPMlxVe2s4nnrU1BXohyMyFTR2dnoH1sClqm5+GFa4bL4qivx4WGQXniVWwI9QV99DN55iS4z50Gw74dULLzz792G/TxsTDu3CzzVYV3MuUswtauQocV/8FwcFehInbEHJTbPzcJQqOUTDSZPAF/bvod2z96GskzPoTzdAxSsIKeRnEc/wHCEKvVaC6qJeXBZ/DT4A/Q9N1ZyG3eBt+2DMeRfevx/YqZwgCsgIbUuOrNwrDri0UNArEi3E/qnNQ6FIGjhsL3vZfks5t41MJtDbvLNPaYwOUgoKnsQmhO0yMnolDcz+IDfL2RlpGFjEzxdr6yC65G+p7rOgy+Jg+oDzFUtWy9DjYvYQymjQo4bx87brypbK5nbxvMZrp9qUBBnIUJVBUBvR4Dku1Y/dN6TOnyYFWVUqv02vUG5LRoC/lqWtwhpIt7uHlNQlCv/fW4r6tjhLVzgzcFe8MqjMHOcRRWoMDH2fBOd30KoLU5nsJd1iwTN3wzMG3777AdPQC7QrmA2c1CRdmOsNfXHzkC7DMBJsAELgOBVGGAywqrC/oVCRVnEXesq0N9kLZ/C0xfTaAodleAQGRKDA4mnsKU9vXQKLAB3rhuJBpVYMQazYXpqL4dSno6tAlxjk3hGyw2WKCDRlyMdgV4INLfR8QCu/w98N7vH2De/mVy29lzW/gTTs3/H9ae2Y1fGgeLJAXpwrhhrNMQD+0VhmA7oBPXPLFCE78IuOiMQqbkxa7TISQ9G23iUhDhFlCyIKfUGAIZd90DGv27z9sN2jnfiDsjjbi9oh4hmtCll/DOL3QbRLdKQW5+5yM5xARqEAFdcARaZNkws083WLx9QN8Q2SBeqtZr0QXP3PMWmgY3Qp97XsJvTYdgyo3PwNCpFxJdjAhNy8Ev4Z5w/3U2/MY9B11MFBx/Ckyx0fD+Yrxjs8p9OgodhSw5tgFbzh7EzBbhMoKmyFsa7ovIA1vQd/MeNF+yGNqUZJlWQU9m2xFzCNHpCTJcXo/maLZ5eMlskZ5mJJoNUBQFzfwj8OVtLyP0wZfwTnhPuN8xHAfqheHvev5CVpx/hAy1VKwQ7M7nGwGFl3ISWLRsQ6lTl5akTlNSQlXExyWeg7urGa4upqpQX610hjRog/5Jechzc5X1SvL3Q3brjjJcES84UIMG9ZQyufoRGnh70SmlIiVxHiZQdQRyG7dAbos2sBsMVVdIbdJsMEIagqlN4g5BE3eWQrCLfxnI92j+sQcf/gCB7r5omGVFt4AmJT6YH/V2xV5fN5kzUycuAeINv3gSgttf8xFzcj9ItSJS9/u5oYGLLwqsMOJeBfzHBJhArSVwJjUWWz96Cl739kHAk3dDG+s431zuBidkJiPPZkWqUY/w6+6ARpz7fmsYDO88O46I81dIQjI8N6yEccemy101Lk8QiM1IEj7EAy5QzzsULfzrlz4FBIr/O/fMG/kJdMUBlLQ0qH9GUxigiOsTIOdonXVTd3FtsiNZvBzYY7LjtDBGi6RCi9vvs3Fs9xpYcrLEZcuhs01gY9hGPIvo+SsBrQ568UJVEbma+QpDsN4kQrQU72xePug+fAzeEobu+7sOKV6IY2scgVVhPmielAbPGMf5TVEUzOr/Nnz7DEaH4GbYFOSJNI3jhmd469svPqq9xhHgCl8tBNweegFj7p+IN/q/Ak8LkGzSwxIchruuHwEPo3gO0GjEM1k76ewuYluA8fAPg1m8MBNB0LMBOY9vPkaOkJVxl8GjF4Gy3LnT4fnd56A5ir/b8aco2Y6zrkaxBv6J8MfqcB+4pIvrhjivi8rC8sePeHv1NEzeNFfKVMRLyU5DtiWnIlkdefI/ErfX1wMNM3LRyiMYg5tdDxdxvVHqNEDjzjcjvPedsIvriw2KHKntyMg+E6gYgTETpuGLb3+rUGbHXVaFshafyd/XC7f07oxJX/9caOQvjRSe+MVc0JQRLubSb76K11y22H2HTuKavqPgPBcxAWrRawRU55xGWqlutwx7uSC96NcJSV7NS3Mf03zHlK9UN/xJ3DB6Curf/bR4E1QPLUKbATZbqVk4kQnUdgLnRr+BhHGfwebtW9ubWmnty23WGjZXxw1aaUptPv649ulJeP++iXjm2gcueDDPq1sf/9YPxlFvN5j63IXOWRrsalwP4j4EPzcJhiU3B3px8/dh14ZwM7jg/pe+Re8HxiIvojHoz67X06p2OW4NE7iKCLy87HPcs2AMTiZHF9vqTPHw4xYdDZecPOhiY2Fe+Tdm7voTwYN6IWRwLwSNvLPYfBS56ehmnP7yTaTN+Aiac4kUJd1301+WeSl/We+B1p7eidScDJmfPKPVhkPi5VWa0UCbgDDcaLNzoE1OQnF/e+OOYcXcj3BsyhhoVi0pToTjLpWAw06GIFfHSF1VHf0s9t4ug/BOnetxY73OanSxa6uPL/LCz//kXpObLeXOZacCGiPWhfnijLtJxiW4mpEd0QCHvFzxv6W7MemT6TDu3CTTyNtycjuQkY45zUJALzOhgBYMbNob6l9Wl55qsMxrenGd26IdIPoc+K/2EJD7M78Ty1bZ5QsnH5O76HNm5Ggr/fFYlsIeE7hSBHzGf4fXnvgSY+98rdQqNHzuI+jEy7PzQuLYyEiTo1sL4jTagmBFAv4vjZT3BfoTRy7IvvjIWsgP14kTeaxZj1PH9mDeiplSjn4dFOjmC2n3lTEQUvkBKEjevQHDfvsbH348FZ5ffagmVGhNUzlcW7d9hfJSpr8bBEIbGIqxfZ5Gy2I+/Gfq3Bu3aHwx9d4BsAx/Cu+E98RbbQeD/5hAUQJF7ZRklyQZskc+9NxE/LduBya9NQpkg6X48rgqudLRfK40H3CvgaOxfM12+bEtCr/y1FBQWnkqWB5ZMgLTB8lS0zMLshEk2li5YDL2rZyJeVPHYfrsRVCNvZT+yntTMfiOXgXpH3w+p+CjZiQ3/8+VUPMHBfiA5kAmnWVx7cXb5beuewS3N+4B6I1lycIyTIAJMIECArmtOyB9wH1INeiQpnfcfCnihqdAoIyBzD79MLDDHRjY/AbY+g2D7wffo/lTE2AVRvkz7mZpBNbl310NanaD1Gp3dUdeREOkGLSIO7wDmD4J2oRYmcYeE2ACNYtA8KlTmLJiL+pOnVyo4rtij+C7XyZi7qIvcNrDLNKEgUQBXNb/l/+UJbbFuUHJzobh4F6Rfn5JzErFf6vnYebGn9Fl5Wo0WfIXVAPt4aRIZAnjcoZWi1Wh3sAzQ2D6/svzmYsJ5VjysPzEFpli0OrhaXJHu0ffxq9NB6NNUBMsqeePNHEulALFeGtEXb5b8S08d2zGtavXw/uXH6CNKd7wXUz2EqMSM1MQ//FLSHziDhz/YRIsNmuJsldDAtnRtBoNbmrQtVBz6WOvoR16o3GnGxHoVthI7CyYmio6mMEIS1BoQbRV6DudGosjiaeRa7Ui2s2EsDSHcThPiGfUa4gfWoYhIDNXzmE5P3onYvJHJ6eI/eMYxKlgZZijXEVcJ72dpkTKuq4PbjsRiwdOJIkH8/oF5XLg6iFgCQ6Hb4M28rw2oXODCxqe3neII050cL2iga/Z07HNfq0hwA25OIG8hs1A8+POb1kHVq0O4zs3wiD2arkAABAASURBVC9NQjCpYwMc9nLFUbMW2dvWoqwvd51LnLNnCWyRR0WUHZ7fThHr8wt9pyQqLQHfifM8xS6N8EdUdhJWZcVAHJIgb0DPYWhfpxWyTSasquOPmOYtkd35WkDcoxwxKlD/DtrSEb1uMXJ3bVSjyrxWoECn1cLfxavMeVTBpNc+wC1v/SC/m/POrc+r0ResTX0GYPjgl/F4n8dQr3MfNO58M5o1EC8dL5DkiKudwKffzEf7Vo2knXLL319j3eY9GD/lRwx4+E1Exybij1njQd/BqggnTUUylSUPffyKDK/OjuLKkrciMmQtHzdpJj579xl0adesQIWL2QT6wJdqJa9XJwjNGtXF8VNnpcyJyBg5b3G/m7rJbUoPDfLDxu375fbSVVtBRmI1f5+eHbF9zxFQeVKgHF7yqJfLIc2iTIAJMIHzBPb7uGK/u+F8RAVCtzbshsHCyEsjfim7zccPuS3bw67YEeVewosquw2L6wXCJTMTwauXwf33OZSVHRNgAjWMgH9qOuKMesRGHUH2d59CEYbdXGse/ju5Fbpjh5Bqy8WcZqFQf3pp1yjYFLUP50x6+ZB1SpwiTv04CVFJUTBtXQf3eTOxaMtC+Pw5T6Qrwtml00WdkmTIoJedl4MMgwb0smm7qwbHd6+B9edpMr04zy7ON3HCuEcPffTxnHZBTZDXqJn86ap1wP14sunNMAsDDURRXv+bCJelfxRSc2LHKnikpIh6iGhRJWNMFHRx0WIDl+QSs1JwJu4UVof6oscff8Lr9VGXpO9qzyzsvA4E4mHbEQDyRPjwqt9gXpc//6/Yx2qa2JVqEAaLFRtCvDE/Nwqx6Y5R4TbRYWxCgua93yAMwWa9EYOaXS9izi82Nw9hCI7H/bEWYQhueD6BQ1cPAdFPwm8chBzxbGgX4fMNd/QwS2g4jHZFmIGAYIM7uoa1PC/CISZwlRCwhEfgpqcmofu4H5Bz/e2FWr2gURAaR8eh/gdjxUk7r1BaWTfEIweWhvvhZyUZp954CClTx0MbdxZLj28SL1kt2BbgJVQpwgE54gUhXQrINfStA31wHbQY9jy8731Kprv6hRRMoTe7eZgcMDOzRRiWZZxBx8kfIvTjcVKurN5fR9ZKUYvNItfsMYErSYDsjfTttXsH9JHVILsmDbad/esyhAT64tcZ71RoJLBUJrwqMQSPmTANNFSZRtuKMuRCYYpThzPLyEryCNLwp8dj1Ij+aNn0/M/MilOfkZktref16wbL5LjEc0hLPz+CmAAHBfjg2MkoUJ1j4hw3mVJYeAG+3uKlkx1xCcliixcmwASqP4HaVUO6GQp0q7ypNVLvfhhaL3+8dF1zPJwILAy8Hrc0vKYAmiUkTIbV0Vaac4XPiTKRPSbABKo1ATKY2ex2bA3yQvvoJNRf9Du2fPkaDk56HhvO7JZ1JyNapl6HLa2bY7efO7731SApOwUfdGqAdGE4mdckGB0OHsfqb8bi9HcThSH4OyyOd7w0lzYV8dy2tK4fjv00BdM/HomDS37Efl93HPd2R0BmDvb5uqHjybMI+utX+dCHYv6i0+NlrKgq7mh8rQyrnr1OfTlqRqPRiSg7YLPDuG+neBjNFduOJUenQf9jsTCQsdgRJf29cUcx65PH5M9R/R64TcaVz7PDJjLo86f4UoSBW2xeVcvmU7vk9B8bVs6T7RZ7QK4vxbN5+8Hm7iFVpOoUhKdlQWstXnNesLgWCSPdmjDH9a91bAq8Yh2/ULHo9Zjeug7oVy2KMOONaN1X/vpFKs73LCJ/wrhPkfz4i/kxvLoaCTTyCYfezVOckxznjcc6DIBRJ1525cPo8tAb8hcIH940Oj+GV0zg6iWQ3a4LTOLNHZ2VXQ0uZQaxLnIXkh7vK665PeH3xjMw7tqC1Jx0rD29E+tCvbEl2AuxLjpcI+4pmi37F9r4GKlbURT4uToMwYHZedCJt77inTS0ogJPdRwsp64jwXCPIHmO7xLWAhm3D4IlOBQaISvEoNANBAmV09F9Eo1Ipmz2CuqgvOyqC4HaWQ+yRTZvHIGJYx8D2S0vpZWVbghWjadkrXauHIUpjoYzk8ylVNo5L+miqR1eeWooyjLiWB1e7SxLFvXSPmCnGo2dy1XDnq56lMep+XjNBCqLQHn6H8uW73itLryMocGAeNBVFAVaAHe3vq5c553S2uHWoC4efX4ypj31Bbq+9QUMN99aSLf27ntBc3TObhYqSnYsHuU875VWPqfpC/FmHsyjKvrAmjNbcdDDhEy9FjlaLf7Xri72WVPRZt9hcVArSHQxol62DW1zFDT2C0OKUYeg1AyRBmwUhre1rRrJMISRbVldfxgtVhFUQH+xIm9oZi6OBDoMdIkmPVbU8UWXmGSkG/WY0qcTrn3sDXTTekJkhz4rCz7rlhbq95Hpp0HzF3+wdpYQUSBOdWgcEFJIRuWS/ck3sPv5A1BgXrsc3lFHCuR2B3ljSUQAXAYMg/qXqcnFe6u/hcUu6iwe7nS5efA5ursgj6q3tLWrWYdNIV5onJQOCB3up07Cd/2/5dJRmv6akLbv7D6Y9+7AVm2WA63gUJF6e4iHf1eTDh4uemi7XwtbN8fcvfvcdNDnG4FPu5sR5WYUxrpstIlLQSOfILgPfxguBhPWhvogV6PBJ6sOoO2KFXDNzYDYRKyrEfWzLGht0SPEy+uCfePh5wlz585wad3qgrSKtIPzVONz9UXuUbK//xUuHbvLfuzv7laoP7i0bSP7iad34Xje3zV3f/O+q/i+czFq5XOHIo6WRr75zwFkbRXnf69z0YWOHWfOZpMG2VoNol1NSD51EDHr/sTK9b+Aplla1DAI3hZSIpQKPXRN9Rv/MkwJZ8VVXYGPdwDy7n0IPXsPRtvHxuKjBjdgYrdhaBIYVFBe65BwjOx4C25q3E7G2e68G0Zx/ZjfNFTUV4F4ZyiUA3Qv4Vyv4sJnM8/irxlj8L8FE0AjgalKg1r0knqLk+c4faWzAf9dEQKayi6VRtymZWQhwNf7AtUUR2kkc0FiBSNIF82P8dSYz+TH3jrd+jg27TiAT6bOK/TBOFJPI5VphO/Y0cNps8BRftJTEFEkoE4jUSRabuZZbCiPk5nYYwKVSKA8/Y9ly3e8VhdeWd1vAP2sVe02VVovcSOV5+y0BjS9fzQa1jk/5U6hdGdZDoPZ2K8oA+ZfPH+beOY65uWCQwEeOOZlRpww3tL5RESDHvA2hnjjnpHv4N2HJiLCO4SShFOgiKcpkjnStQs61mmNdFezkLfjlJtZGkSFBL5tXReDBo9G0OufADqdeABTZF51uhmbokF2645od9t9sLu4ijRAnCoK9RMrRcgUoVasPUxuMGiNhWTUfZsbFoG8Nh2FlKiZeMpb8df3iHlpJLa/8RiSFRt2BnoiKbQODvi44ZdGQRi5/0/QH9VKVB4aSx6wa3sh3QfjzyDp2fvhelt3aP5YUCiNyv1p13KsDvfDYR83UiUd1ZnSarvbcPoAku+7DdrVy7Db310+3Avy6Bza/AJOZWVhER0yTzhaq7v+oFkjuZKXrdcg0cMVvU8n4fMV+zCiy0BZ1s0Nu6COd5DoY1QDkgQyMjNw8txZ0AsK14498N4D76NNUBMpX9b6sFzx543azKWOZxBaBNaHq9615vWVcj57Vuk9I9cFtZlvduceeOP5b/DHsIno3HsQBrvRL6/F+Vdce3W/zCmx7RZxYk8wG7BVXI9XhvtAu3Mrth3eJk7aCjYHeqN1nyEiLBahR/hI1ACrUk5TEOmKHRn3PIjMO4fC1Lw9mnS5GU3qtSmxLOKfedsATHnic+m23twH/j7BUpdWoy01H+U9l5WOsINHcMBND42oj4vBiKZ+ERfNR3nZVc5ztdxZ7BVLgGYuGPLYOGnnbNFrhPz22v7DJ9Fr4OiCuFuGvVyhaWvFYVdsmRWOpJG17uJBgaZcKKqE4iiNZIqmVXTb39cLS+Z8KCdQ3rdyJmgSZZoj+PnHhhT6MN2YCdNARuAvxj9baBg1Gafd3c7/1IFGGJNcg4hQKRcU4FOoatQGRVEQ4Ocl4zNzrCiPk5nYqwoCV63O8vQ/li3f8VqdeDl38CqtV7YFmUWcV7Ou6NLcMWqL6pFVJL2ofHXeXrx9GTbPmIiEWV8i98iRC9paneuu1i0jy4KEJCuy6PpTg/eF2h5eX3jMVTYTelhRFAWuIfWQ+OSr8G17LZLbdMCu63thtqEl5ncbBW+DtzwekvoNg5ubF3b4ueG6VCvebnkn7ugxFE3veQ6ps/7G67eMhsf9z9CpoMBl51qQFhyBFhN/Rv2Rb2BQYEvobrgTM/u9hU9uf0XqTW3WARb/IJCpV7/sL2QlJcv4qZv/QMKEF/HqpsNIyckgWy2a+UXA3+gr04tjkdxvqNADfNyhHjbmJaPB3n04nJ2M3PyPuOXkWUHTUriIdSbd6Qor8DFPF+S5e+K/cG98e+A/aAb0xO4nB2Lxy3djytzxyI6PFlWzw37oADIzcgqVfSolXpb3Y4swWH38MKFzA7hMmQCvO3og59TpQrLF1bcmx8WlJsOSlyNeCkgEYv8oMGl06Fm3Y4XanSXOWzm54vwlzl20tgqDMGnWwC5WqgOMogwRIReV3z3Nb8Y9zW+ScaqXlWdBRl623CTjvCrL66o/r9Rkxnc1vh5v9BiJeh7hFerHV7Tt4hiq0vtA1g/ma72AQVqdRvC4bShSfX3wY9MQnNq3CXmfvHuBHLHbKF4g0klZXHrFShEvoF1wkF6kCiOvuBVBUONOMHa9Hj80DRXXXchfecTbcoQsYLHZitVJeotxF8i+3O0BDGh6vdBrh5KRAe3Mb7Ah8iCWvTAEXv2uxRfvjcDJkbcj7/UnZd4TSXFClooW139xhesU0gL1PevKtLKUxzLWS2ZF9NldSKConXOfsHUW58gWSrIXaig9hm6PS5coZ6o6BcSY8dOw79DJgtwUprjunVtJA2tBwmUIkBGYivn201cuKJs+DkfG6T/+XU8iOBEZg6iYBHRt31xu08fh5v+5ssDKTh+Poy/3VQQ2KYxOzILqrvvmOZBTt8u7ttzTH7i+CzY8fCce+20KBvz4ttQ3ec2fBWWUVyfLn98/NYUF9St2tZ+A+2uT5XxYQ1vdUvsbW0UtpA9RrFv5C276dSFcF/+KxClvIWn5b9AkJ1VRiRdXmycMV/ST+Ht/G3tx4XwJ+tlabo4dqWkKsjIdt9n5SbxiAoUInIg8gO3L50K7YpGMN0KLBq2vxYDr78ezN49Cmwdeg/aOYbAGh8l01Qt87zs89PK3GPXQRDRt0hkGrV5NQj3vUNQLd9wjFUQ6BdyatMGAnvdhYKc7YdIbnVIARTzgkb1PGxeL7QunyTlnbft3ougf9fGicc7bdoMJ9LFLmhOWHt1SDKJ++YeCr8EF4V5B8PYLht7uyEX6nhgyFoqXDzYE+8hIMhSnax0Cp91NMFjtmCsebqN3rAKtiQcEAAAQAElEQVReGQHdqWPYGXMI6795E1lpjnPEPS1vwppAV+wVRnKphLz8cilYuU5BZmblaqyItuj0BGTotLDLdiqgh3j6kBZ9yK/c+ihzCZk0eXlwzO2oSAmz6KtajQYZniFy+0LPEZMhjNRajRYmrQtoHmxHLPtMgAkwASZQ2QQsEQ2R2byN/Lhno4RUmMR1srgytkbvl9Fn3ExyTZ4irU6O87vW1RMDew1Hn5e+hM3dHbOb0XleAV2RO4Q0I/FKceuDPZGx7Bfopk9CnZRMqdMoXj62jUvBocRIRI97FL/vXAy6vimgf6B/k+ukHHtM4EoToO+gDX50XCGbamXWSR6SlamQdPXu1g7TJ72MkS98iBa9RkhHQ5rHj3kEDw+tyEc6SGvFHAHcvucIFv6zTtZDrc9Dz00Ejf4lwzVNtkzGXkqjer769DC0aBIhC+wt2jL4jl5Qh1/TaOGxRaaWkIIV8H4aOB7kKpBVZlEsFrk+bNZg0tc/IfCU4ycVMpI9JsAEahUBX7MHBje7AXc05hsUVHDPLj6yFhkGDVKMevxdPwAh0dHYuvoXHHn3UUz97Al8NfkxhAzqKVwvmDatLlMphxJOYc3SWdj972xokhLKlKcyhCxWccMsDFd001wZ+lhH7SIQl3EOK7cuxrI/v8Lu7cthTkuTDVRoWgQZujTPJgyqGbfcWW4l5558DTQf4B4/d2yKPYiGGzdgS14CDnu5wqDo0CotFy30XhjVYWCpuq3+gcjqfC3izUbQnMd/NK8j5RVFgZ/eFXV9wtD0+U9Qp9cA3As/3B3UGiHu/qDyFTtA5WfrdVDEAyFlpLhTHi4gg3DD5EyEnIqEx5zp2BV7BPrjB5FKAiRY4BRA6KG2+EwaB230mYKUygvYkZtL5VBBlae1vJr+EufNx29ug/+aRsDt8TF4utPdeOra+8urRsonnwPoXYDcKOIpIiFVnJsLRQsDb3pwI4jnc6h/dqOxYC5hirPCJkzGOnjqvED7g+LYMQEmwASYQNUQ0JvdQIZUOt8asrMLBlOs3fIXTnz5Jv6YPR4Wqw1kXJ3bLBQrwn3hrjGIyjiuZ83860HrsArD5uGFrGt6IdLDJE/zQgKdQpoL2UtbsnrcgLz6jbEhxAdBqVlITU/GXGlstkvFB73d8Fa3xui47zAMWdlYH+KNzomZuNu7MTwMrlKGPSZQ2wlUiSGYoJEhdcOirwqmbKBhzGRUpbRLcRfLS4ZdGvmrGpz9fb0KTR1B9SBHMiRL+orKFK0n6aI85JzzUd4r7+ziIUiDRHHzHOdCJ9krXyOuARNgAkygogROJEfjrZVTcejle3Di1XuR8Ms0aOPOlksdfYyCjLr/vfsgDE4G3bNpiTgubv7evb6d1Ke12xDtZsKmAHd4Z2bBnP9yTVgT4PPxWLi8Mxrfrp+LjR88gVNfvAFtbOF60Oiz1ZE7cO3sOWj884+I++1b/L1yNv779m2s/OYNHNq5ElZh3JCFleAlZ6fh4T2R+G/OWrhOeVdKZWYqyLfbye3iPBrhCGH0Ki6N465eApqkeOh+noEFy2Yg8d95MGRmwiLu9MR7AzRNyUaEe2DlwNGIFyojn8O7vZ/AG9eNRDO/emXSa/X2RV5EQ+z1d0em0HHEywXxLkb82SgYc2/pibEPfow3+r18wUjikpSvCffFJvEA5zviRVzXvBcmWMMwos0dBeLufYei36AXMKDHPdCI48USFIJGEa2g+AdBG1oHQbmOh0KBCN+0qQN6wKWHW0CBsn87Np3cAVAYdpg1OjT1jYBrYF00zbSKaEde/fFD0MXUzhfx288egNUuHugBhLn7o3NIC3Sv0wZhHoEipvyLXZy4lCLZyKBvNxgEZcAq9lGRZNjzjfVqPPUhn+xcddOxFhYHOh/f3qiHY5t9JsAEahUBbkz1IZDz6ItoKF6yQpyvJ4WZ8PfkZ3H2f2/j4J41aLphPWYb08R1w4LxXRuhc1hLtOo1EHqDSTZAURS8ce1IaDV01ZVRyO7UHQZxnqcrakOfcPiZvRwJl+hndesNg57KtWO2MEhHerpIjSvq+uG4CIuqYG6TECSIe5DVdfzQ6sahuOv6EXA3uko59q4+Att2H8agR95CvwfG4PNvf0WexYqTp2Nw/zPjZdybH30LmrO3tpDR1JaGXI3tsPr4A+KmmtpOHzCJdzVQkB0TYAJMoEYSWLhwCn7//h0cTDyJDNjgmZKC1j/PhsvKJSW2x+fjN+E37lkoaalSZsWJLYh+62F0i0pEWFIKcr+bBNOX43E2PVGkK8KcA3i16IQmza5BdAjNVyqixUIjC83qV4zJUmFT8FywDcuidmHA1gO4ZuVqGHdsFJKOJTotHgtmvYllJzbLUYU/Nw5G6yWLMTtuN7wP7kHAgf3o/f5bCHn0LuhOn3BkKsaft38p3HMs+KN+AI6cOQjrr7OElB3C9iLWvDCB8hHYsfoXfBm9ESvzzo9OzzDoMa9pKMLb9cT9XYeUT+FFpBuJh7YW/vVh0OovIulIpukc0gYOd2wIf44coeO4lbmj+J9jCqmLLzatFq6DR6LekFGoF9ywxAx2V3d0GzIaYweORYMXPoH/c+PRUTyotkjPg4erF851vQ5/NAgU+e14vntDJOZlibBYxBOji6KTH5AJfepdjHz4I6Tc+xgWNgzCCU8zfCe8Brc/fkJt+9sXfwJ2cZ9Jp8R+TXpWSfOsvv6QJ+ZitMdNmoGkl8QLMq2uUOptJ+KxNtQLM1uG4WBajEwTu0iO+pYb7DEBJsAEmECVEaBf5UAnzsvi4vDg3kh0WPEftGkpmNBZXH9FHBXsY/bEoGY34K6mveHV5UYMs/tiSGBrsh9TcoHLa9QcbwV0xSKXjnhPvFw26gwFaZcSSL9zGHqPFNcP8aKQftQTJwy+X/dog5Z0WTea8NZhx3MDlWHQaOFt8qAgu6uYQNsWDTH/m3FYOPN9pKZl4NjJKISHBGDWZ6/hj1njZXjnvqO1hhAbgmvwrrSLk5asvjjh5mp5V0oW7NUiAtyUq41AXNJZR5NpWIAjVKxPhlWXd57Fpz+MlVM4GPbtgv6MY076s+kOA5hFo8EhbzeEJCTDvH8X/t23Qtga7FCExrYRraXByOONL3F7+9uR6+YOGlkY3bmLMO48CktwuJBSF7sICCesDO4L54gwQKN498UfR8SBQ0KfHUarDSIgjBlCDo4/h8lZgTYlGR5zpqGkv+jUBJl03MsFHU9EwfffP+U2e0ygIgR2ndqDSHczIPrrUS9X9IhORkiOFa3SLQhy80N1+Mvu2hP+fYejrskTGnnIKPBx8UB9r9ByVS+7fRf5YHmPaz0EV7BtmnqN4fboa3j54U8wdsg4PN55MHoMfAYQD6KO+WrtiPVyw+R4M77u8XhB/ewmEzLEQybECUVrE40QxlLt2TMocd6DgpyXL3BWvPyaf2A51kTSqObylxubnoRFh9eWP2NFcuS/+SKjup94GB+mDcItDbqUqCkoIwcJZiNoOo80S3aJcpzABJgAE2AClU8gs/etsOkvNNjaxb0H7OLCKNZ9G/VAHc8gWbjn7cMKfp2j0IVTxjo8m7sn0oaMQMatAxwRlej7uHsjr2FTvLs9Eh/Gm9D90ffw3IMfou17P6DB2K/hMmosRFXROrAxOlbi3MSV2ISrUBUwY+5iqN/4qigAmh62uPl1aWpYmiK2Ra8RctpYKkstQyvsaYqiID0jCxaLFX4+nlDjaHRwcko6ggJ8VPHLsqYRyDR1rVrf4ta3DHu54Htm5amUpjzCpckSbKrEzwtXgNbFVZLiKI1kS9PFaWUjkDx6LOTJlk64Iot4DoEJWvSq20Fs8cIEmAATqHwC4voIKEBKdjreXj0NE9bOxMWmP0AZ/2jkoleuBc3TcnH24afQ2KeOI6c4uakfvYr8+Uts+nsmzp45ip36XECkkdOdicSxc1HCcLEGmwO94JOTJ/Oe8jDhVG4ajCv/BhQ7XHVGuBlcQX82T2/43zAAI56cIudrf/76x5Bx172Im/IjYmb8hifa34m3696AnEBxIyvK+csTmPb5U1j6xUuYtv13UiGcItz5hb49Nb9RMLI7dnPUTcDSRZ8+L+AUSs1JR57NUU+naA5eIQL0gsGwbwc0qclVVoPCvaXyi0k2GWDRiFLEfYFbp16oO2keBr/4DV5/4EPc3qh75RdYEY3iJU3zLrdi0NAxuLbdzbjbrwUea38X/Fy8yqUtp/018sHyzlseQbB75Rm5szv3gM3FTbzgsUNRFCTdNgBBj78Bq1/ABfXrENAYgdlWeaz/HLMLrsP7IGRwL5hX/XOB7OWOOHbuNOy//wDT3GnQH3Z8uKfcdRDnTAUKaOR3p0qYt7HE8vMNCqc8XXG0U0cEdroeQT6hBeI5OUpB2DnQ6FwGYhOinKM4XJMJcN2ZABOoQQQUxLgYsS7EB3t9XGGBHSarDeKyievrtEe1mKpHo0X8B1/D67P5qPv4m6DvrTgDpusafa/pxW7nf6nknM7hy0vgv/U7pHH2k6nzKlywaujtNXA0zkTHXaDnvck/SGMuTfm6csFk0HfCqFxVkAy+X878Hd06tQQZgimefhk1+9elCPT3RsOI8/cmlFbVzt3NBfOmjis03S7V3dktmfMh/H3Ldw9N9daQVxmOCqdK3N3/etDauXLOYUoj2cook3UQATt5mN84GN0zFbzW9V4EuHrLOPaYABNgApVNwGIwIT1NwV9H12HAn//i889mihusdwoV88vuJZg75138seIHxLw6HHkv3Avjjk2FZNSNbEsuTuxdj7+Xf49tLnb8Uy8AHXsMwO30M3EaJSYMsNqEWKz89zv50auuv8zHfmHgoPwKFFoBdNe5+CfM3PUnaJ7If4WO5EZNEOtqxHEvV+TotNDaxM0pFDRyD0Rj3zq42J/NywdhHa5Ho843IfvWQVJ8ZZgvGsYloWlsgtzeEOIN+mDGD/cNxq1PTkLa4AfQJj4VLiY3uFzfHzmtOkg5+fM5R6iQv/z4FpxKcfysuVDCVbhxpZt84lwUVs96D7u+fQ9BD98JjynvVUmVMsR1WlgNq0T33rij2BLoATKmPdvlbjzZaTB04iGoSgqrBKV2dw9c0+1ODOh5L9oGNakEjZWowiaMu8rF9Wmeexc6ca4QpxYprOSPDtZFR8rtK+l9vvlnDDgSg/5b98NweJ+sypbo/dj2yhBprHb74FUZV5qn5Dfs8Y4DSxO75DS7/sKRZapS8d4AWdnqFmAJi0Ds57NlhJt4cagT53a5wR4TYAJMgAlcNgJW/wBMWbkf1yTnYFmEP3R5eZetbC6odhLo3a2dNHg+/9iQYhtIBltyzolk+P1s+gLQmuJdzCZ8++krICNvWEjhF/g0GPXIiSjcO6APiUrjaftWjbB01Va5TTo+/t9P6Nm1Dfpc11HG5VmsmD7nL3h7umP4oJugKIqMrw2eprIbQYAHPyqs1occP9OtbP2srwgBxMvPDQAAEABJREFUcYf86J5IzPxnF54d8iaahDYtIlDtN7mCTIAJ1CACZJuNSkvE2sidwp4lXkQJQ60uPhZ+bzwFry8myJYk7d6Ipxcux88J+1E36izqnjoD4/5dMq2oF5eRhLgfP8OscweRS8YXJwElJxdnhTF3+ckdsGRnwSKuWHEuBuTqREDI2dSLsahGus2Cw4mnIK7QoEu07a4H8PAL02C67nYcDA/Cpfxl9B2MnBbtoBNGHjIqky6NKHtXWCAef/ADDL71MdALuIw+/fBq70fx1vWj0CS4kTAEtydRFEzjI7fOe38eWSPqKiqfHzWzWRhWeumQvfS3/BheVSaBjLxs/LBwsjSCBd19PZSszAL1vx9cCX16OhSbiBK7xHDqOKL3bYZ5zGPwEH1bycwQCZe+5OYKHaLvCL9SliNJp3H4uwmI+vpdrNr9H3KtlkrRe7UrsYRe/GWRyihu0rfI6nwdAjVmGMX5EGL/ui36RU2+IuuzaQnFlrvy5PZi4690JH3Up7Q60HWnpHQtxAErTvp1PEKRm1O2uapL0sXxTIAJMAEmUDEC8WaDHIBBud2MLrQqzXEaEyg3gS7tmuGH+f9CNQaT4fapMZ+hdfP6IAPwxRTGJSSD5v51lmsQEYqYuCSQrrm/r8CR42fwz8otGPfxTBw4cgprN++W2zv2HMHbk2ZhzabdztlrdNjxNF2jm3D1Vt7q5YOEcZ8i/v2vED1/Jewm09ULg1vOBJjAZSOwY82v8Dx7BloyeohS486egOHgXugO78OZbf8BqUnI1ulg1SjQW+047WHGkU1LcC4rVUgXXqLT4qHQg7yIVsTzvKvejC5hLcWWWMTDPX1M6qS3CyKNkHOfnm3QANsCvLA+xBvTorRI7ztECNqx3k2shCbyR7Tpi475c33VvfNhXPvCF+h9y8N4J7wnhra+jUTK7dLvHAqdqB+Va1ccl06dWHuZ3At00YewcoXB2BIa7ogTBiEZEC/s5NrJi89MhlUavhXkCVaUFO1uxG3HYhC6chmQP8otI0NBTg6Qluook+Rqg9NFHof7vJkwbVh52ZoTmXwWx2OOyvI0xFfyl5vYHL0fehGnoT4t+p1B1G/x3qXwPnwQbgf3wGPudIdgNfGzLbnImjUZCR+/jIarV6H+utVYk0wfJbQj0NUXLfwbVJOa1sxqpN85DHQ+ctRedAhHoFjfbnbFuZffQ7s3voGmTkOHjHrsO7Yuu/+XfMl0Yb3jM5NgV+umri977cpfIB2WRXNFuTnuebXi5Y1WNLWNfzPY6G1hUUHeZgJMgAkwgUonkNuoOfIi6iN1yIO4Mbw9Htt9GnelaPBMl6G4uWG3Si+PFTIBF7MJX4x/VhqDFy3bgKeEEXj44JtAI4nLSsfD3RUBfsVPo/Dw0NvkaOJxL44AuWaN6krdv0x7W25T3LVdWuNy/SUmpeDIiTN46vXPKjQH8MXqWelPljTtQ6N6oYhLPHexsjn9UgnoDSCjQ17j5peqifMzASbABC5KINmox8ZgLxhTzgmj2XnxH5s75kvSxZ3F6hVzkGrLw0kPM+zin6R+bBaKdmeT0OL+ftDGnqWoArfw0CrsDPTElP/2Yq6xNWb0ewN+Zk+Znvzka8jRamU4w6DDYV93+bPggUfPwhpWF/EjnwF9BIKmXlgT5iPNwIqQbhPYWPhOi9EIv3bXonHnm1HXr+wj/Zw0yPlBR+6OxBNHkhDerhcmWMPwcrObnUWKDa8J9caujFg5CtVz5hdShuZUXnBgObKtuXLbOPBBjAxsJ8PkKVYrICwfwu4Mxy/tFFAeSqstTh95Au7zZ8K8cVXVNyk3BzT3b+yhbSWWpdrE0gxaIWNHklGHxIIXFwoS4k9j5/wpOP3lmzBsWStkHEtabibow4GXe4oPGkm/d/96WQmjRfQXeaxRj1Fwbd128DTJNyMynb3LRyC93z2gY1fJyYbH7G8uX8HFlGQXcRrxskqs5LL29E5kZ+qh0RlEHQFj1GloxTmbEldH7kDy433leYpe0FDcP0fX0eqyOJvJjJCMXNTNzIOn0fWCMsXpsCBOkWf6gs2CgHiPUxDmABNgAkyACVQtgZTHX0L8R98is+9g+Nz3DDynLkK7FyejW1ircs/5D/5jAmUk4GJ2GIN//Ws1ymsEpiJoRDCNDKZwdXdNG9XF0p8+htGgR6+Bo9Gi14iC0dCVUfdKNwRTpe4d0Ae//b1GDrGmbXLsmAATYAI1hUB6ulJTqnpZ65mnUUCjYdWRch91chp1KJ7UE8mIZrfhnMmAU+5mKIqCiZ0bwqbWUsj4fPYONInxMiYyJQbJ2WlYXscfb/ftgbSb+sp4Z4/K2uvrhh6JOXhTXx/GYU/ghrdno+/I9xHmEYisHjcgt1EzOXqPDB/eZg/odXpnFZUStoTXg2nG3wj+8Ed4Dx2FekNGoUGza8qkW7GJmom2axPjAGGUzLJkY+VJh1FSr9XDEBQGa3A46qZmCX1CFnaY1/8nwrVzyc7LwdJtf8nGzbHFIX30EGhfeRCac4kyrrK89ad34czrD2Dq18/Bb9xzmB25SfaTAv1in6hhRVEwQfTVXxsFSyPZkze0xD4zsDrUR4rEmPVwXb8SXVauhmnLOtlvt/7+Pyz/YTz2TX8H8V+/B/2RA7hcfzSS/rQ4xmR5ou7qms5cnUL45bDkcQmeJSgET+w6hU92xeOm+l3KpemceGG2tI4fDh7aAs2qJeXKW5nC1BcMWl0hle46d2jpJYFINJ49A2vMGfki43SqODc5SW4/exB/HVvvFFPFQWEI7ns8FiNictEyIH9UtVOR6qGanKwgLYPOkfmJakL+prqyWBRYLOoWr5kAE7hSBLhcJsAEmEBlEqApHGgk8IDbr5Mjg9VpIspSRoCfF2hEsLPssZNR8uNxZGB2jq8uYRpkS99Yo2+u9b+5O6jtZBAeM2HaJVex0g3BNEfwC29/heVrtqPTrY9LyzVVVnW3DHu5SoY2XzKJy6SAbl9TU8Ud+GUqj4thAkygnASEUSUvj47Ucua7isRThcHXqtEgT7ioBg0KWv5XPX/Q2MSCiPyA44xnxwkvF/xtTcS+pXOgTYjDmdRYJAlDMKVfG94WHka3/ByOFY0Su0bniY42E4L6PYDm/UbCx+ThSHTy0/sPg0EYW0lP19CWBSOKnUSuSDCrx43wa90NofkGCdOG1XD9dyEWHV4DuzRgKGgb1Fi4Jsi4dQBuvuclCBuwqKsCbVI8yvInumtZxKqVjFW8GkhOSZB1Oqu3o/GZWAQeOw79iSMyrjK8HEsepmz+CZ5x8cizWvFl27pINWql6kytBu9c0wixr9wH5bO3cDZdGKDFIa8oCobcOALWgCAki5cZOToNElyM2C9eRBwzUO+S2aWXkpMObFwp6n0Mgw7HoN/WvTAc2S/TLodHI+nnNQsFjQY+3aC+eBnSHB8fy8a7AV0R6OowXl+OepRSRo1OshvNCA9thOYB9RHk5lvmtlhCwnHOpEOm6DsdDxxB0BcfwLhrS6H8eTYr/pwxVr4A0X3yRqG0S91IFf0ycvtKZMaelqoydFp82zIcb+cdxaaofVDEf6LH+RG3qbYcxE0Zi6x/f5HyhT3x4k9E0Ms1o9YgQlW3WN09kNW1F3JadSi9ELsCqzDyWn384Z+VW6JsdjZArkQBTmACTIAJMAEmwARqFAHVCEwjgfveeE3BNBFlNQaTUZVmLpj961LZbrJbbt9zBH16dpTb1d0b/9oj8mN6X4x/Fgv/WSftrJdiW610QzABVq3WZLku6iiNZKo76KqqHwEXz6T5RoCqKoX1MoErSaDml00PyzW/FVXXgoO+HjgmjLoWYVBLatKsoKBUox4rw33hnmtB3VbdQdMnDPNo5EgXD/C7/dzRKjENNyz4Deb1K/Dn4dUizQ6NMCi3FAYXsVFosQaHofHzn+D2Jz5Gt4ZdCqXVhA2rfyA8H3oJPv51HNVVAOuW9TiUeAqKokARsXc26SV8x5IX0RC5zdvIDY3RgLQUGSzRUxQ7coTBo0SB6p4gjOFamgCZQAgLuO/4V2DavKZSaq1OS3LU2xVHvdWPlihQRF+jAgIzctA2LhXukSfx77ENsNhtFA2ryYzM3reJfSM0COOwQavDctGnm+3ZA4NVyIg6u634G65LfoNVAT5rX0/mu9yeRlEEMWBG745wefVj2N+cgrCXP0Gja/vBRD/9v9wVqmXl0bGbMO4zJD/12iW0THQgsRTt09vO7kdu7Bk0joqD68ljl6D/wqz7408i6acvsS7zrExM1yuYKQzBW21p2By1V8YtaRQq187eyjBf6GT/Boz7dkLJyxPHAKAR/v9ue7XKf+Zrd/NA9jVkCHZ8YNO5bsWGjUZcH5mI1glpxSZTpCLqTmt2TIAJMAEmwASYQFUTuHT9ZNBt0WsEPpk6r8DQSXGq5k07DhSaDoJG8ZJRdPf+4wUzEZCx+KHnJqLXwNHYf/gkhjw2DrRN8aRn7Ojh8uNwLUQ5JDP4jl7o3a0dJdUYR/UlG+uWv79GSKAvhj89vkIDbTWV3WIapkxgyVG4svWzPibABJjA5SNgR3qacvmKq+YlfdyxAYT9CS5aNxi0BozuMgx1vUMQ7WpCjItR1j5drwPN+ZvWd5CcPsF30Ei07nKrTPPNzoXJakeKQYcvDy1DdMJpKOJfq2iK/TmwzFQLvIQ3J8lWTOoQgXmmNOxLOCGNeB5GV5idjHZ2V3fYPLykrCIMlsKGJMPkaXUOwx+FnV1NnBfzz8Pnjb003Ui82QCIjnXY2w0Jsz9H9ra1UD+Wh3L87Yk7ipNTx+G5n1/H7rHDAfHygbJTn0wShvX+OS7odd0QZHXrTdHSnTbpsPiI4yfwZr0RbgZXWAKC4GbXQSPq1MyvnvzoIQlHuptpJfTakLBxmQzTPsovRmwrwlX9kpKdLkc5U2nX1ml7wUj6qq8Bl1ASgbz6jaGNaAzqF1JG7KSYfZsRvW4x0resxInY4/h0w2yZJDoSYjLOIXH6RJmmFBnCmpGXhZ0H1uPozA+hWbIAmrSLvBkSWj3mFv6pYJxZjzfWH0KHs+fQ83SikCi8xOVmyAhRTehsotYiYNi/E1/v+kPGixi5ro6eX1YuIlIzYZZzZAMmcU2ielbnOlP9aqXjRjEBJsAEmAATuEQCqoFz38qZcuQrrSlOVUthcuo2rckY/OzIgaC1uv3tp68U5CcdtF1SOn0gjvLVRJeRmY3o2Avv7cralko1BM+Yu1ha2Mk6TdCpEhRHa3bFE0h33IMXn8ixTIAJXGECGuTRz/r5ybJgP1iEgdKo1SHUUF/Gpd91L14f9SXMgx6S2xAmkACTB3xdPOU2GTbb97gLNDlrj6hk+Lv5YlKHegjKyIFeGIXtgu3tjXrgUv4sweG4P7AtJtjCcFODay5FVdXkNRqlXgUKrjkdTyjkNs09GuLuL8Ole3bk5dpF7tKlKpxqBzIqeC2qSJkxaYn4sUUYvkJMmY0AABAASURBVG4dAZpPelW4L3UbLGgUhMbRcaj/wVggL6/cqo/+9g0Sj+9HlNbmyKsAE7s0RLpJj+0tGmLYsDdwbdMeBRwP+bhgsZtjMhMhirqeonzfOsjqeTMmD5uAnwaOh3+dJrjzSIzU922rcOwM8AApmNMsFGfcTDDYbdDmj6Q07dgEZwP2ushd2PjaPch47m4YDuxGZf0d+W8+IlMcIz4rSyfrqTwC7rfejVtdwyFOhaKP18ULHcLQ8dMP0XjiW45+IN4c2POL+1n0o1ZL/kbjD99CwOj7oTt9Mj8FyMzLhn77Rlz771IEzfgcAc/cV5BGgbQ06rUUcrhtZw8iPeX8AwGdW006M3LFObttQhp6nklyCAp/XYg3brurE37c96/YArRCeG2YjwjbscfPHdnZjhMC/epARFbLJX3gcDmdhK5+E1k/k84InXhhlnxOkdvsMYGSCKSkUB8hV5IExzMBJsAEmAATqJ4EaJR0i/wRzVTDHz4fA39fLwqWy1WaIZiGW6/bvEcO11Yt7vcO6IMl/22u0FDlcrXCSXjfoZO4pu8oFGeAprjiRimreQgoOYLrpFLqonhyzkPLnWUqGrbk0Y2I+khQUS1XJB8XygSYwFVGwGiz4Yi3C/qna/B6QFd0DWtZQIB+Tt+qYUfcCz8MbngdCs33q2iQNvhBpA0ZAej0yNVpsEMY1Lxz8tBE6wIadVmgqAIBS2g4/AY/hnqDRyFYGJoroKLKs2TcPkiWoX5Ej878fRtdK+MKeVaLNCBpY6KgpKcVJNltlKNgs3IDQnVervAqV2uJ2nQaLYTdCUodx7QKq8J8ERUaCp1dGHDpcigSddGRBfkXfvsm6INyuo/GFMRdEMjLhTY+FjZFEXZauzB+KWgTl4JmuVrcUL8z7mh8XaEsOVoN4sxGND2XAZFFpo3qOFiunb30AffBOGUeTF7+aCxkV7VsArvow/VSMrG4QRCsWj30or5QgKWpJ5Dx7BC4juwHz6kf4/dDq9A9KgmNTsfC/bc5zmorFM4QhsGhC8bAsnoJhC2RikSAi3eFdHGmqiOQ3bE7ctp2EgUo+DfCT6zFooiOLfqI5+xvQDvulyYh2BEeiO0BnnKbDnptYiz++eUT2ddPvPUw1s39BBadDrlmL9DfTh9XzD+wXH7cjbZpmjFakzt+Lgofrv8eWnEc0LYiCqF+rRNGYOoronT81CSYkmAVx1mu6P/0Cw038QYo2t2EG0/Fw+gbJNP3+HsgW5FBPNS2vyNQDf20gcOR3bXwcZ1f7WpYW65SdSIgDgFRHToqxIoXJsAEykOAZZkAE7gCBMjWSnZIskfSB+Pow3E08PZSpt3VVFY7aGhyWkYWAnzPP5TQl/lIf1xCMq2q3JFBd+QLHyI1PbNQWWTYJWg030ihBLFBk0TTx+3Gj3lEDiGneUbGjJ8G0iWSQXnn/7kSKxdMlulBAT54b/IPlMSOCTABJnDVEYhxM+FQ4wbIa9C0UNvt7h5oMuQp9Bv0Aq5t0q1QGoRFgozAaYOFIVgYOrU2uzQEa+o0wCt9X0SbwPx5hAvnqlVbVh8/XHsmEXOahZTeLhpdKqwZuthoaDLSSpctJpWMQympxSRcoaizaQn4YP57CBncC9tfGYLMR26Hec1S6hJw1ZuhCCPqLmEM+/Hh+/Bg39GiluLhXPQX9z9+FmHHkhMbiWM6G06fOYTcWZ8BNqsjId8/mnQGry54B2RdJn2KePEQ6eeFSbE6TAy4Bo+0uxO3OI0U1/oGgOYHzs9+0RXNX1rPMwifr9iH4Z3uRMrI5/BM3WvxXZ8XcV+rW5EdJPapaEe0mxHhcYnwFDtgcuYRRKbEQCdenkDsT+OOjYXK2RV7GKfHPACf4Tcj6LGByNy4DKe3Lkfchn+kQbuQcP7Grwf+gzCVQy90KkKpSdHi+nqd8lN5VZ0IZHW7Hum3DoBGnOssGgWxLkbRP6mGdiiKQgFkuLkiw6DFLw2DYAfdjiuItmbLuYOV5EQ0PBmJDJMLMrxCEWc2YFaLhuj95ddoNe4lGLdvkjpUb8nRDTJImu0i9NnyvRhvagJF/ItNuUS6u8g1fagyXuijebJ1on5/NAjCvo4d0O6+l0QdKbcQE4Zrf70LOoQ0ExvqUj3XjX3qomNoc/iY3QtVUBySSJUjPwtFV+lGdo5SpfpZORNgAkyACTABJnD1ECCbJA1y7XTr46A5kslWSQZg+nDcpVKgO89L1VFq/rT0TMQlnitVpjISyaA7btJMfPbuM+jSrvCNK80lQsCef2zIBUX98e96OcmymofWzRrVxcbt+6Xs0lVbMfiOXgXDremrgvR1QSpPCrDHBJgAE6jtBCqxffQRIrrwKIqCeu5BwhhoqkTt1VdVev+haNR/pDR8Ui0VRYEiDJYUdnZ2NzfnzYuGydhB31tzFixiJ3VOgigVuSWM/hVVKiRbGRtn0+MRm3n+5+rHvMz4t65jOoxjof4Y0/tR/Nr0bgxvfVt+ccIQZbfBuGMDjNs34K/Da2X89iBPdIhORMSi37Bm1Xyc/vJNWOZ+DfpLz81ARm4WBfFvRADuTNPivocnIGHcZ8i84XYZ7+xl39Qfrfo/ArvBgJOeLmh4LgMtdJ7Qa3TOYoXCSa+MR/T8lcju1AOZN/aVo9ttvv64rVE3uNz7JDJ0Wuzy98AJoU9Y0wDxwkPsbESq8woX0gacSI5G01NRMGVlQ5OUiB1RB+A79RO0/WQCzGuXFZF2bJ5NixMBO/6oH4Sb7Z54tf1gsc1LdSRg9QsAfezSIAytqSY9/hv1NOx6vegPDmMs1TkvOAzpei0+61gfO3v2BE0rYhd9f27TECQb9SSCQ94uWBbuh3gXAzJ9I1BP8UKQeNng/lvhAQmZliwoIseHnRuiY0hztItPRUuTH0x2cTyJeFqoLrQe1vJmWgmnQAvIfA2Esdnd6OrYAEScApNGBx+TB6r7X2PfOugUTIZgzyJVtcPm1P4iiVWymZ0FYdSvHNXn91zl6GMtTIAJMAEmwASYQM0hQPZGGrDq6eEGdVAq2TUrqwX0PF6qrpqQSJDoa3mjRvRHy6YRl1RlmtYiKMAHx05Gya8PxsSdn1ONFAf4esMubizVUc56rYLyOJ2Q1wnqah6tRoFOOHWb10q5eDKvcvDSCVl20F+MgRbQiuPUIQfoxLbuYnlqVbpGMLrQ6bQaqH8acc5yMNIUK6vXlRzvbPukcGmytS1NK7jphWFIXELQp34nuJmMBfxsNg1SUzWwC+Mi8v+0Wo3si8TembdO8KVtHfVTgwKLRVOgxyF7frsoQ53oq7k5F6aTvvR0rejvF6bpRXllcYnZyfjzvx+Q8lhfOQLY65dZov5qv7nQrJHt6gJ7mw7CtZP1t7dph5wu1wEQLPKycWLu51i49x+xLRbKLtjt8HfHsW3L0OW/lajz608IGdIbOmueEHAsuwM8cCQkAFpfX6mzuHprgkNg6XM77EYzfm4aipPebnhn4GsIcPcqMU9xetQ4JTQcqXXqYLcwBE9rXQfZWh20Nkhj2vYe3SBuGiA8BLz2OLRWi7jGif0q+kKecCJBLjvO7JVr8rQinnRbYUHkwY2YNWssjo0dAd3JI0InEBMWgnvuegYtG7atUH1JNztNlbPTmE0wWm2gP0tQENKefg2zm4fSpnThj76GX++eKNwHaNimu4hToNhssDu9kUk36BHnahRpogfRiYOc2NJY8godq3IKCBFf1zsYyU++iPjfViPv5jtQ3zUAzRPTcMLDBEXrOBZ9PHzQe+LPyOvQFetCfTHm2hF4ovMAyUOoKFgU0dsqu5/Q+UknzkG01ovzCq3Jqec6Og9pRf+XcRqNbCOd52SckJfpdN4TYcpP+aSsiCMZma7m14r8QgfJObuMDI1sq3NcZYW1omy9qMul6qNzfHpa1dXzUutX0/PrtBoQ45rbDkX04ap1enGcsmPGl9QH6FzITtzziX7EHErlAP4rlgDN+7tkzocgR+FihS4h0nFXeAkKnLPS6N8hj41Di14jpOs1cDROR8eB5rFQ424Z9nKlzhlM82W88t5UvPLUUFTEQt61fXNExSTgRGSMc1MKhevXdcyrVigyf8PTzYDyOhezHu6ujnwuJh08KqCjvGWyvIP3Vc3BRTBgB8+LMPAQ6S5GnZTzMBvgYtTL8MXy1ZZ0L1c9inOuJm3+WQ/QiYddV6O2WLni8jrHWX/8HW++NQvLH5qEsTfcVyEdzvpqUtg0YBBC23SFogDdIpoVaruHWQejVguDXkcWH+EAl+OH4Cr6ortIcxG8PVx0oPaSLG27iuuHi0ELchRPjmTchCyFi3OUTnnVNA8XPTzFPqdyzHoNPPPLUNOLrn3WLEH8Q7fi3MTnoTu0DWq6Tm/FV1vmIWTJn8LYKYxfwmBlSoyBq140FsLZIf+iXM2g9muFN6bX0IL8qh7NS69LuZ0BXohT8pBit+DXxiHI8PYChJrtgV7IE/0PUp8oRxiHFy2ZgVytAquIb5NhRWPfoAv0qvqd10Ic6p9zfHnD7g0iYOzaAyE5dmwN9sY5LzeqqlRtEecTuLqLsALd0YNwzU5Dam4iMk8fwi+Ng5FpcOzv9aE+choBMhqbBTcvswY59nSc+WEyDNFRcEtKxGaTVerpHNYEdXy8ytTG8rbFy1XPel31lcLAdOdd6NzzDrQOaoCWQWHyWNaIfisWBLh5w9fNVFCOuVlTQLy8yBMGqq/b1EWOfwCyxLng9Y1HcLcpGPRnEX08jvqT2NDo9UKfFnTsZot+EpORIPtcY98Q1PfzAyw6aO06uIpzSv2ULLzZ9AbUC6oPEvJyNYL6hV6UBfFH53ba9vT1hOX9ySLGsQgbqpSjtMpydN3wEPfAtPYU5x4q20Oc32j7/+xdBWBUR9c9bzfuWUlCkEILVKi3X929/eru7kq9pS4/dTfq7l/dnbp7qVNoKS5x3WT3P2d2X9hsNgYJJDCws2/mzp1775zx+96+RANtzuCcxjnMzctiXEF8uuZw3nPtUTorxq+45jGVyyFNVwWXV9c8zm+ZqV6kOtE2lg2NddE5UPkLG1QHyVxYOfkGk5Qex39h7VoSymvMZGV4EKrrv/jmcx6wIQ0Wgz6OgfVvdNtHlL+UYhbdddjvRY2Ap6cUBv0Fxls9YfwD5l267V172qOtdxNPmzm3xdnsvj9D7wO+9/FXO63eqOWHYu+dN0e8A/uFNz7GckMHtpT96+/pLfHEyJyKBnQnzCV/bUMjJv/baMpV1YYwr7J7Mrqjz/JabFv6gPqZDZjTCQZzqxqhcSk+xSs5Rud2Uka8S0qYzTkqWaggDu7819gURmVtE5LxLQBtqZKzVvEo7LHSlsj1Fraqd5n6XV0T5myzexRmB4j8MgHl1VojQuyTTZhb2WjKzBMv8a+oIZ1ldHVxV14F28pNJ14lo5LlXPrEfxrNWqR+XkmZ6vNTZjRi8tQGo8vl03XKnEp8MuELvDi8GCM/+wpP7vZpAAAQAElEQVTZl55neMq+n4AZn36Mn2ZNNran0TmriOetV1Hzx1900nrgOrAeWGUwCr3peHT3/0NVTcSUl2w3zNFfqTIOKrnLKCXiGJ9vyohV8fN+ByE31ISP6Wydwj2HySBO/6R7UJGRZp7uPefgK7HPWnu1kevKj78O3OdkXDp4U1ywxt5d4o8vmxiv3/1I3LD/lXhij7HI2WQnGh79/BUMoGajLaMJftfU07H99XsIjn8fj600COfuujGp/NBxntYcxqvLFuGo5sk4/96L8Mq4yyDHeVFdIxnmf+oa7dhLxL+vpncZsRXGbHgEitIHcM4MmSeEHTblRoPXQF2dp6XfzQoMQcNgOmqZp89766yuiwkhzrfsHmiiZ/ajgX5ODBwb/0xG/eefm7F76iu3Y1JZ9GGGusZmI3NeVQhzK0NoYFk4DiqKh6LAOwQeMB4b/5rHpaAilp5d3YRZy4yC3rMtejPHcU/jWsG5aR7nL13ncF2V7nnVjQabSs4/7jwUvYYQzWtCFec5lasij8q4dmmt1nwmunii5ZpQzjqJXkF9Lq+ucziHimf6nAbi1Gj2AxXUr32S8pOFf2c1kLfz8O9s1aMJc1i/RDn/zmrE5GnR+TsxL1laMmR/sjxL67wtOsJIba0+EN+POuLvi3kaOzY0wGLQxzHgeULjzQa2k8XC7Ffa6wvac9iw6BHwLHqV8RoXPp7ogP7ytXHmHcF6H/AR++3QJQXimxBzYKv8lhuvCT0pnJWZgZIiXysZs+aWwXEcuH8Ir1VmNxLhsNMNbstqEbAILE4EQk0OGuSg6oIR9OWgpqYLjJZlqURgg8GrYq8Vt8TA3KKk9Q9n5wDGEUp/T4qXPA6amnjpxodLVJe5I/Qp8dOKP8yU+jEv5qM/RNV8+HbIP+y/mDzlF0PTk6up9fWY+ebTCN16Kd555W6INrSiFiXVDeBCSedvOh6f+D7mZqbhvSFBdOVfJCMD9auvi+asLEzPSseI8hqs7M3DfuvugYI9jsRAOsxGhhx8eMD+KDvubCPSy0qoDquVjDTprn5ljFoTI9fZFssvu1pXi3SJr2aH3bHFP3Nw6K/TsPGw/6B61/0NNnJcp/75aysZZVmZqPnvnnBIbfQ6+LooH38U5iBl2hT87GnAM8sPwAeD/PB7M3HIX/OwT8FIHLvWHuS2n/6GQLMviNFf/4Xrf5qHzZZZq435cy+4FiP2PhErBodh1dIV4Vl7Q/w9ahSaC+n8VQdpKaHeDmTFv0s6dsNkzZIVWrgSI1sOXQd78iZUSQ7lMfOcDQ8xNy7WHNB+GbIt0Cdq4QIVXUSFPKiujqkitg3t/JE3hyOzrs6JMXZ8qRefE0m6V2hujkChYwmtc+mHR1iTcWuyTVkElgAEbBUsAhYBi4BFYHEj0O8dwT0N4OU3PoycrEzoSWHJ1h+He/ql8S2vs3jr/a+w5iojIAe08m2wCFgElnwEdICr0R+BocOps9pGmh2E6KjqjM/mWwSSIpCainBB1FEDeOhbjch/mJS1XSI9wboZEe+MaXF6JBTy0HFRX8+tgBPLiC9E0vSqOSj7awIm+HPwaWkhKfM/ep/pTxVTkDpzOv4szIbjOPg7LwuevDzA68U7Q/yYlBblf35EMfyNYaw2qwIrpLeWE+WY/z3v3Cuw4v89gu0vfgSXH3kTLtj1HORn0EFOlmGjr8KYg6/CZpvui7pNtiEFSKXHxGFsjeLl4fA/o4v1E87OxQqb7IY9V9wKaw5cCSAu0QBUTP4V3xOz//41Cx888Qmu3ugo1K++DvZDELOHD4ecwYj9S6UTSM0RHrkSGq5/ENufeSd22/JQpHh0gyDG1N8uS7G9jaNWQ87dr6L0onEoyk4+BjYesjou2uQo7DBiI6y1w+HI22IXhOUIjuH28nLFaM7NN6nPAtnwHbwtsnjTAA6w5oDloRtNJjPJVxEdwIPzipGRkp4kN0byOPD5SrBqTTOGZxfHiO1fGhupOEl2Xa2DrjpQkxTvfRLXcvcGm2pQV9czKlNSHPD+WI8Io4ndvgnYI4qtEIuARcAikICA9pCak9q7aZbAbpMWAYtAP0DA0w9sXGgT3/vkW4za7FDodRF67YPiormCx1xxt8kXfbmhAzH23KPcLGy+wRrYa6fNoPcdj6IM/fG480cf1JJvIxYBi0DXEOjvXH3hyZyamujP5BcHlmE6Hzb/Zw42nlGJIfkli8OEpUMnPX9yDJrKyoFoIh1/eei8acVBGXLQ0MfbQm7iDYqWRFzEYdnGBhbgx8MdQWWV3CLzGV75/QMMGf9OC2F6dgZCZPx6QAFeWSaI9O++kLsa3pjT8n/bbYq/bnsEdRtuGS0TceD1eLDMiuthmRv+h3OPuw2nbH8yeuyfTiYxYZHuu8x75+n91FRU7X0oqnc/0FgWzspC4/Irm/iE3FQ00gO1y27/wZlnHI1wgQ8Na6yLHfc6HUNOuRL5q21gapGx+vrYfNUtsE9wZRyw8nbITs005Ze2L0cezqWt0knq68TRdAPmhjWHYa4njNRQE/TeYeWvFBgWx5U8yqGIqspoXmVV9NrqOzUNq5x6PcbwZssxmx/WKitZQk7PqiRy9FqJMG/QJCuzsLQuTovdUhOJs1V1SlZ4XpkDzavJ8hJpdXUOFtZhEp3a1LKJ0m3aImARsAgsWgSauYdsanJQX7do9fYFbY0NssLOxUJhQYIt03cR4LGv7xq3IJbpdQ733XA29LoHt7ycuRNir35wr6K5+XL8uvT4cm6+aG6+ZEuHm6crz89mc7ggh1CdcRwn+eQipw+iO0GpaTfU1YIHR1nRLovNsAhYBBYQgUiYzlc6sxKL19YmH7eJfD2Z1pPJlRWLZ9oO5+Rh8ylzsVFZI5bJH9CT1bKyYgh4vUBVNfuVuyYwGsvq8NLU1GF2NLMLS4Tjeo4TeNXjnhpZiidWHYbajbbEeoeci/TiIVy+xOjgxrWGIZPRVZrTseHg1ZGXnsNFiQRqVlUGpRfi5HX2Yap3Pw4t6q6Grjp2uis3nj+SlYPGkaMM6ZeCVPi8A2mpBzuNjL0f2OQQsqxsrLrKJthz1JbYYNRmWH/D3bH7JvtjhcDQGMfSd6moWvrq3FGN0x3eEHA8LVtDJ8na1FF5jcem5ujYDPNQ3xFvV/K0RZWDoA0vVYS5drah9wChqYnCF0BOTQ2g+qOTf8kcHdIorCWjsZNf/Gg+doPjOJ1oi2YLx2is9XcDHRBVVV2T0bpkn0j1SyPUdjW86d4vjbdGWwR6CQF3jtJc2EsqWoldVHpaKW0nUVfvILSA6047Ii3ZItAnEND5rk8Y0p+N0BatLnaHLBQCGhqBWpNWTuuaRdCaplR5ub5b8ykVohx0YRPZ0OCgajE5h2SnDRaBJRsBvduvbQ0bNT7bknuV4sAx7xlcLE5oXxBzz70CNdvs0qt1XJqFa7oPN4M39ogCd92eObMwY9IE/Fs5k4T2P3ryLkL+eA7JamjnZ9vxfIlx9esm2pBI/9NHZ2ZePo7eYH+MCi4H38b/xfK+wYbtg8FB/DV0CM7f+yL8d8SGAEgOhxHR44eMOqoUrz3+SU1FODcPe/4+HQdPrcVyvkHdU+F0j31huV8dFsScFEBweNhAg3KK2ohcmdjqHdJ6T2ybzKWQIKyWwmq3qnL9WusjbeBQjKyqw0ppQcw+7iyEvI55Jcr/li9FioedqlWJ+Qm9ZmXa0+MhGfOpnceqdUOqc7Z2OTweB9oPt8uwgBkcNnSC6+ZspEsSPCxg6sKx3kQHbqtpsh0REa6zyYS7c2x9bSRZ9nyashmkq7x8PrmjWFUlDUzCIBmIrghJci1pYRDgEpW0eIQ3V3qj7yZVZokWAYtAUgRquAa19+uMpAV6kejO/b2owoq2CCwWBKwjuIdgj3DTV1nhwNw14uE7ROdsZUUEjXQMx6uoKI/AcVpv+FQ2nqe7cT2JrIN79KcL3S3dw/xWnEVgCUOgq+OzosKhk7b12O4NKGRP8+K4M52ejsYVV0NzSamplmNXD4NDb37Vh5vw3pTv8dUnzyMyp2NncKIdHraPe4OyTV77fiMYnwM72ZvP3ozMg7bB7F++wo1rDsPwwsE4YaOD54vadDtknn0t1l5tC1zRPAjHr7Td/DzG6tbZGCtkF+PAci+2HrwGKb3ziaSmYc/fpmO3TQ/AiJhjuiuadNDXTdSu8PYUT4RrvxMbOCU5PmSkdvCu1p5SauUsEQgMygng+O/+xp65w+HJK4D60vSsDMwpGYJA1shYHZ3YteOLx+Mg0gFLZaVj3k27sIdfTiMdaFk0WXqddpP24YkVJlTaNy+IFeEIC3elIAHgpyucCCfa16VSlqkrCLTnTBLkCslkLGzfTybT0iwCSyICjhObD3u4crpRE+nqXNvDuq04i0BXEfj6h9+x51EXYedDxuCW+55FiBuLyVNm4OCTxxrahdfch6rq2q6KW+R8PCoucp1LrELz5AonrUhsZxFhvG1le2fC9LAla+tc2e61rXZLsQhYBDpHQDdXarsxbzfy5g/P1qiuRocH7M41t+XQdKKDeV3L+G7Lszgo5nBtp5pegT6SmW3kVqalYL0ZZTjiu8nI+Ox9Q+vOV0SdhwXUP3lp+YQaI6iv77zxygrzUR8chRSvF1mpGW0draRn7H0Uhu19PJZdbvUW+YrUb7AZSs6+HjsecRm2XG1rkXolzLzrGUz73/toWO0/3ZKvn/+aPtyNUi6e3SjShlWoC8vrtj61TZ4lWAS6gkDTsOFIWXkt/OXPRX6WH93tl01NDuo6eLWR2ct2xZAYT0eXhoaOchdNXmwa7DFlzc1c57sLeo9pt4K6i0B7a10k3JEkB1X2tTQdAWTzljIE9MuzpiSvIasoB3Q+SdxnLknwOI6DWvu6mCWpSXusLquPGo6n77oYLzzwf6isqsHEyVMxuLQID950Ll58cKyJfzfhzx7T19OC6D7saZFW3oIiUBn7Ax4LWl770uoqZ6l8kfuCYmbLWQSSIRAOO+aJqGR5yWi1NXIdAx0fLJKV7Jwmx1FzE6DDZ+fc3ePQnKFNXJdLqcB85m7F5BBo0B8l61appZM5nJnFikfwe2HUIfxRaSEqy6Zi/J034u0X7mBe+58IHMysnocfPn0Vs197DKk/fQthH1/il9mTMe7rZ/HWX5/j6Z/fxpsTP2/JbmgO4Y6vn0FjU/TdJ808LEeYu1bpCvzu3kdP3dZ24HDqnrTFz71QazQPEretvoypRLg3Jgoj2X71RQQ0fhbWrrJTL8bc868x75qOZGSaPzLoRQp8y6+L9bJLsV9KCVYOLttKDbtcq3RvJTpaFupqe0trz8oVVtXVTrtC289pt4jJiH+fscO52RAXw1dfcGo2NDiLoebcly3AAHQ8kV7Zcy0WAKxSi0APIBDhuSjZOUS/ZtBeT6EH1PRJEfr7GWHuhfukcUuYUbV19Tj81KswarNDTbj38Vc7rKHyXV73OuaKuzssEOsm0AAAEABJREFU017m7Lnl2OvoizHht8mtWDqyyev1wHEcVNfU0W/QjIAvHy5NTweXV1SjpMjXSl5fSngWzBhbqjsIhDl5VlR0XiLcvPCbJD2EXFvXuS7LYRGwCHQPAT3x295BJtk5o7LSoQMuOqYbG5IfRqqrZUOy0qIviuAgrEmji6oW5g+ohEIOmkJ2yeki1IZtQiAX7iPmc7PTMaAujIMfeRI5jyXf5Bin68ef4etfP0H+xN+x/IRf8NWXr9Eh/ASaxs/fTFVWl2PVL7+B7+P38W/lLMysmWv06UtOyor6GpRlpCoJ9WCFtUpXMunufGnt6+5Tt92Rv6h5I90YK7Ktijdm40d3ndcrMgOpApUx+1nyEajrhZshB6+2I45fey8st/KGWH7jnbHLLidjWOHAODD11L+Svd/R5BxgjzaOM/O3LaQ2FiJmBokl+vDF49V6ndxAOQHqFnBf7bD+EYp1HAeNIcWY6OSjMp2wdDu7uQfOF91WGlegptqD+vqu1T+uWK9GHUp3HH0zkvTTUV7SAksB0VZxaUfA4Zy2JGAgv0ykW1NSt5iXBIgWSx0uv/Fh4zidMP4BjH/mRjz90ni898m3Hdqy7hor4svXxkFlFMaee1SH/ImZrqN3sz1G499psxKz0ZlNcvje9sDz2OA/KxtHsARE2LkeffYtFAcLMXxo/N5MuX0nePqOKUumJQ6rpc4QXkR3kqL6qNR+LAIWgR5FICUFPMhohHVNLNeAFsbaOgeRJE6kpibJU2hh7VJkYbcjjY1AbQ1QV9c9Sc3N883T62j0xxy6IqErPPMl21hrBCKYl5EWI7lIutcYOXaJkJzx7WfwVJTFKMAfkTqMoEM48PXnLbR6Onp3mF6HUE0jDpswBSe/+Rkyx79u8t+b/BWvEUwqyMaMoiDjC/ehSQsnoAdKV1Y4C/WHq9w/5MRR3C1rNF6Sje4MbxbKypLldEv8omW22hYIAfV/3QhcoMLdKFRbC95om19A/q2I2XfKgvn0xFgtndTqp4l0la+p6d4RQTf76hfTU5+J9i9IWvMnYuu0UGtsjI5Rx3EQXaujUkV1dGeYSWEnDBlN+pGcaAZjMdnRdDvfNKKyCq1cLdLB0ujuP4qCWwcsiIDuKuyAP0QnuOzpgKVNlmwPh4V2m6weIWhPV1HeI6KsEIvAUoNABFxYOCf29wr35tzS37FZXPbridw/Jk3FAbtHXycX9BdgzVVG4K33dS5ZMKtuvvcZSG58aT3x++QL77aQsjIzcN8NZxvH86DSoha6IirbkU1yIl97xxPYdL3VsPUma6uIeU/wPY+9gsL8XBy05zZwnN5bx4zChfjq3i5vIRQtjUU9ngidLQ73X93rAIt5v7ZENFWEqLf39OYSUcFFWAmrKg6B7g7O2NB3oP9xchYiataTrhwo29FRX08HMEOzDlgLIUd2NNKh7CRgokNrZWVr5RUVTmuCTXWIQMOa66F61/2R1hxGmEB/PDD6syIvUtCQ40P2R+/Cm+SPx30x7Wf86NRhUn4WexxVqG3aOX03e1IxfkgpnLCYAE9lBejtYCGwrMMADCoYgMN/+AeXZyyPvLRs9Nd/7UBgqtPykK5Jtf6KogCwGUxGc7PT8pS/IcR9NTTEJZJEG1ZdCys4UQwzU9MQddIlYbSkPoWA5rjeMkhzcU/Jbgo57KdOt8Wpfs1xN/hcARoXeiWRm068JmrSOqCHHhzuvRJ5eyedaEHPaeGUS6e6g1o615NJ9fKmcEW5q9+hszUZ14LQOBdTudrD1c0kms0NY7RrT3uamjlfLeiTzO3JXJR02S4Hcm/q7Ght6E29VrZFoL8ioJtimuu7Yn9n+6KuyLA8iw+BRa151pxy6D278XqXGzoQM2bNgxyu8fT4+Off/oL/bH8sRm12KBJfC7HlRmvh+HNvbHEGywl88XUPYIuN1owX0W68M5sef/5d/PHXv3hj/Je4+NoH8Msff+OjL34w6W9//AOXXPcgPvz8h3blL+4M6wjuzRbgDk5nbG2M9fQct3ida+PessI+KdQ5Tp1yOKir75TJMlgEuoUAh3TH/By/YhCfxnxNtVKAxxtBeWXnM0BlpRMt0NE3xcgxVZngbO2oSHyentiKhDkrJTkBLahjgibRQRbVEqFzOfE1N5FwNK/Vd0SlWlFsIgEBNlOUwm4xsSALOXS8h7LyorSE71Cjg/K6KtRzVSc75JiZnZWGRgj8CDxshKy3XkwoBaRokSI1PPEXTJzwCcrqq5gCViseCe+JF6Dg6HMxbPsDkSbvh8np2leoCQiHO+btC4eEEDFtoq3JLNWTeeGWRmB92umyItcn+eN7mgeqY3OA/pjdodsejYF5QQzIDUCe9iY6ePT6CMT9q2nH+RTHYqOLEIHaWo2m3lFY384eRX1ODlpXq9fbuQ3qg2GOt6aQW2rhr5LZIoWJhpY+HkFZRUuOiVRWOZDjUePeEHrxy+sFEsdNT6uLxz+ZbE6nycgd0vTe2fZer+T1qE78ikkIx807MRJCnOM78rPLZv36yOUHmRdwmZ0vogdjXvbjmpoeFGhFWQQsAosFgc5WJLMW8Oakbua0ZyCXlPayLD0JAo2c/2u1P9TGMkn+kkLKy81GUaAAXf13xH47tLwSQq+S+IbOV7032C0/avmhuPj0Q40zWK+YkBP49itGQ08buzydXTuySfr1NPHFZxwKhRVHLIPNN1gD/7v7EpMWbeN1V+1MxWLLn7/rWGwmLB2KmzghdjZxGiQ4MzqmVbrEbYrYr3YQ4KGongeXGvuXPtsByJK7i4AcsNrgtFeuuRnm6SD9dV3xtDqE0UEqWmKI5wmzfGJ+srT2AckOisl429A4LtrQYoSGBfxZr2arujp9xwTFLqK1PpjGMnipqjYTHWP20xUEfvXlYtp6G7TLKqw98OI3Xw6P/6CfMYJZWelokIeBKRG9M6dB/xrSUvH60CBSY05g0f7NzcQr9dNR2RD1XIZjHTPM/tLQydOuKp8Y6ulAi/9DSYn5SstmLnmKLrYQhaBt35VBzXQQx2BQssOQzDEU4Zhvogy34OC8Yuy54lbYeMjqahHePIkgccyHOhiDNXSihHrQ0efa1d412jbJsWmvjKV3HQH1j2TcjWxj7V2UpzcQRMdftDVESwxNvKEgp5/6ax33PIn5nabZxJWd3YTkolPfMg84iCQ4KiPGPNLZ5+vjHNwpXqC85enZTi3pEgNNodO5S6wLxsS6ROvTcfEmjm2t+R1zzc8VFiHeeJpPiYuxDSQvjtKtaIQTvGxpV36ctPo6oCGujeKyejWqvixnRq8qSSI8wjWsuZkAJ8mzJIvAokRAN4abzHy9KLX2rK6UFKCz9UJrViPnOnce1d4l0YrKCq0XidRFl9bDOlXR5x4WndKF0FRfF0Gj9oea0BZCTl8vqieC9RTugtgp5+5eO22GiZOntiruOoNvf+AFdNcJLEELY5PK9+VgT+KLqHW4r+yypjA32GYj7USgybSrBaMO5Pa5HXP0bCd/SSQTv2Y61sLN3UF/SQTC1qmnEFB/iu9NDVqU44Q7jGvj09zFQ4d8dFVVKsWCcZ/q6ra0uOyejbJC9a7zgIf4bguPM7U+7nApJ1+zxh7lJ5PZxLGZjG5pyRGQ8yOtIJA8k1Q5AnjBBH8u/Jn5+K0wG3MyU/E7rzOy0pSFnFefwYy/JmBqZfSPIUQo9LmRA0xeWUaKuYLrhPrwhkNWZgz852BBDi6yx4lJoBDz0XupTST21dWfF8bYO7w00Eklu5MzcQPdmDynp6lhOh0qEp6WTKZDw8IEfoW55rs8bBI32ubaRMdTPG8bhh4mOJRXWQnEj2uS2nwaib2T0NZtmJYyghz2aq8FqbbDQvF9ORoXlRlJPjxOkxr9XpAx5bDtwuy3FNLhR3Y0c97uqF4p3gj7ixMnJ0LpccklKNrA9V/t3N0qaW7sbpkO+TlpVJt9xHzcNWZlm24OxJeV8yXU5MHiWn9lYQPni0i8Ub0c1zonLJKqYaeWYzxZnvYv4bi5ORmPpVkEuoNAM53A7k327pRbYF7ODRUVGnUdSOhmlqQ1sR6aY9ovGh3hHF5QaGxUqdbcYa45NK81MSEVXdUSiD2UlO7mLp7VekjlQokJR9pi2JlAzffhaFN0xton8vUksJ6+jTdGTt2SIh/0Ht94enfi7usgjj90F/NksN7729XyvWVTV/X3Np91BPc2wgsin7OmNkqO46A+yVN27YlsCsXnOGhImHgrqyIom9f9iSRean+KhznBh3lo6U82W1v7PgJ60rGmxoHeAV5Xhw7/cQgzv4MxxywdUDjkyTf/00SHj9ODx+fycrT7BJVeW6H5Zr52oK4WUB3jacniql8DD8P1dCQLj3o6gl1HRGMjj7sLsHFJpmdJoTVx81zuPh3ndFyr5sIAdv1zJpar7cYkxg2f4zhI96Yhb+X/UIGD6rRUNKR4GY9+6psbUdtUbxIOO95cOotNgl8szm9gWX8pClJ9cNMiakMph58270p3Nzjsz40hB3IsdrdsZ/x6BYsOGuXtHHg8Xgch6jYnks6E9UB+OMF5INvCPPQkEx1qikC/IKiKPZnSxLGvMSW82vI7bUm9TGEXoWMPrfpCospajv9IhxyJJbqbju+J3S27ePjriYna0Whns9VznjTxLnwJ83g2D4dvRQWFxBPj4vHoeDwc8zVxmR1EFyRL46iBjryOyiba3xFvv85jRfnpdhVqqj1cX9sW49TdltgZRYVoRKJDo4lrjWgO+0O8CDMPkT+etijj6st1dR6uBotOa4SeEHdfkqjVw7Wh/bGpdSOxhE1bBPoXAr0x3LVnQRdGcThhL4Ru/NPUlejHaFW8/SWxFVuHiU7AkQ8h1Mq3klyaeOTkT567+Kic+rh56wmgFk0d9ETviGED8eizbxmFctjqVQ9bbxr9I2wi6h3Ah596lXlnsN4bfNM9z5i48sT/9EvjEc/vOoH1JLBe2eC+JkK8KtNZ6IpNncnoy/mevmzcgtimBl9/x+MR/34QV45o6kBu2r26ZfSSaQXxuXm6Ki26gtv5RO/VEHOguHft5XCq6eJTgh5uDOvrI1CZRBubzayQSF1y0g08bOnQrRqpqu7mr6rKWVQ+AKm2YQlGQA4Pd+/gXtutLhlqauKP6W05ydKGyCFsHGbJ8towd4Vg5pOWzUCbEol6lNYfaenYctC5HH3SspnOrKjQ9nWY/E6yDc8S/RVFVM7Qzm7yRdLTUBgoRXZqehwiBFCNQzEp0/6Jo7eOag34T+lKJJKR3+8sP4Tf0c///v2a23cHXxfl4cDStXD6sM1Qvcu+SHdSoH4nrlWLhrfZPIbpyJRzSxte8QC0BZ38I0v0wDCfT86J+ameiYXk5KUoHfh5SfrRht792bzWA8TZX0+/eF0djUXrf44TXUcFeXxOW8743NbxMA9Cdbxh1FG91Urx+Y2NMOO/taTFmXJQ1dFTzqwAP71moNb1XhPem+OxZe0AABAASURBVIJjHUU3yWq7eHNNc0Pb9+w6Xd6/eLirb0p4CGBBq+jxONxHxioRc/RHx4JLW1DJS1Y5d97saq3iMYwfN028CRTN60BSDHrNYWHOyRVl2pHM5/fypsH8FMxNpvh034jH17pji7qLbcfSkue2h7nwNS/bT16sX1P165yut0K/rqo1vpcQCNFBqnmoRbz2S1znWtILGdHM1hSKJP1ltNbJzvbQC6neFNfDC1q7TaKDLzms6xvsiOoAoi5nnT/6IPPH4eRz22yP0dCrHuTATSZATwnPnD2v5Q/FJeN/56OvW70Own1NxLsffdMiUg5l+fdU/uffJ2PvYy6G0qKLqTs2ib8PhzamccvYhtZvCXLoHnn61aisbj0T6eXQ6lDX3/lUm7rpjsDpl9yOsWOOMi+b1oumdTdBZcSsq9KiTxj/APR4+uU3PqysRRLmb4IcNHLS7YpSM3k2cbfYzTmpiYfpOh6Iu6KjqzzdNKGrYtvl0wFai1MigzbYiTSbtgj0PgIOnaXd16IbGHpScP74byujo7y23FFKl8cjhevuNmeRaMF2viNyMEeSSE1SUKSmLs5h7ahbIsjCISLcYo6V9ioV9gVRufdhaCod3JpFAhhSps53BP86929Mu/cqZHz+/nzetHSssu+puGX7M7DHKttCnqRfC7Ixty7q0avMTEP68JXRVDwQoRErIWePwzG8cBCGFpaiKNs3X05cjH4Hk9IBubzcRDv9aqYjVP25U8ZeZlAvja4DTpsxqfrIUZzocJQjrDnhgWytL1VdfOKSw8jUSvXXumwSHX1FZCXUVFikPx/tyCbmqR5h02eZSPKRo7OqwkGYbZ0kuxMSO3MHHM10joW4N+mApX9ksWn1U/N4Y3WjoZF1S/z1Bc/T8Ww9Enfibnx0VaDDOaqhAVAbJNrYVRlLA1/IrGts4G5WVg5//dKiy8Uc3SDisY0DsoFOB423iNuu7DTqT3p4pLqGjAlCI0y3ODSYrb0ySYvlo2lO/ao95Q0NNJCZHla1tpZxGc/0ov7IqV5LLCsqaMOiVt7j+loL1LzjcHy3ptqURaAbCHBcam/jlohw/W//6XqXC+YXRm5K81DiHquea46bz6mONyO5J3IJsWvE7EdoQCzd05fqaleidHRh/IvN2BQtpzVhUb+HXTjWaL6MmhD3LePikn08Kueu/viafG4K+mNs8SaPPfcoKF98oistPjck8p98xB7QU73idYOcwfvssoWbNK+dkExXhq5Kuzp0VVp0hUQdLYL6YYTLbD+0OonJcujqLwHedNnJWHeNFVtx6E6CGu60Y/ZuRVdCL6TWRFbkL1QS2VkZKC3246+/p5v0W+9/Ze5GuJ1Ij5vrMXXpMwy9/RU3sfT2u27leNJPf3uySvqJeVVVT0psK8vdNLo5mgy7MG277PZqEVjkCIR4+A/HvGp6T3C3DoMxa0Pm8AlUdNEhp61URZm+224KPBwwFRUUzMNkY+xpMm8KUEZ+Urv9ibRVQRmRxfZeQirvMx8d/tUKXTWoeegIrBDhuuTNRG56VtJin0/9CepOf+dnmvxwRCkTbfV10QYjMau5rhXNTRRm5GKHERti+2XXh94x7NKj1/kNqo25aHKqJm9n5bYfTH+vdKB52uVi9zPRmi46WA1zF78a4g4VnZ17dSNUNVVoEd8qATo7GeicbMnvJJL4RHT77BHU0OmgfIOxC4oICxMWQVkPDW7kfBTt291TWFXZPf5EbvWj2tb3/hNZFjit/UuY7V9X13ljyAb9iiJeGadT100XT26Je1Mc6LDYlT/w1VJoASKVlR7EH667LYLVd9erbpddagp07zilubOh3kE7U3U7qEWgX9/UGCcFGyWOq4l7CgUPO10Tx2Jclonq1xKas5VwHIfzGPse50b9GkK0VoF9vlW6u4lOyuumm7t/0VXpeBX1XKLKy2HGjvpdVRd/DYke/keYoDVDbVTLtUlt1h0VrVuoOyUtr0WgHyDADh6h8xdxA0PjtTPL4/dkDbzp08igeUDlHI76es6Lis8PzvzoIoo16WG6hVCr8ot63tJeKHEvoZtpXdm/LCJYrZo+iED3di59sAIySU7Zg04aC70EeuUVhorU5aC7AmutOhJ6klhPFE/6Zwaqauqw8zYbmHeOzJg1r5UsOYzlOJYDuVVGLyX0/s6yMgfNOtcvxKSUaF4DN4CaeDVZwex2Ejl6KB3nyF4YiZrI2nMoK08HNsnXJlj1UnxpD7b+fReBOh50zNiTiRzXC/7KFhaGg64NYQdRRl7R9p82dOYJGDpVNMeBbM3NTvwer22hdijNeoqya0a1IyGB3MnBMoG7HyQJbhetbBo2AjtvuDd2Wn175KS5juAIUmZOh6e6Et/P+J0O9mY00sM6OS+a354jeF5mGszBlniuWjQCKV56+zuxwzj53JsDHqDWPHHQdfsl3nHm8yuqzaoch8pTqOEhu57OthCdGTRNpHaDJCV/6qFtEfHWUW5nMltKxhgb64Gos6Ulp1XEQ6w7ym/F3MWE4zjRdT7G36yDSCw+/+mUGGEhL3Wcf9QGCymmVXFzFjRfrcidJnQDupnzTKeMCQzqMxHuL+REamxMyOyhpBzbEe69OsNK7aO+Gw5zgMTplhO5JubcjyOjzV6GHbWBfS6epyfjZj7XwO9JoVbWwiMQiU043ZDEacKsybqGOEe0EiEiZbWiMe1+vF52NDfBq/p1sn5Xzht1zO7Sp7lZN6Nbyy3XTWWW1rmlph0nrsfjoLIqup7ErwUsxp4qXGIyGVVMZxblLa7Q0M4c4zjcI9GoGq5hvLR86rjuJFunWB2uoWRThJc2cwFp9mMR6A8IaFw2mdfCKda5xZWcVzSOIly3Xe4Ix4HmiSpzcwvRsU+am9+Va3RPOp+zo7miIbaXnc/deSzFCzgOxzmd3tXVXTeOJbCo/tVyn9EYVzejl6bSbDS2M3cZnna+WBSJc1o7rJbczxFovWvth5XR+zvOvvxOnH3iftCTvwtSBT3lm5ebbZzBei/Idpuv0+ox8mWXGdCu2KKCDATzM5CfnYo8hoKcNERDapSWlQZfbjryslLhz0snLY3xNF5TEWTZPObnZ6fFZKQZHvHmUZaukpuVloq8zFT48lLhNKVDOt0QzE+nPOZTfi55CijLLZfPuMunq+ySPtmb7k03f1AoIyUNCKUambKzkPaLt6OQl5mOguzWdrTHX5ibhkLWv738rtILc1KRnZFmMIsvo/rnZKSYPNELWGfV0U+sozikoYB1Eo6iiceGDCxODJzmdKR52C7ZvWdHgOMCTWmmnhpn3amv+pT6jsaC4rkcWxpLuoquuPLyRWeQfNHUx8SjuMuntPqkSxOvbFHalSEe8StPMtRPla+4xqroeZwPlNZVvAoa7+LN4RziNEfrKtnJgsr689I47yikcvwqKB4Nkptvxo7mkjQU5qSbecXVIZkBd56jPul3Q77GlwLpkuGPjT3V2w3Sr3GoMpKjOolX9ZNsBW84nfNgumkzpeODh3nx6f4a1xwrDISL4vH18MVwy2M7FHLeFD4KLr+umuugf9ylOTXVyH7vZcz96TOk19fBMfQIN9LA8sHBbL80tneqWVNyB5YgvMMuSCGPNoYKw/zF8LGdpSPf9K80lklFLvu00tIXkE3My+HaksdrPm3LyZDMNM6rKfBG0thmGabN1KYIpZl4dprWCPKQ35+fCo3FYEE67aEOysmhDtVf8oLUUUA7Uj2pyGcfCuZlIIVy47GJj6v/ZKWmQmPcpctehTyWV9/1hKN2yKY86spn0LWA/VRjWnp9xLiA64roSruYq84FtCeXsoxM1kHXln5NGYUsl861U7bIBpURj+LiU/tKj2QrSL4/tg6KT+PKpevqpy15Rl9aC/7iUR1Vh5z0dFNfyfXlpkJ6OgtpTprBsbk+rQ1/dhr1cB3vTEawZcynIiu9NebxZfPYpqqHL1bH+LxkcdUpwr4irHIy0jjftLVR5aRfstU2iovmhmzui1KdVPjYX4SLS1/Yq/pOVkq6wTvftEnHdZc+1SGf/cTHdlRaQTaLpr2b5OSxD/rzJTcDOelpEE8+aXksl0/80rgnUx1VF82pBexnSqucgnhMHsuob5k8ljM6SFOeCeyboqm8yolPcT/bRjKUJ3oh5StdQBmyW3Txqm1EF09ezDZfXFkf61hgdKQiyssx7eonXfOHykqnrnmULzmy2dSZMn0c8/m8Sp/4fJSfZ/g4B/Cab0Ia8slj7KZ8jQf1FyOTafFIf55pozQzd5k8lWV+oeqnoDSDeFUmOlbTkE8e8Uum9CjdooP84hVd85b42gTyFNJu2a+8qBzaT7nCQG2ooDzpVB0NnXUytvEq+QoGF5XjPKv6qoz066r2yaMuychnmTxT31SInskbeeJTnnjzs9Na5g/pUH8Q3dhGLDJSUpFHWSoruuzJS9jLq53yqSOHc47sai8IT+VJtmQq7svJ4FklHRoPqq/WF7Nvz89Avmyn7jzWs4B9KMObityMNEP352VA5RXUJ/LIK9uFn2ws4JyXzj1jDteVbAZXt/jjg8mjrnia5tC8rBRkpqZBspWn8tKRl0U8GPJpl+qtPAVTJ9KlWzzKzyOP6MpXkK4MjlmzVlGn0q585ecTwyyOc521lG4J5M1MTefYSTdzTE5GOlryeCZMFg9wvKR7OudLVjYZTfXPJ8aB/Pm4J+OztAXDJ49t6s/NQJqTznZuLUN9OcOb1mmb9xT2QfYdtfXCylPfzuMYyGe/aRkXnFPcfZLGiPLyslJNv9b41zwjXs1pBVwbxJPBMaOr7NFV86fGeg7HSoRntvysdDMnZHJ/Jbo736keKuMGyZYOjY0MzmsuXeNd50s3HX/V+E3jnsGlSb/mGNXNpblX1SXAeUm2p6dG54m8rBRkcG+g8ePy6aqxmc96F3JeUzqL49vHeB5pske0hQ2yUfbmsQ2Sjdt8tovyhZmry+E+WDYoJNrs8rR75dyQrbmW13Z52pmvxF/IPbR8RYp3NcD+WywIeBaL1h5UWlNbj2kz5+LEMTdB7wH+z/bH4vNvf4HeB6w/8taZKj0FfPsDL+CRW8/Dpy/fDr0LWO8Eji/rviYimax5VQ0oq25AdV2TCVW1IZhQF2I6hJr6ECpqGlFd3xS9ik5aNa9lLFvNeJXiRkaUV2WUL5k1LKcgHl3LKhsxp6IB0qtQVt2IGummHOW7fNHyoRY+8couyZa9VbWNtK8J4q+qbTJ8laRV0v65lfPlq1ximDGnETPmNpoyiXmJ6UrKLK9qbUciT1fSsrOCcsoSbFP9DYa0W3LEpzqWE3MXjyrmCY9yYiWe+DBlRtfqEV/Gxhu61Pbt4VRZE8Lccoa4ftwer0ufzj7397Su61VbGz3sL/+w3NzK+i7brPFRwzFZyX4TjWtsR8ey+pb6kvI0ptX3zDgmv+jqc9FriOMrxPHfhMq4PPGqTuqTlRwbkqEyCspT/zWnJ98OAAAQAElEQVTzhSnTZOYW0TUXSK6CsSE23g0v7XTHsGQnCypneI1czlG8SpeC8hRMnPON6lRF22ST7BOWkllu5qh4LBinHdXST3kqJzlGD+mS5wbRFddcNfnfBpg6sdzUWQ0t7VJeHWJ9G1vS0mkC21B5Js45sz9ep81uwFzO3cJG7ScsFI+vi9LKE1aVxEY8iqsNFDftoSeCPSlmKfqjMBvOrxNQUNeAlHAEzyw/AB7HYxzCKwWW45oTMn1QctU2Vauug7ycQlO2ICMXQ/MGmvnf6OAa4uqQHsWlt5xzptIKUb4Q+3QIml9rG5pQXhXto6qH2tTthzPnso/F6qA6VdY0sV215oSMTZKn8SmZmsM1RqrIU8V+U1bTwP4h/gaWiYY57APT50bj4td40FV6FYy97IPSVVbViAr2pXmxviIdqr90ik9jWjSDMW1UGTetq+pcyf5fxbwq4iKaQkX8mkJdok2d2YC/pzcQjwaO82bMKlO80eBaRjvEI726qvw82qS4aApuvIJzomx007JTdpVTRhTXEGRXTUMI02aFWnCRvPZCGddLYz/H9DzqjQ+SX8n6uLRZ5Y3GdjftXqNYcZwThxriUU5cVce/p7cep2oP2V9B3NyyHV2jdWL/oQ3CoYLXZPyufrWFdE7i3OHy1TQ0Y15FVIbq49IX9ipdFaxrGbFXnWSf6ieb5yXg6KZVprquEdobzY3xiGYC+7Tk1PI6p6yR7djAsRnt3xpj1bG+JF7VV3Uxc6ps0JzLcuoL4jN5bE/1ffFqPhVd+cozgeVEk7zaxibaRH2yjXs20ZQn/kryGX62bYX6H+2QTNVT9Pm2NaGC7SMMVNaUY1nFxaur5KmMQg3tU32NLtqucrXst5P+jfYZ8UflhTjfN0B86oviU978a8jMFYaXciQ3Gm8yc5B4jX7mKW7sNfEm4huCsZN1cuWJV+OhnHOa4We9W2SKj3YrXR5XV/HNYz8QXXVSPRXXVXIr2d9VZ+k2tsXJUVnliVc6la+yorvlNN+JR/1IMpRv9Jt6hFjPJihfugzdyA8ZXMRbadqhCdE81pv5osfrMPpZJ10rY+1sZBod0TLS74Yy1lflZ7OvzmNfnjy1gWtXQ6s5Zy7n439nNmIq17UKylQbinfmvAbOI8SetLkVjcYu2ah+JZmqh+xQXOV0ralvNH1U5RXEq/2XbFRQfcy1MWRkz5gd4vrQ0MoelVOYPod5HDOKu0HYaxyUcz6UbNHLWC/pkOwag4PKRfun8oVnNI/4mHxe2V907tE6NJf7yRnUJdkVxFbjUTaqrBuUFi6zuBa6c4LyZIPqrTIqb3i4bigvMUhPlNaI2WWhpHWO5ifHQ3lz2Va6xgfV39hAHOLpNt4+jt3BZjrbfMoMyqoMYXJs3nPLq79p3zSXfcilqX/8NYX8SdpjBvc98ftkt0xXr+pnamvxax+qa3th+pyGVv6FeD712/j1RuNDfVz10VU6dBVd/VrjIpoOmXlAY19zaBXnTMUl25ThHObyad1TWdFnlTVB+0LJF7/qoTJuUBnp0FjV+uLS3fJuOv5azrmhivpcmuRWcE8zbXZ07E+eGr0qXzaUk7+C9lZxPlO6mntelZkX13bi1bquvW8leZWeybW2gno0p8se0RY2CH9jA+ejyVNbzwVqV+kWJgqurgrWTWnZoTHv0rtyFd4q2xXeZDyz5oU4r7e2MxlfPM0cTuzXIkfAs8g19rBCvbv39ceuNn/obcL4B/Dla+PMO4L1PuCuvMx51twy5GZnmncDyzTJW3OVEZg4eap5ebT+OJzobhC/4zgoChQYUlNzBAr6abfeBairCc0wP/M08XAEymvNB1NOdAU3L3oF+RkiEcqIltV7dyQrQq2VlcC8smj5JupvJp/yw7yKJxpgykqeG6L0iNGrP1pi0ipP++J55pZFUN8Q5XPp7lU/FdDPOPRzMJdWUZGcV/nSoT9qofjCBOlUHZvibHXlCT/lKy19irv1i+ZFiEUSPNhGdfURg4fK2jAfi+qacFJcauuAEPvMwmCldlQ7NYXRRkd8v4rXEQrRnqb59rl56ntz57WVo3zTD9hf9LMYxUXrWgBYRRgb2UfccRW1m3mUqbxogKmDG0/sb0orRPMjvGkTrYPSskVXN19p6dBVdAXFFaI8nBOImeoiPtk1Py8qt7qGOhgS20hl9EdkJFPxaIhwnomYehp5rJf0KGiciVdxXaVHQXHpnV8e0fIETHkK4pM8xecH8omHc5TsEE+IQuLnGfGK3ibQrvby9LNyl7+8g3nI5VmU1/i+XFMLNDRGsWa1DWaJdYrOWWpj8hErF3v3Kn7FK/Y/Bkjx4o+CbK4GrT/L+gZhg8GrmZ8Oi1e6VGeVVSjNDRpHcZo3FenejBY7lBflj/YJtZ/Sbj9QvmS1XDkuaKLpP5KvoJ8DK19xtYvL78qK1k/yY3V021VXCouuY9G6i1eYSZaCfuqnn9+rjes5Z8OJYN68iBl7ypcOV1/UBpg8yYnSEa0r9aj/RXkipImuwDjzDJ32uDzCQEEypEf5kima1mL13/p6licemqPq1cZxciiKOiibEWEZlcH6cxwYWaTrqjzJVFxXtz6iR8tEovUhv2wTLT7oJ9bxacUlS0FtoXR8EN2tk+g1nO+ra2B0KB0fxKsx7/ECc4h5bV0EdQzxPC02s+7x9I7ikissdRVfYyiCsvK2Nki28vU3EkJN8/NFV9l4GeJb2CCZjWxH9T/F44Nkaz8jDBR3g7AURmobvYvXpctG2W1ksM1d+5UWj67i0VXBpSmuoLTbF6RDNAXRFRSPBrT0s3g+vRJC7UrVCIXY78z6ESFvlD8qW+lokEwF0WWXQlR+NF9x5Ud1wPQX0aJp8nAcqIzKi65rNB2B2w9Fj28zpdXPo3ygbZTTYmcEypP8KL6aPyLkER+MfpWTDF1dfeI3NPZHXZWW3eKJyqMMgqI80XVVkA7ZJj6VEU1pXSW7hUb7DI/kMygelQPaFrNRdAaVcXWKT7JEU1x9Q9doWZaL2ZRMVwsP5wCVj86XUX3KM7YzT/JMPm10dbl1iNJZd+ZJh3hVrob7OskwgTJUzu3Hmm/LeeYweayPrso344DrWhOF0kcbayfK5sZOMrW31hqoOjaxnMpIH9m5brh90bXfQXl5xLSny2v4WU5l9PoXldMcKyzFo7VA1/igesan3bhb1xD7p0uT/GiQDTC6K1hP9VPJUZ7RTazceD1x0n6SVTT8+lk84UJlNduOEZVLlC95+vsL2psprnzJ01VB856LtdLxoazcQfw8FJ+nOcjgTozi6fFxrU9lPM9FadE6RuMR00/j7XDp9hqJtm0HuHaGkfqNXkEQRhhq33h+9WPhrr5SxvWuvAJQXGtDiB0rnlfxhkbwPA6ujZG2dnVi47wyndfCpq0lq9qM1/blqI8m2qtybjB2s59rPCmusa24guqleosufl2jNNaPZZR28xWP8szPE6/o7lVjK5qORO2nDO1z9AqJ+LKKaxxof624gmTo6gaNFRPnWJatJk7sovKJUdzZUu2hoDbRXKOr5IlXZXVV2pWhq9KG3jK/sF6Ur/oqPzFoLzt7NrrdntKjNV1zb4g2l+nMQ1y0xitP7SE7XH2KywYFlxaiXW5c+5X58UhreyhXbdDe3JSsnNqgjH1ufl4YFZURVHF+nE9L0BNnT+vTjE0tKgQ8i0pRX9Wjd/7+8sff5ili2aj3DeuPwS03dKCS0Gsj9ISw6CLoj8fJUSyHsdKLOujwaQY8J7QF0e31OuZAEF/WywNeBRckx3HAD3dovMKJZ2mJa3PXkohFQqEorzZIsi9GbnVpj96KqQsJTYJdYOuUxb6Xq2OIGho4NfBQkshVVxtB/LsrE/M7StfS0dBRvvIS28U4gGocLlBcrJO8R7I57JhDhcomCzqIiF7FDX5dmz9AwJy4jqlFXhsKUnvlI1uaeBjvFeExoU1NxIqhssJBXNViuX3zIkca2plv0OE/B5UVZIhVNMy+UF4OOA7nIwX0/r/6ZH3KqOXmp8pEzFc4yXztOA6q23l/oinUzlfDmusg4ngR4lz+iy8bdSle5DZyB0r+1YtHYqPBq0cxYDrxs89KW2FkYBmUZPsSsxYqrSZIMl10KpMQoLEhCRubUM5GULAO35Kt0Mw5QJtblQiHyaRIktBMOBrabZskBXqY1Mz2bt+6HlZGcfEYas4kqcOP4zjmxkQLE3F243q3ZXvzYDMdsWG2QYT1c/l74uo4jrl5oXbrSJ5w1T4jkcdxWqMdj0F1FWUnFugkzTMQ17k4UOL4Q5zD6+sc6L2EWlPidamP1tNZFMfeK9GuClUNFLrKb/mWPgQ8HDp13JvVJfTbMOdQgwbHlv7QnInzq7oaLeuL+juS/PNw+6hx0dX9eoQTfWPsHJFEXFJSM+chZah/J5sTlNcqsKKVdDaLvxU9LqGxHYl7f2lclok6sXoRMrPvjPJGkLiv03wcP0c2Gyy5X+E+VPrDnD8bGiTFiG33K4qfSrRlUXuFePOsbc58CpuOTjRAe+/y8vl0G1t0CETYfArxGj1smAi4LkXQpu/E87lxndGbY/3dpXXlqjEc38vcPtnYyPU/Sf9z813ZDcn2Zm7mIrw6vPEfos0aN4k2ygzVE8QTsX+EF9U8NypJiM1arXhXghy/Zh5oh9njcVDFPUUFzx5OnE6xa9+gq6MvhtRU3eAS1kzEfXSjTHURSfuTWjroFe9qEAaO4yDMsx6nTrN36mrZ8vKodeqTqkO75cggG5u452uXJyGDRcx845IJFcLstw1J+prLY6+LHwEua4vfiN624L1PvsWozQ41r4t44Y2PTVw06dUfixs75qiWV0tstsdo7LXTZnCfJtZ7h5UWXTL0x+POH32QivaL0MCJvL5+vqkaqMkmnXBs89OsDQvnCd0ZrEnmpIjxaYNSa/5o0HzZJs1ZV5NHI+9iujl6kkgbEaWZrUuHIVrW0fxGPhrDb31SUiMoL492WU1ONQn6xdNZiMoGmjk5dcarfMPPCVfxpSmonySrb7SfJG/F5FRABwdwwezKRl93KBH3r44H7rD6JMvr2p6OuCIt0WaWa9JCSUqE5fVkS0XF/P4kR1FN3AKsxb9uAfoUxS+qT5f1qP3m17TLxRY5o+NEN0lqm1bKVQESNH/xArKZJyv0awil3RDtj24KZkNUyzatKJ9P642YzFN/ln3qR5WViWh7zM2L9nR7OI3V8eDd1MlBrr3y1dvuAi+N+M2Xi6k5GahK4908Mns9FMxre59lCkpx5voHYaMhq7fH0i262qWpGxvFROEpKTyktjfmIuQmrPU8AEgPU60+Ohy0IsQlvISjnmufRMSRAcpDL/4z4mUs2yYSWysXRl1D3NrdmRy3rolzmLpEQ5uNOJ0Xpt2Mxa1Eax7UXNuKGEtEXCUm3bas42g8t6Ub9na+dFiIjv/Oy+kAFE5yA0BPwsSLr2d969n+ojVzre9cxbvkHwAAEABJREFUsji7FiLsRMZxRflN3Oc0xTmwhI/2Rl2TZLksAn0DgTB32zontJ0nYHp7iH1cvwZU/27inqo3+rjXq/19d0ZqBPoX4XxQm7CGVFVGkjrYZL/KJAsNHM9mA5EsM0aTde7cKFlRC0CM0Oqf1vZIGyoQoQNYjLqGeENJ8c6C40grELtg/j/S2xLnZ5sYeXjVDTQ5uBhFRYXDvZQD2a+0Db2LQDPPIYka1BY1vKFi6GyiSrZJsqZ0oP+Gq9P2queN70bulaLc7X9XVQHq641cuxK5vF4HlbxZ4dIlsy/0E9lVU8MR5cD0Xde+9q7aUzQ1RuZns5zqxUsLrYrOXMLbku5qRO1k5j+K1y8I3HKih2KY6hyrp2m1T9D+q4ZOaWHp8sZf5RRu5h6lOuZvodj4bIQ439byTNOKGEsk8sbInM2BStYvWdsJgwbuj8DK60lhJPkX5jylm9xJshJIkhYlCc94fQYPs8fkvNeeodGi5ruxC33XMC69X71W845Pjb2mtvcEZ2Vm4L4bzm5x5EqTnLkTxj/Q8voIxUVTnoLiornBdQIrT0FpN0+ypUP0/hC0aQtxE9fa1vmDtzUd5u6NaBrE7pNXSldUOBBN8Whw0Bib9KJp99uB9NXTgddCcTh5k1dzQUXMkevmJbvWsWxt7MnTior5HBRDGyKorPBwk+fAnXTnc3Qcc+AkvTNYxYVRtiWWlu5abTDjZ7dEpn6cdmh7y2aE8a5+1La1SRamqkoPdHcTxBlx/8Jmo54M4TimWNRLB055eSyRcElJidCpLKsTMpisqppPb+mXVMkPc6MfDztwfFOqf4e5AEdz9U0Z8Qwi9ZPQrM1mXGWFY0Xszm9frQKbw8whjuNwY0rs4wytqHRQTyeY+pO76Wps8EB9KY6Nm+MIGuMOVMoPEwsdtOL53HgTNyZVHO9uuobjOw42lwz1obokfdxliNDJ11DHktEP7WLEzXSvThKam8drmJstXhboEw4URctRxdzMNFQwRAmL9ruJ40fzfY9qjXWFlFQHpq1Yx2Tyw9QdaSdP/Il57GYIqa/E5Iunp4M22Oo3EfaPnpCtzXgz69kVWebXGkl4NRfU86ZDogzhUUmHiUs3sIjoEjq5VlZE2O9NKcOponV1YTNuDSHuS2M5LtkqqqfsQuYQ0EFjtirRNtHMNSaeKqtqebDSXiKenizeSN0LMxaTybQ0i0B/Q8DjcVCXZJ4w9eDQ1FOuJt5LXw73je2t28lUai5XUF6E9unqBs2ZCSQ3q91rtO5Ou/mdZWj+YxWgvUt3dbcn23EcNDQo14GwqaezT6muhDqeo/QT8kRe3UDVGhWlL3h9o+Xtd6cICOKEDqFkRJ2FhT30woQjjPDjOGSOxZmk0x7RPYsSSUK160xmnsZCiPtbRtt+KFN9x6HOMNfKxPHiFogYF6IDxBiauZdu5NldZcGyWKz/ZBcgJ7prRtQ+0klo4I2c+BvnrDKp0Q8hZrkon14rJqrKuvVUurvB4XxpZMQVbNFpIjF9zBecibwkt3zU7LJfhPIyfqsAL/qE2QahNj4c5VAJVaisUm5Q++rBuzD3gjTRkON51N+0VzTnKpMb/ZL+Os7/OiNJvW5yR3Pa/5aPxM1V/RyHBrkEXmUDL136JPMpdKmgZVpoBDQ+FlqIFbDkIeDhDBLiAqDJQbXTJkSTg+Ju8LD3uBNUFR1xyq+n88bcCVPCZYxdNUW4k4/ukJWXA/W8M6UJwHGUG2VUtEUv57ooNfrtkV1NvNtvFryEzChL0m8vbdV7asw6l8ChiU86E8hcI2STQmLOkpEWenLkVFR0r47atES4mUhEIRIJQ++zqqlpk9PhZiaeW+3g4V3pigpSE/qQFt4mOXKYFf+JkE/vdHRptXTuufFk16o4R6A2xcl4+hNNmBECxPue1KJqXzmS9FqMvlkfWinD44xrpFNGyWZuYpp5J1x1cMDBi+T/IuyHTeRLzG3m5imRZtIEqZmyTZxfjQ2RpNvbJs4v4qvhnfw6c6Aic+yj/lXHDRPiSkYoFwn/mps8qOukL6pIebk2t8RCiW6E8vRU81SwiuiVEGesfyCGFZQquWhDpOfUeT0RqL9GXJlJcHW1aR5y41278phDeZovusa/AFw0vMfkt6Ne473G3KRwQYoyNoY8POxE4135dhwHkbg+DKYrdAhhYcfpvD/qwEHWlo8czuGwB1prKyqi5R04Jl/7AhPp5MvDoV7Jm0CRTvgSs/U0oW4axdMj1B3uws0WOck11uPLJo9H65I8z1ItAv0fgfaeEFPNvCmAxqbifSNExyOn3BZz3LjjOOZJupaMrkQiXWFqn6eJe4467hXCvLbP1TaHRxrUmf3E/DzXwaf9qfa8Zk1hdcVXWRltB0ObX6RNTHNfmPujNhkkqKoO59qaNnt1ZtpPjyKQ4oW5OdBVoVW8gcmly7BzxwI3rrURCf9CSfa+CSwmqX5knKTsQ4bAlT/ShbUxTJ4I90wqa2yJFu4z3xH2b/kbZJDWcI1BxTsK4nPPGR3x9XyeRl28VAfx+6JILNtRg3P+iudMjGsurtI+iZvgWrMXnM+hPbTqGD8/NHNOqo07i8RUQXs2SB/AOcgxD+SozZns0ifC/tElxgSmKvqL6GBpRTX1bkWxiUWFAJeCRaXK6ul3CHAyquPGpj27PY7+aIxyI2im44S3ESHncYQLh6jxwUvnXg2dKi5Nm6VmOmRCdMRoUq7lZBaKc/K5MlJSHJSXu6ViV85i/MQSXbw4gHTG5ryEQszsQGCId+OaOZEmFOo06VCZ7syJsZqLO+dsRTsNi5KBTYxkm3+HRkRoPxgqjFMWUPuJHx39i7SfGWFeI7FMxtHAGwLx9EiSPhTNpxDaFI1Hvx1H1ipE09zjxCLJL02xzZNKuPEG3k1GZwWTi+sT1IhgiVnSwHHUkmSEn1hO376oPeo4D3RkpZo62lYdcQEOT1dVdPhr7NYlHLKgf1LGawrnJdO/GU/8OFwddYMh1Mj5jXNVSz4Bjd9kqd9okz6vzAPNExH23fo6bpsjZIzpaSmbJCK2JOROSc2s4xcDCjvl628MEeLXns0O8WzoxlNR7cnp7/Qw+2NVFTvoQlYkfiOvPs0eC2Gs9XiBREsAC+owUUWHhd7TJ1kOnNivRZjZwUe6VdbpgCdZluM45t10Wmfl2EWSubyWB6GKCkqO2djEPUsd9zcRpjlazbmko7mltpO5KZldlmYRWKIQ0GDpQxUK8cZxY+N8gzy8kVhdDTi8NtSD0wAHNy+L4qO5lLNLt1Vpn6GyKqgHKSrp4GniHrWW85VoiUF7Gs2R8fQK7tHjm8Zx5luitWJ+an4p0SRrPmVxxWTJ4tK9aPRqX9jE9aYjbW7fVX+u5t41kVcyFBLp6uGuQ1FIxjV9K9YI12CX4DgOb5S4qdZX9aMQzxDxVL2+ID7dJ+MyPM4wYaE5QNc4slnntd7H03o7rjGuuUpzk6tLv3CtT7KX5aTFs7bO24wl1MktqzpFmFB2pIP9MllaPvFPUrtEtXMl92naByXZMkFdppl7TbTzL0IjquTUbSc/kUx21HBeC9OfEpFwMsiGzsYG2eynFxFY+JNELxpnRS9JCETg3rlza6XJrFl3lCKA/uhBNZ2lbp57NYfTLk50bpnuXrUAy2GrCakuidNItFA7DsxGLpiJmzJXvxabRm5UldZEp/oq3leD6jJvXtRKtUsdD8kh1i8i/EmWQyzCtnIcB3I2xubxTqrDgjEO4RSKbdodx4GedDBZjNclwd3kJXxpUZKDQU7phKxuJfWTuQjr1cwFSQXrWFd0rULoy/8M2mZMsaFoqNI6ZERTJPTxT2d2yuFax41EZ9XQmG7mYUrt2xjrcw282RDiZlwyKsrY/7jB0YExEhZKQC0dPY4TjcfLd5y2tPh8N673lDbwhoJCiLpFlyNZ154ODav+B7mBgT0tts/Lo+/bONu71iJ9vjoLbKC6pN4vrTlsQYVIhsaH1thWMghupLOB2KpAewmHhy6ugpxndRDS+q+bobVdGL/tSYzSIzwoUTbtjKaj3+ob0tHAcQ7O5cpW/fRT0Go6h8B/YY55ZjEG9iOn1R8q1PoUXQdMdpuvxka7XW4DiiX0FAL9Ro5Dj0F0jC1+k/UEoMata4nW8maNcRJ6Zg6joEX4aaBjyNjNyTkUOzt0pr6STsNwbA/j8sox7MbNVE55bjr+6mIVT1vU8YoKY+GiVrtA+riaoVJO93ZKN7LNKiu18iQwsIohrh+13GMm5LQkPVzA5rdjWxlhc1ZpS+dwhOtQDHPvn1R/i5a4CG1yU7p56ibVVRpoq5vXb6+ESri49Vqc9XC46WimIe65wLXFjHU34V4doJH9qJntXU2fSJv9mcvXjav2X5KZWCTCvZn6T3uOfj1J3sjzU4S2J5Y1adraco43BMDDbVJNkl8a1PNs5JAnzDOY+mlVbJyojRrNno2Z9rNYEGCTLRa9VqlFwCDQzE2bmWM4Q8iRYoiL+MtxHDRw4m2i86aR10T1ss+djCvKHegw6/Jo41ZZQeNdgpjduK6U3ciJVNG+GsLcRNbSEdtEZ7fqpipo4leo11MVbQyPmB/rl9Np7HCBa5NNgsoJl/bqLkfdgjjJjG2UL9t4afUxzt1WlPYTDeZ9s+3n9+ccYdRivwPegOGXVvsW4tIRaYUDq6ybGs1N7Ltc9ULcjDQxkAyPV990CnHsV1YovuChiXOInFGSwH09NLa0mVM6eVgwaiQzE5GsbBaOYFhhKQblxd4ZTIr9LB0INGntTOzkfaTqXo6pNnM018JIGGjggWChzKQcrR1OO3V3f+GimzwhjnfZovGuNdzNa0+/eNrLs3SLgEUAvLnjtPs0ocVn4RDozvzjcIOhV1vphjcbpZXiMOfZVoR2EnL0tJmn2+HtLXKY54/ekr2gcivjz3RxQhyed8J0njlxNBPlmqSr2i/ZGqOlSk9kdtW5L1nlPGs61Kd4fKhM8gRmfBuGFuC8WU9HnBNTIlmqRyzZry/J2mKxVkgdoRsG6DwB9oFY98Ji+ccOYW6Qs4PU8iZ+Wdl8K0hCmHXip4UoW0P0Jai/u0ROVag3D1tFKRFu3rQ3i6a4pkiQm7DXRY4Aj8SLXKdVKARs6JMIaGOU7KDqOJyp+NEfGNMmIcyNVmPsQGsmQfMF1HKy06TZGFuMI5wlG7jI9snKxoziPA/jBGaduuwvJBZcn1BRGROScJEjWJDV0cHsiDEhX0ndBKiOPaml9MIGPSkapnOkK3LYLF2ualfkWZ6+jYCektCYTWZlKAS4eU10DseGcjLWbtMiPDS4srtduEsFHCxbMBADc4u6xG2ZLAKLAgGNo0Whp1MdHH/iaW8NUp4NFgGLgEWgvyGgV/M1NXladteO46C7m9ro+9w9aG6O1r6O55eG2LkmSun5b8nXDcGel9xzEnU+cKXV1OhBITc1/xq/b9Qf+Ap3x6E9X0yHsdjy1YpHT4fyzlwAABAASURBVFS2IiQkIguwgV2QMglqbbKXEJBT3jxcwuHdSyo6Fku98me4fcThjKN0YqEw/Qca26Jr/xdJGA9ueeUraLoqL1fMhsWNgGdxG2D1WwT6EgLaGGkzlGhTE51Fen2EJkFNeLq7VRP7mY8mOPOCfxbShkrBlaE1WRM5s5a4jyZyYZG0YrEdTDi2wUzGo/KRGF+y/G7TJLDbhWyBpQEB9UOnnYpGuIFxs3QAaI/P5ekr14KMXAzOL0ZmakZfMcnaYREwCLS7LpjcpffL1twiYBGwCPQGAlWVMH/wqbuy9UvMUCi669E5xz27JMpx6ACqqiI1bp8th0+IZ6MG87CLTjtRX3RVlQMFcptPfR0Qiumop7O5lmmT0Q++QqxfXeysF2+ucFKeaNEzXrT+Si9MELzJHG0LI9OW7b8IqD+EeU6O9Ez3WiAg9AveSvfXkvQa6sngREE6R3XHRq/XaXkAJ1GWTS9aBNiki1ah1WYR6I8IROdgx5iuQ26YhEjYg+gGANDC7XCjZBiY190786ZcH/1SXeXc7qPm9QezrI0WgR5HYK0BK2LfUdtgcF5xj8u2Ai0CFgGLgEXAImAR6B8IRHj+iCyAqdrfy6FZJScvy7vOHMdxmHJQUeGglo7QaoZI2DHvyGWG+YTo3K2i07euLkIeD8rJ65595FSuisnU3x9RurHRgV7FFeKVhyf0m38JwOopYRen3qhDVLbw71i6zp8NvfwEd8cW2NylAQGPx+Fw7bw/9hQWtXX1OPzUqzBqs0NNuPfxV3tK9OKQ0+d1Wkdwn28ia2CfR4Dzo54krk7ygvQ+b3sXDNTmTxu+LrBaFouARcAiYBGwCFgELAIWAYvAUoxA/6m6HI/h2C+jIrzKaVthngCM0AEEhOkA1t9X0B+VCjNfNdOZQHHxu+UjzaBDmAciMsjBLHp9fTRNPzXq6kB5ESiPLH34E4GcvZWVyU1sbFQ9FByEQsl5FgVV+IbD1o2zKLC2OhYdApff+DBKinyYMP4BjH/mRjz90ni898m3i86ApUyTnUGWsga31e0dBDwcSe47g3tHw+KTqrvO2nAsPgusZouARcAi0E8QsGZaBCwCFgGLgEWgHyKgh18bGh3Iydva/JhDl8SqKocOXzpCY05hksxHZePPCh6Pg/p6UU02ncDRa1//dhwHEVM31VkhucVyArc4upOzWKpFwCLQDQRmzy3HH5Om4oDdtzalgv4CrLnKCLz1/lcmbb96HgG6r3peqJVoEVgaEbB1tghYBCwCFgGLgEXAImARsAhYBCwC/Q0BOXL18Ed7dsst6r4qbr6Ltz1uOosjKtF+fn/OEU76g+D9uQ7W9p5BwErpGQRmzSlHZVXrn1cvN3QgZsyaB70yome0WCnxCFhHcDwaCxAvLsxAcWEmfHlp8OenwZebigCvRb40xtNIS2U6A37mB/LT4S9IQyF5igrTouUYDxakoohyAqQFyePLS4U/P9WUlzwf5Um2yvlJVzxAOZJXVJBBvnQG8qtcTpqxJUC+osJ0+KlX12LyBfLSmZeKIPX4KFOyJSdo9KcZXtVDdF9uGu1OM3KlJ+DqY1mTZvkA5Yse9GVANkmXuTKv2JfO+pGeK51p1JkOwxuTE7Uh1cj3yW7ySZ7q44/ZrKv4iihL8ULyBVkv2RiI6RB/IW0tol2K+1lH1T2Qn2FwDhSkQ+V9LBugbr+uzBNNmPupy8cgPUHyikdxtanyCnNT4MtJNVgEiJOP5f3kD7CdCvNSWG/Wj21YSHrQRz6Tl0adDMRcWBYTH5/ymS71Z6KvhAG+TKidZZs/ZrdfdhIfH9N+Yhw0dWZd1Aass5/5fmJsyrHeQWIqHIPMK2Z/8LFcUWEqcUmLBpY3ctg+heRXv/BRho/tLWzUbiorOcUcAyofoMwAeYRbIbEXn59yfWxnNy45am+V88se8isvGGtDtY+PtKKYTX6Wlx2SbeJKM9/HIN4gdSo/KpdtynzFg8RANvmZlv1+8kuPbBNNfUX1lwzlFZJPcenxMa5+IRv8tF3lFRe/yqoP6upjn5b+ErUH9al8kPVQKCKuQfYbzRuSKX3iVzl/jFc6fbSriPpUNkC6j5gEVSfSlOfnNUiZypsf0k0byQ7J9rOtZKN0BKjXz/byU67iahuVDxLPAkOPtq+PcdFVXnkB6g6qLPXFj5tizocB9ivl+4xMzg200R/j9bOcj2WKyKd2lVzVWTSVKTBlUjmHpHMsppq5JRgrU0ybgpQjbFVOtugaZJ/zG5nppp6a86RH8pRv+GmDj7KDMVl+8geFN+lB4lcc6/dFlKV2Ew5RHtpBmnQFqNtHGa7soOwhlj62q9o/KD7KL6K8ADHwM27qRbqPZf3UWcS28cfyXJniK6J+0yYs4xcvZbj1VTkFH/tWQHmxIFt9tEc01cFcaVOAMqRH+Eqm0gHaWcQQjadxfWAgn5/Bx9DCSxv9DLJbWAUUZ9sbHGmj+AKsQ4B1jmLEOYA8kitdQbUrbfDTLh+Doan+5CnifCF54vUR9wDrWERew0PbgrQjQHoxZfjI7ydNV8kJsq3ccSMcDC9xiOalsZ9ksu1TOc+lwk8ZsldlgtQhfUW0wU97/JSrdlK9gywfZF2KaIP4RZNNoimtcqK58QDrHGDbyd4AywVZTvIUj/Ko/6VDGEWxSePaRJylk7r8rJ/o4g3SHiOHdB/tMjTKDNBe9T8fywTIo7oqXzYVc96QDD/zguQTT5BlgrRJNMlQmWLuU4o5x7bsBdR+1C08/NRndBBbv+lPaSgiv/qLZLn6JNvHMj7ZxqB8yTR0ynPHrPL95FMQXqpXgPYFqKeI66R0Sp/SftKDtDtAe4PUr3iR7GQQZj7pUZ3JJz1qF7+JpyJIHUHK9PMq3UGW8TPtYxmtHQHKFZ5Gf4wumbI5SIyKYn1KtAD1FzMdYD/xU77KBtmW0umTPO4FlBegriLa4+dVQTJ09bvyWUa4BCSDPJIRoC4f1zy/oaUjSLuKtS8g1rLb8JO3iJgHpJ/x4ti40hxSmONle6QhsW18tCtAvQHK87OMX2nGZV8gL4P9Po17kXQzrv3ENsqTZtLiUVv6aVPQ2EdeygpyTKm/GPxYz0CsfwdZPkjZAepR2WJiJdx8qgNpki1e2as5xc96iNdH+aaOrK/hZzpAfcoLUJ/yi4iZ5ASljzp83Fv51J+YHySv8nyqG9OSL7uLyFtMvMSncqIHKKeA7eTqd20qIpbFHCdGF+tXxH4imcqX/IB0Ul9URxrc9aaI8opjvKqbj1gIFz/rqznNn5/ONUl4prJN0+FXvuTw6iOP+CQ7SLv9xEM2mvmO6QDzZW8wZpufuPhYR+EvOwOUob4bEJ28QZWhnYVMS6Y/dpUct4xohWyPIrZNgPqUZ2xgWT/7t5/yxePjNUCZPspQ2/jZN6WrSJgSHz9lyP4Ay/koxyc+BulV2SDLBomN9mkBIzeNY5H1J694/CwXYLsFeS3ys18RwwBlF7BtgqZeKS24iddHzISN9tDFbFM/7VEdpFf6ZGOQdQ8osHyAckUP0A4F0xepw890kHpUroi8Jf4s0y5R3nT4WE7zX7F4aauhk6+IdVGe0kW0O8Cx41c+7ZJuyfWz/tE+k8o9SDrn8FQESAuKP6YzSDl+2uenHh/LRvnToLJB8ogelFziX8S0aTdi7TdjS2fJdKg+fpYVFj7xUp5wlDz1PWHgY3kfMQpwnPhZZwXlF7MvyZ4iXgMsKx1+2qi8IOsZoF1B2hhkGR/pwtxHWQGmo7ypxlbJkcwA29boo426mnHDckXsX35e/SzrY/ArHnf2DBATn2i0vZi8sqWY+v3U45NdjLttI906i/SVc1EJ+59P9TXtk8b+k2r6TZDYaf6SvfNDOor97Fesq7AJcuwUE3sf02obyfEZfNLN2V+4GRrllxAXv/goV22j8RcgLirrY5lCjhUfzz9GF/uHaEHiKh5Xl59YKl9tF5AsBh8xNnaoHkwHKF9l/Owr6gfSHyCP+IrIU8SxoLTK+MivUMI6SJfiQeIQoIwgdflol+Iqq7zoNRWiKwQo108ZkuUnfzBWH5NmnnQH2f9ka3QMppr+Fi3HuPSwjn7K8FGXX32c/IUcD8IuwPwA5Rh5MR7JM7ykF3ONUZ7mGncvEIz14QD7YoBxyQpSh+z3U4afdgo/0SQraHSkmjop7jfpNKbTuZ6mctynIEhMgqybcFWf8FO35Mm2APl9sp006RKPuRpdaZB9skn8Ri9t8pu8VM6JGTDzD8sqX3oCtDXAtGwpIhY+2uszdUlHgHHZoTXFyCCfjyFA2wwvbfGTx8ex6adNAaaVF6Ac2eGTXvKbPsurn2mVU50CrKM/xq95R7YorTYsYp7Kay3yUe78vsH6Mc/H9vJTnvIUFJfeoOrCfD/bVZhIjmzSVXyI/cvLzUZRoAD236JBwDqCFxJnr8eBlyiWBD0oKeJmPeCBvzAagn7Sgl5kpjsYOMCDtBQPikgL+rxQnsoVMz/o9yKFcpSXmuLBgOKonGLKLGb+IJYNUGZJMAUDpIMyihgkL8XrYECxx+geNMALP+mlTPsKvAj4HPgKPCjMp43k8/s8KC0m3cjy0gYvfPke8ijuQX6ux9ipegTI68qVnqKAx9gfoHx/YVSuysquIPUUB6M2BJVPnT7q8LJOhYwLGz+vQZ+XgzsqR3bJloG0WXVSuQFFHqg+ihcFHGRn0jbaF6R82VYcSIGfMgYSDz/lK4h/YAnrQfmKS6/sTktxMLjUSww8rL+HuHtNfYuDXtbDQYB18LLdioMe5kVDXo5DXi+CPo9pU+UNIN7FLCNdBbleYu01GPkK2KbUK17VozjAurEd/T4PZIP4ZU8peYR/CWXIJvShf44D0x7qN0G2m9pkINtDdg4s8bT0jUHEOzfLQTGxivYNh/3Nw7QXKpfCdla/Vb0HkjefOIk3QCxUb10DhV4MomxhrDyVG8h0Ids3lX1TaS/lBNiuAbZlEfHyejwG76KA14yp4oDHtGmQtubnOqavCOeSIgcDibNsy0hzTJ3UZwex/XMyHdrpMXYWsZxCCfuZZAVMX/KyP0Tz87JZZ+pXfQay/sa2FA8Gsk7SUxxgHSgzyHbOzwVlek3fSaHd0Tp5oXLqG6Ucg0HWfyDtEq4B6lZ/zOcYE39RwIPsDI/pnwOCXtroBcWgJOhpsUcyU1I8ED6ia7xJVmmx+GkXbVRbDWB9pCc11YtC9kv1/yD1KUjfQOJcwn7sYiO50h+gfaqjn3grrvoFiUkwRi+mXcIwPdXD8eDQDg/8lO/ql03KV7sX5nuZ5zHYZ3HcDiRmKi/cNG4k37WthHKjdjsoZR1kZxHtLQ56OC49pl1LhRv7xiDKSaP+Utrv45zmp/5o36A9xEZ6cjluTf9j3kDWtZDlVF/JVP1VP8lWvfzshz7WV3arb6i/KZ6e5jHYl9KeVPZHySjIoz3EIuBzkJdDu9hA6qOa0wrzhYWHfcDjXYNiAAAQAElEQVRj8oTdQJYNkL+Q5Xy0VTgNZD9w9Weke5CV4Zg+EiRfSSCqU7ams9/maIyRJjykX0FlB7FOwriYeYOoQ/Oi7B1U6on2H+qQ3coPUq7sFsYB2q121liQHMVTvKwH6zeI/Vi2qm18xEQ6lR9k+w8i5sJlINsglbyllK8+VcJ+FqT8Yl5VlwFsk4Hkzc1mW5DPT/zdtilhXjDggY9YFwe8CLKcl/gVs+2DHD8aC7lZtN/o9kKYSkeQ/UC6g36HZbzwKT/gQTax8XNsyuZo3TxmPlE/oliUBD1Q2WLqzSTOsk1prwfM83KceiH5A4llGm1VnvqGgrBQWrgVU5fw0jwl24MBliVN9FQKE2+AdVHbDChmvVgX1Ul2qE4mj+0/iG0jWnHQA7dtsjIcM46CrKMwVZCcQbRJY7M46OUY8mIQ28bP9Un4C0flqW1SWNEgdavfBHiVvvRUynTA+cMD2ai+UcL2ka1+nwM/MZNclaP5Rr+X9ff7PMTDC/VP1Vd11fwSYH0kWzJSiF0KCwV8DoqDlB+kbWxvtY9wLCHWadJPuwIxeWoHxVUn1VP9TnXUtSjo4V7IgyD7WCptkL3SXUJ7o3kOfBw3KpdCmV6GFPJJl9omQB2DqF/jtoS6g7RV5dQ3JEt2BWlrieQxr5T9dwDj0hdkWdkhWZIp2TmxPqW6qW0y0x2OJy8Cfg8Cht8L2a12UlsMoM40zkXqM372S5UTn9LSLx3i87HPp3g93Kt44CP+0ivbBnAcDaT9qnOQOrxcgFVG6510Sl4KMVfcz3I+jifZWsp+NqAoxdgkfaqf+KRjIPuO+Eopu4gyA8S2gGuMZPjYh6RTe50A61MS9Jp2DBKbQQMcM2+VBD2GpvobuRSc6nU4XjwQn591KQp42W4OfLG2UX0VApQp+2T3QM5L0u8jv/ZpGjc+2i/9QepT/YM+x8ztwjGdOKqcsCgOeMxaGKT9fpYPkr844OUew4ti5mVleMy6Moh1Fb+xmbxBBsKMYtbLT9tKi1km4CDoS4H0+1l/P9vJxzzpZrXI6+E65hBLx8RldyqFSJbqaXTQtlK2tcoFfA64DTH6/ZQlHepXRdQdZP19tFfjRuVacGMbKK38aBmPWdPVh4VNgPWTbW5Z17YA5amc5g3V0Ue7Ncb9Po9ZM1T3IGUPYJ+WTrVXUcBj6qE5bRD7luQWB7zEwAMf6++jfaqjypYEHai/lLBuAfav+LZRvCToZT290PxQTB1uOeUNpOwg7VZQefVpP9u3iGU0bpQvHNUvCrkXkI3FtC2LewHpSuFYjmKWwnHhhTCUXOkMsn7CtThA/dTB5oD0q5wwEa/q62ddgsxXe6s+g9gflF/I9V5X6Sih3SpXRL6ioMfsqWSX5Kv+JaSlsCN4aU8x48W0X/xBvwPllRCbNM5p2VlAccCDAcVeQy8mr/ICbHfRpF9to7T0yzZhoLWwJOg1ZQOsV0nQA+Godsrleic5mkMG0nb1B/WZAcXUQ72K+9guQeoQn7GLMgYwT+v9ANoiLAawjiXUYfiYJ17ZZnSYtdjDfZQD7bekYyDbLsB+Ix7ZLVtNWdZPclwc/ezfAeImfrWj6q++WER7ArRD9gR8DqRPcekLUO5A1kWy/eQrZV187Ld+9g3V2894QGWZl8M9lGRKXnzbSB6nQvSVfxrvssn0uVh7lAQ90B5TfUf1Vr6uAdZN7T+A7SCscmJrSpD0YtKKiKfyBnK+9bP/+mPyBrJN8rlPUDsEfA50Dfq8bDcPhOFAs3Z5ibUXfpYp4JlK+4L4vYD6i3gL8qLl/T4Px7zH9DfleT1ACfuK2jxIO4qDXpMuDnqMzIGcs1PIkxIbCyoje0WXbakUMIh25ib0Wx/bVu2oPPWDgbH2V1kf61hKuZIlXNT/xCdsVEZ2qIza30u9JcQoyL6hcpIjHs0nslG4KU/YC5sg66c+PYB9TPKj+HuRz34lbALMz9NZgOPbTzuCPo5pU3+H873HYCk7NG5zOC8ZucRFbaP9verrZ90CtKc46IX0i6Y81amI9NJYu/jZr/1sF9mbQn3FQY/RIduEt7GH+fLZqL5qJ+WV0B7Zns82UxnVz+9zou1BHDWPB/yy1cM12MvA8wXPpSovuQHySmdJ0Et9rB+x0FgNsh5+6vNzDCtfOoN+5tOuIOWVsk1KabuRQb5i0tI5z6ltlK+zbwl5ZVNWhgc6j/iJ4QDaK3qQ8oPEt5B2Kx1gXPVQ/kDJ5Zqp9vOxjMaN6u+nHtFUVm0lu1K9Hhi5tLskyPoF1L8d04bSjdg/PRGsJ4NjSXvpZQQ4DfSyhiVNvK2PRcAiYBGwCFgELAIWAYuARcAiYBGwCFgELAJLPgK2hhYBi0CvIqAngfVEcLySiZOnoqTIh6zMjHiyjfcQAtYR3ENAWjEWAYuARcAiYBGwCFgELAJLFgK2NhYBi4BFwCJgEbAIWAQsAr2HQNBfgBHDBuLRZ98ySvTH47758Q9svenaJm2/eh4BT8+LtBItAhYBi8ASgYCthEXAImARsAhYBCwCFgGLgEXAImARsAhYBCwCvYjA+aMPMn8cbtRmh2KzPUZjr502w+YbrNGLGpOKXmqI1hEca2rdddjr6Isx4bfJMUr0Ivp2+58FdUiFMVfcHc3o5Pvex19tKXP4qVe1+muHiTLf++TbTqTZbItA30ZAf81T/VxjREH9P95i9XHRFTSeNAbi85PFxSNelVGQjHg+6RBdQbplQ3y+jVsE+hsC6uPqzwrq+xoD8XXQ+rT+jsebtUVXpePzk8U7GieSLz3SpyD9yWRYmkWgvyGgfp+4X9N40bhRX1dQ39cY6Kxu4hGvyigkjhPpEl3BrkWdoWnz+wsC6vdL37mov7SOtbOvI6AzidYDrQsKWifibdY6IrqC1heNt/j8ZHHxiFdlFCQjnk86RFeQbtkQn2/jFoG+joBeAXHfDWdjwvgHTDhivx36usn92r6l3hGsSVKTpe46/DttVqvGVN7Zl99p7kaoQ3752jhzl0ITbSvGhIQm5qdfGo/xz9xoOrHebXL5jQ8brkSZT915Ma685bE2DmjDbL8sAv0EAfVv9XONE/V79X+NA5mvw7f6uPq68nV3T+NKY0H5yYLyxCNelVFZyZAs8Uu2dEiX8qVbNijPBotAf0RAfVt9XH1dfVp9X2NAY0H1Uf5pF9+Ge647y6wrn758O0YtP1RZ7YaOxonkSr70SJ/0Sr/0tCtwSc6wdVsiEFCf1yH4+jufalOfWXPLcOQBO5rxoz6/5iojoDGgsdCGOUZQnnjaGyfSZ9eiGFj2skQgoD5vz0VLRFPaSixGBHQm0dlEa43OKlontF7IJO2ztN/Svkv5Wl+0zmjsKT9ZUJ54xKsyKisZkiV+yZYO6VK+dMsG5dlgEbAIWASSIbDUO4LdOw+aOAeVFrXCqKa2HtNmzsWyywwwdPFqYtWLqw2BX5qA9YSJJmAmzeet978yzmO960QEvdtE7zjRnbxJ/8xAVU0ddt5mA2Vh2JASDCwJ4LNvfjZp+7XoEbAaFw4B9es/Jk3FAbtvbQSp3+uArXEggvr2WquObHFarbfmSpg6Yw40FpSvoCe3dPDQRkdp5XU0TiRbmyHpEn/8GFPaBotAf0Ogo3GicXHduCdxzkn7t4yjxPrZtSgREZteGhHYfIM1jKP3tGP2blN95cU/XaJ1Q3s87fVcZrsWuUjY69KKgM46eiLLnouW1h5g672wCNhz0cIiuGjKWy0WgaUdgaXeEdxRB5CTSc6mE8fcBDl6Eyf2ZGV1YJ8xa16rrCJ/ISKRCGbNKYeeSKmqrm3J14Yr0bnckmkjFoF+gID6dWVVTStLlxs60Dw9r/EQf+NETPqroI7jmLGgdLLQ0TiRzI7GWDJ5lmYR6OsIdDRO5KiSw0prkZ52VIi/cZKsbp2Nk47GWDJ5lmYRWNIQ+Ovv6Sgt9iM7q/2/Rt3ROOlsjC1peC1B9bFVWUAE7LloAYGzxZYqBOy5aKlqbltZi0C/RcA6gjtpOj29OGhA0Ly+Qa+P0F8zjP85ruL6ia6eNIkX5T5FHE9z450dPFw+e7UI9BcE8nKzIQcv2vknx3A7WYY89tyjoCdQdGPEEPjV2TjpaIyxuP1YBJIg0LdJ7Y0THSpyc7KgJ7QmjH8Aek2RahL/sz+7FgkRGywCXUNAT9A/9eJ7OP3YfRC/7ti1qGv4Wa6lFwF7Llp6297WvOsI2HNR17GynBYBi8DiQWDpcQQvAL56Avji6x7A9RefgDcev8YcvvUkon462Jk4PWnSHo+e7NITXu3lW7pFoL8hoCeC5axqz+7Epx3b44undzZOOhpj8XJs3CLQXxDo6jiR4+qgvbaB+8qhjurX0TjpbIx1JNfmWQT6KwJyAh95+tUdvmolvm6djZOOxli8HBu3CPR3BOy5qL+34FJo/2Kqsj0XLSbgrVqLgEWgywhYR3AHULmOLfdJRx2+N1xnlZafvCcrKh696iE+Tz8tdBzHPDGp10ToyS433/1pYXtPgrl89moR6KsIaHzozne8fXJoaRxoPCT2bY0rvSpFYyG+THxcee2NE8mU7Hj++DEWT7dxi0B/QaCjcaIxpnpo7Ojqho6emu9snHQ0xlz59moR6M8IJLPddQKPHXMUEn/JlYy/o3HS2RhLJs/SLAL9GQF3DXLXJI0Bey7qzy1qbe8NBDQ+7LmoN5C1Mi0CFoGeRMA6gjtAUxO53uf74pufGC45bT/+4kfICaXNj4g6VCT+sTj9ARL95U7dOReP/rCV/niW3q2lPw6Xm50JV6b+KJb+cJZ+aiVeGywC/Q0B9Wu9MuXRZ98ypqvf60lFjQMR1Le//uF3aKworT+KpT+QqLGgtIKeso9/56nyOhonkt3eGAMgkTZYBPoVAh2NE3eM6Q/GaR1SePjpN6EDuF2L+lUzW2MXIwJag067+Dbcc91Z7TqB7Vq0GBvIqu7zCNhzUZ9vImtgH0DA3bPZc1EfaAxrwtKEgK1rNxFY6h3BOlDLAaX3//78+2TsfczFUFp0TeTXXXQ87nn0ZeiP8/xn+2ONE1jvkOsIZz1loj8yJ5kqp9dJnD/6IFNEh/arzj8GcmIpT/rOOWl/6P2OhsF+WQT6IQLq3+rn6tPq9+r/Ggeqivq2+rj6uvLV9zUGNBaUnywoTzziVRmVlQzJEr9kS4d0KV+6ZYPybLAI9EcE1LfVx9XX1afV9zUGNBZUH7d/ax1S0A3JI/bbQVnths03WAPtjRPJlXzpGbXZoWbtk37Z0a5Am2ER6OMI6A/7qj9ff+dTeOGNj83eTTSZrZuQ/06fbfq6eNzg5osnMXQ2TjoaY4mybNoi0B8Q0PlH5yDtr/rPuag/IGttXJoQ0J5NZxOtMxpL2otpvRAG2mdpv9Xefk88icGuRYmI2LRFwCKwsAgs9Y5gTaz6I1X6AzxuUFp0gavJWn8Mzs1LdAK7+e7krjIKOqC7ZeLlKU8O5tcfuxpuwuV+AAAAEABJREFUfmJZ8dhgEehPCGi8qJ+7fVr9P95+9XE3T31fYyA+X+NK5SXHpYtHvG45yXDzdJUONy+xrPJtsAj0NwTUx90+rb6vMeDWQWND/dzN15hx83RdatciVd4Gi0AMgfgx5I4V0ZQdv2a4ebq6+eLRuNI403hTWkHjUONRvArx/MqPl5tYVvk2WAT6EwLq++rH6utuUFp01cNda9w8jRnR3eDmd2ecdDbGXNn2ahHoLwhovGjcuONE60S87Rofbp7WF42B+HyNK5WXHJcuHvG65STDzdNVOty8xLLKt8EiYBGwCMQjsNQ7guPBsPH+hYC11iJgEbAIWAQsAhYBi4BFwCJgEbAIWAQsAhaBJR8BW0OLgEWgZxCwjuCewdFKsQhYBCwCFgGLgEXAImARsAhYBHoHASvVImARsAhYBCwCFgGLgEWgBxCwjuAeANGKsAhYBCwCFoHeRMDKtghYBCwCFgGLgEXAImARsAhYBCwCFgGLgEVgYRHo+47gha2hLW8RsAhYBCwCFgGLgEXAImARsAhYBCwCFgGLQN9HwFpoEbAIWAQsAr2KgHUE9yq8VrhFwCJgEbAIWAQsAhYBi0BXEbB8FgGLgEXAImARsAhYBCwCFgGLQO8hYB3BvYetlWwRsAh0DwHLbRGwCFgELAIWAYuARcAiYBGwCFgELAIWAYvAko+AreFiQqBfOoJnzy3HdvufhVGbHdoS1t/xeEz4bTJ6+l+iLukVrat6auvqcfipV7XYKZvf++TbVsXvffzVlnzxqozLMOaKu1vyVFa8bp7skD2iu6G3cHB12uuSg4D6kttv3Kv6W2/XUDrUb9V/u6pLY8a1UdfEcSJZkqk8BfG7sjUvaFyIriA+8bv5iwsHV7+9WgQsAhYBi4BFwCJgEVj6ELA1tgj0DQR09tbZQueE+BB/nuhJSxf27CG74u2U7aqDa6POOTrvuDzid/PsuchFwl4tAks3Av3SEew22a1jT8GE8Q+YMHbMUdj7mIsRP9G5fAtz/em3Sdhrp82MDulS/OzL70T8ZNuR/JraepQU+fDla+OMDNk8ZuzdLU5r2fv0S+Mx/pkbTb54L7/xYSPS1eHmPXXnxbjn0Zfb1FEyZZvCpy/fjlHLDzXl7ZdFoDME1l1jxZa+qT46Y9Y8c+PC7Xudle9uvpzAL7zxcXeL4a+/p8Pt57JTAuLHicakxqbGgMbJlbc81jLGZs0tw5EH7GjGl/LXXGUExB9fx3gcxDP23KOkwgaLgEWgtxCwci0CFgGLgEXAImARsAj0IQROO2bvlvOCzhM6s8tp2xsmLszZw56LeqNFrEyLwNKFQL92BMc31eYbrGEcRVfd+jh0F0x5cvToDpl7Nyx+Ik/Mk4NKZRKD5B6x3w4t5GWXGYBpM+dCDt4WYgeRoL8AciplZWYYrpWXH4b8vBzIOSXCW+9/ZRzN4lN6603Xxjc//mHqoDIq6+YNG1KCFUcsY5xi4u2vwdrdNxFQf5OzVdY9/vy7upigmxXuGNLdZXd8KTM+T0/d6i6z6MmCO/5cHcl42qNpDG7OMa582bnhOqtATmuN40n/zEBVTR123mYDZUPjZGBJAJ9987NJq5zKmwS/NMa6M4ZZxH4sAhYBi4BFwCJgEbAIWAQsAhaBpQQBPVh1z3Vn4akX32t5uERV13nGPRfJz6CziOgK3TkXiX9Bg841m/ezc9GC1tWWswhYBHoHgSXGESx45GTVVU/xalI+ccxN5mlcPeGnp2pff+8LM5En5il/tZWW69JTvnLclhb7kZ0VdexKX3fCrDnliEQiKPIXGn1yZsWXF1354ounKy7nsxxYckYr7QbVUwtSZ444l99eLQLtIeA6WT/+4kfTP7Wh0d1w3RXXONFTtzfc9bQpnpinzZL6qMlM+NKmSTLPH31QQs6CJSdOnmrGtuzVTZWq6toWQaLpyXrxtBDjIrqLnjiGP//2F/xn+2PNa1jauykUJ8JGLQIWAYuARcAiYBHoGgKWyyJgEbAI9EsEEh8u0Xkm8Ze87sMz3TkXCYyePHvozKOzj85A9lwkdG2wCFgEOkNgiXIEyzkrB48qracEp86YgwN231pJ6KnaEcMGmqcEE/PEsM8uW0CTp+LJgiZ+OVv1tO5V5x/TIW+y8qLJAX3duCex986bt3p9Q6JjV7zJghxw+lm7ewdQdXr9satbfsKin7+ffsnt5mniZOUtzSLQFQTi+6NufGy+4Rot/XW9NVfCH5Ommj6WmKc75+ussUIbFdoYyQmsJ4E7GmNtCrZDkDyNw1OP3quFQ+Ne47+F0E5ETyzrzv7px+7TMoZ1V11ObgXdMJJsjfd2RFhytxCwzBYBi4BFwCJgEbAIWAQsAhaB/oeAzi1ysMpyneN1ntFDMTqDi6ZfGYqmvK6ei1SuJ88e9lwkRG2wCFgEuotA7zmCu2tJD/DraUQ9MeuKqqyqMe8NlgNXIf7dpHm52SgKFKCr/9wJ++wT98NBJ401jrCulhWfFgg9uavFRLJEc4OeUHTj7V31lKKeHj6/gycq9dP43JwsJHuauD25lm4RSEQgsT9q3Gj8KOg93PFP3y43dGBi8TZpyYu/661xMGXarAUaR9rs6Anl6y463tzccZVp3Gv8u+lkVzmBjzz9apxz0v4tju1EPm3stMHTnfXEPJu2CFgELAIWAYuARcAiYBGwCFgE2kFgCSPr/K7zd3y1rr/zKYza7FATdKaJz+vKuSieX/GFOXvYc5EQtMEiYBFYEASWKEewXgkhENxXRAwqLWr5I2x62k/BdcLKSbwgDlPJ7q6zVYuIFgo5gfXOX9moEH+XUWkF/ZzDcZxWTmrXCdxTT1RKjw0WgWQIqK/qzrbewav+KZ74P5ygMaSn0LVpUV5XHKYacyrnBvXjwRybD98yppUzV/I6Cu5mR6+g0NPHLq9ep6Ix6aZVB23a4jdjrhNYf1TSfaLe5bdXi4BFwCJgEVh4BKwEi4BFwCJgEbAILEkIuL8i1i8i3XrpHOOeaXS974azW35l2JVzkStnYa/2XLSwCNryFoGlG4ElxhGsyVDOVj2xKyeV3umTm50JvU7BbWI5g5584d2WPyb16LNvmSw5jm665xnzTlRDiPvST8Ql2yW9+OYn0BOR7tPEKqsXxYvP5Ym/Kl92ybEW7wR2efSTEr1ryP0DXPpZiV7/oDqIR05gXeMXGaUVZJeC4gqyTXVW3ZW2wSLQHQTcvqoy++26hS5Q/7zn0ZfNu7UNgV833/uMeSJeee99/K3ySAXUFxVMoptfKrfd/mcZucmKKv+qWx/Hiw+ObfM0r/q7+r36v8ombto07k+7+DbIgZzoBFad48e+xqHGo+omWTZYBCwCFgGLgEXAImARsAhYBCwCSxcCOj/ol4TuKx31gIzO8zqP6LwgNOLPETo7dOVcFF9GMiQr8eyh87+C8pMFey5KhoqlLWIErLp+jkC/dgTLwer+NEM/F9cftHIdPZqsdcdOTwa6PJrMV15hWXPXTu/51btAlac/EjVz9jxDT2xP3QGUbPEpaKKOf5Ix0emUWF75v/zxN+J/RiI57uQue/VT9M32GG1+YiJ73dc/aGGQjfE/zVdZOZ61iOhJyETbVC/VPdEOm7YIJEMg/pUNGgd6aj3+poP6p56i1Ssh1PcU1Ed1o0J5ei+1m6e+qD6ZTE9ntMQbIIn8ytfrJNxxIjvcP46o/q5+r7EpuuyJf/3DZ9/8jH+nz271mhjxaROlshr7qrtokq/xqLol2mDTFgGLgEXAImARsAhYBCwCFgGLwJKJQPx5XecJnYH0y0a3torrnKDzgs4NOj/kZGcaH4LODl05F3V29nDP/3Isu3oTr/ZclIiITVsELALdRaBfOoLlhNLP0/VzDDd8+vLtbZ4U1EQrp1YynkQZyZ7WFZj6CbpkuzKkV2WVpzBrbhnWWnVkG93KU0gs78qJ16dFxaXLXtmtstIjfW6ee3V5EmWLV2VU1gaLQGcIxPc7t2/F90u3vDY2br6u8TzxMjRO1Cfdcu1dJS++r+qmRnVtXcsfdkxWTjqlOz7E61O/l0w3XzpcOfE2uvm6ujyJssXvlrVXi4BFIAEBm7QIWAQsAhYBi4BFwCKwBCGgs7fO1zofxAf3rBBfVZ0T4nmUdvMVd/Pizyluvnvt6OyhV1eOXG4Q1l1jRZe9zTWxvHTG67PnojaQWYJFwCKQgEC/dAQn1GGxJnVHrqM7dovVuB5WbsVZBHoDAT01L7l6xYOuNlgELAIWAYuARcAiYBGwCFgELAIWgaUNAf2ScbWVhpunjPtC3a0NFgGLwJKJgHUEL2S76o5csruFCynWFrcILDUI6Cnimy872W54lpoWtxW1CFgELAIWgX6AgDXRImARsAhYBBYxAnqqWGERq7XqLAIWgaUMAesIXsoa3FbXImARsAh0joDlsAhYBCwCFgGLgEXAImARsAhYBCwCFgGLgEVgSUOgrSN4SauhrY9FwCJgEbAIWAQsAhYBi4BFwCJgEbAIWAQsAm0RsBSLgEXAImARWKoQsI7gpaq5bWUtAhYBi4BFwCJgEbAIzEfAxiwCFgGLgEXAImARsAhYBCwCFoGlBwHrCF562trW1CKQiIBNWwQsAhYBi4BFwCJgEbAIWAQsAhYBi4BFwCKw5CNga2gRMAhYR7CBwX5ZBCwCFgGLgEXAImARsAhYBCwCFoElFQFbL4uARcAiYBGwCFgELAKAdQTbXmARsAhYBCwCFoElHQFbP4uARcAiYBGwCFgELAIWAYuARcAiYBFY6hGwjuCloAvYKloELAIWAYuARcAiYBGwCFgELAIWAYuARcAisOQjYGtoEbAIWAQ6QsA6gjtCx+ZZBCwCFgGLgEXAImARsAhYBPoPAtZSi4BFwCJgEbAIWAQsAhYBi0C7CFhHcLvQ2AyLgEXAItDfELD2WgQsAhYBi4BFwCJgEbAIWAQsAhYBi4BFwCKw5COwYDW0juAFw82WsghYBCwCFgGLgEXAImARsAhYBCwCFgGLwOJBwGq1CFgELAIWAYvAAiBgHcELAJotYhGwCFgELAIWAYuARWBxImB1WwQsAhYBi4BFwCJgEbAIWAQsAhaB7iJgHcHdRczyWwQWPwLWAouARcAiYBGwCFgELAIWAYuARcAiYBGwCFgElnwEbA0tAj2KgHUE9yicVphFwCJgEbAIWAQsAhYBi4BFwCJgEegpBKwci4BFwCJgEbAIWAQsAj2HgHUE9xyWVpJFwCJgEbAIWAR6FgErzSJgEbAIWAQsAhYBi4BFwCJgEbAIWAQsAj2EgHUE9xCQvSHGyrQIWAQsAhYBi4BFwCJgEbAIWAQsAhYBi4BFYMlHwNbQImARsAgsCgSsI3ghUZ42tw42WAxsH7B9wPYB2wdsH7B9wPYB2wcWog/Y/eQSvqf+a2YFPn7/Hbz93GP4/OF78f3Lz2PG7//Ydl/C293OCXZdsH3A9gHbB9rvAwvpjrPFF1vIZzIAABAASURBVBAB6wheQOBsMYuARcAi0HMIWEkWAYuARcAiYBGwCHQHgYoKpzvsi4X38R/fwGPXH4dfz9gLX1xyGOY8chMqXn8SpU8/iNWuG4vc5x4BIpHFYtvCKP1h5h+YPO5i/Hzb+QhdfTamXH82Zrz4IJp++2FhxNqyFgGLgEXAItCPEJhePRfvff0avn7rETz63kN44qYTUXHyHki99fKWWtSE6jD5+w8x7eNX4Z32dwvdRhYvAtYRvHjxt9otAhaBXkBgVk0ZJvJw8uklh6LirIOQdv9N8JTP6wVNCyayrK4SD15zBC4fdyK+uOhQ1N1/PdJ++mbBhNlSFgGLgEXAImARWAoRiPpP+7YTdWr1LPgrq+FpDiOvobGlldKYViL79edQfuJumHvHpWj8/nORuhRm8PD9yLVHo3TPTRHcZ3PcdsuxmHry7sDxuyP7uce6JKO7TL/P/RvvPnQ5PrroYNzx9l1Y553x+KxuOoq++QLf1UzHa799gCHnnYRPx+yD8GHboWjfLVF8/L5I+6W1c3jiH98Yh0Do56V439Nd8C2/RcAiYBHoZQTG//01rn7qUpSdtDtSzjkcTm11Uo0fTfkOVafsjYeuORJnvnYtpr79NB6Z9jVenPML8ssrsOL0Obi77i98du6+eOqKQzHmsfPg3HsdZr1wP+56/DJceNdJ+PrsvVG616YoPmynpDossfcRsI7g3sfYarAIWAQWAQJVDTW44qMHsP+z52HaJUejevJvqIw0Y8VJ/yDwyv/w1yVH4dFbTkTdKfsgcNTuCJx7LDLHvw6nvq7FuqrGWvzz1duoemIcMt9/k3n1LXmKVDP/yk8exOxT9kTFmQdh3mO3YuoD12LGE7dj7mdvYua0ifjlw+fw/tM34stLD0fzsbvg/fsvxaeXH4XL7hltFjznkG1wyavXYUBNA5odB9v9+jeWe+VF5D35AJy6WqmxwSJgEViCEbBVswhYBJZMBKZWzcKEh69FxeUnI+eFx/H3nH/w25zJ+LYoD6EUD74oLsR7ywRRO2o1eIMDYiA4eGmID6u8/TY+f+oG1ByzIyKnH4jUv36P5be+PPf8Tbj91uNwyhvXojnSZDKbHOCD0kKMnFOJ0llzUfXiw5j11J0o+/xteKoqDE/i16SpvxlnbN03HyHxieSZ1fPwxRM34OpHzsN3lx6J9687GZVnH4xnXrgFBRO+R25NHeZlpALUW+/1MJ6G+H9TczIxoLoeU3LS8FpOGGW3XojP7r2EN+gvwHNPXIkvnrkVa99wFSpvvxSvXH8C5py8B16++VS8ePvp+PuCw1E+7v/gnTE1XqSNWwQsAhYBi8ACIPDnvH/xwwNj8cONZ2Lmc/clfSK3sbkJL/3+Ie786llUl8/GcrPm4ZmcZrxyzbHwHrw1Jp9Op++Nx2HsXSfimzP3wi1fPImS2fMwJTcdIZ5lZZYT4Te/dAG//s7LIqH1Z3p2OsLkV1DO/0YOwOY7rqKoDYsBAc9i0LlEqSw+fh8UXn8JEA4vUfXq6crUNTXgnUlf4snbToX3iB1Qdu7hmPnCA6j+6n3jbJtaMd1sSCu/fA9ObU1Pq+8r8qwdPYjAJ//+iH/O2h8/nU6n7DH/5YFlDL6b8Tua48biDC04RqeDj0tykVZVg+X+nY60sjlI++MX7DXzPVScsgdK99wM4ctPwR2fP4HU+27G8v97HIW3/B/S457OefbZG3H1w2Pw7fRfMWraHFw6yo/J376Pa5xpWOaVZ7HKtf+Hdz58CpWvPoH8Lz9G4dwyDJ5TgYcyqpFZWY6fCjOhhfGErVbGtHAjtBh6I2GUZ6bTwgjSfvmeB7/fGLcfi4BFwCJgEbAILHkI/DRrIt59/BpMvHkMPO+/3lLBhgbHrI8thH4S+WLqBPz1yA2oue9apP38A1787QMUffI+Vvz+ezz1/av46fbzUckbyN8V52PCButjs433wC7bH40tDzgXjdc9hNlXjkNo6PCW2v6bm4kRc6sx8J9/4bt6TAv9+xm/4cxXrsb7F+yPSf/8isrY6e3zAYW4Z/VlUVc6BNvNacSc/BxT5tkRxRjFfcxnrz6A8nMOweSLDkfl43fgp5fvw5EvXoZPx+yLJ1+4Gb+/9jCWG3se9FTWgH23RP35R2PW/+7CJ5+9iJRvPsXXmRFsMWEiJoVrsOzkKfguLw1zMtLx0UAf1q4O48GzzsTWB1+A1P+7C3vsfiqO2u8CzL7kZqweXBYfrbYiyrOzkMo92XtFufi2aiqGfP0Fnkit0FYIfxRm49z1hyOlshKzUyP4OKsZ1ZVzsf4vf+G56kn45coTUXb0jmi++mykff8Vvv73J5SNHY0y1ufXy4/Fn2NPxMv3nIc/bjwLTU/dbertfs2onoupH7/WoSPc5bVXi4BFwCLQywgsMvFN4WZM/PVz3PzqLXj3skPxIdeMm169AZEJ3yD3rz+wxqMP4MV7LkD2AVvh99P2wmPXHo1L7joZhz53AR754VU0m9nZabF3Ns+oxTUhfOvLRDjUiLJUb0veDWsNw3LVTdggnIm6rXbG8buchif3vBI7XPQwyk46H9ukBDF1ueVQMHwV7FswEtX7HI5hI9ZG8ZAVsNUGu2Pd46+CE3Fa5NnIokfAs+hVLlkavTNnIPOT9xA851h4+tBPz3saZf3Ufsa7z6Lh6buR/uVHRvykf3/D5+OfxpcPXYV5d12B1LdeMHR96cnKv7//wDh3q/7+Hfd++wLu/Po5pJfNQ3F5NV4sBNZ4+H6MvOJC3HzXKTiPk9TaN16NFa6+GFWXnICZLzyIG16/BVN4B8q3/5YoPm5vvP3Fi3j6jjPwxhVH4p1LD4F+Dley/1bI+GS8VHYamrkZ/ej1BzDltgsRfnH+z+Y+/vYtzL76dMy94Vz8+sMHmFg2tVNZLsO/86bix/efxZNv3Yc3Xr0bk95/Ht6Z091se10IBG776mn8cc5+yDj8vzwQnQ80Nhhp3834Da9zEbv908dRF6rHrOw0lFY1wNvUzPwItKa8vesuwBljcciZ96Ds7LGoX3tDDGp08FdBFn4pKkQ4NRV6kgX8l9IcwSMrDcQhIzLw9czfSeGHdyvB8C3794dXHW+e7K3k4SuzsVGZDNFP2ONgek46Uinj39wMvJBSyUUtmvdPXoaJOIhgelY6SmsaMJ08TgRwOPO+umwxtt7pOGTtsA9AnqeWL8WEuy/Dz6fujtwDt0bxifsj+5X/Mc9+LAIWAYuARcAi0H8QmF41x+z/yj9/B05VZYvhj/74GnK+/xKFE77H7PeeR9PP35q8+npeHIbuflgmAn51t1yMP8RD88dTvsNXbz2KGZ+83q19/Ft/fY7rP3sUQ955E8u+9jKm338Vvvjne0zJ0U1fB5VpKXhniF/LO/QKi/9sti9GrrMtlh+6akw7EBq+ImZfey8OOeZalB95CnYMrhTN401i79zZ+GLsMXjguqPw+Cu3Y0b1PJP3sz8X1SlebJ0xAPttchC2POdO1F//IA475jrkn3wpIlk5hs8TAfdH6fiwOAe/eEJY4Zkn8My/36AqNP9XUFPyaKuBz4ETasKzuSFM/OY9PF7+G6Zyv1JaVYcp+dkoaGzGt8WFWK+sHi+tPhKN62+KMw+5Etuv/V+M8A9B08Bl0DhqDTQNGorQqNUw/KgLMeL8O+D4gmjwevDIqMEIG6vAPZJDR3IhptJpXZGRCt0UT2VmAfUj9i9CwOTkHlVWhdszynHZx/fhxo8fwqhvvkV1TTnyp03DhHAVZpXPxKYffY4hTz6E0n22wHdn74OyU/bEHc9eidVvvAqjrrkceQ+Pi0ntmctnU3/Ck6+Ow8sP/x+q77sOaW8+D09FWc8I72Epf0/73YzDuq8/BJqbjXTtoafdeC4arjoDmR+/Z2j6Rd2Uz9/Cp0/dgAnXnISJV41G/f3Xm/Ntdx90+mfOP5j7ymOY+8zdmPjSQ/jh2Tsw4/XHUfXnz3juqxfwya1nYdJ1Z6L8/ZfhaedpdWPUYvrSq9umfPUOZn36BryzZ3bJigj38H/+8ZXB2p3TulRwIZle+/MT/HjJEagZvTey3n55IaXZ4v0FgfpQA0598wZMpCO38vT98O8rD5u+F/nrV3z493f484lb8X3FFPiqapARasaszDRTNR49efWgLD0F+Q2N+IJrQzrPtTOzUukAZpbDdYB9uW7Z4fjruNMwwD8QqzelYtbAASiJpKIsLwfL1Tn4fYXh2D9zKDba9lDsfMpNOGXvC3DUWrtieOFgCol+6jbdGusfcRH2OPL/sM1ep2P9XY7FqA13xgr7j8bOe56OzUZthqZlhmH9sY/jiT3GRgvZ70WOQLRPLHK1S5BCR3WJIHXir6g69zCUXXMmar/6AGhqUka/DzV0tP3yzXhc+NbNGHnPrYi8/gw+euYWPHXFoRj/+NX45Id3UP7Xj1j5jdfwxvtP4qgnz0XN0f/FF3SezX30Vvz2+iOYfOsYfPD3t9Bu+MdALupTUxh3PxH8w82mSXHj9+FAHy5aoRAfTngPn1VPw6C5FQhHgP3WH4S7//kUI/6ajPzKasxNFfAReDiB+a6/CIGzjkbGp+PhlM9F4mJcXl+FV7lYXvT+OMz56j2s+954NLz0KP7gRuf8l6/Gm1++iNW++Arfl/2Nta66FBsfub9xMufffwvQEHU+yr576cx+7/+OwPgLDsCUU3bH6Y+ejctfvxFTxz+HZyt+xzovPI8Nb7kBgYtGI/PdV1VkiQgNTSGcxgVn2sm74S064F/9v8OQetj2mHPxsZjxyqMwG0wepnqqsvp5yk2fP4EPJn+LobPK4GN7Z3z+IRrPPRznvnQlrvjoQfj//A2N9Kg+RAeuNysXfw0pxRZlzTiwIQfnbXQ4ztjgQKxWPMKY1LD2hph3zhXY9IL7cfbxtyH/jhcw4/F3MO3p9zFmy+Pg2WBr0wcbebACD5SXbLA85mZn4OVlizCuNB2Fs2Zh8Jxy/J6ThnqvFwdmD8PPN9yNU1beCYNX2xj/bcpDRUE+9M+JOHh9WBBNGRn4ZLmBuGHbdbGnpwQNa2+AU3Y+EyljbsTumYOxf2opLtv8WKw7cGXUbbItwoU8LFJAdZoHeaEwcusbcf3gDOQ/cCsCh/6XOfbT7xCwBlsELAIWgaUUgdcmfmJ++l94+1X448JDMOH8QzDlvMMQnjUNER4231mmCKtM+BX+26+E/pGEmhrFuhe0E6yqcrpd9oM3H8K8saPx5KOX4eYvnsQ299yDFW++CnPHHGacVs7fEzs05J85f+PP37+kg5f7UERwyQYj8WmuF2m1tbhqveG4e7dt8Z9IDjzc14KVK87xYWBeEdr7Fy7woXb7PZB7xJmoOPQEsjl4eIVB+CWliXtg6qAc/fz20yEl2LhgGWy68V7YfctDsfGQ1ZGekgb3X+OKq2L2+ddg61W2REN+gSH/k5sJ/TqqmSc+fkCjcd/6q2DvzQ/GKoNXxVvrrYlDbrXIAAAQAElEQVQ5w0cgkp5OJ60pwi8Hj6w0COEBg5Bx54vY9bwHMPjmZ3HqUdfjlt0uxKnr7U+ezj9FF43DetznRMj6/qAALjt4N9zx33Nw+0HXYehR5+PEkv+geOu9kHHJOJx93O3Y/5wHMOOup7HDGttjRE4RqrIykV8fgpzqzbyD/t5gPzLDQDUdGUHukzLMe5YlnTWjo/MHfw585VX4NTsF6hvnbzgS++TPQelem6J0z00wYP9tkX/3DbSm+59mOufHfnQ/bvj0EYwY/y6yf5+Aka+9gLu+fwmBI3fFHTcejamn7AHvUTti5vVnofLJu/DHqw/ikleuxbsX7o+MA7fC7ON2wvirjsPLN5yEPy45Clc/dA5eu/wQVByzIzIO3Q5zzjscs58ah8c+ehxvXHkU3rz4QDx01eEo3WOTaNh7cwRHH4KMzz5Ae/++n/EHxl94gOF/57GrsPb1V2G5K85D2en746YnLzF76DU+/hTDvvoK6bdehtEPnsYxeihy7rsR/078HtXzZmH4Lz9j2VefR+H1F6P+uF0w5rFzsN+z52Gf/43B92fuiUmn7Ipvzt4bn47ZD7fdchxSafvvp++JW24+Fu/efylWeeAunNI8EVUfvATPx++g7K3/4dhvH8QHE8ZjZsVMrPv5l3jp82dx+TP/hw//+a69qixSuoc3Xj685XQc98oVGHTr1XjzgydQfPw+xHFj/HTZ0XjrplNx1lMX4p1rjsOrN5+K0569hJicj/PuORnjz98f3z59G0rvuhFXfXgf3rjiKDxy3TF46Yoj4By9M3JHH4hU9peFqdC3M37DQ3edjhuJ9wuXHoIjnzgbD7LvDZo2AyOmzET2q88utI6FsW9JLVvVUIO/vx2PGfojZzOmtlRzTm05nn/rXvx+09loeuz2FnpPRubWVuDucaMR2GdzqI89yrngvmuPxAO3noTplbOx2ox5eKEoE/988grqn7oLR312L8Z98z9jgpfz1ee8eVdZkIdNy5vw8aYbo37fI1G/+toY5mTix+WXxZqNaajPy8eqdQ5WRw7WLV0ZJ669Ny7f7FgUbLYz1jluLFYbMw5NNz+O9c+/B6cecxOOPf5G7HvEFdhlh2Ow0sobIis1A/Zf/0WAK2f/NX5xWb711lujJaTkY2sGcMfx9LIBjPriCwy/8kLkPnU/0iZ8C8+8Ofjg3cfw6V3n44enbsZsThzt2f3LnMn4/r7LMeGGMzGbd1EX9fuxNKm998PbmPT4zZjx/H347bWHcNlrN6L2idtR1tyAf3LbDnZ1IG3BVP93lgmgxhPBiHnVeGaYH63+OYCXm+HM1dbF9EdexyFn3YeZtz6Gmm12wU4zG7BxrYNPd94RkZRURJxYSfLfv+oyqM1Mxww65kSdnpOB+hQP/s3LRKW5w+Xg3lWGoPmfP1F/51gc+/JYsxivfcOV+PbhK/ACF+HLn7gID3z3Ev6Y+49EMDh4cuQA/Bwqwx8N5ahN9cC864w55hPTf2xkIi69/wxuAjbhJu4AvPnXZygsr0AanZ4zMlPwb7oXugusMhHa6jWRCLxzZ+B/3MTVHLsT0s49EiC/svpamFk9D6/ccZapX9Hem+G2e8/A2LtG4/abjsEzYw/FrON3ZvoUHP7CxdB770bMqcIXRTnIr6lHkHcZX8kKYc3778JyV56P3P893Kp6X0z7GW8+MhavjD0C007aDZPO3A849QAU3HoFZs6ZgivevA2/n3MAzn/gdFx818nQJn3esf/F+DvOxaeXHY5P/v2B2AIfDPJF5TrACWsNwF+NFdE0vx12utkBP0adfBWKr3wIm5xzB3Y64LwWBzBZOv2sEBiKrN0OwVrLrI6NeGjbdOBqOGHbY5C+1W6Y4MtBdkOI/T7TyKlOS8Fv/lxkjFwVgUEjMGTtLVG8/0k4eJ9z4b39WUTOvwmXDtkUe292MFa96D6cf+i12Oeoq7DdPqdj1x2Px9CCAQiNWBGb73Uqdtn5JIz0DTFym0tKMePu57DC+eOQtfvh8Ky4hjnAhZUbicDhQcc7a7pSXQ5fT/8V7zxyBd647gQ8ed2xqD5hN6ReeEKXy3fEqEO32+874rN5FgGLgEXAIrBkIqAbxH9N+BTTeDiO/PUrvpz0jfm1VdW912DutL/wJfcAqrkckPrFzD+pzZgdqsbfqRH8y31cUX0TtMhnz5yJ7NeeA7dQaGx0VCRpyPjsfe6rH0DKP3+1zec6GeqgbGKBaVWzMfOr95D2128Y76mGw//i+ZcO08lZaUh//hE89Oy1+PKiQ1A9em98ev9lpm5PPXU1Xrj8YEymE+yGV25EyddfmpI/DBuk4piZnY6hVfVYqcFB6Za7Y8QxF+HkVXbCpcO2xkWbHIU0b4rh6+yrZse9zN54am46CrkHeWNYEZpLh+CuXc7DOXTEHvLfE7D1ipvCl5GXVFTTyJWQv9NBKL/neRx+2FisX7oKmoYOx8zBQ7BSZT1Wq2rC3itvjWVXXBer7zcao06/AY1X3oOZtz+B1YatifohQ3Fk1jCMXfcQ3LTt6dy7a6efVFWXiE0nX4gn9xyLpxgupYOhMDNqd9ryq2LjDXfH9qtvi0FxTvKwL4iSrfbEeidcicYz/g+DByyHtbz52D2wIuacehEKbnkWI254Fhtc/jj2P/s+zL7qbpQfdQrq/rMhMj2pmJ6XhYE1IXxR6sPEwiw0qXMZS9nSjfXIfusFZL/xgqF09vXT7ImYdNel+Oi+S3HaK1fj+5l/sIijrotpPBNxh8Y00ORxMJ6O7mXnVSDc2Ijf5k3BCk89grtmfoNJlbMMj5eburtWG4LUinJUNlSjYMYM/E5Hf0qoCYOralHlieDPcC1We+pxfD7xSwTnlZtyjvmOfYUj+I5nl0+evQXvXngAMg7aCuPP3w9nPXMp6o/eEVeOOxlX0VntcEzESsB0Un49PzAH1WVRW6bkZnL8RcxTgDpfiX9SfhaKahvR6PVgLs9dppIsNyknDRNTgeZIM9x/Htoxjeey9KZmTM9IQbC6FrMyUhFyQCyAWRxH4p2RnYbcxiaOjQzSPUa2zktOBPjVl4sfclMwt4NzMRbhP6ehATOr5kar7eoVjrwB8VVGM+bVleNvbwhbTZiI31GLqeF6hMNNUIGp7Asqoj7xI88J6/w9HU5TCHM55P0VVXg44MW8a8/C9FP3wZO3n4ofLjwME289Hz8+cRN+5ll76muP46v3n8HH7z6O3959GpO+fAfzXnwIHz5zi3Eqf3fWXmzXB5EyrwwFvAHyd0EGqlK9YDPAS8URAnrwqvlo+r9T8e4F++MhOgvz990CpbyBUHXH5fj19y8xpXImOe2nqwh8+c/3Zt6/8vkrUfXIrZj4ykOovPAY3qw5Aq+8dBtOfPVqTJ3wBTb78HMMfv7pLs8pXdH/6+xJGP/hMzjhtStR21CHuRlpuGONZVp+VSEZanNd/8nnWGZkbmYaqtJT2B0juG+VwcgvGoK9TrgWW55zN44/4hocv+MpWH6DHTHv/Gux4Vm3wf9/D2ClC+7EASfSuXvUtTh3z/Nw2vr7Y+Nl1mh1c5Gie/VzyL47Q6HFr0YfW68qtMJbIbBwq3srUUtX4q233oIbVPPGESsBXi8aPR5svO8G+OC7N/HnuEsw5YLD8fdX7+CXyunY7ulnsdohu8KpqVKRlvA7HZS/nrY7pt88Bs2/fY+iP37Fag/eh+njLsf0d5/FuBevR+mem+IR3gmqP2I74PAd4HnkDjgL8S5dPc3wAxedSU/cih/feAz3vnyzmdQmvPc0hrz1Kk5p/gMV77+CSaFyTOECN7CqDtdsshp+3WxLDFp5A4wqWR4BfykGDVkBQ08ei+r/7oWt6lIxvDkN34xYBstyE/YCna1fjRyK1MPPwMO7XILH9xiLM9Y/qGWCaS4ZiIpjTqcDbxyOOOIqLHPwmRh02Dk4fsSWWGGtrXHZ4E2x5cHno+moM7BzpBBb5AxCybEXYLPLHsNpJ9yBmnHPoW6DzVpwrEvxQhOhmRwd4P2BPmTXN2B2ZqrhCXND8/Fypfh1pRUwuKHZ0BAJYzrvlt162knY4tLH0MRNZyOddcqcwo2Sx2wCKEwEhs8GFKI6Nw9ZjhcDuBin5fjgHHA8nth9LAInXIqm0sHgLIyZnJCLKmvxeE4Iz159FOpP3Q/ZF56ItJ++oZTF/5lTV4GTX78GM2vmAY6DJg/wYUEqMohXJR3jwdoGTOMG7jt/JprCYejf28v4sUxtM34L5rGKjkgmvD60CM9MeBtn3j/a9FM9Lf7oW/cg8MO3SOGGuCLNA39FBUqnTMHkHz/G2e/chmkz/sJmf/6LKZkpXNgioED8GMhH/qQ/UVBTR7kRmYXfdt4d80ZfhHB2Dsy/CL+pevphJ+KhXS/BXbtdjEBWAYkL/gkX+rHK3ifhpD3H4Pj198UqweFRYdST3hzBQ1xQb7rsQpy442hcsMmRWKt0xWh+wrd3uRUwcp1tscLy6/DAl5qQ23kykJmP5dfbAaUnXITqUy7Aup486PGc1LoaFJ98IApuvAxTpvyKp3kH+oNLDsH1tx6PQm70Xr70YOK+CcOmyHv4Tjx+9ZF49I1xyP/xWzRXV6KxuRFD5pZj9oy/Me+m8zGJ89E0Ht7rkvyBGMT+zWK/+OWjF/Hr07dh1jvPosURzb7SzKHDPWeM014sAhYBi0DPI3Dki5dh5vE7cV7bzDwBl/7Vx+iLPyOO1Xypu/w0+09Mf/Rm3PbL67jy9Vvw21O3oGzyL4h8Nh6f3X8pnSaV2H2XtTEr4MMfwXx46ATlNgMRrqtPrzAQxctoHY0A3DPnvPE8tBdzQdS2y42/NekLvHLlUZh775V0BN+PnJefBrQIuQwdXO/6+jm8eMcZeP/KY3DZQ2fj31P3xNQxB+HSd27DbDqqyrhPq0xPg/S9utHaiKSlwUEEE/x5QKgBA7hu/pLh4Le5f+Od2qmo/Of3Fm1yls3MSge4Jv48nPtcemTeGhpE/hob4aL9/w9rcI8c9gWgG8bLr7k5/Fn56M6/yv2OxDab7o/hK6yLM4vWxnFr74m89Ng+CF3/1xwsxur7nIyj9jwHuO5h7HHWPRhz2DXYetg6bYSEC3xYaZ+TsPmxV2CbHY7CcoOWb8OzqAkNq6yFzQ86D7sfdhn23OIQbDhkNaR4vK3MCC23PGq32x16DdheZ4xDyS3P4fqDr8WIk6/AyKxiFKRn4c59d0Pt4KHRcmyrtJ++BRobUBOqx5vjzsGD1xyBzAO2wk9n7oWpV52KuvdewmM/vG6eFp838SfckleL6fUVLM8+yzb/Z6tt8J/N9sEvu+yF1bKKMDc/n10hgo947oAD6I/lqa97qCtEx+rUvGxMKvZxS8fylDKPjh31oQaeG+VQnTB4IEJp6cyJflJY7tPSQvw2uATZa22Mvy66BjVb/BeR9IwoA78l/6vifNy++lBMb6rGsvOq8E9OqnHuinb/f1ZASlYOD5qnmgAAEABJREFUxm66Kmp8hQjy5ksJHb1D65rw+MknYNITb6P6qntwWum6mLHXIcg48ypsyvPVxnSw+699DGXHnon6dTZAKfvBf5wcDM4tMfvfWceehQEnXY7N1tgaeQOGYa10P97cdiuss9xaWGPZtbDMDgdh1p3/wyN7X4ntLn4Uy9z0LNbc/XgcXbwGdlt7F2x22s2oOP1SnFC0Bi4bsCE2GrI6a7P4P5H0dBTn+rFabRjPHHkottnqYPy93gZo5hxRWtNAZ30dz7ZNmOorwGDimNEcQao3DalFpfD5BqChdCCqg0UYUh/CR8uWorQhDF9dCOZVMazes8NLMHhOGYqmz0S4vgo1f/+Kxm8+xl2zvsXIR+7FG7+8C7z9IjKefxRPffEMhjzxIG6LTEegvIKlo5+PSguQ5001vzTQvOXnuaGMN0DCGZmmz6nf/MsbbT7a5yWDzsTXO9OxxZgzse7heyPl9Wfx18+f4bm378c1j56Hp648HP+cshvuue0kTD9hZ663m6LksF2Qd/8trdbbxBt/UWuW3O/HfnoDt33yKNZ9733Maq6DxjA4sH/jjaVpDZV4qP5fuP/+zsvAzasPxUV/vo7Jo3dH9iHbI3DhyUiZMsllwaf//gj9muCJO8/EG9ceh6qzD0X2tedD+xox6XWa1376KA547gJUHfNf3P/yTch96Ull4ZOBfry2XDF0/v6ecU/RIKw+cEWcU7wuJl59Bw5YezdUbbs7Ukauhs3DuVi3cDmMXmc/XLXlSe3eLDSC+9CX60/TtQ+ZtVSY4lkqarkIKjnninE4/NCxCC0zvEVbKhfyrwYUIEyvCT8t9IJx17bEFYlwso7mO5iTkY4c3j29ac1heDujAXmP34OJc/8hm8MAPLH8QJRWVqPkhSdQdOohSJ34m6G7X/pjClNuuxDld1/V8q7a5x69HNWj90bK5acZtre5sb799dsxkY6e2d99iGcnfYrQHz+ZvIp0L2pTvCaurwg8eGqlwVjvP//FZfuPxeoHnYkBB56CUYedi50Ovwx77DoaI31DUHnYSdj85Otw6b6XouSKh3DGMTfjkiNvwpkHjcUKK67X4vyVzI5Cxqg1MXzDHbHytgcYp9oygSEIr78F9t/zTByz3QlYo3j5luKR7FyUH3c2lqf8p/67JWatugZ2qU1HSD+NW3UteLnf+pqbpEBDE5bxZuGI1XfGNftdgbxL78SW59+PXc5/EE/ueSUe2e0yHLnmLkZuwxrrQm0585ZHcebgDbDWmlvhtZvuwFq7H4fLBm+Gbfc7G9uccxdGXfE4bjzwWtyy8xhsO3x9eLgxbKTOeedcSaf4ntgglI4mj4MCtmUNr8tOmYb8X35C+oTvjJ4+8UWbvygpwJvDByKcmmZM+jmQgwAxb157I2QMWg5rNaRhcLYP2y23AQaecxMOPI39/NQ7Mf1/7+NQ3kWs3Xgr3ulPR4BOcfAAZYTwy8O4HOk6bEW4af+Dd/5JhuTXeR3UpHogB/KOs+oxPC0fNdlZysZ3dDL/WFyIvZoKcMlKu5g2q99oC8y+9j6cO3I7XDp8O4zb4RzsvPwm7FOppkxvfNVstRM2WXdnHDtgbTw8clfsteKWpp+PCi6bsLD2hnagYdW1sco2+yOSlkUFDtDUhKyP3sZb4x9HyhcfILOuDlXEUJjrMABuUK5cZzluJN9DM29ueNj3wX96Qslf1wgdWH/15+Dt2n/x/nuPYe0brsT4l+5E/v5boXTPTVBy5O7mJsUjP7yGN644GifxJkHNS49g6OsvY/VxN6H4+P2QZd8/RkTtxyKw5CJQS6fI5O8+QNUT45A+/tWFutncEyh5w8DNaw7Fp04l3n/mZnx4xbH44MIDUXHmQUi77wZ4yub2hBoro5sI6KeyT/CgrGKT8rIQXYMArTeDeCP3K+4jHO5rZ2emI3LCBdjqggex7fkPYPWrn8aTe1wBvQ9whSPGoJmO0rkDV0FjXTNynn4IaTP/QVWlg0qGl16+A9VnHYS5rz6OIjpC0riflr6sd19D5kdvKZo0TK2ahS8euxZnPjEG73CvO2TS3yiYOw8/ZXux4ox5uHOZAsxrrsf7g/34w5+HkbVNGJaag0GHnomc257H2qdcg/xhK+KPZQYhN+LBtJwMsBsaXVyJ8fbgIKYVF2GbcB6K19nK1GX//c/HEaffbeLHr7ef4V3Yr0huHkrW3Qor7XUC1t54dwwtGrqwIpe68nIQH7P3ubhuj4ux0x6jUXnJTQgNWRaf81z268Rv8OUD/4fDX7wEkRlTjWOtLCMFdXTaDv3pJ/zfPx/ghd/Ho6KuKoabWt9BVmomjl5zN+y2zZHmjFJw4IlY44Qr4Nz1Atv/CvznyqfQfNEtWGuLffDD/ofixMBquHjgRtj++GtQdMNTGHPc7dhw7OM4cfSdGHjrC3h4n6twyFn3YvBVDyNr3ItY74onMPuKcdg5ewgGDVsF2+56Mnbf6jBkrLouKk44mzdfXsfQ0VdhvUPGYOtTbkT24JEoaALCXi/e4F5+2zmNWAfZ+O/wjbDqCWNx8PE34dCTbkHFXc9jR47DI067G1cddDUOWX1Hs4eOEI91NtgF2/9nJ6zE/W2sstD5qm6rnTDvrLHIP3UsztjzfFy3zWictcFB2Hq5dZA2chXk7HQQhp96FXY7+GKsfNSFSDv8DGz+36OwdeLT6rzZk7f6hthyo72x1QqbmD10/XqboHTnQzFig/8ikFXgql2s17A/iI1Pug5jDr4Ke260H4rW2hypZ1yBmY++hW0ufgQb/N8TuOLga1B6/VPY45z78eA+V/L8eCku3uUc7HDUWBx46OUYedE9uPrAa7DTWXdh8wsfwM4XPoTMe1/Fgatuj+pUL8rZxzyqZWzS1EW/dBVJYWpuOuZkpmFeRhrK01NFwo+BPPxY4sPe4QKcvO6+2PGUW3DiKXdBT9jrNSvLHDkGFaMvwq6RQvy23FCUhkwx/FWQjTlZafizMJuEiOn3X7/9OP554hY8M+831FRXooHdelJeJt4qyYGcyGTE57m8+fXVW/j2sqMx9/T94Dn/ONTzPKAbf2vfcDVKLjkDeY/eLdZeCe9N/go1R+2A0j03Rf4dV0M3/uSIfuG393HYC5cgcui2eOjqw/HL6Xvg2auOxD3jRuPXcw5A3RWn98irMSaVTcW7k75sqVsKHf5Ts9MxLZ9rXYwa4fk5Quz+GlSCutJBGMh175uifAwrr0Z+dQ3eqZuO9+8+Dwc/cTb2fuYc3PTZ4/hu5h9YfuJkeKuqeP0LTd99his/eRjNR2yPuWcdgK+mTkBTuBnDymrgbQ7zpk4GRpTXYWVkYMVTrsbVHLfXsm8devDFWG/vU7HGRruieNBIDF17K2y7yd5Y4/DzcOxeY3D6Fkdh/cGrGL9EzFx76RUElgyhniWjGn2jFmFuamt5V1WTcbrjge4SgQ6azwb46NDhnV5ujPXoQeM3H2Hq8TvhuscvwiNXH4E7X7qRDt5S6N99qw7B18sNUZQhAi0c03LScfH6w7ESMlGimSfCLH68c+cgcPFoTnw/MwVMLp+GGz9+yNzBqvrhE0y99Bi8cPkhKJs+Gc21NfhfeA5OePh03P3Nc2hobjRl3C8vN9kS66y4Bry3PWM26+tc+SSe2mMsHtvj/7D3qK365KQSyczCsnufgK0POg/LnDwWBxx0MQ7Y9TR4dt4PKcT7WzqCVxi1Ia7Z7QJsR4etW9/Ors0DBmGN9XbC9uvuitUGroT81Tcym75hA4Z3WLRp4GDjFF9hzO1oOOYsjIpkYnJeZsvPpDosvAgz89KyceEmR+KkbY/HiMsfQPnDb5pN7D37X4MjuXHefNcTsMIpV+Hs/S/FtTucicNW3wlD8ktaWRjJykH5iWPwn12PQ25+EIFmL15cm720dCg2LVoB64y+Hgdyg7vSNU9hLfaleWf+nynvcEx4MrOROeZ67HXSTTiYm6eKB1/Dppc/hsPOvBcHnnEX9tznbN5AWJcb1TRTpjlYjGW52C2/+qZwf1ZoMnrpq7mkFMtsuiuKdz4Eqaus00taOhbbsNo6mDvmStSvsZ5h/JcH0llVczCwuh61dKavEkrDhA02QPOgZTCjOGh4ppLnpeEl+JeHc8/oS3DYGfdgh4seQfNm2yMQChue6JfDS8QcfsCBf/1y+Qhccio+++5tBMvKmRf3CQM/BbMx+fl74D3nKHT1J5VxEmzUImAR6AMI6KZw3Yl7IO24PaHX9Pzz2Rv4+6OXcN9bd+P2207C9fedgfoHb8Ty/3scKXdfhzk3nIvbX7sFA/bcjIeyTdB4xHaouPwkfDz+CXz2zuPmj6O+8+2bePWe83D6g2eQZ1NkHrAlZo27FD++8Qhef2kcbrr1eGQdsBXeP38/vHvxQfj3/MPQ9GT7h0gd+HQjqqqxDh8NLDSozUtPQwYPRmk8JNVw7ltx0hQEXn3ezFnp388/sIn5uSeuxPW3n4ivz94bpXttiuLDdkLqxF+hXzm8992b+IkH4dCPX4i1W0E/q/3k2pPx/sUHY+rFxyD86pPdKr8kME+tmI5pH7+KVz96En/HfmasleQPOhwyhq+M4Ipro2zYcMihEOFBefnAECznG9Ru1es22BzN3nSE09KQOvVvpLz/GmZM/gVTfvocNeXN+G7o6ihoTkcZHSL6aWwDHUoH7rAaJj49DpmH74jCW69skf32z++xvTfHRS9dg7RvP8OUFHBpc/A1D+dIz8Qy1Q0gyfA78CgTgeMuwuUHX40rdxmDQblF0L+mwcOwypEX4tJ9LkXpjgeKhDeGFWHSyOHYauO9cNKK22DIsRdjl4Mvwm4b7m3y7Vf/QCCcV4DG4SvSIVaI1WdV4KOGWcbw14YFUZWSgrqcHJP+gDcJfueNA4d71YgDfLDSctg3cxlctva+uH/nC7HlsP8Yvva+PMOWN+eF4O6HY/AuR2DEhjuiO87O0IgVsSkdPbvschJG+t3z4Hxtym8ctQbCviCGnXIF7tr3Cjy65xVY5crHsMvoW3D6nufh4NV2wIDcwPxCNrZYEajeeV+ccOpdyLn7VWx62WMYfuAZyNloBxQMWxnb1qbh9j22wxYjN8TqWx6A4t2PwnbLb4TPDjoUuxQOR+4m22P7467G7nufhfZ+cVi/9gbYd68zsezFd2Or8+/DjnRAF9z5MpqXWQ5hzsU6G8QDwG5tzqVO7CGgCDv6W8sEMCM/x/yytri2ET/6s7HK39NQ8uvPePH3D+E4PCxwVv3Al4bqd55B1nnHAKHWvoR4HRX11fjn6/cw45PXWh5Ma2xuwkM/vIr643bBD2ftjbcvOxx/X3A4Ku4cC/3y8K2/Psed3zyLNK73VIVPJn6OTy44AMc+cz4e+/EN1PJmtXTo17r/5mZiZpqDFDpWt/jzXyz39Vd4/H/XYAIdxN+duRdev+JITLnsODQ9Pk5Fuhye+fU9VDbUoC41BeceuhtOG7kNRuxyJL/MoHwAABAASURBVLY6+QasddVTWPXapyEn/JP0j1y35yXIOvx0rDZoFQypb8b7Q4Jo5Fwi535GQwgN3K9IcZhfHlXI42AGncp1vHEzLzMN3xTnYXBFrXH8hkEufh7acWsclDsCK2/B9Wbfi3DBnhdimYTzN+w/i0APIcDdUA9JsmIMAqH/bIT9OBkPvux+5J18KfI22AZbD14dw/97CCr3OsTwTAjkYlZOJr5IDXFa0MQK/O7PxUelhbigdCMM3/5AgBOufmL0B+82bVOfgfDq6yJ47IXYnncCy04aA3DS5hec+jqkxV5A/zzvliHuX8SINl+GOpgOpLm8Oyj6NOr/YO3VMGq/U7HfmjtiM2469A6vMZsehazUDMPfn7/kRDvp5Dvp3ByLo9baffFUZeNtUHLpPbjg2FuRdshoVO11KBpGrb54bEnQmuZNwajgsiakp6Ql5HYjycWsgHf6R4y5DWcfeT3WPucO7HTIxdh1+2PabELr193Y3FF/Ys+xuGfXizHCN7gbipZO1kb2l3lnXYbm4gH4NzcDurFx/drLYfLeB2H3E69H6cn/h10Puwy44h5su+EeGFo4EJs1ZWHXYesT3/kHiIyDT8Go/U/FkMJBKEzNxhcrLocVwhn4dNRwNGRlcoNHfDmn6AD/2YACbFzehPJVV8fkvQ9E9cBB3BDmY3BFNYqmTUX6D1+RuX9+5tVX4snPn8Hn916KyC2XIvO9V+HU1fTPylirFzkC/VnhIz+8hnkzJuOXLA9y583Dg+W/4r0PnsLQu2/FG5V/Ibe6hg63FEzhjUvV84dgHv6pmI4PaqYzGWFw8NTyA7Didz/ivunfYKWnHsGGt96Au/56DwN/+w212k06wNfFhZgx8QdcUfkTcj57H/qFQiMPQzqMTstKxTq/TsSQpx9F4KLR3L/UUy7Mezc/uedCfHjlMTjr6QuM01YZT6w0CL79TkBh8WB8M7gYxU0e6BDVbH7yEEEKnYcfP3YNHr/heHgO3x5fn3cA5k6diPIUGkIB7w/y4/mSLBz++b3mVw5/vfMUthl3Bybfc4Up89vlx+CPm8Zg/J3n4ZoHz8EvPJhOOW0vzLvpAlR+/g6c2mpKAWq+/wx3f/gwUmfNQJUHGPnHn3jnsxfxx+XHova+69q87ssUWoK+vp3xG6afezDeuvsC/EoH/7Nlf3KL6uDmtYbhkLV2xf37XY099zgdq+8zGunHjsFWgeWxvxPAnituiezUjDZIqDdVVDio3PMQ1K+8BpDiNTz3lWah5v1XUPnDp2jypGNWZoaencB9qy6D/229MRqGLou/87Mwoqwa41YsQsYn76LwxsvQNGcWapsajAx9fTGgEMvycL1KVgBD9zgaq13+EK4+5DqEN9sBK9c1Y7XqJhyz1m5YtXg4OvpXs9VO2Gu30Xhuhb1w6banYpn/Z+88AOMorjf+zZ5kSe7dltyt7oIxGBeqKaZ3Y5tmeu8tBEzvHUJooQVISAgJJITwDwESQmihBUISIIRAANNssK1Tv5Pu9v99c3cqtmxs4yLJ73xzOzvz5s2b35SdfXs6T9nJO/iG9i1YUTHLa8cEquYcjkE9+tFCB/3VmoPDV3yAfuQpt6HPzY9gW+6jmAnnAkQYZpXvgNMOvRL77HYcSkdupCwLRuA7E+g+YQpG73UEinhff8TcS3Dovmdh2nYHcn2ZgaFTZmDbLffDltvtjwO2PwIzp8xE/7xeq1Vnj9nH4aKR2+H9eZej+06z8MnUqVi805746eyr/X/YePAZP/KOaTk2DzznPiTv/T+UHngGkuUTkHTgepvHeh0+7ZWHR4vz8S/6Kl7h+tq7th4vxxfhiytOQvjkryiz7Pv+t59A3YO34JPH78PrN52Ov5+7P8586Bz8H53KQxdF8eaAHliQHWLavz9C+dNP4zM+YH3kjce45of4tGdX8CID/TVjbmMStZHAn+vacdOOU9A3O48O6xxU5GYjj07jitzUfewLQ/rS+RpgQbdcfB0kMeXtdxD+8bdYdNeV+M/zj+GdB65CeNaheO2mM7Do8lPw1a0X46s/PIRH/3Qf/nXmfjj5J2fi9c/fgXMO2by/3WHKXijmul+6gi8hZY0uR7fjz8O1c6/D1pf+DLE952BwQ4h/DeqLrcPuOKJkB9y6y1n0R1yFiVf/EgeffS+WPPxnRGYfhWmuNx6athG6ck069JsQcwomYNdDzkP5nJNRvOUeGNitD+xlBNYmAc6stal+w9Xdo0tXjMkvxbbbHYR9tzkYWxdNQfWcI/DFI39BbvF4dEtoOQvx14K+KMnri1OHTsMJh1yOsdN2xeCNt8Ksc+/3i/SW8+7GoXMvwXHbH41hvQYhzM1D3fSd8fVVtyOZ1xUIk3j4zd9h8bG74/3//g0NWVmYudckdN94c7wxbTMktt0NRx11LSJlG/FGagA2iyYxd+hkXLD1UbhppzPQbcJUXnh2QvGwMRtuZ62DltduvxuqZh+G+LhN1kFtVkWnIpDdBZUHHA1kZwNaNti4CYOK+dn81jddBm2xGyYdfwWOn3M+9t9kD/TI6dYswFhsk2mYetzl2Ou0H2LoZT/GqEvuQdkFd2HJLQ9B/0HM01tsgoODgdhh6j444MALsMNB81C200GIH3gM+mfl4r0Bvahl7b5ffP3/8Ot7L8CpdAa9Nu9A/OvcA/DltWeiy3J+W/vz6FfQN9Sirz3b5LTRn3W9+pOr8fy1x+MZhs+uOgXJ/3sYX1YvwglPXI0P33wW+zz5Rzy1+ANk33097rv1FLxw/gHQb1vfd92RKJi5DQr22xoFs7fF85cdgdMfPg+VJ+yFrJNmIe+5p5oAyKn82qO34oKHzsN/TtsXL1HHovMOxz0/PgeP33IqXr7yaAQnzkLfC09BlzdfaSq3dOSJ/7yIJ68/Ho9dfQReveV7qHz75aVFljlPJoHFSwLU1zvE48tkW8IGTOD55x/Gg/edh9MfuQj3/PAE3HvD0f73L7s//gt8SCea/uy0jjdPrRE5KH1oTRx/Lh6Gf26ysc8O4aDf3N93r0l4pWQkhjb72nw+wtRBN2sDYg14c8hA6MuWqdTU57u8cXyqeAh69OyH8loVcMxI4tHkAtx492l4Yd4BuPLFHyPy4ft0UC/CV2knLoVwLB/ibjdqMxSffj2OOPlWDL/+Fzj8rHtQt/v+CPO4vlHdR727ItYYw+DKWizs4vBfnhdV1GLx8FFsUw7yeBNZ0SVL6tgaHRxeGtoXeTU1yFvwFWrnfwB8/jHe5v1u0TeV+Mug7hj3wvMou/5SvHr1CTjh8cvx7kM34d91i/EKH9YX1NThbTrJnxnZH9u8/R4aX3kW/zt3LhZew3Xq3/9SBWs0VFWtUXWrpCyeaPDfBLv2pQfQf8FCBEkuPNQQquPZjUN7DMSOhVOZ0vxuHDYSU2adgr32PYOO1uLmjHSsnmOIReFVde+Bmr0PRO30XVK5iUbe+7NTebYorwuHUohBdTFsXdsdffNHoW7fQ7B32AevbFROieb3ongVPq1bgp9NLMPYaB2+zh+M2bsdjwt2PQPbj5rcJBg99izMPu12zDv0WmzHcdWUsbwIr73xsROhEObmLk/K0jsQgWT6z/8X3PUIjh2zMw4bvClOnXwAnT5ZvhXVe8zGuNmnQP9HySVT5mLWmO25bmjE+mz7MAIdikCkeCxK9H+XlGyGPrsfjD33OxP7bjFnhW2QXyDr7GtwyNk/Rva9f8A3l/0QReiKnKwc/HuHHTAkzKazNYIF3fIw6Z//xnt8wFpz1sHIO/dYPH3XPPzt7Fk44qHv4eX5/0AsK0AWl/RaPgwOub7rPxQEnax3TRiBgfHU9QR6uSQeGDcEFRF/gtt33Qrv3/84isZticYBA7ElnzRv17cYP9z5LJxx4KXY9Yzbsf/378W5x9+OOXRgx669DzGu1aXVcbw7qDd6uSwMrm8EWPcjxYMx/pmn8Ng/n0Kv11/FkE8+xgfxCmR/+iG+N6AWS55+BL9e/G8kAoeF3XKgL8vJiqkFG6F8wChFVylUHXQsNr78QRx6xp04cfb52Hn8DhjYre8yOnJn7IsTZs/DNmfegn5X/hi7HXfNt/bNMkoswQh8RwLBdyzf2YuvlfYNPukyFJ5wGS4bPh2nbDYbh+93DiZP2xOr9qdDYxB27dZk38e8wVuSk+UXsLKyqehx+FnYY+4FflFJ9u6L7mdchaNPvg1nHnEN9qCjZ9yA0U1lLWIEjED7JlC35fYYeMx5XDO2wcUTZ2PjwaVrzGCtD2P49Hnc6Tdi0iHnoGTaLuiX17NJf/3UbTD24h+j/KCzfBr3cIADHnn3T/jzlUeh8bg90f3WK5H59hz4eunNp7DkkuPxg3vOwuenzoQ7YV90++0vmLPsW38+9vpjt+PKB8/Dy6//Hp/WLsRXQQLZjQ0YvjiKfu+9gxeevA8/vedc/OqaI5F12I547oIDET1mN5zz5E2YdNM1KL/2EnS56mxc89zdOPfZ29D1n2+g66JFiMWqEVswH0t+9yBe+uGZ3BOGqM6OcAObkzIkTB3m98hNRfTJtoEuCHkqnhrcHQuCRpQtrMDArxbggZd/jp9dewReO2cOjqdT2b32PP7TJcR4OpA+7NkV49//CH/uDgyf/zn6fL0Ig+k8yX3vH+j9wG3SvEy4563f4qF//QF9Fi1BnA/1xvzjX0j8+CYseettVFUuI94qIZlIIh53aGx0rdLtZMUEXn7zGeh39GP3/wCI0yuVFtdvwj354wvxygVzkThmD3S//RrM//Q9LHriZ0j++gFkffR+WrJ9HRbVVWL+a3/Ely8/iZ+9+ij+88Yf8V6iCl8ghj7VtcjyHreUzR/16Y5XtpiK2geewl7nP+B/mzJkXH/iePopP8LpJ3IeHnw1+s27GUOOvgDd9zsSl07cH7fNvQHDr3wA0y+4D1888hzuPeBa9Lr5EdTsvDcmVDbgtXElOHTm2Rj8g19hzPWPYKPrHsHPZ12NLa94CPq5oe0vuB+TvncLNr34PlTtOxcINWbpZObxpaF9vHHv9+6GxqxsDK1rwMBIHk6ePAvbjpzk85b+qDzkeCy47SE0FJXj67wcn/33wX38jWWEOr6eNBWbHT4PIzbeBpGu3TGSN4eDI3w4v9NcVE7fCcPjQD2dw1ku4EP5BPSiNfiEc1hxH0LgmYLuWBSvBaO0OYm/DuuP/xxyNJI9ekBrIPh6v283jKqsxcavv47HH74GPQ7Yjg+SpqPPDRcx97u//fzO3Jmugrovq77BSU9ei3fOnoOa0+cg96/P+dJvfP4unrvhZFSdOgs5P7/Tpy3vo6K+Cj/75++RZP23ThyJHo0hcrr2xJaxbOw+dCLO3+qI5RVdbnp9HcClrlV+ok9/f96FY1Xf+NaJ/mz246EF2GSv43DoxgfgwMkzkeC16ID9zsakXQ/D8Mo6/Gl4P/xu9ED84f0X2EdZeGyjsRi+9b4474DLsCavkbLHQucS2hpjAAAQAElEQVQikOzbH6V0kO28xUxMGzYegd/YpNrYY+PNvfOsaGhZKsE+N0QC1uY0gXj5Rphz3HW4knuDzWedhhknX4/YXgdio3gE4Lx5bVBPFH88H4/k1uKTqoV4fmg/1GRngZd3fNk1F5/w4WzPpEPXjN+XF9Rpp1yPXc+7DwfRifvFr55DzYw9oT/0YRZ6dOmKuRvthh7de2P47BMw+Xu34uRDrsCx2x6Bwd37oa1XomAoFl3yA5xw4q04+My7MfWi+7DL4RejYWRhSpzGfNqjK15K/9zUktws1NNJrcyFXXPQyL3Ay3zQO2FJHbbvOQwXbXUUTpo8S9kWjECnJmCO4PXUvZHCMr/R0O/95PDGZXXM+ObSWxAvGeeLLsnNxkDeQBXkdMc2IzdBVsAF2ufYhxEwAp2BQG7ZxNSaMXrj9dYcffPvxRH5eOyu6/Hqq49jIB2YwxdV4pa6D5E/dzc0HrEzHaVH4v1nf4Xh/34fr/TugtKvK3DfqD7o9dM76CDZBl3POx55zz+NyDfcMH78Fs54+iaErzyHt/OSqMyOoFs8iV4NCXyYPxB9GoCfjxmCzxqqkFyyEPqPFwfWxDG/e9px67RtTOG4aAjw5qKPENJpsSgnG/k19akMfkqK+0CA/qcFA/rhvRvvxc4X/RTVP3oUO0/ZG4W9hyCePxQDhpfhXzvtguimk9E4qAAzFsUwPJmNBb26ASz8ac88FFTVIzeRgF5eJ5V/2LsbBtXFoXVY/0nS64N7Y1G/Pojl5OAFbjzfbqj0bR9w+qHIpmP4wyWf4dgnrsIzH76CxhZekUdLCjD2i4UYct/tyH3hj9ArFgOdvUBtrc6aQ+grbz7vSLH6hhievHseksfuhX9efiwiJ8xE99MORpd//G2NNaMxmcCNr/wMj914Im6+8zT89cK5OPun38Of3vgdNnn+ebz77kv4/LozEaa/LX73m48h/9/voU9NDYYtqcJPF72De56+E+PvvwsVT/0Sbz18M9667Cgkjt8bPe+8HtGKhXj9N7fjl/eej7euPQVf3H4xsj9491vtX7KEjrBvlfp2gUf5IOb178/Gfy47FqNuvQYjb78Bj3/2Nyzm2O/HsdijEXi9cCi69x2MIT0HIVEyBmdvfggu3PHkb1dOidyxm/j1pnT0BJ4t+w5z8xA96nTMO/x6nD/rIhT2GbKsUBspVQcehS9+9WdMnHkiZpVsjYnd8zEeXRHdbieUXnQPbjjketyy94XYcvjENko3J+mvIBafcj5mbL4vpu5yBPJu/Dk2veLnuOLQ6/1/ltK7ay8UzD4O4y+5D9ccdgNu3vsCTB23DapPmoftzrsX+599Lwp++BsU3fRrbH/Cdbho9A5oPPJ07HnaLVhwxy+R5IP2LH/jGuLF0pGY2200Lp1yEPYfuyNKLvsJrj38ZrbjLxi6yXbohqDJsEgY+p/YePHzfwHH74ue156PyFefN+UrkqDD84WnH/APJJK/fVBJyw28z15uXlsZlbFqfPC3P+Gev9yHr2uXoPSbKIo/W4DIoq/x4vy/4/a/PYIeXy9EKdeZ3n98Ag3/+RdeeeJu3PXA+ag4bncUzJqOHr+8Hx8sno8LnruDVXDRpBFfjhmLySdfgy3O+RFOOehSzJ0yC6vze/3EQ52t33VTt+ZedqxPfKWgLxqKx2D//mOxc+EUNBSVIjliNCqitMNLALHxm2IH9tm/+3ans8GB5kGOvL5d+mL74VunpexgBIyAETACa5pAyIerjbOPxNDTrkID1+YB9Ql82qsbarpE+OA5RBYX+RAO/XJ7InbgMdj+9Fux0VU/x4ijzoO+AHfxxP2Q32NAK7P01xpnn3gHfjnzKtyzx/nYeHBJq/zVOWkcPhpf33AfDvj+j7H4zItwaq8x6D1tRzx5/iXYefP9sOS47+G2Pc/HxP1OxDGDNkHRzgfhuIMvwbE7nYAxA0evTpVWxgh0OALNu9cOZ3rHNThasWZsTwzKxzdX3o7dL/wJtr/0Z/jh3Btw0x7zMG5A4ZqpwLQYgQ2JQIu2Vle7prP6Zn9iU9qGGrlx09GgDwNZ2VnI5RP0T7vngZ5X+BeRPVY0GEnIEZKNj3t2hf6s/NMeeQglwPwvuuWgYf5/8dIT9+D3t56J+155CFXxWuhJfOniGjQMGITYVjNw5V7zsN/pt6HrTvuppC8fSYZIRCJ4d/wY1HTrhldHF+AUFOB/2+4ABAHNcF5WH0sOOgY9b3gIu1/wU//Nxoq5x6J8kxm4bNh0XLjF4ShJ/wcsyV59MHjrPTDl2Mtx8GGXY/c530Pfo89BzbnXYuFtD2H6OXfi6jmXI3Hv77H4rEswPS8fi0aMgMsfjoPqcvH1vgfh4f2uxNBbf4ud6Fiue/CPeHDONTj6jHuw5fn3IrbfoTKHG2PvUcL9vZN47FfXY96fbkU0VsW8kHYDn5WVYuNkLs/5ZjvV4C6ff4LaJfWoq3NIJJx3BjO31VsOkIYGUDxsld7eTj795hPoJzw+e/VpzP/rU/jBU7ch8eVnGLqoAn/r0ohBX3+Dnp/NR/9Lz0CfA3fAgO8dgayP/9vUjOef/ol3miV+85OmtKUj87/5FI8+82O8ePEhmPvL7+PNeQfi1c/ewfAFC/G/HIevcgJ8kpeFJB3vjQT3GcflwA8/wCsvP4bT/nADkvy3gOOzlg8j1ClPcCwv7hJAP5nwx5EDMHD+fPSlncO+XoLuzzxBBzAd2a/9Bb/ulcQm7/4bk559DrW/uR8L/vgIYr+6Bwtffgr3//13+NsPzkL1laeh69OPe5Odc+Dbx1f1I9YYx+1vPIKH7zgTv33nj62Lu9TpG4N7IXfaDNyw9/l+7M488grscOyVmDn7+9gkvywltL4/OV97brwFhu18AHY65AKcP/MCnLzZHCz9czbfZqa+BVQyeSeUjdsC+hbRt8kvLz8xuABFk2agbPxW6MmH6frPSSvnHo+SRDYm1CQxbut9sMeux6Bo6JhlVOTT2Vx9/x/wxS+exZQ9j0VVSTkfCGVB46jg60X4Ze3HOOf31yN2zO7of9COiF50HA789TwsfOPPKH/5JfyCDv3KE/dG78N2xYBzT8C/HrwOf/39vXj72Yfx3qtP4u3H7kLfQ3dB/gE7oPbK0/HO1x/h86qFWPqVGRu/uf9i1Dz8I/wrtpjD2OHdfj3w5Mj+eOLV3+C1x+/CkC6FyOrRFwvzcvBk31z87K3fou7VP+P5vEbk8gEcC+HjZx/B5X+6AxV1VdCwUjh18hwM6TFw6WrX2Hls3EQMRhcM43qWNaIQ+UUTMLjvEK9fq5vWQJ1ULAEqK2WRzlIhOxFCc2rakE2ARJZPrKt1fu30J/ZhBIyAETACa5RAYmC+d7TudsH9yL30TkyevBsmjJqIaUPH49z8KbhgqyOwZ+nW6JXb3deb+TJLeSHXaZ+yjj54caifti2K9zoSO00/ABMmTEfRZjuidKOt0TOvJ7QX2X6rWZhRvg360nm9jqyyatoTgQ3YlmADbvt6abq2r8nQca8d+vqrqpTio/ZhBIxAeyDATUMjb0ZTpjh4R3BquqaSNtRPctFqFQQOn/Eh1JAe5YhsuSMW7DkL/cMI6rIinsxf8/sg7N4D1dOm45LYINTtvA/GDyrGp4MHYXA8id7xRrw4tA8yL6rFu4UjMHuvU3DN3ufhpMmzkfmPMar33B+7bX8INtrhAGxzzOU48ow70fvC23HcSbdgx3PuxmZzTkPOiRdg8dlXIJceageHXYo3xz7l26JHTjdfRe5YPunfYneM2+kgyGk0ov9wn76qH/VTp2PSkRdhv6OuwvgzbsSecy/EbpP3WqGa6n0O8o7oruMnI5GTi8ouEejPmUM2Wq7hbl264sxpB2K/Qy9B8Xk/wuEn3ox46VivM+eT/yL4zwc+Drp6E4m2LtchncRgqx2aXhyr8XjT2UpFHDW0fPjxbYU+/Oht79iN/+O1JtF4ohG/+88LePyuc/Dfs2YDx+2Nng/+CG9+/g5u+r8fYNIPrsHCR+9Bxa/vxlv13/if56jhmGmMOHyd18Xr+ZKO2Dwan/2//6LmilPx1sVH4KyHzsFXf3sWf6z7HMN+dg++OmEP/PgHxyNv7o4YPHs7DDp2Fv700LW49vc3I/uV59C1rg6xIPD6nAsxv3se4pEAYt6bjq76Xr2woF9fn6//kCS3odHHQQa/mFiC7mdeiyo6+EtrG1Gfl4cnNylHfn0Ceumhho7qj/k98vzvmYZMyKIjqiIngjMHN6L87tsw6uGf4Pcv/RJP/vev2PyNv6PkzTfR+64b0O/ys+Fqa/BV5UL85Ok70e2gHVCw39YM2+CW205C/ZG7+nivH10HJBOoitXgV+/9CT9/8FLMv/honPvwhfjLJ2+i6ONPEWO9108uwh922hbVP3wIwRFn4ImcjfHrqcfjhEkzm26+KGbv1SBQO2MP7HPyzZh36DVY+ndw21SXlYU+E7dE4tLbEW69I77s28uLPTF6IJbwgcKoxdXoEqvHL3qnxpIy3+vbHX8d2hdlC5aga3U1sj94B29+8W/EXnkW4R8eQfKJh1gmhsYe+Xi3Vy7OLR6AbU8/GZsdPgv9LjsTlZ9VSw3+9fX/cN6f7/BjY/xHn/o0DnhwmUFuVjYSjDRwDvyDTmE+B8FTRQV4blg/PDeiH775er6Xd/4z9fHPgb1Qr7/TZbmQA/zEzWajf17vVOZa+mwcUYitdpiLmVsfhHEDi5apRXakEjmXaVMifyj23/0k7DB4LPKRhaENDnoYkJXlUFEBJJJ+CqGmJlVqXX3qLzjWVV1Wz+oTqKoCOIyw+hqspBEwAhkCjUOGYeT2s7DJfidh0syTMHGLvVDQc2Am245GwAi0UwKpu6V2alxnNSvgBru6JrXtTvh7AtuOdNa+tnZ1fAJhyLnq3/zo+M35Ti3oQmfrsyP6Y8jQMszZ7ljsOOMQJA45CXucfReWPPAkpu9yJE4r3RGzeIM+4rCzUHbgaRiyz5GYdMg5yLrll/jqoT8i6DsQQRji96MGYKPGLjhnxHRcu/3Jbd/853XFgE228Q7cYX0KsLxX/aTNceaJd+AXM6/EYRP2WJ7YekmXI7rbCReg4qxLsZnr6dvu4DCoWx/cseu5mDJknLerkc7bb2p7ILbRZmA2g0POay/woSGQTDok6WxEGy/6ahCNuqYcOUDq6xxVuKY0RcIWt72VLeRreC3SENfDj2g0VUbXJX3TWOXe/OJd/Py+8/Hhqfvg5Xlz8KeLDsJLj9yMUXfciP8+cA3+fM1x+PrUmXjo5hPw4D9+jyEffoRhi6tQ8M0SvPrWM7j1pQfhX7rMpdT702dGDsAdh+6HCcM3wqN77YJnr7gOuYecgkTXbswP8En3XDpNqzC/S4tCbNVbg3rR+d2APnX1COh81p+8P5pYALWBBfFO/x7YOBrDZ1O3xNmDpqB03+Nw3f6XY9959+POA67FVftfgZxzrsNGU3dHDnDy9gAAEABJREFUI53zn3fLRXFFDcZHeuDGGaeheOAoVB14DM4+8kbcPesKbH/6D7HVJT9Fn1OvwKC9DsOfrr4J35xzBY7K3wQVdBaeMnkOcrfayTubF1CXHMSgneBL34if37MrMsblvP0qPn75/3DzCw9g6It/oYTeqfb9dWAPaH7dNX4Ydum/BLf98ATceP/38e7zj8F99j90WfgVPs+lLDnGIxFsu7AaM3qOwImT9kNu7/6o23ZX1Ow+G41DhkuphfVIIO/QM7Dn9+9G9IhToT+TrWF/PVc8BIkuudDDBOcC/Kq0AJGyjZHHgfvg+JGI9u3HcUKjuTbq52UY8+83BvXFy0OH+Xjv7IGo8+tgiFfqvsbbT/0Un59/OO78452YX/mVLy9nb0WfPtinYSAOGTgF/bO7o45OYHChGNGFY4NDaHDxxujbLx+IZKEnH869OHwApoXd8MFRJ6Jimx19XRqzvbJyceX2J2Kr4RsjJ6tLKr2NTw7JNlLXflJ8zATENtsC07efiz2mzURpvxFwrDYkUx64dobIrGM6z4Tqaodq+tD1kFe2R6Mqlcld9hiLpfIlu2xuc0osBv8t5DBcVjIWd6itbZb9tph0RCtT9X6brOWvOgFd46qiq17OShiBDZVAyz3khsrA2m0EOhuBoLM1aH21J5beKDptQzN7wDY2g8rSl5UaG5w3VSKx+lTcJ7T4yOhskdRmVH8C19Zmt03hDT7RABiBVSOgOVpHx9qiJSrXPFdjvOlTSlPgjbbiDY2ulWNOaWsq1NbqZlI2KKwpraunR9+2bFUyJwf9J27lnbYjBgxvldXyZMHtD+OkU+/CzYfeiNMPvhwTJ+2E3rk9Wop0ynhs4hQUnfNDXH/4D/AwHda37Pw9OleyW7WV/iEs2mkOkn360akToq6mEv/7y+NY8NufIYtO4ez3/4lg8detyrR1ImdwZVXrnOrK5st9UheidHZjY4iatKyGcCVvjr+sqMKvnn4If7vkKPz6uQcx4oMPoW9850hxutzivC6Is0A2CwxZHMWCHLaFw1JfXG7IyqJUiIVdc1ATAaqys7yDlol4uLgAE+iovXijmZiz83HYbNYp2HPmGSgrnYy67XfHwrt+g9rpO6FnpAti1DO0JoYXykahbJv9UDd5S0yIZSHeuw9e3KgUsf4DqTKkcx2oyMnC/4YNwZRt5uDAPU7BvnufjE223BtlYzdHt+w8tHyFw0ZjxIzZGDR9L3SZtDsmjdkS5+99Lvrk9Wwp1irepXQjP7bLizZBfNKWGL7H4diRDqgthk9A1TFnIX7p7TgjfzKeP/YEfLTXTIxIRLBxZQNenXsYqnfbFyCrV/L74Ldd48hK9kWMTC7aqhxPbjEZiQGDwQ7HJz3yML9nHuPN7/fo2P6UabEePTGiugED6ZxzJ5yP4068BUfNOBYDu/VtFu6EsWXW2Q7Uxppd98UPDr0JD/ABRMlVP0PFuVehLNkFo2Ih9ijZCgOPvxDXHnI9trvoAdRdey8Wn3UxJvUZjuiETVFx1BmInHoppm+8I0qn7eJbHY84PFEyGohk4/XBPVGFBDb98DN0a2jU8EE250uPPQ7C9HPvwm67n47pm+yNkaWTsFfOYOy+/7k4fbuT8L3ND8LM0j0x5vQbcdxht+GYM+7CBUffjBPmXIDx03ZHLcdykN0FeQy9Ijnf+tvPVVUO9XXO29fyo45p1cxrmbam4pxKq6Uqpn06C2vNSyQcGrgP95ZzPYxWNKuUkzhz5qD2pc6qKh1q+eBM5VIprT/ruZdnF2DJEsrVgU5hwNdJsWQCfIDlGGv7HeN+olWu7GwAHdbO62m7lKV+FwLa27VVPpkEGuKteqMtMUszAhsUAe0h9Z+XVlauo2ZzXeZ7DVa2+qp076U1fPU1WEkj0D4JBO3TrI5nVX09UMHNX2VlCH3bt5IbRv3nFlo0tdlQvlpVGXVwzinqg5zCddw86kQbQR0zoY4byUx8RcdYHH5zGuXirA15Ax1RK5K3PCNgBFZMQE++Y7pplFjokOB9tm4OgOZtiR7AKFtBN466Sayo4NymiOa80jOBSZlo6yMz+G6d1saZ9Md4oyg76uu5xlS3IbSaSbGVvOGJF4/BPpvPxr59y7DRwCIkk8Eq1ai1MGFr0wqZ6XpQ67qjbpNpXu7B4oFo/HI+XkxG8cVHf8cXDz+AwcfMQt+rzoWrbf6bZzk29A2yhTVL8NGbf8ZT/3wGH//0BwguvAh/uGseFl13GdxPf+R16uON//0DdeeehEfvPgdv/PZOfPHTW5H7+otwiQb848tPcMfrvwG+/BxjF3yDRM9iOBr2xqDe+OfAvvhs5Aj0yx+N6iEj0NAlW+qgP38ft6gaM+pz8MWhJyD79kdRt+UMBF26okekF7K79sR/Lrgam1zzS1x+zA8x78gbUFa8KSLyfHsNzR9hbi4qTjoXg69/CFOufAg3HHIjbtnnIkzbbBcsOfsKFFx5P0488jqMvvBuLLrjl6ibNh0TKuMoj0cwdcbB3lk7cuDIZoXLiWk+5UzfH5ttvj/23nzWcqRaJDsHzcMWKa2iwchiTNl8b+yy2e7InXsKtj3nLsw7/HrsMW1f6Pdm67bYDvO2LEWY7ZCV3Q2PbzoWm+96BCacfh0W3PEwfj7raoy++kHsvc1BOHzgBGy6wwE4dOKeuHT4djj0kMsw/Jqf4dpDr8cte1+IqUNT3yJvZUAnPWm5znb0JsbGb4q5x1yPqw68CgeN36XVf+qb7N0X+h3DMcdcjD33OxPTS6ahrP9IFPQYgMb8oegycCgKYwl8NGYjVG67MxroFHZBF3xavDGG5I1GJIhgzpgZmFm+XROmSASoPOgYfHPxzYiXjvHpHMaIx4E4nYxxXlPAS5bPyHzk5GLCKffj5umX4NrdzsmkLveo62Jmf9tSSOlxXjdXNGdayq9sXPY30HatdytTJivLoZL7bsnKzpblpEfpCmEY0GmrGNBAB3EqlvoMeVBoZL31dOJXVeuMicu8UzCTdDInqCPB9tfRIS4x1RuksnW6TKjnfUBLrRLVPiKkUzJBJ/IyBVYxQevdKhZZo+JqW33dGlW5ksocKpfzQKIxScoaUEtpSrD/qmvCdf6zIkuZYadGoF0RaEyEXBs5k3lP1NIw+TW0fsUy90wtM79DvKra8SHjd1CwBos2NHA9SK/la1CtqTIC653Aqt3Jr3dz268BfsPGjxABeIA2bwF3ffV0EOtLVHqaJOuVp2NbIXPD459Ea3PC9bYtuaXTtMGUqN98csNYnf5219JyG9p58w0IN3sbWuOtvd+JQJI3CDHe8EmJ5pdulrOzgCo+bFGaDxxWmfncwBtEyTHJZwWREPqmVE3aV6eNUmXLsl4KiFY6qU6f6dtDTdFWEa0JDbyx9InchCUaw6abVp+2Ch/V3FylbHOo581nbYs/V63nerU8VWGPnug+chryC8ejV24POBeissn+kLpSJRNcg2prXeok/RmNAnV1lJHjIZ22Lg4dsQ6Ri5eOQxjhgEs34P1+3dDYJYLKXsMR79kf2fP/h6AuPbgoo3HY0BDg5Q8/QM1rr+N/8UpEmPhx11wspjNoYFUCPT//HP0uOgUV33yOjxd9jl5hV/xnSBHGLFiC0i8WYvHf/oKfvvIr/PnjN8CiqM7JRj2dstlZXXDHpCLkzzwSh515Jw49/ErsNvd8DLr4DmxGR+2WVzyEHS/5OXa98AEcddDF2LtsOnJYZuGJF2LSWffixu3OxR17X9D0Exg0t+kdW8F4axJaUSQIsOTMS3D0ibfgvIOvZB1j25SuqQl4A9M6K5kEkpznGq9Jxlvnps68owwO1XIkEIoeZiikclt/1tSo51qnVUYd5HRDdhck+g/ymQH3CD1yuuLqzb+PyfkTkarDZyHs2g19x07HTlvPwdRx0zFy8o4o2WwHDO7eLy2gK30quk4/11O1vo3LYvXJ6+qjuo1+XZW6hU7rZFtlqqqYqr0eDy3fGo/xeHNK/cBh6HbpjzBn52Ox18TdUX3c93Aox/zkPY5FYu5p2LTbUBzSdSJK+NCmIV3OuRC1Ldb2Zm1Ago6uzDiuqnRLzY0Q2r/qGY2uFS3L1fN6oXO1KdZiLZe9NVyOatLXFskoSE+qnjXbiY4PZGPxQFWsVNAe3AvKcB9JfcjuVAzQNbuGfc1pDl3L9QWNTL9xmeEakJJ0ziFgiPKaBr7EskrrA+NtvfWTPqqWRRDnPqF+BWtePP1QVvpiGaeKAzLp3r62KmGa4zqV5HoWT/c/k/x/MCpditdnnBhqoBLWcagkL9kWazFuvs2EKs6PeJrJt8kuP5/jmXuStvIjHEIV/i+9ls11zGvgNXXZHEsxAh2LgNafNWFxysfgIIdwS31JVhDnutPY2JzayDkX59yt4XWhOXXVYqmlyq1aoVWQrojySkLbV6aI1u9GOoNXRnZtyWi/HNN1YSVtXlt2mN7ORYCXus7VoHRr1vphxowZyITlVaaFo4EbPy1jSa2UyxNcKr2WT821aeK+DkuWpLoowUVVYSnRZU61cIbpzWB1detsLSJVK9iwtpbumGfirW9haJ1spONMN/BVVeFqO806JgWzem0Q0HyOc0xpfsZ4M6ObQ90oaqxl6ktwniuvMf3N1zgv2hqTktUmKiOnNUFx6Vy8GLzx1BnoLE3Nd83TetaRSl32M+TiEKPuZXPaTqmlYzaZdnY1crOmtSSRCJHkuiIb1A7ZlNGpDVwVb8LAetDildGRSdK6phtblYtzIxiNamOVcixU0ylQwzWols6IJNck5xxvoENkXhUVmdiGc0zSAVNHHvp2QZLsl9fyxmGjULPHLHRp8mDA/2zAkm7dEc/t7gdMsGRRU/EnPngRrzxwM+Z/8HdUZ0WQq3Ls0I975SGmu106hVgIt3evw8Uv3YeF8Up80KcHIgjwddfUb39+0T0XS7IDr5NFkVMyETknXoT9+0/AvNIDMHXgFDqWHDR+JKRrjY7LC/W8jklWfZ+RqeL1p4ZjMXNeT8dS84jIpK76sZo3G1rrNebaKp0gj+rqgA4vtQzp60EqTp+ST09wzi5ti5xBdWpHuq98e9LxlvWoXMYBl+Q803xSfpIPbfStlho6mCq33wsXj94Bs/I3xv5jdvZO6AbeKFXTSS29/gvehFpHPppLbf1lT2VlAF3HpXtdhWjUobIqgNay5dXp9yvLy/yu6YSrNfS7qlnd8o3cw61UWdrZUq6GY7KOzjeNspBjoopjf+l2JLgeNC3+6cKNHIdaT+vSDsOAChw//PhIy7Q86D9NK5u6F6ZN2w8F3fIR4zqcmQeqt6VsW/GEH88OFRWtc1klx2hmrqTyYrwm6S9S6tkutS2VCt+EBNsS8noRJkPuW2l0OjMS8IEhnYDp0zVyiGS5tfJNMc1dxzYEvFYleJ3UebPBrinKbIS8ptVwXusBJ6ctWAxtvYijKVks6rmeaA7HOPfRopD2CFW85kpXgnYEEH8AABAASURBVH3ScqyEHD8hAI3FjBXVvLZKVn0CRqp4rofXDdyjUNSv1THuEWLsM50jXVcVr8v6hqyuy1r7Mvqwll8heUUiDjHaVNnGQ/G2qk9y/WwrfVXTdL1tOV4z5dV2RwjRqGKZ1OajHD8NKzv/m4t1iJj6gU3vELauopHtWryy0kHX93VpZLSi7fG9ujZEAl4v+ABF+7fW8yNsapv2NsqTDJcnRKPL2lDRRpps0lqno9bZhnjY9CUTpWWC5vSK9tAZuRUdA+6Lo9EVSYBrruNaumIZ5aqdCoqvraA5q+sHaPfK1lHJtVb8V1Z+fcll/Gk6ri8bNtR6U3d9G2rrV7PdzzzzDDLhgV88DoVvV7XsIri8MlrctGnSIqhvdUSjAR1E8N8wlCNqeeW0edRez3HjHefmJcGNeUtZpWmjqDRtIrUxqufNRow3DkrTAlPFmxXFVxS0uDdyk7wimUyebmbquPHNnK/uUXW2aRshiY+cc9KthTLKC61zDnoiKUeVNjt1vHHpCIuh2tDZQ5w3QHHenLS+yfqWVmd2Bt8i1jI7xjr8OceCP66BD9mc4I16g7/ZoiOVN2itZnb6xkVzWNVpzNVlxr8XTDWkkjd8cc47meacQxXHrOaubuhULkEnbT3HrOLLCw2c4xrblZyzDd6eZslULc3n4i1b5CxrTk3FHJUoTzeIWm8qaYvmd5I3bovoa1xaV6pU6rORLOKsWzeoSpEefZsqwRtZtSF1I+cbzuZpQ5eKg20GfM3IvJr6K5PQ4qh1qsVpU3RFtjUJtaNIkoDq6wNuLHkzoP5bgW0NIwqxdfE0jMztTSmHdwb2RO6U7ZDaBIaofuFJfPqbe/Dm7+7Gkm8+R8/qGL6iU/fpUQPQu2d/DJ1zMnp0743P+/bES0VDodf/FQ5CFa/6CXodnh4xABsn87CotBxfT90Sg7K7YSQ33QNzemHHwsnYrXBr5BaWY/DojVAwpBzJxgCNXPflQEhy3FdUOG7Q0/0p5Qwt+5BNhe9mRnSNcXDQuNDN9eLFjg4BQDxYjHEHOXM19nS+vP5WnkL1Un+a3cg1RWMhTvtZXdPNiNKiUdZMQ+SgSul1reyWTJzl9eAlyjZJfwPnpuYt73e8LulUuoLaUkOnS0VFyOmq0koFNHeQfqmdirJapoOOZt4g9R+MokkzUDC8HHnZOZx1YAjJJMkjZTiXausCnsM7Xaui0pAKqi8VAxz7DyvxamgA63W+z5YWr+ea1MB5u3T68s41p2v4AGN5+QFBLfrG+X5cnszS6RorolfB/snwWlpG5/ThUy/I0aHlS+Olng8SGtjO1N6gZe7qx9X3qlMaquk0U99XLGldt+xWfibIIVjNMdHAcZTJS3L9THKe1HOPpT2Z1kitlSojeR0jEUC2R9nXOiqtjpz1Uy9IX0uUBjhkyqKNl+rJJKsvVJc/T5st25rSfEZbH2nhFlnsVj9XkmxLNZ2eYhGGAZJsl+ItRDkXWp61jmeYtE79bmdL1//dtK1maW9Eeo616q8V6Uv1ZQPXmBo+LIhGm7l7dSssGkLrrtbgBs7fao7PWj44Ch11Ul+S/ZRk30Sjbpk+0hyupFNAa7iWkFgsgK75mn9LV1nLvo5T39LpbZ3L5jrOw+a8EFWsR+ma1zW0rzkvFWvkWqfxrvZXcS/UwDmcykl9RqOOtgH0G/NaCf8TDTW0SeMoxrp0TEm2/tS61mYe+TTy2tVaOnXmOMjFLHXW+jOSpbodnViA2Pn7ibSI5rXuMVK2O1Rz/qez/CFOh3c1+yfGNcEn8MPbRjDVaVmdq13M+ta32v2tQqsgUMd1KbWXWIVCJrpSBNjFXk5zzEdafCgv85CXOwhAg6BF/nKjKyvXQoHXz7GfSVoNFZmiyxwb6V/Q2Ne80NoigTB0nKtOUV4PUrWFqYNfj2q43tVwHmsNk1DItaqS9xvVnCfRKNcw3rNJPlrheMVzFAn9/iXGuSQ1SmGif9dxrxRPrxs1vGb6xPSH1pR0tNVBOlrnuXQ9rcR8WsbGRt7LNPi1w1GI7UvPXZ40vTXHxcJft9OpddxjZb7Il076zockG8A39cgWHtJvpcW5zqjOaLQ5T9zA1ogx2nipXBvJTUm6tjSdrHKEdrQYeysq/kDaj5bxq+m4InnLW7MEtB9YsxpN2xoloHmkJ2IhF1jdaNZwIdVCtryJrcpDzW7K66jNjxYopSs4Lgqa3Er3gYt5PTcESlMxObmqqwN/46UFUGVaBsnVc7HWpiTGo/IyttRwMVedSmM1/qCFvp4bt3ou5D6h5Yca1/I8HY9RtklPOi1BO+VAiKXrTHLD6+MUTPCurZGbYok6XlVDtp1XIZ02hVCNo1H1bKsSa3gx0rGixaKp81aB9tXT9lZpnezEY1mmTY4PHtwyqUqojMI7KhRf2VC/FPNaXrTryDV1cW2tpYbjWzU79pVytEGoo0NUF/po1CmpVaiqcqhiYLc3pWfapLIa+9GK1J/IVvKGI8axlRFMckzpZixzLtma9LjIpK3JozYJ2rxIp8ZvakzqDPB/apUxPJXEjdNSCen0zMGX5xhNcDOUYVzLmy7xkjMhI9d8dKwHS08Nny2yjdQjJ0KSmzNt7FS74i3ZeuGlP7whrRN9OdrWOhXQRsavFywjmZqagE4vcL1xqGc/Ly2fOa/neNFGJ5ae/03pbG+mGt18pvrcIb7Cm1i1NqVBbUzFlvpskdEi2iTkXEpHnJuvBDeK8Tbqq+U4zxSQXVpvda5vjTvnOI8cbx4dGFXyMiHs1h39Ro9FZM+DcPbmh+DYTffF4F6DkOzd38u+nt8b/wV3mzyLEOw3ednoV9+InshCYV86frOzMHL3w3H+nmdjzI4HIzZmY2xX0YjuCNAtuyuKJk7H5tsegE0n74qsLXdEjznHYc+t9sfMcTOwSX45HPXqLftStjuk4o7JDHzXkn8qD/536jPjruW6GtDZlUlnQQRUor4PuU4H1FHNeSkdMa4TSpdMjPO00s93x7EBaJ5Gow7VnOuap2Ey8Owku3RIcvxqHsfiANVD5+pDBV1DwVeoEx4zb433zDhXVqPWhoZ0rhLSUR1U1jlpDqD1RzcMjjWpTFzjk3mZeiSvPw3XcWWC1gjJqUqFejIB9TXQcaJ0xx2b2qZ4y1Apx4sSWEhjTfbE0nOmqirwzjxlZ4L01XKtzZzr2q2g81qOW/FWvGVQX8mBX839gdrcMk9xDkHIseBtxre/6jh2HMX8+sX+Vj+JJ5Nav9kmwJF1iCV8gNCQvtaH7CPVFXIcafygxUsMlMdivDFtkdFG1EmoRXo9HWSyrY5TS46fkPVzi0EJRvgpvTUcs9XkJ5kY+0hrZ0g9VdVADfdBFPNv7X+U509ciBh1Kt6cpjP4Nbm576XJpTK+46f6zPcVGVXr2hauukK1X/NDbVn10qkSsiNakYp3xk+N3dVplx5OrTJX9mGS+1/Vp2uPjgpJrnsh+1l9pbjSWgY5hTJzB1xTNLb9wKNQRYXz62k91wyeQg6WGo5vxaPRAPrP72LpvGqOcaVrrqpckrbU1tAoJtZzLtTWBtxnOFRUaFw7v3Yzq9XbwUHXTNkTsmg154yvQ+snJdUG3YswiiSvr2C7kmxfdaVDHetQeZVRvsrXaGzzRPcZjketw0naxah/B1w3E3Tm1KTb5BOX+tBcjkYBv461yFP/hNQl1rXcr0hG2dXkUMt6xUXxBNcj2eKcWAIxPpSUDTWUq2b7YmxbnepnfozrXcy3A9xrh8usz9KvUMNyDbRbeutZXmmZUEkW4pc5b+uYpE2VvDaoX9RfxE7uDl4XuYO2tFXO0r4bAY0zzRs9mNY1U/2X0aix2MC9ha4BNdUBKrmn0XioZH9q3GfkMkeNyxqOs0pexzNpmaO6MBNv4B4hwZA517GqMoDmg+KgcLTCcVw6aDxoHvn0Fh/RqEONxmg6TeM7HW3z4HVzbrrmWpDkPG1LWENNeQnN5zYExKSW18cEx6yyK6KQyYr6UENOug+s5pxQhpg653xejGtTQnrZRiUkOV+reY2WnM6ryFZtlrTydIxxPklc5eq4F/FyrKOaQf/Xk/SrWY5KGv2egysoC2htrOO9ivZJMc5jlaurZQbfDZKj8iVLaDu5AEn/IKuS96At9yiyReNCZRWvp/1aD3W+dEiSZ8s8NfkbPnQHjatkf4EJ0YqA8xpIcK1g9dBLtnm7aL/WepqnZN+/deSs9tWxHT6RH5l8HZUXZ1vqKFfPwOzlvDO1AVpTEuy7Sq43Eq6vCxGtgL+u1HANpBlK9oEk/bHlR4zrYcvzlY6b4HcmEHxnDaZgnRIIuSgkucgleVyZimNc7OpbTDDdSDbwItQ0KTnrAy4kknPOQZsg3ZBo4YlyMatNXxQqKlK1aYMFLnAsxoWHFxQuEolECE3+OPVWc8LXcKH2C1SqiNYpxOpTzjgtDEqWTAX16zwaddwM8QKUXoxVd0WFQyMvalVclGt5EVQZfXsmTsfLokWBX1xjXDyVvjIhwpGub5FlWIiBgwPYENWlxS7BC0mczoOMvoolIcRF7VpZ3tSYKe6P1WShSK1v29K5ylm/QRe9Kl0waYbaWEV7tRkRJ/FnMmrTFwu1RTK1dBREeXOgvJZB+UuWpPrS32BwPClfF9HKSo4VjkPxdOSuC4FzikkCnrNiIcdWJe1R0HkjL2zqK6WzGMeZQwMvUI3sK+WH7D/122KOJZ2r3miFS0U5RxKcK6DORo4l2a4/45QtklAbq9kWCctplKRsI+vT+doJnF+aYGtaORuT4AUYAsS2psayQzTqyJVHskc7eiXZL94c2q35FuOc1rhgV0JjS3kaR1ojtFlSHyutgeuL5BR0DrZXY7PGzy1NZY4Nzl/lV3Hd0FiOc6xkdDayfJx1qf81VmVHNdlkNr4xbupoEvSq5bqm9MooUMs1rVYbPWUwaHNUw3FTxXEq3Y0cWxpLWkdiXG/lRKvjnKln0DmLcMzqM6Md4NCH5LTWyp5EhglW/ArzuuKbC29A/aabNwm+27cHehJe942nYc5WB+K4zQ/CRoOKm/J9JC8PNbvvh8OOuBo37zEPh07YDZvS2au13+ev7gfrbSRjHpBqQ6qNuk61Uslx2eo8faJvXDU2zTkH3STJYRVSXg5k/ayP36QTWMhKeKnx1wqwGvFTGpbzqk+Pi0y2nLMN3lYqyiR+h6PqzgSNPsXrOYbqODYaOSa07nwH9b5ojPqSWutamKx6tG5r3HghfiQ5/6s43xs4xvXAVOurvm2ttTwIUtcxirV4h9D41/xKJaqCkM5W56+79cu5tqqM1ljdcESjoA52REoBdH3WtVpt1/yq9+t94G8QqjmHqv21Bf5GVEVUo47q5wbOG7VLNldVNetUflPgmFD9CfKQbqWrjI4cHrzhCBion8yUXkuHlMaA7Klne2JcGzSnJa+g9DqOkSra1khuKhOnTMjBq3iS9UguE2S/4iHt0Fhv5Fi8DVbpAAAQAElEQVTygX2ttoRhKDRkojNJLhsyy3/bEstp97JqVj6lhUo2a+XLrQXJTNvXguoNV2XbA2m5PDhEl8kLOEY07zTe9bMfGYEk1xTFkxzsmneaP5oDWmPkdGrWpXFPJXxL3ju305maE1iejS3SFdUevZbzUTraCpLxDg1FEEJztZb3J/VcZ2STyqhaf+3ldb6O13ClZYIusf6akUlY6hjTGsQ9IDi/l8pqdZrgfE8lpBvMBzyaW8TkH2rrL0Uk41wAz5UVa80KqVc2p81HQ/q6F7ADMvcyylebKqOOeyGVB+QAU30hC0ajzjvlK7lGhtQnvjGud+oXyWSC0rTWydkXJ4tGrm9ySoI6YmxnnGUku3Q5pa3rEEvbsq7rXd36NN7U80S5jArNkwbyVt8ozpkBf21ifzXwehEjexVKsu/reE2SjM6lU/o0/ivpSMvMQ8V1nZIO3WdrnEk+E6Lpex31sRxv9dSvejL5SV7DNEZUXvsqpddzXkgmMwaUBqhF/ORYlv2NtA981XFuSb6Ke12erpG37FkZRRk2ktXeQvd8IednnNfotLlQO+q4z1Y7a3gd175c8pxSkLzWLJ2HhFvHdiueYNt8OfJ3nBC6LjFbWf76rS9qNKbXPp/ID5Xnwb8d57V+lqKR60BGJzgXxdjbTGUJlk+QfUC/g+QSYYQO2ID7K6qgoOR44Bx39KMAmp+aiyzK+zb4LzxUsz2Z/oy1miOh32vJn5Fkver3VkzZlXJ8616Xtfl3CIfatB8lQdtiHCdqUyzdv+KhsVTJ+3rtxWSf9Kpwgsx1zATZnYlHo0i1iQkx8pQd6qOY7KWg34smAd2H0QRKgW0GVI+4hEzROqh4vcrw3N7rngCH6bqv1GpclwS4KmRm4EpUq02cxJxjOQY/gZXABUeHlsEh9BOcknxqr09e9rhoaHJn9GTkqYqLNm8c03q00Gjx1iKjeEMjb1a5KEleC5SC4gqZxVxxn84Pvv0mS2krFWie6kMbLLRYaxGK+80SFypuLuFfbCHtreONfT0vNjEunkt44V2yBKjnoqdFsJoXSDmA4rz4q0g1y/oNWPqiowuGFuA4L15aJCXTnoI4qu2VlbxQcBPeQAZCFHLxjnFhrubFQ4u5Y2IjL6Ahj2BQf6r9Kof0SxsVMVZ/VvGmv6oyRGUFOEoYVBHlGnnx5AHa9FdXAtXkBSqrY91KV1AdCV5E/VVZCS2CxoIuUOqPTLJUh+ynatapC6OvMJPZ4qg2AA7SXRF1kJ3JtD11bCf0CkN9dqjgaK3Yc/YRWchn0ExgO/jmOZBoCImkfbYrpGcvY6faEU/PI6WxFb6PHPuMDfBtcc6hjvNReT5IsEXTkow7ZmjjqA2fxqPGXCXHmja1cc5DOcbinMtx1qU/2Y5x3dF416Zu0WIWbnpzrHAeJLmmAc2XypDnSdoNjjlHWc3rkPFGzg/pjHPD36jxy7zUxl5SPFnqLVtBe+UMBssvlb3C0+qd90F2v3x8M3gQppZvgd233B9lZVPQo0vXFZZb05k03/fLd9PbzMch5LUE1CnN1Couzdn6U2GoX5WUYN9QYrnvtIZW+clvKdNKeHVOwtDbzsPqlF6mjPQoLJNBAHGO5STHYiZPTQs1V3zIpKaPYfrY8kAd0q3xq+SQ5bQ28j6nyUmh9OUFzYOWeZya7DimhNz407Y4rx+6/iW4xspOXUeSNLLV/KW43rJDx4BKZIPibQWqBs30D7iw1Et7Ds076Zc+Of41p7UW1HO+62ZL1+1MMdUT5/UuwXlLs/xao/mayV/6mGhsXgN8njfGx+zDCHR4AhrOmp9tNkSZXJsT3Kc757zDs02575ro61k5JbK1kU6NJNdAzXdfiuW1LnIR5hrBlKYMxr/tzbLfJrKi/JDX/JDXK28PWa1INpXHBZgR4oT2b4wixvuKBq2XXOQauIZqQQ1pVyYkuVD5wLq0j9F6pTVOfzWqPbFvOxXVc08D6lA56KVKdGTQeq+9h5K0BlbQmSP5Bu6H5PCTTseyFPXvGHXpXoBXNkh/xkmpzEaunZKPcX3VvUNdXQDnuEfj/ZL240qTXB3PVVZY6rjXr0/fH/m8lvs5JbSDUMn7oYwZlbxXUBsz52JVx36qZ5vUfqWLm1jrvLZF25SnoPuWOBnFeE3UObtUh6agsronSnA8N3D/2NAQ+C+9hHBNMv46FcI7CjOJclpKXvecoKz0VNOBiKVfzGjkuAJlkH7pepiOQg8vMnGNr3q2T+csBrA/G9nPrBrr8+VtoQGZI6OcHhyV6QTnmln5PH5orDXbncrX2E+oTHMGJVfvLTVtlmxDt/7qU+uV1iaVCWhOjGNCcTAu7jz4bPlDklzXNMaUH+c+RcdMkJzyk8kk9y06y+QQCdcIVR9yLWpOBZrqYmIoAR4TXEfinPdx3iNqburBlWxhFg8O2kPFOGYref+kcVXD++RohaMz10kEIevS+JO6jC492JesxgyQklNbo9FUPMFxmGQn6N5fc0ttjInDUvbCXuuMQLDOaurEFTkOdq1BmgD600g5FrOy2WAHRCKcIszUIs8UZGSyfb6DJlpWVlomSxKAyqucJo/iKqMj1VAfmgJL+QIBMwIHlguhG2nJqnx2tmN+iKwID3wHkmOPZ7EexyOXDEi36vf2ciXQuWyiIl+P4qHKsozSsml3Rk8kyyHC9Eh2ANWp4KhXIdvXDf9SehbPdUOmuqUvS3oiyg6hDY1zztcHvgKanU3dXOIh+ewuTEAIR91Z5Cl9Cqk6HJxztCOEfylOGSZCTp4g4iAb1Q4dVRfgoLIqobqkK8L6nHNeNsl8MM43DzxzIgX/ogk8Bn7xTXKhpgDA/Hgs9L9pFjLNMcHnQS+esZDq11n7CrTNARqbaqs4OBroaL9Yi5X+cxMt8DFeiJSvH9dXHocKAhYKAscSqXcX9nHAtmrshVzUA+UxBExTf1Pc96dYOOfAN4Mj3NBzT53Dj1fV6xzzWFFKHqwvFVjI64GjrMafryNMb6YdggigPNWrMdcyrnOlS7XXG8C/ItRDQ/y4UIJkNPaU5qiPVUBlxEppWRwvXoZtBu2IUCDFxiFgXPmOuhV8nDKKq36wgNfFsSlZ2SsZxSUDvrKYp6C6/DhlfbJRHCUfULd0KU9ldO7CEE51MwQM0qnySgso72iDjhHGdQwoI12aC9Id+HnD9YJtcs4hoJz6IUTzK4t5mTVO9XsZ2hqQn+pTmnMOqqPlWtSF891R2OcH0igZBpVVPWTseMymHPiiCsgeFuEZ5VlG4yoiDpIlQ982xrMYKOT7Tn2gNukoWd30qE4OI4BK1ef+nCwitNk5RsAXD6rLOUb4Zgokl832Kkl1Ky0VOF5pt8qrLulVWclLVml+nfI8Acl5Ho7tgPN6HduaxbY69QHjKhem8yJsI6MI2K6m+ikTSdepY2LoCGw+dRfM2Xw2SvoP45wJEFCXY8hiu4KA9VJecfCVRZ2RCCN6O0Bro2xSu7J5/VGegsqp3szROQcxy6I+pfGUdYHoQ7AqKC3C+pQe8XWoFY55PLYo49dwB8orXYFx2qNyql/HVP0OWdSXRe4aZ4orHXxlkxccEGG+87pDpjo4x8BzHlK2OUB2qSwzGQ95CBEJAn90zqV0OPi6NMaZhObxBsopz0FjWPUreJkAoBoEkdRR6WIIZoppQOYRz4GInPRwPhF0QFgBZcBXQB2K6hiRPHVFAkcVlPVtCxHwPPBysh0IKEMBvZFFDiqfCiGUKFkWgVMZBvAVOKcs9gVYxjFFgQe+lRfwNKNXgoprL8BkRDL1UTaL7fGyAaB6nI7MV3tZBSUAn8b0iLcffIU+TenSlcX0CNsKB6iOkBIR6tBROpUP53yedCgdcP6f8iUrXZm45rXq19xnMW9vwDqyIgEkpzznALUpNY4cnHNkEcJBLweeQvXqGOgDqfqdc5QDAulT2wPGuf7AJcElllKpftL10TEvwvkT8BgELMdjFsuAL8cQ8DzCsRxhWkC9ageTvb089fUoTfsdmg7nXCqwXDbL8QSqw/HxXjbtcSwseZ/OuPQHgex2KTmuMcrP5hgJnEPg9QBwQITldR4EzqdLzjE/UHAAxcFR65dKySquo+aHMtVvOpdcFnVpTQccdN6si3ypT3MafCnd66d8FveJTPLycPAMQp/AOG1yju2g3ak6ktC6EzA9YDrfCKjXi/MYRMD1nmfMkJzscUzL8sxCqH6n7ADQ/EytPw7Qm2WyaQsPzGMS06RP1wz1qdoN9rcv5/WlZDJruiMhyWd0Ku5tkx6WA/tAaWDdjiGLfY/0S+eyTW1SmQjzsliHcw5BoBDCOR1B2xinPiZD+hzANMBRZ4Q8Ax6zeBRj5xx0zgPLA9nkqLjSlB8CCDjA1CalycYIeSmucR5QmO9UOck6UJ4RvoPA+biOvl4HBAEguzNjg6o9NvAVeJscImybcw7Z+r9IeYwwXfWKY6rPHDRPA+kP4ONZ2SGYisCxHNvAE1+X1mbfVurwdQJMDxl0BO0OAZYJuMZIjlFovgRBAL10yGKeCxyUovxAcZ5IXm1RnuxRHuAQSefL7oByCrJb3MCXZCmCCPVKxkkmIntkl6MEjzxEmCadaoPsYxKkS+kUSsXZLuccZIvSNRYjYsE0p30EBVWGp15Gdiiu+pUeRIC4nHXcd1OUMg7K9/polzoni/2RycuivGO6Y0KSzscEg5xBOo/TAS3HZXW1zhz1Or+3rq8N0EgHZTwe8GF8yhkUp5MoTieOHrQ1+HgStXW6c3P+YaL0ytGjh4CsCpXU2ZikrXR2BjKQibKDh3b1lmn1dOjW0tnryKqB9z8ZA4OAbeO50lJtFx/lpnhl+b4MoXEqPQE5RzhGNPAi1AWKKU1zVMcI89Qffm6wbIQyejDgr3Faa3z5EOpj5xycc+AH9Mpi2UQCkC6mgqYpGeCJ44cL4F8an0GQhMYNHKB6M/pAfQELcgYpCse45qgKBiwvOc0FxwR/znylKe7S+ZoL0q20CNMgYcqrLUpzziF1BG11ZAOKONobglk+LyXrUucOTFOeg5+bLmQ5wLFutRl8qT6FCMe17HEBkMU4sxAhxyxuWpXm4Py51j44nqXXVEYRUF+EDH0eWJ5rsfTrPKAc8evNfaXKKYAqQtZDWdahesCXlw2ASIQnDtSbCqoji3Kyk+awvel8ZjjKq98CxR3SZR2y2YZI4CCdEcbBV4SyPPg8p7yI5B0ijKtOXVN0XXKUC5inOj035quNrMLbDb4itCdCvc45BJR3DFk651HnCs45RCgXkI2u+6m0ADrCwe+DwJdjGYoqyQcmeTY+jXJBBNDYkI2O5wrS65zzLNRGmohUWgh7rR8C7Mb1U3FnqbWgXx7y++WifLRCHspG5qJ4eCqUjshF2ag8DBuQi7HFuZBsKfNLhuehhHkFfVP5JSPyoLjyJFNemIsSypWOyoXSxrGsdEqX6ilhWaUPYd0Z+TLWP644D8XUWKS9hwAAEABJREFUNYblC4cyPjwHxayrcFiq7mKWU14x7SsfnUfdeSgamgvJytbRQ/IwtiiXbclDCWUkKznVo3YV9M2DdBSPyEERdRaybDGPpTxX/ZKVXUorYnnZVjQsjwxyoXpKaJvypU9lpV82+3K0rZxtUJlU23MwYlAebculLTmQbaUj81DE9oil2qBQQPayuZj1FJCH0qS3gGzHk0cJ9coGlS1h/WJYwDLFZKOj7C6hjNowuoAsyEBtV3nZU05OKiO9owryoL4ZW6T253hWKjuGdpfQtlLqL2G/FbHtki+gPbJNbZWeIf3Zz0xTevsIuRwDuRjH8VUqu9mXsreAfHSU3YUcR2OL8jBycK7vx/LCPPYH46NzoPFZwr4vSLdJ40x9o74q49gVg8xR/aN6RpFxhrlki1inyqv+fI0vslNaKedNPvWOYX2lZCtdpbRxfEnK5tFDOKYpL9ky2iIbxXgo55rqLGDeOMqOGJSLcvUP+1h9JR06l0wx+0s2Zeofxf5V3xVw7IwtykVRekyNU5x2qax0ltKe0UNyUMLyGjcFrMu3ielj02NjTCHzWSalJ5eyuRhPzqM5vgrIV/UPp20ah+VkpfPBfVK2FrDdGkfSWdCvK4bwvHxUDgrZ5kLOuTGc35KX7iHUpfYoXtC/K23OQTnrLvbtzfHzRnnlHMcZNtKr8iWUGU2dRewD8S0j8xLOrxLODaVpzo8rycPQFuO2aGgOxrBPytI2i5+YFbJdKlPKPlK71Ldl1Ce94ip7ioapLNvI9AJvN8/JVnYolFGn5AvYXtlcyLEn/QWsfwzt13kR60+NDfY/5cax/EiOKZUpZN5YzvlCMiqjvPqmkDqkM3Wei2K2r5D50jvC88+F2jiEdah+1av+LGLfi43sUl+oDapDoSito4jc1F6tGzqqrOQLybSQ9YrTWPZVMeXKOAaHDcyDZ0ObSzg2xLec6eW0VX0zMj8X0qM5VZyuX3XI1iLKK0/tld1DB+T5eav6yqljDMed7C9N96niGlsq422mDZm42jeOnNQnalch65KeUs8/pbeY9Y0t4nrFuTCGbShXYD2SU1uGsi2qdyzrHUm7pbOI/EvZt/nqW44R1Sf7dZQt+dRVxvwSzhvNhZFcU4rJsoTzRnKqRzYprr4rYV5h2u4RXjbXz6Mybyf7jW0Y0j8X0itbStj2MrIcRjaZ8wLWWc60UtapeaF2K62UsurfURw76n/ZWMg+k+4hHFfKkx0lspdjWun5nOfjOIdVj/LLPY88rot5/vo9nvYoT/0vuSHkoHKZvlHfqy8ko7YqpGQ5x/y6lcf5K/55HKc5/vpSTtuH+jyOd7ZFZTVuitk/WguHcNyqPWW0RXVpbJQz7uuh3ZIr9bxyUEB7Ctg2BXFWn2p8DmGa5Io4L0rIqYRsvA7Wl+/zciAdCmqXZMcWcR7TtiHk7/XRHpWRDcofRxZiWsz+EyuxVHn1TQnrUJ2S1VHlUnm5vN7nQX2j9ALam88wlswLaVtKby73Bbl+DZIeldPYyNSlueP1sQ7xVVzjKLOmjaVd+WyTdGvcSqfYqW+GDczl+GL94kYGhek1TXrGFuWh3Lc3D6M5Too5Nst4XkK50ZRTWxQfSy5qawHrKKEezdvCIbkQB8+b+cqTvRpPxeQmefVHGfstn8yVl0pnn/Fc9atuyaiOcsqpz9WOsWRT5NfVHGhclLDdGtOSVd2Sla4S2ikbVYfi44pzIDnlK30Y10LFC9LXG9lQQl2yrZRzYBjHYCHbrb4ZzfaorOooYP+ovNqt+r0853MJg+qV7cXUo/ZrTheQyxiuDUM4blVuCM91/RN/9V1mDJaxznLyLePYlW2yZxzbqvJlvBbKjhK2SRwkW8Q1bAy5lI3M4dzJ4/45D8XML2Y/yW71v2TLKaOj1qMy6pbd+ZzX0i+bx3F8tLzeSC6ffaD8QtVB28dwLKh+5RWr/zg2x8m2tJzGm85TMnkcqzn+Gi47SsVFgfumIs6NQpZVu1WH9I1T/WmmheStNUXtkJ1qewlZqg0aUzqWcIypHWrTONogHaqjxLc9l+tJrl9HUpy1puT5cVxCu8dwTS+mPvWN4tKjshpXGieZOjPjVjpLKK+8QtpdlF7vNTbGsm7ZN5pzoZBBtmk8qF/FSPaV0tZi9kcRwxjOA63H5eznEtqqvislF4V8tZ/9VEwbfR5lC8miaWxwXKiucWSl/ELaUkK7VEc594IqJz2l7N/B7BPJptqXw7bnIp9jLp997ttLGfWDxqZsLqfuIVzTRgzmmkd7y2mH5NTmcuaJl3hIp/pG/FW/dIwjg5G8FkpOZUrYLh3FUceRg/Ogo8qKl8opXs46FPJpayHHRKac+kjxMax3aPqapnZItpxpypNd0qlz8da8lE6NA9k0mnNVdZWQTznrUZ7SS2Qb26eyslvMitkvJewD1aF2SKaAfaFxXMSxL9uKuDdUGR+nrUXsI9+X7Mci6izn/FD/F3Fs6Nqi+kcPzeX1Iw8j89l+1il90pHpm4xdBeyX9hJKaefo9JiTvS1tlO3K17GIzLT/G8N2a9yMZP8Xk0kJeatvSnlUWe2TNM+UV0pOGhNiU8K4+qqE9ZVQVxGZjuG8HEN95ezjMnJVmVG8N1E/DeU6XMYxq7EuVuXs04we6Shi3dJdwPGdz75TvuRKaEcZdem8nOWlU3IacwUcd2VM0xpRyv6XrWq7yqnOkdx7qS0611gq4vWmlPYqL6OnnLaWsqy3v0h7lTyuPbxWcvxJroC2qA7ZIRnNTW8f21lKXUqTPZLRdVj1eZ3ko7RisilhXHVr3SjgWCljezQfR5G56lD+KO7nlCd9WlfLyaeAdReTi+TVVs3bEZyLylMZtXcU+RZQp8ZtMeuRbDnbpLTRXM+0h/P9xr4pp84izoci9pXmnGTKKFvCOsYwv4Dsx/HeM1On5JRezjyVVf5ozokyMlf96jfJqv0F7AtfP+soYZ9pXRrFNqm86pHvRXWqrMaNdCq/hOyLKV9MThmeKqv6StgezcWxRXncA+b5vYh0aLyKm+TFULLSO5x+F40zbzftUFqJ153D/VmuX8OK2VbZozJj1d9klxobuV5GeiWjPJUtYR9LTz7ZeL1kofNSb3cuNIfKWFdn8Qt2tHaYI7ij9ZjZawSMgBHo5ASseUbACBgBI2AEjIARMAJGwAgYASNgBIzAmifQ3hzBa76FptEIGAEjYASMgBEwAkbACBgBI2AEjIARaG8EzB4jYASMgBFYxwTMEbyOgVt1RsAIGAEjYASMgBEwAiJgwQgYASNgBIyAETACRsAIGIF1ScAcweuSttVlBIxAMwGLGQEjYASMgBEwAkbACBgBI2AEjIARMAKdn4C1sN0QMEdwu+kKM8QIGAEjYASMgBEwAkbACBgBI9D5CFiLjIARMAJGwAgYgfZBwBzB7aMfzAojYASMgBEwAp2VgLXLCBgBI2AEjIARMAJGwAgYASNgBNoBAXMEt4NO6NwmWOuMgBEwAkbACBgBI2AEjIARMAJGwAgYgc5PwFpoBIxAeydgjuD23kNmnxEwAkbACBgBI2AEjIAR6AgEzEYjYASMgBEwAkbACBiBdk3AHMHtunvMOCNgBIxAxyFglhoBI2AEjIARMAJGwAgYASNgBIyAETAC7ZfAmnIEt98WmmVGwAgYASNgBIyAETACRsAIGAEjYASMwJoiYHqMgBEwAkaggxIwR3AH7Tgz2wgYASNgBIyAETAC64eA1WoEjIARMAJGwAgYASNgBIxARyRgjuCO2GtmsxFYnwSsbiNgBIyAETACRsAIGAEjYASMgBEwAkag8xOwFnY6AuYI7nRdag0yAkbACBgBI2AEjIARMAJGwAh8dwKmwQgYASNgBIyAEehcBMwR3Ln601pjBIyAETACRmBNETA9RsAIGAEjYASMgBEwAkbACBgBI9CJCJgjuBN15pptimkzAkbACBgBI2AEjIARMAJGwAgYASNgBDo/AWuhETACGwoBcwRvKD1t7TQCRsAIGAEjYASMgBEwAm0RsDQjYASMgBEwAkbACBiBDYKAOYI3iG62RhoBI2AElk/AcoyAETACRsAIGAEjYASMgBEwAkbACBiBzk/AHMGdv4+thUbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIbOAEzBG8gQ8Aa74RMAJGwAgYASOwoRCwdhoBI2AEjIARMAJGwAgYASOwIRMwR/CG3PvW9g2LgLXWCBgBI2AEjIARMAJGwAgYASNgBIyAEej8BKyFRmA5BMwRvBwwlmwEjIARMAJGwAgYASOwfgi88/7HmLb7CRg7/bDlhnsf+j3+/PJbXk7y68dSq9UItE8CZpURMAJGwAgYASNgBNoiYI7gtqhYmhEwAkbACBiBjkvALDcCHZ7A2NKR+OsTt+Od5+734YxjZ2PKxHK8/uSP/LnSjzxgV2y7+UQvJ/kO32hrgBEwAkbACBgBI2AEjIARWMsEzBG8lgGve/VWoxEwAkbACBgBI2AENgwC+kbwzgeeja8XVfgG61vCR5x+DW6+59GmbxJn8udddXdTmmRq6+p9mcxHy3x9G9m+ZZwhY0cjYASMgBFovwTMMiNgBIzAqhEwR/Cq8TJpI2AEjIARMAJGwAgYgXZM4NW33kP3bnn+m8P6BnHBoH6YPvM0FI4c0pQm8x967FkdfJATWBF901jhynlH46gzr0W7dwbLaAtGwAgYASNgBIyAETACRmAlCZgjeCVBmZgRMAJGoL0RMHuMgBEwAkZgWQL6CYkD9t7OZ3TNy8UWk8f7n5VYOu2l1/4JfStYzt4P/vc5Tj9mli+jD+koLx6BV958V6cWjIARMAJGwAgYASNgBIzAeiWwpio3R/CaIml6jIARMAJGwAgYASNgBDocgYWLluDd/3zsvzWc+c/pNtvlOOibxR2uMWawETACnZWAtcsIGAEjYASMwBohYI7gNYLRlBgBI2AEjIARMAJGYG0RML1rm8CwgoF47tEf+J+O0E9DZIL+Q7q1XbfpNwJGwAgYASNgBIyAETAC64qAOYLXFWmrxwisLgErZwSMgBEwAkbACKw1AgP79UEYhlj4Teo/nFtrFZliI2AEjIARMAJGwAh8GwHLNwJrmYA5gtcyYFNvBIyAETACRsAIGAEj0H4JjBo+GEMG98eZl9yOrxc1O4Pvfej3+PPLb7Vfw82yTknAGmUEjIARMAJGwAgYgbVJwBzBa5Ou6TYCRsAIGAEjsPIETNIIGIH1QED/odyPb/o+Nhlf3Op3gn/1u+cwrnTUerDIqjQCRsAIGAEjYASMgBEwAmuHgDmC1w7X1dBqRYyAETACRsAIGAEjYATaIqDf6pWzVk7blvnbbj4Rf/j5tRjQr7dPbktuZdOuPPfoVr8R3FKvV24fRsAIGAEjYATWGAFTZASMgBFYPwTMEbx+uFutRsAIGAEjYASMgBEwAhsqAWu3ETACRsAIGAEjYASMgBFYDyFeGbcAAAfdSURBVATMEbweoFuVRsAIbNgErPVGwAgYASNgBIyAETACRsAIGAEjYASMQOcn0N5aaI7g9tYjZo8RMAJGwAgYASNgBIyAETACRsAIdAYC1gYjYASMgBEwAu2KgDmC21V3mDFGwAgYASNgBIxA5yFgLTECRsAIGAEjYASMgBEwAkbACLQfAuYIbj99YZZ0NgLWHiNgBIyAETACRsAIGAEjYASMgBEwAkag8xOwFhqBDkLAHMEdpKPMTCNgBIyAETACRsAIGAEjYATaJwGzyggYASNgBIyAETACHYGAOYI7Qi+ZjUbACBgBI9CeCZhtRsAIGAEjYASMgBEwAkbACBgBI2AE2j0BcwR/5y4yBUbACBgBI2AEjIARMAJGwAgYASNgBIxA5ydgLTQCRsAIdGwC5gju2P1n1hsBI2AEjIARMAJGwAisKwJWjxEwAkbACBgBI2AEjIAR6MAEzBHcgTvPTDcCRmDdErDajIARMAJGwAgYASNgBIyAETACRsAIGIHOT6CzttAcwZ21Z61dRsAIGAEjYASMgBEwAkbACBgBI7A6BKyMETACRsAIGIFOScAcwZ2yW61RRsAIGAEjYASMwOoTsJJGwAgYASNgBIyAETACRsAIGIHOR8AcwZ2vT61F35WAlTcCRsAIGAEjYASMgBEwAkbACBgBI2AEOj8Ba6ER2MAImCN4A+twa64RMAJGwAgYASNgBIyAETACKQL2aQSMgBEwAkbACBiBDYmAOYI3pN62thoBI2AEjEBLAhY3AkbACBgBI2AEjIARMAJGwAgYASOwwRDYgB3BG0wfW0ONgBEwAkbACBgBI2AEjIARMAJGwAhswASs6UbACBgBIyAC5ggWBQtGwAgYASNgBIyAETACnZeAtcwIGAEjYASMgBEwAkbACBgBmCPYBoERMAKdnoA10AgYASNgBIyAETACRsAIGAEjYASMgBHo/ASshSsmYI7gFfOxXCNgBIyAETACRsAIGAEjYASMgBHoGATMSiNgBIyAETACRmAFBMwRvAI4lmUEjIARMAJGwAh0JAJmqxEwAkbACBgBI2AEjIARMAJGwAgsj4A5gpdHxtI7HgGz2AgYASNgBIyAETA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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# -------------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------------\n",
    "if not mt5.initialize():\n",
    "    raise RuntimeError(\"MT5 initialization failed\")\n",
    "\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M1  # 1-minute bars\n",
    "bars_to_fetch = 2000  # number of bars\n",
    "\n",
    "# -------------------------------\n",
    "# 2. Fetch bars from MT5\n",
    "# -------------------------------\n",
    "utc_from = datetime.now()\n",
    "rates = mt5.copy_rates_from(symbol, timeframe, utc_from, bars_to_fetch)\n",
    "mt5.shutdown()\n",
    "\n",
    "if rates is None or len(rates) == 0:\n",
    "    raise RuntimeError(\"No bars retrieved from MT5\")\n",
    "\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "\n",
    "# -------------------------------\n",
    "# 3. Calculate Tick-Volume VTR\n",
    "# -------------------------------\n",
    "# Tick-Volume based VTR: VTR_t = V_t * |V_t - V_{t-1}|\n",
    "df['VTR'] = df['tick_volume'] * df['tick_volume'].diff().abs()\n",
    "\n",
    "# Safe fillna for pandas 3.0+\n",
    "df['VTR'] = df['VTR'].fillna(0)\n",
    "\n",
    "# -------------------------------\n",
    "# 4. Plot Footprint-Style Candles\n",
    "# -------------------------------\n",
    "colors = ['green' if row['close'] >= row['open'] else 'red' for _, row in df.iterrows()]\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "# Candles\n",
    "fig.add_trace(go.Candlestick(\n",
    "    x=df['time'],\n",
    "    open=df['open'],\n",
    "    high=df['high'],\n",
    "    low=df['low'],\n",
    "    close=df['close'],\n",
    "    name='Price'\n",
    "))\n",
    "\n",
    "# Overlay raw VTR as bars (footprint)\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df['time'],\n",
    "    y=df['VTR'],\n",
    "    name='Tick-Volume VTR',\n",
    "    marker_color='blue',\n",
    "    opacity=0.4,\n",
    "    yaxis='y2'\n",
    "))\n",
    "\n",
    "# Layout\n",
    "fig.update_layout(\n",
    "    title=f\"{symbol} - Tick-Volume VTR Footprint\",\n",
    "    xaxis=dict(title='Time'),\n",
    "    yaxis=dict(title='Price'),\n",
    "    yaxis2=dict(title='VTR', overlaying='y', side='right', showgrid=False),\n",
    "    legend=dict(x=0.01, y=0.99)\n",
    ")\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddb91533-fbab-4d42-86e2-baff04d29728",
   "metadata": {},
   "source": [
    "### Fetch bars from a specific date:\n",
    "1. For example, to start exactly on December 5:\n",
    "    >`utc_from = datetime(2025, 12, 5)`\n",
    "3. Or fetch recent bars_to_fetch bars only (no timedelta):\n",
    "   >This will just get the last 1000 bars from the current time.\n",
    "    >`rates = mt5.copy_rates_from_pos(symbol, timeframe, 0, bars_to_fetch)`\n",
    ">`copy_rates_from_pos(symbol, timeframe, 0, bars_to_fetch)` fetches the most recent `bars_to_fetch bars`, ignoring any start date.\n",
    "4. Or simply\n",
    ">`utc_from = datetime.now()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "875e4f52-64fe-4e84-a432-263fc13516b2",
   "metadata": {},
   "outputs": [
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# -------------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------------\n",
    "if not mt5.initialize():\n",
    "    raise RuntimeError(\"MT5 initialization failed\")\n",
    "\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M1  # 1-minute bars\n",
    "bars_to_fetch = 2000  # number of bars\n",
    "\n",
    "# -------------------------------\n",
    "# 2. Fetch bars from MT5\n",
    "# -------------------------------\n",
    "utc_from = datetime.now()\n",
    "rates = mt5.copy_rates_from(symbol, timeframe, utc_from, bars_to_fetch)\n",
    "mt5.shutdown()\n",
    "\n",
    "if rates is None or len(rates) == 0:\n",
    "    raise RuntimeError(\"No bars retrieved from MT5\")\n",
    "\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "\n",
    "# -------------------------------\n",
    "# 3. Calculate Tick-Volume VTR\n",
    "# -------------------------------\n",
    "df['VTR'] = df['tick_volume'] * df['tick_volume'].diff().abs()\n",
    "df['VTR'] = df['VTR'].fillna(0)\n",
    "\n",
    "# -------------------------------\n",
    "# 4. Normalize VTR for color intensity\n",
    "# -------------------------------\n",
    "vtr_max = df['VTR'].max()\n",
    "vtr_min = df['VTR'].min()\n",
    "# normalize 0-1\n",
    "df['VTR_norm'] = (df['VTR'] - vtr_min) / (vtr_max - vtr_min + 1e-9)\n",
    "\n",
    "# Create a color gradient from light yellow (low) to red (high)\n",
    "def vtr_to_color(v):\n",
    "    # v in 0-1\n",
    "    r = int(255 * v)\n",
    "    g = int(255 * (1 - v))\n",
    "    b = 0\n",
    "    return f'rgb({r},{g},{b})'\n",
    "\n",
    "df['color'] = df['VTR_norm'].apply(vtr_to_color)\n",
    "\n",
    "# -------------------------------\n",
    "# 5. Plot VTR Heatmap Candles\n",
    "# -------------------------------\n",
    "fig = go.Figure()\n",
    "\n",
    "for i, row in df.iterrows():\n",
    "    fig.add_trace(go.Candlestick(\n",
    "        x=[row['time']],\n",
    "        open=[row['open']],\n",
    "        high=[row['high']],\n",
    "        low=[row['low']],\n",
    "        close=[row['close']],\n",
    "        increasing_line_color=row['color'],\n",
    "        decreasing_line_color=row['color'],\n",
    "        showlegend=False\n",
    "    ))\n",
    "\n",
    "fig.update_layout(\n",
    "    title=f\"{symbol} - Tick-Volume VTR Heatmap Candles\",\n",
    "    xaxis_title='Time',\n",
    "    yaxis_title='Price'\n",
    ")\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "81b3137c-2477-4b92-b19e-f198afd9e2cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
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         "close": [
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         ],
         "decreasing": {
          "line": {
           "color": "rgb(0,255,0)"
          }
         },
         "high": [
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         ],
         "increasing": {
          "line": {
           "color": "rgb(0,255,0)"
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         },
         "low": [
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         ],
         "open": [
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         ],
         "showlegend": false,
         "type": "candlestick",
         "x": [
          "2025-12-03T18:11:00"
         ]
        },
        {
         "close": [
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         ],
         "decreasing": {
          "line": {
           "color": "rgb(65,189,0)"
          }
         },
         "high": [
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         "increasing": {
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         "low": [
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         "open": [
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         "showlegend": false,
         "type": "candlestick",
         "x": [
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         ]
        },
        {
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         "decreasing": {
          "line": {
           "color": "rgb(0,255,0)"
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         "showlegend": false,
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import MetaTrader5 as mt5\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.graph_objects as go\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "# -------------------------------\n",
    "# 1. Initialize MT5\n",
    "# -------------------------------\n",
    "if not mt5.initialize():\n",
    "    raise RuntimeError(\"MT5 initialization failed\")\n",
    "\n",
    "symbol = \"XAUUSDc\"\n",
    "timeframe = mt5.TIMEFRAME_M1  # 1-minute bars\n",
    "bars_to_fetch = 2000  # number of bars\n",
    "\n",
    "# -------------------------------\n",
    "# 2. Fetch bars from MT5\n",
    "# -------------------------------\n",
    "utc_from = datetime.now()\n",
    "rates = mt5.copy_rates_from(symbol, timeframe, utc_from, bars_to_fetch)\n",
    "mt5.shutdown()\n",
    "\n",
    "if rates is None or len(rates) == 0:\n",
    "    raise RuntimeError(\"No bars retrieved from MT5\")\n",
    "\n",
    "df = pd.DataFrame(rates)\n",
    "df['time'] = pd.to_datetime(df['time'], unit='s')\n",
    "\n",
    "# -------------------------------\n",
    "# 3. Calculate Tick-Volume VTR\n",
    "# -------------------------------\n",
    "df['VTR'] = df['tick_volume'] * df['tick_volume'].diff().abs()\n",
    "df['VTR'] = df['VTR'].fillna(0)\n",
    "\n",
    "# -------------------------------\n",
    "# 4. Normalize VTR for color intensity\n",
    "# -------------------------------\n",
    "vtr_max = df['VTR'].max()\n",
    "vtr_min = df['VTR'].min()\n",
    "df['VTR_norm'] = (df['VTR'] - vtr_min) / (vtr_max - vtr_min + 1e-9)\n",
    "\n",
    "# Color gradient: low VTR = yellow, high VTR = red\n",
    "def vtr_to_color(v):\n",
    "    r = int(255 * v)\n",
    "    g = int(255 * (1 - v))\n",
    "    b = 0\n",
    "    return f'rgb({r},{g},{b})'\n",
    "\n",
    "df['color'] = df['VTR_norm'].apply(vtr_to_color)\n",
    "\n",
    "# -------------------------------\n",
    "# 5. Plot Heatmap Candles + VTR Histogram\n",
    "# -------------------------------\n",
    "fig = go.Figure()\n",
    "\n",
    "# Candles with VTR-based gradient\n",
    "for i, row in df.iterrows():\n",
    "    fig.add_trace(go.Candlestick(\n",
    "        x=[row['time']],\n",
    "        open=[row['open']],\n",
    "        high=[row['high']],\n",
    "        low=[row['low']],\n",
    "        close=[row['close']],\n",
    "        increasing_line_color=row['color'],\n",
    "        decreasing_line_color=row['color'],\n",
    "        showlegend=False\n",
    "    ))\n",
    "\n",
    "# Overlay raw VTR as histogram on secondary y-axis\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df['time'],\n",
    "    y=df['VTR'],\n",
    "    name='Tick-Volume VTR',\n",
    "    marker_color='blue',\n",
    "    opacity=0.4,\n",
    "    yaxis='y2'\n",
    "))\n",
    "\n",
    "# Layout with fixed size and dual y-axis\n",
    "fig.update_layout(\n",
    "    title=f\"{symbol} - Tick-Volume VTR Heatmap Candles + Histogram\",\n",
    "    xaxis_title='Time',\n",
    "    yaxis=dict(title='Price'),\n",
    "    yaxis2=dict(title='VTR', overlaying='y', side='right', showgrid=False),\n",
    "    legend=dict(x=0.01, y=0.99),\n",
    "    width=1000,\n",
    "    height=500\n",
    ")\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "651cc2fb-b36f-49a8-9599-4dda15befc4b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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