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border: solid 1px #ccc;
border-bottom-color: #bbb;
border-radius: 3px;
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margin: 0 0.35em 0.25em -1.6em;
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position: relative;
border-color: #4078c0;
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code .kw { color: #000000; }
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code .st { color: #183691; }
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code .fu { color: #63a35c; }
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</head>
<body>
<!-- README.md is generated from README.Rmd. Please edit that file -->
<h1 id="biplotez-">biplotEZ
<img role="img" aria-label="biplotEZ logo" 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" align="right" height="139" alt="biplotEZ logo" /></h1>
<p>The goal of biplotEZ is to provide users an EZ-to-use platform for
visually representing their data with biplots. Currently, this package
includes principal component analysis (PCA) and canonical variate
analysis (CVA) biplots. This is accompanied by various formatting
options for the samples and axes. Alpha-bags and concentration ellipses
are included for visual enhancements and interpretation.</p>
<h2 id="installation">Installation</h2>
<p>You can install the development version of biplotEZ like this:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="fu">library</span>(devtools)</span>
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>devtools<span class="sc">::</span><span class="fu">install_github</span>(<span class="st">"MuViSU/biplotEZ"</span>)</span></code></pre></div>
<h2 id="example">Example</h2>
<p>This is a basic example which shows you how to construct a PCA
biplot:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="fu">library</span>(biplotEZ)</span>
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a><span class="fu">biplot</span> (iris[,<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>], <span class="at">Title=</span><span class="st">"Test PCA biplot"</span>) <span class="sc">|></span> <span class="fu">PCA</span>() <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label 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/73F6wrQPscmK/N01l48MEH2/vZnJ8Fa7YuWBLavi+6YYmzG8OSwuih9s+TJk0qvOc97ynYJPjtuFjSW7j11lvb29hE924cS4rdvj/84Q/us/UvLVhfUbdt/T8L1t+1YH052/vZFFbumE3R5PbZxPsFS0ALlsi7/ZZIFyzJL1jy2t6HjUrwLeqgD0JACAiBChBQLficPnho2UIgLQig3cTvcOLEic7vMm5e+E+SO5Q2SZHZaA4xnZcL8okbv9w+tJv4SxIIhCsAvqn1Fqo6EQjkI/KTzocWFp9Y/GnxXUWjPNZWbkIzW4mgPaYP2uZoXtNw/3riGz6PtoWAEMgHAjLB5+M6a5VCILUIQOaoHFRKrHbU8ColleQBLdW/1DFIbTkiWKp/V45RBpRXNYKfaaVpo/y4lfapJ75+LnoXAkIgPwgoCCk/11orFQJCQAgIASEgBIRAKhAQAU3FZdAkhIAQEAJdQ4Ca8yTrHzlyZNcGUC8hIASEQBMQkA9oE0DXKYWAEBACQkAICAEhkGcEpAHN89XX2oWAEBACQkAICAEh0AQERECbALpOKQSEgBAQAkJACAiBPCMgAprnq6+1CwEhIASEgBAQAkKgCQiIgDYBdJ1SCAgBISAEhIAQEAJ5RkAENM9XX2sXAkJACAgBISAEhEATEFAi+iaAXq9TUjWFqiaS7iNgq4glVuXp/ugaIasIhL834e2srlfrEgKNRICiCaWqdTVyLjpX9xFQGqbuY5iaEfbdd1+z3377pWY+rTwRSkPuuOOOxtbJbuVlaO4NRoBynbb+uoF8IoMGDXIlMblpcvMMi63Fbv7973+7h0bKiw4YMKBTm3B7bQuBvCPw4IMPmoULF+YdhsysXxrQzFxKY0aMGGEuv/zyDK2oeUtZtWqVueuuu8wJJ5wgUtC8y9CSZ8YKwY0SEkpyeGrdjx492vTv379oPbfffrshiTzElBrzTz31lNl///07tSvqpA9CIMcIHHPMMTleffaWLgKavWuqFdUAgeHDh7s63IsXLzZTpkypwYgaIi8IQCg3b97satfvscceicvu1auXMyf27t3b7LTTTgaN6Pr160VAExHTASEgBLKEgAholq6m1lJTBGbNmmWuv/56M2HCBIOJVCIEKkUA0zrm91KC9vOBBx5wJnjv6jFu3LhSXXRMCAgBIZAZBERAM3MptZBaI4DfHqbThx9+2MyePbvWw2u8DCOA2X3gwIElV4iP8UEHHVSyjQ4KASEgBLKKQLFXfFZXqXUJgS4iMH36dLN06VJnGu3iEOqWQwQgoOU0oDmERUsWAkJACLQjIALaDoU2hEBnBAgcmTx5spk/f37ng9ojBGIQ2LBhg3PZiEa9xzTVLiEgBIRAbhEQAc3tpdfCK0WAIKTnnnvOvPDCC5V2UbscI1CJ/2eO4dHShYAQEAIOARFQfRGEQBkEiFKeMWOGS61TpqkOCwGXdqmc/6dgEgJCQAjkHQER0Lx/A7T+ihAgEn7jxo2GBPUSIVAKAWlAS6GjY0JACAiBAAERUH0ThEAFCPTo0cNFwj/00EPtVW4q6KYmOURABDSHF11LFgJCoGoERECrhkwd8orAqFGjXLnEJUuW5BUCrbsCBCpJwVTBMGoiBISAEMg0AiKgmb68WlytESAf6IIFC1zVmlqPrfGygYA0oNm4jlqFEBAC9UVABLS++Gr0jCEwbNgwV2Jx0aJFGVuZllMrBKQBrRWSGkcICIEsIyACmuWrq7XVBYGZM2caasST71EiBMIIbN261bzyyivOVSO8X9tCQAgIASFQjIAIaDEe+iQEyiJAhZuJEyc6U3zZxmqQKwSk/czV5dZihYAQ6AYCIqDdAE9d84vAPvvsY5YvX27WrVuXXxC08k4IyP+zEyTaIQSEgBCIRUAENBYW7RQCpRHo27evmTZtmpk7d27phjqaKwSkAc3V5dZihYAQ6AYCIqDdAE9d843ApEmTzNq1a83KlSvzDYRW346ANKDtUGhDCAgBIVASARHQkvDooBBIRqBnz55m1qxZhuT0EiEAAtKA6nsgBISAEKgMARHQynBSKyEQi8CYMWPc/ra2ttjj2pkvBKQBzdf11mqFgBDoOgIioF3HTj2FgENgv/32M/PmzTOk4JHkGwER0Hxff61eCAiByhEQAa0cK7UUArEIDB8+3AwdOtQ8/vjjsce1Mz8IyASfn2utlQoBIdA9BERAu4efegsBhwC+oI888ohLQi5I8okACeh79Ohh+vTpk08AtGohIASEQBUIiIBWAZaaCoEkBIYMGWJGjx5tHn744aQm2p9xBGR+z/gF1vKEgBCoKQIioDWFU4PlGYHp06ebpUuXmvXr1+cZhtyuXeb33F56LVwICIEuICAC2gXQ1EUIxCHQv39/M3nyZBeQFHdc+7KNgDSg2b6+Wp0QEAK1RUAEtLZ4arScIzBlyhSXmP6FF17IORL5W740oPm75lqxEBACXUdABLTr2KmnEOiEQO/evc2MGTPMgw8+2OmYdmQbAWlAs319tTohIARqi4AIaG3x1GhCwEyYMMFs3LjRPPPMM0IjRwiIgOboYmupQkAIdBsBEdBuQ6gBhEAxAqTimT17tivRWSgUig/qU2YRkAk+s5dWCxMCQqAOCIiA1gFUDSkERo0aZQYMGGCWLFkiMHKAAA8aGzZsMAMHDszBarVEISAEhED3ERAB7T6GGkEIxCKAFnTBggVmy5Ytsce1MzsIQD779etnevZM/pe6bds2I414dq65ViIEhED3EOjdve7qLQSEQBICw4YNM7vvvrtZtGiRIUeoJLsIVGJ+b2trM4MGDTK9evUyjz76qKuaRMDaDjvskF1gtDIhIASEQAICyY/rCR20WwgIgcoRmDlzplm8eLEzz1beSy1bDYFKApB8myeffNIceuih5qCDDjJPPfVUqy1V8xUCQkAI1AQBEdCawKhBhEA8Ami8Jk6c6Ezx8S20t1UR2Lx5s0u3hYZ7+fLlbhnr1q0zmzZtil0S5Vrnz59vyBGLOX716tVOCxrbWDuFgBAQAhlHQAQ04xdYy2s+AtOmTXMEBXIiyQ4CmNJ3220306dPH1d+FTP83LlzzU033RTr9ztmzBin+Tz44IOdGR6iuvfee2cHEK1ECAgBIVAFAvIBrQIsNRUCXUEAggIJhZzMmTOnK0OoTwoRIOBojz32cDN79tlnzfjx482ee+5ZdqZoQpGddtrJuWbIB7QsZGogBIRABhGQBjSDF1VLSh8CkyZNMmvXrnVlOtM3O82ouwhUEoQUPQdVs3hJhIAQEAJ5RED//fJ41bXmhiOAtmzWrFkuOf2xxx7b8PPrhPVFwAcYJZ0Ff9H777/fpWEiFRPfhylTppjBgwcnddF+ISAEhECmEZAGNNOXV4tLEwL4ACKk45FkB4GtW7caCGb//v0TF7Vy5UrjfUAPO+wwFwH/2GOPJbbXASEgBIRA1hEQAc36Fdb6UoXAfvvtZ+bNm2cgLatWrXJ+oamaoCZTNQLltJ8MuPPOOxvSLy1dutRddwhpKcJa9STUQQgIASHQYgjIBN9iF0zTbW0Ehg8f7syu119/venbt68hT6iktRGoxP+TsqxEv5N6ifak59p3331be+GavRAQAkKgGwiIgHYDPHUVAtUg8Morr5hHHnnE8P7yyy+bE0880ZVvrGYMtU0fApVoQJk1aZuojCURAkJACAgBY2SC17dACDQIAcovogk75phjzLhx4xwZbdCpdZo6IlCJBrSOp9fQQkAICIGWREAEtCUvmybdighMnTrVTJ482aXeoTY8/oDr169vxaVoziEEKtWAhrpoUwgIASGQewREQHP/FRAAtUSA6jYPPvhgLLEkIb0XAlAgowQkSVobARHQ1r5+mr0QEALNQUAEtDm466wZQwAzLNKvXz+DdhNfz3JCHkgi4desWVOuqY6nGAGZ4FN8cTQ1ISAEUouACGhqL40m1ioIkANy/vz5brokG1+2bJnLC1lu/lTBgaw+9NBD5ZrqeIoRkAY0xRdHUxMCQiC1CIiApvbSaGKtggBEkghncntu3LjR7LLLLuaAAw6oaPoTJkxwfZ555pmK2qtRuhDA5YJrr5Ka6boumo0QEALpR0AENP3XSDNMOQI9evQwe+21l/P9HDt2rEs6To7PSoS+s2fPdlpQSjRKWgsBaT9b63pptkJACKQHARHQ9FwLzaSFERg6dKjTeu65555Vr2LUqFEuPdOSJUuq7qsOzUVA/p/NxV9nFwJCoHUREAFt3WunmWcIAbSgCxYsMFu2bMnQqrK/FGlAs3+NtUIhIATqg4AIaH1w1ahCoCoEhg0b5qrkLFq0qKp+atxcBKQBbS7+OrsQEAKti4AIaOteO808YwhQF37x4sVmw4YNGVtZdpcjDWh2r61WJgSEQH0REAGtL74aXQhUjMCgQYPMxIkTnSm+4k5q2FQEpAFtKvw6uRAQAi2MgAhoC188TT17CEybNs0sX77crFu3LnuLy+CKpAHN4EXVkoSAEGgIAiKgDYFZJxEClSFAuU5I6Ny5cyvroFZNQ4C0WeR9HTBgQNPmoBMLASEgBFoVARHQVr1ymndmEZg0aZJZu3atWblyZWbXmIWFYX7v37+/6dlT/0azcD21BiEgBBqLgP5zNhZvnU0IlEUAQjNr1iyV6CyLVHMbyP+zufjr7EJACLQ2AiKgrX39NPuMIjBmzBi3sra2toyusPWXJf/P1r+GWoEQEALNQ0AEtHnY68xCoCQC++23n5k3b56rMV+yoQ42BQER0KbArpMKASGQEQREQDNyIbWM7CEwfPhwQ4lPcoNK0oeATPDpuyaakRAQAq2DgAho61wrzTSHCOALSnWkV155JYerT/eSpQFN9/XR7ISAEEg3AiKg6b4+ml3OERgyZIgZPXq0efjhh3OORPqWLw1o+q6JZiQEhEDrICAC2jrXSjPNKQLTp083S5cuNevXr88pAulctjSg6bwumpUQEAKtgYAIaGtcJ80yxwiQa3Ly5MkuICnHMKRq6Vu2bHHBYf369UvVvDQZISAEhECrICAC2ipXSvPMNQJTpkwxq1atMmvWrMk1DmlZvMzvabkSmocQEAKtioAIaKteOc07Vwj07t3bzJgxQ8npU3LVZX5PyYXQNISAEGhZBERAW/bSaeJ5Q2D8+PFm06ZNZsWKFXlbeurWKwKaukuiCQkBIdBiCIiAttgF03Tzi0CPHj1cic65c+eaQqGQXyCatHL8PteuXeseAmSCb9JF0GmFgBDIDAK9M7MSLUQI5ACBUaNGmUcffdQsWbLE7LXXXjlYcXqWSC7W+fPnmw0bNpiXXnrJDBw40GUmGDRokHOPSM9MNRMhIASEQPoREAFN/zXSDIVAEQKzZ882N998sxk3bpzBN1TSGAQgnK95zWvcyW644QYzceJEM3jwYKcRjc5g8+bN5s477zRkMKAfJJX33XbbzfTsKcNTFC99FgJCIH8I6O6Vv2uuFbc4AsOGDTMjRoxwFZLIESppPAJoQXfeeWdDoYA46dOnj0FbPWDAANcGkz1+o3KdiENL+4SAEMgjAnoUz+NV15pbHgEi4qkRDxGSNB4BCCVazVIyYcIEs8MOOzgCuvvuuxs+9+rVq1QXHRMCQkAI5AYBEdDcXGotNEsIQH4wAS9YsCBLy2qJtWzcuNG5PpQjk5jad9xxx5ZYkyYpBISAEGg0AiKgjUZc5xMCNUJg2rRpZvny5WbdunU1GlHDVIKAIuArQUlthIAQEAKlERABLY2PjgqB1CKAnyEklLRMksYhoBygjcNaZxICQiC7CIiAZvfaamU5QGDSpEkuN+XKlStzsNp0LFEa0HRcB81CCAiB1kZABLS1r59mn3ME8DOcNWuWSnQ28HsgDWgDwdaphIAQyCwCIqCZvbRaWF4QGDNmjKFKUltbW16W3NR1ioA2FX6dXAgIgYwgIAKakQupZeQbAZLTz5s3z2zdujXfQDRg9TLBNwBknUIICIHMIyACmvlLrAXmAYHhw4eboUOHutygeVhvM9coDWgz0de5hYAQyAoCIqBZuZJaR+4RwBd00aJFhprlkvogsG3bNld6kwpHEiEgBISAEOg6AiKgXcdOPYVAqhCgLOTo0aPNwoULUzWvLE0G8zvkE59biRAQAkJACHQdARHQrmOnnkIgdQhQG37ZsmVm/fr1qZtbFiYk/88sXEWtQQgIgTQgIAKahqugOQiBGiHQv39/M3nyZBeQVKMhNUwIAfl/hsDQphAQAkKgGwiIgHYDPHUVAmlEYMqUKWbVqlVmzZo1aZxeS89JGtCWvnyavBAQAilCQAQ0RRdDUxECtUCgd+/eZsaMGUpOXwswI2NIAxoBRB+FgBAQAl1EQAS0i8CpmxBIMwLjx4930dorVqxI8zRbbm7SgLbcJdOEhYAQSCkCIqApvTCalhDoDgJEaZOcfu7cuaZQKHRnKPUNISANaAgMbQoBISAEuoGACGg3wFNXIZBmBEaOHOlSBi1ZsiTN02ypuUkD2lKXS5MVAkIgxQiIgKb44mhqQqC7CKAFXbBggdmyZUt3h8p9/82bNxsS0ffr1y/3WAgAISAEhEB3ERAB7S6C6i8EUozAsGHDzIgRI1yFpBRPsyWmJu1nS1wmTVIICIEWQUAEtEUulKYpBLqKABHxixcvNhs2bOjqEOpnEZD/p74GQkAICIHaISACWjssNZIQSCUCgwYNMhMnTnSm+FROsEUmJQLaIhdK0xQCQqAlEBABbYnLpEkKge4hMG3aNLN8+XKzbt267g2U494ywef44mvpQkAI1BwBEdCaQ6oBhUD6EOjTp4+BhJKWSdI1BKQB7Rpu6iUEhIAQiENABDQOFe0TAhlEYNKkSWbt2rVm5cqVGVxd/ZckDWj9MdYZhIAQyA8CIqD5udZaac4R6Nmzp5k1a5ZKdHbxeyANaBeBUzchIASEQAwCIqAxoGiXEMgqAmPGjDFUSWpra8vqEuu2LrIIDBw4sG7ja2AhIASEQJ4QEAHN09XWWoWARYDk9PPmzTNbt24VHhUiAPnEj7ZXr14V9lAzISAEhIAQKIWACGgpdHRMCGQQgeHDh5uhQ4e63KAsD9PyM888k8GV1m5J8v+sHZYaSQgIASEAAr0FgxAQAvlDAF/Q6667zlBe8tlnnzUHHHBA/kCoYsWV+H+iUZaGtApQ1VQICIFcIyACmuvLr8XnEQHqma9atcr5gj733HPmyCOPVH3zMl+ESjSgDz30kAvyIt/qihUrnMl+//33N717699sGXh1WAgIgRwiIBN8Di+6lpxvBO644w7z4osvmiOOOMK89NJLTguab0TKr74SDeiWLVsc2Vy9erU5/PDDzd577y3XhvLQqoUQEAI5RUCP5jm98Fp2fhHYd999nQ8oCEyZMsUFJB122GH5BSRh5c8//7zzkx0wYIBBU7z77ru7HKqUNh08eHCnXkOGDDF33XWXeeWVV4zXMtNWIgSEgBAQAp0RkAa0MybaIwQyjQABSF4mT57szPFr1qzxu/S+HQFwQou56667Oi0xxPLJJ580jzzySCxG++yzjzn44INdlgG0oRDXUaNGxbbVTiEgBIRA3hGQBjTv3wCtP1MIYFpH+0a+yv79+zs/z1ILxD9xxowZLjn90UcfXapp7o4RULTLLru4dd93331m5syZjlSWAoIcq2hCkb59+xqIKOmbJEJACAgBIVCMgAhoMR76JARaGoElS5Y4AuSTzUOC5syZU3JN48ePN48++qgLnNljjz1Kts3jQQg92k8IfTUC9lSfkggBISAEhEBnBPTfsTMm2iMEWhYB/DuJcKfe++jRo10wTLnFQFZJTj937lxTKBTKNc/dcSLgMaeDU5K8/PLLLrBr06ZN7U2GDRumtEztaGhDCAgBIVCMgDSgxXjokxBoaQQef/xxs3HjRmdWJ+F8pTJy5EizaNEigwZ1r732qrRbLtpVEgGPhvTuu+82u+22m9OWAszOO+9s8LGVCAEhIASEQGcEREA7Y6I9QqBlEZg2bZrhVUpbl7Q4tKA333yzGTdunHJXhkCqhIBCNnFlgLzL5zMEnjaFgBAQAgkIyASfAIx2C4FWRACfQ15dIaCYjEeMGOE0oa249nrNuZIk9Jx76tSpIp/1uggaVwgIgcwhIAKauUuqBQmBriNARPzixYvNhg0buj5IxnpWogHN2JK1HCEgBIRA3REQAa07xDqBEGgdBEicPnHiRLNgwYLWmXSdZ1qpBrTO09DwQkAICIFMISACmqnLqcUIge4jgA8p9czXrVvX/cEyMII0oBm4iFqCEBACqUNABDR1l0QTEgLNRYAgGkgoaZkkxqABVUlNfROEgBAQArVFQAS0tnhqNCGQCQQmTZpk1q5d6/KJZmJBXVzE5s2bXU9FtncRQHUTAkJACCQgIAKaAIx2C4E8I0Ak/axZs1yJzjzjgPmdsqYSISAEhIAQqC0CIqC1xVOjCYHMIDBmzBiXzqmtrS0za6p2IfL/rBYxtRcCQkAIVIaACGhlOKmVEMglAvvtt5/zBd26dWsu168I+Fxedi1aCAiBBiAgAtoAkHUKIdCqCOy6666GBPXkBs2jSAOax6uuNQsBIdAIBERAG4GyziEEWhgBfEGpE0+987yJNKB5u+JarxAQAo1CQAS0UUjrPEKgRREYMmSIGT16tFm4cGGLrqDr05YGtOvYqacQEAJCoBQCIqCl0NExISAEHALTp083y5YtM+vXr88VIiKgubrcWqwQEAINREAEtIFg61RCoFUR6N+/v5kyZYqZN29eqy6h6nkXCgWzYcMGpWGqGjl1EAJCQAiUR0AEtDxGaiEEhIBFAAK6atUqs2bNmlzgsXHjRtO3b19DTlSJEBACQkAI1BYB/WetLZ4aTQhkFoFevXqZGTNm5CY5vczvmf0qa2FCQAikAAER0BRcBE1BCLQKAuPHjzebNm0yK1asaJUpd3meioDvMnTqKASEgBAoi4AIaFmI1EAICAGPQI8ePczs2bNdcnp8JLMs0oBm+epqbUJACDQbARHQZl8BnV8ItBgCI0eONAMGDDBLlixpsZlXN10R0OrwUmshIASEQDUIiIBWg5baCgEh4BCgROeCBQvMli1bMouITPCZvbRamBAQAilAQAQ0BRdBUxACrYbA0KFDzYgRI1yFpFabe6XzlQa0UqTUTggIASFQPQIioNVjph5CQAhYBIiIp0Y8uTKzKNKAZvGqak1CQAikBQER0LRcCc1DCLQYAoMGDTITJ050pvgWm3rZ6W7dutVs3rzZ+bqWbawGQkAICAEhUDUCIqBVQ6YOQkAIeASmTZtmli9fbtatW+d3ZeId7SeBVhIhIASEgBCoDwIioPXBVaMKgVwg0KdPHwMJfeihhzK1Xvl/ZupyajFCQAikEAER0BReFE1JCLQSApMmTTIvvfSSWblyZStNu+Rc5f9ZEh4dFAJCQAh0GwER0G5DqAGEQL4RoFb6zJkzM6UFlQY0399prV4ICIH6IyACWn+MdQYhkHkExowZY6iS1NbWlom1SgOaicuoRQgBIZBiBERAU3xxNDUh0EoIkJx+7ty5hgjyVpSXX37ZuREQUMU2Uf4SISAEhIAQqA8CIqD1wVWjCoHcIbDrrruaYcOGudygrbh40i6hwYVEr1692jz44IPm5ptvTky2//TTT5tHHnmkvRoUWlOJEBACQkAIVIaACGhlOKmVEBACFSAwa9YsR9g2bdpUQet0NYE8H3jggWbOnDkGv9ajjjrK7L///q7iU3SmL774otOS0ufee+81hULBzJ8/P9pMn4WAEBACQiABgd4J+7VbCAgBIVA1AkOGDDGjR482Dz/8sMEk34oCeYaAlsoDirZ04MCBjpxu2bKlZbW+rXh9NGchIASygYA0oNm4jlqFEEgNAtOnTzfLli0z69evT82cqplIJQFIu+yyiytBum3bNrPnnnsaSCukVCIEhIAQEAKVISACWhlOaiUEhECFCPTv399MmTLFzJs3r8Ie6WpWSQomNKRTp051mlJmP2PGjJbV+KYLfc1GCAiBvCAgApqXK611CoEGIgABXbVqlVmzZk3Zsz77rDHf+pYxZ51lzE9/aszGjWW71LVBJRrQuAkoaj4OFe0TAkJACMQjIB/QeFy0VwgIgW4g0KtXL6cVpETn0UcfnTjSnXcac9xxxlZS6mhy0UXG3HqrMdbK3RSpRAPalInppEJACAiBDCEgDWiGLqaWIgTShMD48eOdb+SKFStip2XdJ82ppxaTTxouWmTMuefGdmnIzq5qQBsyOZ1ECAgBIZARBERAM3IhtQwhkDYEqIw0e/Zsl1eTNEVRgWg++WR0b/D56qvj9zdirzSgjUBZ5xACQiDvCIiA5v0boPULgToiMHLkSJfOaMmSJVWdJYavVtW/O41rpQHFveBd7zLWBcGYc84x5l//6s6s1FcICAEhkC0ERECzdT21GiGQOgTIB7pgwYL2ikF+gjaI3Iwb5z8Vvx9/fPHnRn1CU7thwwaX47M75/zNb4x59auN+fWvjfnnP4254AJjbI7+RI1vd86lvkJACAiBVkRABLQVr5rmLARaCIGhQ4e6hO2UrQyLzWRkfvUrY2zu+iKxAfQuKr5oZ4M+QD779evXnl6pK6e1Q5gzzzQGH9ewrFxpzGc+E96jbSEgBIRAfhFQFHx+r71WLgQahsDMmTPNNddcYyZNmlRUYeiww4KgI4joM88YY3PYu8CkAQMaNrWiE9XC/5OKnGvXFg3b/oHofokQEAJCQAgYIwKqb4EQEAJ1R4CylRMnTnSmeOqth2XUqPRoBmvh/zl4cHh1xduljhW31CchIASEQLYRkAk+29dXqxMCqUFg2rRpZvny5WbdunWpmVN0IrXQgO6zjzH77hsdOfh8yinx+7VXCAgBIZA3BERA83bFtV4h0CQE+vTpYyChJKdPq9SCgNrsU+aPfzRm7NjiVb7xjcZ84QvF+/RJCAgBIZBXBERA83rltW4h0AQE8AF9yZY9WklETgqlFiZ4ljV5sjGPPmrMn/9szKWXGkNKpiuvNKZv3xQuWlMSAg1CgCC/l19+2Z3t/vvvb9BZdZq0IiACmtYro3kJgQwi0NOGvs+y+YgefPDBVK6uFhpQv7D+/Y1505uM+chHjDnkEL9X70IgXwhs2bLFPPfcc27R8+bNMzzkIbjjIJs2beqUos0d0J/MIyACmvlLrAUKgeYgsHmzMXffbczttxubW7NjDqNHj3Zpjp5MKoPU0bThW7XSgDZ84jqhEGgiAmg2X3jhBav1f9SsX7++aCb8ph5++GG3nzYPPPCA2bhxo9ls/0EssuXQ7rb/JMiQ8corrxT104fsIyACmv1rrBUKgYYhgNn5rW81ZvfdjRk0KND8kZB9zz0DE7SfCMnp0YZs3brV72r6O3NBW9Mf1aVECAiBRASef/55W9mro7QXxPPFF180O+ywg8ujG9cR6wckkwdQfmP81vpan5RDDz3UDBs2LNXBiXHr0b7uI6A0TN3HUCMIASFgEXjsMWMOOshYH8/OcKxZY8zJJxtLOo0h0fyuu+7qbjqLFy82UymJlALB/E66KIkQEALFCCxbtszstNNO7jfLEQIJe9houxEjRriGmNgnW8fnZ2wyX0hm7969zdy5cw1EFbKJthPhIQ/Lx/jx491n9t9xxx1m1apVNmhvrNunP/lBQBrQ/FxrrVQI1BWB886LJ5/+pFjYfvEL/4nSlLOcCQ4fMASNiPcP62jVuC2Z3xuHtc6UXgQIEuLBMCyY1b3PJgQTEzrBhPxm2YZYkuWCNhznHVIJSeV3Reo1tnv16uXI5yDMI1bQih5xxBGOpEZN9+HzazubCIiAZvO6tvyq4CRUx6F04Y9/XJrYtPxiM7KASuKK7D2pXYbYGpxjxowxCxcuNE899ZS56aabmmqSr2UAUvsitSEEWgwBCCOay7Cg6fSBRLwPHz7cWTHIZoFP5wBbuuy2225zpBOtJgQWknn00UebPfbYww1FGwgoBBXiCiHl9++lUCj4Tb3nBAER0Jxc6FZaJgGTVjlm3v1uY775TWM+9KHAbIt/oSS9CNh7Ulmxrp9Fsrt1Fn3iiSdMW1ubOeCAA5wPWVGDBn4QAW0g2DpV0xDYtm1bJ4IZnkzc8Z133tmlT4JcYmYfOXKk9fPe3fmB8hly+drXvtb5dKLt5LfkzfNhn2pIKZpRSC4EtF+/fu7U+IDuuOOO4WloOwcIyAc0Bxe51Zb4sY8FORTD8372WWNOO82Ye+8N79V2mhD4wAeMueuu5Bnh6vne9wbHMdndc889Thsybtw4pxHBx6yZwk1xl112aeYUdG4h0GUE0CpC/iCQ+FgnCQ97mLv5rhOVzu8QIogrDAFB9Oe3EBZM5Wg90XbSn+N77bWXWbJkibNa4P+JQCrRZOJLja/n0KFDzdKlS9uHGmxr0e62227uOMSU9gg+o2hHSwkmf8z9kuwgIAKanWuZiZVghfnb3+KXct99xj5xG/tkHX9ce5uLABpre28yX/uasUEHwVwIKLf3G3P88cZ8+cvG3niC/dxIMM0REcsN769//atZYyOV0LQ0S9DahE2CzZqHzisEqkGAAKHHH3/ckTncWiCXENCZM2c6Msjvyj9Y8eD3rH2aZx9tIIeQS7SXpER6+umnXaCRJ4bheUAq8e1krAMPPNClT0IjSlv/u4VE8poxY4ZVFtzr3GuIdEdDiowaNcpZPNB4EjHvZV9bu9a3YR9pnXADYJ7+BUnmfJLsICACmp1rmYmVQEDt/8hEsQ/5khQj8KUvBYnX588n0t2Y6dMJLtrsAhTC08YU5wMR/A2LyFp8xpolMsE3C3mdtzsIQNDQRk6YMMENAwHFnxoC+phNTcELggjBmz17ttM+Qv4wkUM+qUh06623OtLHviRfTEghmk+IIH0Yj4dIcnx6gdTyu0bL+apXvcoFKnnNKW1o731CjzrqKNcNUsmc8QNnLRBPHkqZM2R3ik2bAWHl/BdeeKE/ld4zgIAIaAYuYpaWYP8fmmOOMTYxcedV7bNPkE+y8xHtSRMCEE/uLWhm7r77OecPdpDNzxTWeETnS1oWcgmuWLGi/QYVbVPvz9xclYap3ihr/FogAEHDJI1GMyr4WPJb4xjkkAc8fl9t1jwB0eRBi0AgtP0ch4Qefvjhbptxw4JJH/M4pJJx8Pv0JJZAI8ghv1kvXpNJTlDIJOcl3y+aT4Tx/TFPNvndYaqHbDInsmPQjuO8CFKkD3OQBtQjnY13EdBsXMdMreKSS4J8kda3vV3wT//Zz9o/aiPFCKxdu9ZpNLgJotnghkVOwIMPPjhx1pjxaEeJTgIcuCk2UvB/4wbLzdZO2Vx+ubE3PkyGxrznPXrwaeS10LmSEcBEzoMaBI3fF1pByCTfW8zwBATh3oIvJ0QTbSaaSnw1Iax72ooQkDy0jRBS2pI+CaJHYnkewNBY+t8fJnr6QP74XRIwCLFFA+pJZdhqgY8ngisAPqCY4RmT/wP/+Mc/DP8bmDdkE20pvqOcC19U5gCphWwyZzSgaD6ZL++s8Xvf+14yODrScgiIgLbcJcv+hMlRvGCBMZddFgQjkZ/4fe/DfJP9tWdhhfiYjbUXjRsPNyyCDdCUlBNucNxcuelhUmykePM7GRio3GSn3S4XXBBo5K2SSCIEmooARA1C5oN+IJBXXnmlM1tDRPnM7w4tKEQS0oZ2EZ9NTPE8aEFU+b5DBCkCMd/6y0A+MZnzEIaJnX6kWOK3Cykk9RLaTQgtxJLfs/f79IBAhiGRYd9NxoLg0pb/CfiDQkJZB+PwwMk5PNmE7EI26SPJPgIioNm/xi25Qvs/yJx7bktOPfeT5iYCkSQql5shUmmEO1pQ/NeIjOcm2Cjx5vdzzikmn5zf5uV2KcGsEslqaxo1I51HCHRGAAIYDhCC7EHW+M1B6PCrhERef/31TkNJe4ghGs9HHnnE7GP9mLBEkLOT7zwaS8jfdOusjQ82/pmQRjSQbVZDyjFIqv/98rvkhSkcghomm2hGac8LgswYJLWHbKKZxZQOAYVg0gZCyzb7JPlEoHH/4fOJr1YtBHKHAJoVomAxE1Z7c0FbQyAEN0vGaJR4Dei118af0d7bXanRlFQNjZ9kF/daHmIJizHf/a6xfoCBu8FZZwVpz7o4pLrVCQEIJeZsTOpYGjCrE/CDVhHiiasLxBLyB0mcNm2asyjQB7M4hA+iCMmEyPLCvI7w8Ofl2GOP9Zud/DbRcvJ74bcKkSSTBYQT7Stkc/Xq1U5rygOkJ5sQX7Y5r0QIeAREQD0SehcCQqAsArfcYgwmaQjZ3nsb8+lPG5tAvnO37mgvid69xkahTZo0yd1IO49e+z1eA1pKw/mvfz1jtUGj3A0e7Q9EGfNhq4rlLObDHzbmj38kOKRjFRTBwe+V9099qmO/ttKBAFpHCCaaSQgggUSY1tkH0YNQQkSxPuDWAlGFfOKziRmedkceeaQjonx/8ccMC6QWkunN6WG/TdpiSofc+mAiNK8QWebCCzLKeyv/NsJ4aLt+CIiA1g9bjSwEMoXAn/9szNve1kFWbNpAc/XVxvz978bmEazdUrlxTpw40fmmET1fSyGNl1XQ2JuusabLjpG9RueEE4z5+c879vsty4Xtjftp61awm0vGzU2YQIxDDjnEaZ58u1Z6f9ObjLn55uQZn3dekFJruxdFckMdaRgCaECJLA/7SGPK5vt73XXXuXcIoQ9MwhpBrXUEUzwPdxBQBNO999v0ZBMNJvshmpBItKtYMoiGpw0R78zBk00eEtn2Y7qB9UcIVIiACGiFQKmZEMgzAvaeYz7+8Q7y6bGwihDziU8YSxb9ntq8YzokOT03vu6W6LNDWC2QMX/5S6C9tUG21vfNGCpukRzfWi7djRvN0be+ZSyxDCLg/Uqs5dD8+tfGmjlfdj5v3JQxO6L1QQsU1SD5fml+p6JYKfLJ3C2nsabeIJdrmteSp7lB/uKE7y4mcTScfDf5/USF7yoBRXx/ve8mftqebEJseWGuh4jixx326+ShELLp/bqj4+uzEKgWARHQahFTeyGQQwQgcLYISqyQscC6f1mTW+zhLu1EC8NNlMAIr8GpdiBrlTRnn23MT39KMvzi3vYe6yo2LVvWZs4881/Oh45I4J122mBuvHEn6wIwxKVhIvPCO95hbESxsf52B7lKMJAArw2qtYa2eJb1+2RTtJYVy69t3seyzdSggQhg1k7SNuISgqCdR2uJ6dwTTb6vEEsemjDHY5on4AjXE8gmmScwq3vNJoFG++23nwtSauDydKqcISACmrMLruUKga4gQB5WgtKjRI6x0CbWI5AV8x4aG/wt0dokCeQXzSUaTjSyr3+9MV/4gjGf/awxP/pRUq9g/5VXjrF9g7rVBEzdeecGc+mlO9sgKGNvxsbVrucd4caNj52XuLym+FLecYexpkpjo3yDl2+fpvdKslxhood4S9KDQJxmk9kRbY45nWhzIt7RdmJ+h1CiGUXLiZ8oGlKOo/n0AUI++TvtJUKgkQiIgDYSbZ1LCLQoApDMt7zFmN//vvMCqAFfKninc4/K9pCgmqoo5Ao87rjjYjthkXzDG4z55z87DuObat3hLHnt2Je0tWFDD6sZGuy0Slu2THb5ZokKRwjSgcTabDTmxz92u4r+EOjB/LxQOIG52N3tcsopxvzyl/Uh6O0n6cLG/vsHRN3mBo+VN75RhR9igUnBTqLNw5pNtJtYDEiVhO8npnICjtCA8vAG4fRkEzIK4aSNRAg0GwER0GZfAZ1fCLQIAj/8obGmZ2NuuKFjwiedZMz553d8rvUW/myLLKMksAKzYFQIggqTT38cDWYlArHeYYf1LnL4K18x1iTZuRcFEc4+e5MNvljq/FF9BZi9SQMQEkz1YfLJIQg7Jbq/+tVQw5RsEv2OX+9vfxu4UFAr4EMfMgbyaTmKJAUIoKmEYPKCdGIu96ZyyCSWASoK+ch1tKD8VtjH95QAJTT3mN4RktBDUiVCIA0IiICm4SpoDkKgBRCwChaXLxKSZe9xLg1TyCJdtxXgi3aHtWtDRsl1GJb77gt/Kt5OchkIt/qf/8GtIKgBjy9rnKBlvf76Z82pp+7ubu7411FlBnOmz51olUy2znZcb2N+9at0ElAsrvjH4qaAGwNkXNI8BLzfpiebvPvsDJBNNJwE5LGPY1Q7Yj/aTfw/cQ+h8hj+nf4hKboaTPLLk5y5o431WQjUGQER0DoDrOGFQNYQwOocsjzXfXloc7jJ4g9K7sOw2EOJQgYn/DHjhDRM5LiEgC5a9O/tta6DZPNx7XfeeZMLyIBw3nXXXa5+dTgaGHN9khB132wh6OiTnzQ2wIp0UoE7xTe/ifY38O0V+Wz8FcJvM0w2MZlTmYjvOsFGPkgIf06ChCCgHEPrSSlMyKiv2e5nvz++FSXEBxmVaKJDQqBhCPSwEZ32+V6SBQSOOeYYV4KtlddCkIstbewikK0FyeWdRPMmyTcCmBgpL/gG62QZrqZC7XZydFIuMyxoP63rqC05aMyFFxrz9NPGJsgO0i697nXG3HOPscFGxgZtEOm92pxxBkEc4w2BN1GByF5//XprAl3t3AAI5qBcKAEhlEBEiLgnCDmObNqfpfNJjY7bqM9WUWarShlbz7v4jIcdFmht4/x3cUVAM0qft77V2DrhxX31qToEkvw2IZQ8yGAi53sFCeW7jtkcsshx3iGfUbJZ3Qyy0ToL97hsXInarEIEtDY4pmKUVv9xkq/x6KODPIweUIKfCZSw+ZMlOUeAxO/chDHJh8VyQfPf/21swEWwl4h9goZOPjncqmP78suNOf10Y306O/YNGrTNajZ7OsL6mc8YG5gUHCOH9+9+F6Qj4uEIssYLPzye3cOlRuPGRcN4++0BAew4W2O3yAiQ5INqC07ZAK/i+ZBNgIIDrNfL4YcHZN5/1nsyAmG/TTScvLzfJmQTNxL8MCGa5Ln10ephshl1NUk+W76OtPo9Ll9Xq/xqZYIvj5FaNAgByjqSBDwskAqCOyoNKgn31Xa2ECCg4qqrrrK+p3s7U6Vfna0q6CLV7747IE1oLJMyyqCpJPAmTD4Z59//7mnOPTeo6gQ5JZIeM/3YscE238Fbbgmi2Qm8uuQSqsXQs0NOO81Ys6kx3/9+RxomvtORWKWODl3cQiv5gx8EUf4EC1FOMyY+q3106rsnycKFxQQU4h0ln/SFRJ9xRqA19mORGxZrheVR5tWvNrYqlD+Sn/ew36Ynm+TbRGOJOZ0HFFIgsQ+fTfah0WQf32N8OEU28/N90UqLERABLcZDn7qJADf27QGXVY/0//5ffBfIACl1an0jjz+b9qYVAfzi8H2bN2+eOQz7cUhIgr+94mBob+dNvktJ/pp33hm0p/Skd6WDZEGurBLLCcE6//d/xlaJCR6WMPWH5aijjOFVL+G8r3lNUE7Un4PsBFgJDj3U7yl+hxQnSfQYxDas+Qz3I6IftwXEPgcYUkyFswZQP/5nP+v67z8YOd1/vd+mJ5v4Z1KFCJN5b/tl4B1CyX60nFGySZtGCZpYAo6YK0FJPlE956fCEWuBKEuEQLMQaNyvoVkr1HkbgoD1kXdVZ0jRY1PSGbREF10UJPOudAIkEU8SZQ5JQiZf+yGglOjkpsrNvVqxCqdEiTsG4fLkM9zRcmCXMxSNKppQtJ8Rz4Bw85ptn3VWMflkYLSW739/oKmNO9EHP2jMT35iLCEqPmqTCrjfaXgvPrFJAvlGbCYgZ5UIk0/2/+IXxj4YBO4NfPZiuY4LfiJTAKmeIs8OvllT3vG7JKoc83dU8NvkexbOuQmBJPgHzSYPRBA4/DbRhIbJJuM1kmziDuJTLfl1kJJp9erVrv67dxV5zqrPl9mINEgy5n9M2hIh0CwERECbhXyGzmvT0xl8xGwlQyfclKmdjXmPNDkQ0jjhZvftbwfBIvh6Tp8en8oGLU0k+DluOO3LAQLcOGfYiBpKdB6Nw3CVgkmd7yom5ai8613RPaWT2ZNg3gtaSAjYqaf6PcXvWAYsb3ZmfCLOMXPzfa9G0Ewm1W9HM0r1pahGk/EpC45f5wc+EARdsY8sBvi2ou0Ny5vfjHtBeE/Hti0T7sTGgnUK+vKt/vznYgKKBhkf0/nzfYvAzxtrBzikQe699173XSLHZphsosGEYBL0xvcO7SZkE82hJ5u8QzZJBN8sgWgusDnEILz4k1JBDIGQQq7nW/Ahy7iw7G5rq/J61l4YsktIhEAzERABbSb6GTk3N19PPsNLQkvkAxrC+9luazPmwAON9YsqPoIiAg2LF1LG/Pznxt4A/B695x2B8ZYJPWoZ1wrLuEhVU61AvKhYxPfTC+bkL37Rf+p4h7BWImj5PvIRY044wVgNWXEPjkHsIKBevvENY/jdQAorFYKf4DmMFyeWJyUKJBANpE1daslIkBw/rjHuBkR/9xwcAABAAElEQVS8R32xObcn3F4TGtc/egzNcJh80gcrCemvMPc3Q9BWov3zZJPtK664whFM6qxD3CBsEFBqpbMN0fRk02sTmzH3uHMy/71sbVWI8K02Ga0noBBnKh6RqWGh1QawXnxPEUp2JpX1jDuH9gmBeiAgAloPVHM2JtqXJMHnLk4+//nO5JN29mHenHeesQmVjfVbCsycldStjjuH9mUTAQgC+Tgp0UnS7WrT08BZSdGEFvTBB5+zSeVXmne+c0YsWAT4kI7IKpLKCqZwAqGoRR8Wkr2HySfHqBl/5pnGHHussQQh3Dp5GxJ44onx5VDR6pZTaPEQV0nhAKwW73ufMWgzIZRoPiGfFnIn+NriyhjnKxpWSlvrb1HVrPDKeAjoKgGFSEEGoybn8Pjh7Ti/TYgmEel8d9Ac4i+JOR5/Tk80eQ+n/AqPmaZtNJoIJTfDfp5oZSHRmOch3WGXANYKBhIh0EwERECbiX5Gzo0vWZIkHYszgTIGBJQgiy99KWlE7RcCxhFPtKAk6Eb7U61A5vie7bTTypIEljKaBPjgY4n2EMF0DNmME+sa2EkoFxon+GQSzIPmtFLBPM5DXbhqExHwmP9rJTz8EfX/ta8Zm/S886hE3n/964EWM3wUiwY+ql6Ijk8S8IOEcx2qFQoSoOWLMyF7v00fJARZxXwOseQdIgbpJC0ShAySSWQ6Ws7p1fpEVDvxOrbHDI9F4JDtqQhwJ0BTy9owwZO8XgFHdbwAGrpLCIiAdgk2dQojgBmR1DNRLRGaJnzd4iRqpgy3sa5WEiFQFgG0oCSEp0Z8WLtTtmOoASZWymomCYnl8WP87GeDLAxoA8kxigY/Kiiiqk1FBGHDFeC73w0qFEXHjH5Gy/nAA0H6Iwjx2LGBeT/qyxntV8ln1ko+VQg3gsaU+V1wQWeieM45QaYANJkQTTSwaE0x73uBGPM/AN/UqBCI1BXyyTg+8IcURhCtMNlE4wfp4vtApDdaUkgnZCys2Qxr/0iPtGTJkugUW+ozmSHQ6N5jKywQ8e6DoCCevKKCH7VECDQbARHQZl+BDJyfm/K11wY3ILQnCH5k1MBGWxQnaFjIkRgVTIRKOh9FRZ/jEICAYHJ8xCaJ7eoNlSANtGNxguaS76nX5GF2pnwl5MtW43Tfed+PByrSFIUJmD92/PHGJGlB8ee87LLg4e23v/U9Sr/jB0p1olrLaad1kE/GZm5ksqDCE2uOCqb4UqmvIJhkEcD/NWyuJ0frd74THa30Z8zIBABBNlfa5MC844LBtcPUzHHM6N5/EwIG4eQFMSslnqyVapP2Y6OtqYl1xpXnjJs7wUoSIdBsBFQJqdlXoIbnT0OVCGpOY4YsFxvCzY28gUTLe8HcyY2akokSIRCHAJkV/v73QHv2X/9lzJgx/zHX2HI+x1uWF9ZqxfWN2/e3v/3NzJkzxwWghI8TVIdlP6rVpw2R6LaLK6+JvyRxHW95S7IPJt/1aBBS+Fx+26ZsbP/dYKLGR5KSoQTmvfvdgZbRt631O+u17rSxwgMmadZwGSBrhfcNJd8prjLb41pi+7KTgCZcByiHShomatKX85ogcbsPEoJsounETI4mE40mVYQwqRNU48km72g/JdlFIA33uOyi2/iVSQPaeMwzfUZuVpUI5j00pKS+efzxwJTIDQ3yKhECcQhQTpJIdVIaIVQuuuCCgZYMTnR+bgdRAqlKSdKAUuEnjnwyPNpAgpOoG09d+XLCd51sEAQivf3tQWBPXJ+2toCAYgrHRB0O4CMTBNpEzlsP8WVM48b2NeQh0WFNLi4ApGSCYJZym8EaEn7QjJ6DgJgw2WTbazJ5x6+Td8ilJ5tovY+w6teuPHREz6/PQkAINAcBEdDm4J77s6LF+uhHjU2KHGiz3vhGYw44oLw2JffA5RQAqhRR0zwsBLGgTbv33mnWz/CvLrUOJshKBWKD+RZNWlRsZptEwQfzve8NXEiopQ7BKieWP7kIdpLV+4pL0T64IUI8SdEUJp+0g3R/4hOlNa3R8Sr5zDpvvDFwMyAomiDAqBD9Tpsw+fRteHgknRQPA5UIZvKo36aPyIZk4sOJ72bYXxPSSQ7OsKAhxX9XBDSMiraFQGshIALaWtcrE7PlBg7h9JWPIBJoiNC0cHPmZh0naKS+8pUgcpg+mGDRiEXuTXFdta/FEUgq0woxu/rqPlazOM0lp0crVqlEtZ+33Rb4cWL+TjJHh8cmzdDJJwcafPxDKxGCl0i9FCeQOHxO//nPuKOB5pTfB6mYaiE8BBJ05EuTxvBwl3cUQnzHHclnjOYM9S3DfpuY0dFsYjqHNPpIdKLRIZhes+nJJmS0lOxTST6pUgPomBAQAk1HoMJ/m02fpyaQIQQIbPDkM7wscihCAkiPExWCGMgxSBsvmADxxyMgpFQSbt9e762LANW1koRjpOUhPQ8BKnFRv3F90aD5AJXzz++cVqhnzyBVUFxfv+/JJwP/TKoNYV4fO9YfiX8nRyhuipDcqFCU4eGHS0fD1yp1Iz6fBDKF3QzwVUXwwUYzagvnmPPOM+bgg0tXhPL5R9FKQjQ92UTTiYaZiHQ0n2g3iWDHb9NrONFYlyObblIN+ONTNDXgVDqFEBACFgERUH0NGo4AZvck4YYeR0D/9Kdi8un724qM5je/CUyifp/es4cAJavxgYwTHkzQqM2y9SWJjD6Osj8ViNeA8n38zGc6d0DLXomQighBO8/3FM18KbEcLJaA0geCCTHkoSoqZNMh3VEtBItDmHyGx2T/888XrDWihzOvU9nxpJMCgm45ZZH06FGwFXUeMH/8o/3hWoFwQuQgm5DLKNnkOqVRnrYRUi9a51tINL7EcW4ZaZy35iQEWhkBEdBWvnotOve99w6ie+Omv72McadDmO2TxPvkJR3X/tZHgNKZmIs92fMrIvfka18bfHriidG2Ys9ma8J+0fpoDi1b9cdrQG0q0cTylv48lbzjP0lQHdHeCZmd3DBEzF98cecR0aKifSRCnOj3P/yhow2klc9lMgp1dCiz5c3ucc2IxreOMM5KQfDQwoUFm2lgtfne9/5jzj57hFm9up/r1r//Zpv7c541ny+x89rBJYb3pnQ0nWklm3FrppwlWnT8T0U+4xDSPiFQewREQGuPqUYsg8CnPmWsxqRzwANEIprIG7Mk6V+stTRRCI4gHcz2inSJ7XSgdRHAJRBNN7XWyTnLZ7aJRMcP9PTTjbn8ctY3wS3y4osLNo1RD/OhD7mPsX/QgGIKtkq7mgkaQvw00dgmCdH8JJ+/5ZaOFqQtI48ogi8m2wTp4XJip+h8pnmvlRDsVKnMm9fDXHjhUmuKf8ZmHdhiA772sG4EO9uAqT42DdZ4a1af3RTSho9pnPmeB1Jqzd97b4Ad6d4IYCvlpwsBJbKeMSlMMIZyTxIhIATqioAIaF3h1eBxCKDpIX3L2WcHNbkxO+I/F9YKERHMjaNU8IMfm0oraMfQZEmyiwCkk6AfXmGBrAXks2NvodDD1VqHCCalBvMmePwy+Q7GRYB3jFi8Vap9OdM92lG+q9ddF5TUJOCJwKJoCktIYjVEsXiGpT+9+tXxGuWkXps372XTXe1lSP7fFQ0h/qWkoSK6f889g2j+UlripHlYF1NHLG+/fbPNoLHGls/cYN0DNpupU62fgBXyxOLC4x9Yef/f/zWmrS2oZ+8axfzBbWCKTVKKT/Ad9p+OCGgMSNolBGqMgAhojQHVcJUhwI0VTQU3fQKIwq5h3DTw6+OmUakQjIRmFX8+gpNeftkYUt7gl0cwhSS7CNhc8rFC4BraUjSJceJN8Ji1qaVOsvdwsBNKsKeeiuuZTFbJAnXoofF9wnsh0xBfXo0S0h35ACGCtY4/nuTuE8x99+1pze09rTaxp/3txKtZ99tvl7IJ55PWQV5THgTCbjRoJG+4IShvmtQvvB+/VLTZVItC4229Te1rd2dJ+cMf1jmXBa4j9es9+Qz3J+fw5z5HsFp4b8f21KlTbQDYwy5Cf2QlKRA6umpLCAiBLiIgAtpF4NStNgigSYrKFVdURz59/wsv9FvBO5pRUtpgxhQJLcYmS5989HbcmpK0kWi8fP5J+qFVPfBAY0j3RIT6nDmBKZ0a8JUKRRR+9jNj6lnl8JZbgrybRLFTspak+GgUo4Ivo8+3+S/bGOJJyiO0l0SkL168pyVch1rCNdASsx62UtNgm8aqj4t4Dwhex4j8RvFb7arwYBgmn4yDn+k73xkksffjPvOMMSTc5xhZlnCr8Fh+4AOd/X99v4ULdzTf+pYxX/5ykEXA74++k2EgiYD6YCm+E1RckggBIVB/BERA64+xzlAlAtVoPssNjeYE/9CkPJLl+ut4+hEgrybR51EhQvuww6w63Vibd0R8EvOwD+HYsUGyd990xoyAUFKGspygfbMB+DUrI/vss8Z8/vMvWivATrYWe+DLyjwgZZ4g3n67Mf/3fxBl/BbXOZIJ2STfJuuDbEJEH3ponE1XdqTNwTnQzJhRsKSzr/Wn7dW+JLSKZ5wRBE75sdsP2g2sFJi2u1Boyg1D6c44gZQSsGXLmLuHRLTBNk1ou3z3u0FaNog96ywlV10VEFB8aa0rZ6yUKw/Md0HkMxY67RQCdUFABLQusGrQriJAWiX8Q2sp//hHoFEZNy6onFNFrvJaTkNj1QkBIs8xw1M+Myxnn73SErEldtdh4d1u25vfOx0I7cCcTkCRNxdzKOnhiEA5IthrIbiRkHtz1aqh7cNBwFDMRQmi5Zrm1FNXmI9//E6X/og0SESgT5w40QVY/frXu9oAoo5/8/hWxwkprmwWq0T5+MeN0zLiO1qthN0aon39sdNOKyaftCMlG9WfSJEVXXd0HNI+2UK+5qyzAt/a6HHwrKRiVbSfPgsBIVA/BHrWb2iNLASqQwCfMG4U3PRrKWhwCH6gbCL15jHxS7KDAFHjaNnQguInCFniO3T++btaErfKaQajq/UBSNH90c/k3vzJTwIy9MQTyaViu6odjJ6Pz5j9yf4QFghYUpDUQw+Nshr+E8yoUW+xOUTfav2nj7a5OafZVFAjbCL5DvIZHi9uO8530rcjLdScOcZmFvB7Kn/HnztOeCC0PNlAiinpGSf48NIGP/FS8qY3WTWpFVLAXnaZsSS8ozXnJ+8pfrcSISAE0oOACGh6rkXuZ3LmmUHKpTgg8AkjUjjOZzSufdI+fAIhKOU0Kkn9tT+dCBDEhp8idcm/850gnRcm6BnWjv4QavWIVEpAw91I48PYUSKDZpJKSmEhAIrAF0zmH/tYfGL5cHu2MZevtvU9//nPzdFDJT9v2dLTku+B5sgj+7ogHd94/vxk0urbhN9tXFJJ4TfzyU+SpL5ks04HwSyaIo3f8U9/GmAZDkCMduYYfqCkVUoSUrd9+tMdR8kNS1lf1o8fOBYVHiQkQkAIpAsB+y9VIgSajwB1tW0lxUTBwkawBVVmuqvB5KaEj92oUYmn04GMIDDe5mB69NFHLRFZYfYIOQFigsdUXa2cempApvBPxH/RBk87jeX06R0j8V3lexqu6X7JJQF55eEHId8kuSfx2XzOsiUChgiAQfr0eQN/3XY1f3i4IuKf3KhoS6MuCeXGIjk9vzGi1gnEipONGwMyTQ7WSgUN5oIFQSUrn4YJTTUJ9xHSZJGajSChqPjzEGBkS8YbcOT3a6t5mv33N+ZtbzPmlFM65/hEYxq+JtFx9VkICIHmIyAC2vxroBlYBMgJiIYJzVGcYP7kxc2MLCkQyHKCZoobZlQ4D/59kuwjQGDJ7NmzXYlO0uv46jxoQEd18QkEky4BSt/8ZkDGzj03qIBELlvkxz8uJp/BXiLWC/a7e781Jz/rgoTYz/wG2wSgI0aMcPPZ1RZWX7x4oMtd6fv5dyK4IZlJfpy0g0RSmIEcu5X8RvzY/p0IdFKaQWSTgnm6YoWgXvx55/mzdH5HW0yqprB21abldBpnWqN1Zk28JEJACGQDAWvgkAiB5iNAFDGam3LCzRftSSWFSpJyLFJrO5z0G20RAQ8+IKLcHHS8tRCAeJJgfGkonL2SIKToKulPsAumagJaLrooSIpOkBuFEMgziVx7rWWJMbJ1aw9z2219XHAQ9cZPsOq9t1vW+gZbZ/QQa0cm+TnzZJzobwEtIYFWkEJ8mW2xnkRBO5tEPiFyH/6wsdrgxO6uRvx73xt/3PLkmtWjD5+BACjy91KMAjM/6ZjwnCi1znD/uG3I+v33G8P1ifrUxrXXPiEgBBqLgNUFSYRAOhDAf48bZ7nqR9aiaki986MfJc8bcx0+ZviQhVMwob3iPAjaVnzHiABGUwopRZsFAeBGLckOAmhBb7BRbviFonFcb23M/cpFtkSWj5mcND3nnz/Kmd8jh61GtGB9Ha+2ZMeyKRPP8F71qlllCRxphwiqopTk3LnGakeNGTIk8CeFUGF+RhsaR6rQGhIwlCR33RWkUyLdEemXooJ1wELlEuRff/1aS952am/Cb4oSulgW6iGUGsVfthbCswYkHtM/QrlVshnwkggBIZAOBERA03EdNAuLADe4224LCCjkEbNcnKAVwUTIDZSKR1HxCcG5oXEjR2tElC1RtyTv9kJ6l3DyevzeuEFhYkQLI8kOApSQpO77EqtCh4AS8HOztTVjkp9k2dyECROKFvuy/WLNtexviGV+aD15sf2sfUK64Yahtq1V2Udk27YeVos+ywYeDXPau8hhR9xe97ro3uTPJMbnRX5Rqit5Db11G7W+o4EWE39IL+TThCBSAcwuL1Z8WVJy46JJxWQfFoJ9ILzI+eevsD6Wq+xvZ6glcC/b4L3xthRncCzNf1n7G99Y7EJgc/CbL37R2OscaKv9/Pn/QWQ/pJ3/P6T0opSnRAgIgfojIAJaf4x1hioQQPN4+OFBTkVMjtEbJBqa004LfEFvvTXwCUNjCunEpQ8f0TlzipNmE0HPKyxoPL///fCeju0LLhAB7UAjO1sH2xxf11jWRWQ8lYH+y0YKQSypihSVJ61PBqmMiKCnDSb7p7bX5ezd2zK9GALKGPvuu4fzZaT6VljDiAaOKkme3BHoQ3J3HqbK5Q/96lc7yGd4npBP8oMSwMe4BD7x8HT88cVaf9+HVFHepE0A0H33BcnbecdHE7M7UfteWP/UqdscSb/jjsWWfI73h1L9DplM8l/lwRZ3CYT/LRB7AqO8UJL1e98LEvP7fXoXAkKgPgj0sNGYhfoMrVEbjcAx1ov/+lpncW/0IkLno9ILgR2U6EMIHMLsTtRrWOAP5GrEfGe5ghPMhOwjajlO4BJjx8YdCfZBUKu00CYPpiOpQQCt5ouwPytHHnlk+7w2WEdgCCZR6WstM4FwIr3tEw+aT7SmbNN3zZrjnKasvfP2DSLI0bR7E/VNNxlzyy2Ba8eb3xxo32j69a8bF2TkNZqHHRZoLj053T5c+9veeyfnyeQhzbqQFgluLBRbCOfWJHCPqHxM9JUKGDxgyxUNt6yVYKm9mUgLCDk/oz60fto8iPpoe7S90fRZtON3T4YDT9Z9X703H4Gs3eOaj2hzZ9C7uafX2YVAMgJoQqkKgy8cxBJzJH6aUZk3L9BYhBVZEEi0OQccYOyNM9qjw68uXPrPt4KYinx6NLL1jlbvCpvHixRMt9snHPw6IVpoQSGYO9ikk0THk7KJiHQqCyFtbW1u3y2WUZ500nqbl3KwQVPuv3OQz7/+tYN80gd+G+K47DK//nVHsJLbYf+gwYeg4p8ZJ57YJh2L7ods8ptAO0pqM77PaP2qzfxAQBRaYzTAg0hTUQfBDeDvfw/cDAgwxCTO7/zb3w7eu3JKfFjx/fbXJjxGuBrSjTeGj3Rs82BAIYOTTurYpy0hIARqj4AIaO0x1YjdRIDgIHw3iYIlgTVa0Ggi6/Apfv/7+JsN41Ad5/OfD7cOtjHZ4wPKKyr4x0mygQC+nuQAfcaq0TG7k34Jsgnx3GK/IJBMTzgJUEqSsdvV5WgBGfNb3zLmgx8MfAfxi0Tj6DWfSWOw3wfARdtgsidxOumdEEgx2lbmRuqhOLI0Z06xT7PraP/wvWcs3FH47XQlbZIfCwLuSbjf15V3FMpkuvCC3e3d7w4Iud/n3/EDZ22Y0j0e/lgl72TIIN9q2L+bfvh4hoOQwvOJjtsdzKJj6bMQEALxCIiAxuOivU1CgEAgItXDkbznnWfMVVcZk1SHOi4QyU+/1DEi4LnRoG3BbEmQEuSTQARJ6yEAscSEDtl83iaUJJAIkkmgEdq8YZaBTLWZ4wkkWmlzKb3KqsN2L/VkEwPBnqgjtwsBPT6ox+8r906FniThGIQLgjvPqjCZNwQUn058Fz/5yW02eX1P1/3gg5+3D1c72+0eRcOhRYV0YkJGIF24oqBhbYZw7q98JUgej0kbszf13SkmgTY4SbBgfO1rgWtCUptS+9FO4+eKT6d97nBaVZLZh68X6djiMm5QNSnpf02pc+qYEBAC1SEgAlodXmpdZwQggGHyyekwk7/jHYE5frtF1PrrBdpN3Pko1Zck5W4k+I3ygqhCdIl+JxiDgA1uYrWs8Z00R+2vHgFc1ylbiXaTeu8v2S/JZhvqjK/iAPtUgYmdKkjk1uRzWAgwIvKdAKPjKB7eQCHfJTlno4Lydd99g72YvPexzooLiVLaLnwnTz21py3GsM1qbXtal4Bl1qS+oz3axzdxSdwhq9tdXN1+q+h1hJRIej9+e4c6b1CTHS2xF9JGfepTQUAVRSXKiffVLNcu6TjnDp8/2u6MM4L/NbgqeKE41h/+UKyt9cf0LgSEQG0REAGtLZ65H42IXBJ1k+4kct+vCBuCKuKEiF9M8viH4WtHIBJaEi9E8XLusBCIQGSwF/KHEpiBFiR6M37PewKzv2+LDxj+e/ifRtv6NnqvDQL3WpAPsM66kMc4gWwSGPS0VetBNilh6ctWkpcTIjbFRtdANgkYKieY4cdZdTeaUMgo240SHnKuu864ZO/hc2IyxncTgTDzwvQNqfYm8F69tlqSeYf9PMJmfejbvj/o1fFA5j/7d1IQoQmkJnsj5X//N/5suC9U4l8ZUjbHD9TNvZD+3/0u8B/HBYK0baRvQmssEQJCoP4IiIDWH+NcnAEt5fveF5jW8O8iWAiTF+a2aoQcfknCMVKn4DsWJp+0h3yeeGJQA5sABGpIv//9wUj4nxENH05Ij+IL31G0pySrxuc0KlRIotxiOJ1OtI0+dx8BItAhlb42O9toNjGT4we5cfvFhnRBMMnZiSmcvJ5JpLXUrPCvxCS/n02YeYe1wY62CTRL+X+WGqvaYzzM8HCDLyJJ5TFL8z0ld+dvfhP4bXqtOy4D+K3iJvCIzSu0l7UpH2ZD5sGLqPyo8OCXJKWOJfXpzn5+Ozw0xgn/K0r5X/o+cUnpb7kl8O1Ei0wyftxoCDTsjpCKiZdECAiBxiIgAtpYvDN7Nvwm0Ux6wZcTczaayaRUSL5t+J0KRySGjgo3am7SRMxafhIrmBkpv8kNiXP6mBLMfmHySedrrw2S2f/yl8agGU2ScI7ApDba33UE8NPEd/Mu67yIVhNyhcbTR6RDDiGbBAvVgiQyPkSWsRgTErvYhorjG1qNQIrRvnZF8PP0mn4eqNDUn3lmx0ho3vm+Uh/ea3oxyXuJI58c4/eRJKWOJfXpzn6sH/hSxhFfyCflMZOE4+TijHpH8JD4trd1BByS65O69/xPeO1rk0bTfiEgBNKKgPKApvXKdGFezcqR1tYWBPDETZmUKBDDSgWfNfw2w4mkuc8TtIA5nXeCB8rJ/vsbQx5GbmZYZdGCRgWCaovhWC1acn1rTHJXXhntqc8eAdITYQKn0lA5ofwlJnSChIhCxxTuBTOzj0ZH4wdJrIegUbzPZl4/licdKxDgf1g2RF32SktzQmJvsl8uEtl3V975zngNOw9QSZXAks6J5QEixnc6LKQhs+k8Y1OYhdvVehuTf1xFMTJPUK8+7jfJHEgZFbU6sDai25cv7zzL6dODqH9/BGsI/ckfzLGTTw4KVfjjem9dBJp1j2tdxNI9c2lA0319WmJ2SaY2Jh93wyi1KPyvqMxy+eWBzydalNNOCyJa6UeZPLQrmPhKCTdcomhJwZR0o8OkD9klWpYbla8b7cfFlB9nBvTH9W6cjyK+lFECCrkkEt1HpPPZ17zwEenk5IRsEqlOQNAhhxxSd0iZRzinJXk/x44da5OTP+xM8pVMYKktNE6/sH9mJf2ibcg3SenMOME3kcTxBO4QuIQrSDktHw9S5NUk6pxk7OTOtbUpXNL7GIt93Glrug/3G+bA3LFakEr0rLOC+UGuk36XXtPJw58XslQk/S/hd8v/A/4v4NaAFYQHWS+kY+JhVL6dHhG9C4F0ICANaDquQ01m0aynQzQOVHGJ898kPyL//GspP/954DcXl2g6fB787bg5YV0tZWanDwEgkFACRNC2QHwvvrhz1aXw+NrG93a1xfZRF3EOEeUzEemebGKmhpxiToZsoi2N+m1igv+7taO+zhZKx/ReT3nssccMmtj9UZFvF8zpV9k8X2hFiUDH3/JwqiDECCmSiE6HxOKPuhtflC4KJInAl0oEWPgdJUzLDYGrLN9ziBbawrQIQVCY4nHH6dcvmBVuNkShJwlWD9Zinw2c4NKDkp0cp1GhLcp0CDja3rgIe/zTicqXtDYCzbrHtTZq6Z29CGh6r03VM2vmjxNTWzTKlpsmCbTLpUKqeqG2AxHxmNkw1UMa44TzY7Lnpke5wribV7gfmhdu8PjlESnvfUjDbfK+jfkZ8/lzNmkl5nSi0yGQkErM6AQSQTR5EURTqd8mpnF8Gys1g3f1Ojxo/UHQwBI1HxY0sAQ+EX3OMSohxQlR87RjzQQzUc6zO3NmGpYTVyRoQNGKxgl15vkNev9oLAX8Pmwa0YoEczU5MXFZwQe1K4WP0FLiBw5Z5PzlgoOY70UXBQ98cZP8xjeCICN/jPymBA7GCb7cVDlKcuWF/KJNlrQ2As28x7U2cumcvb1FS4RA9xGgpjKBQlR6sbnAndmQmte1Ip9oOAgIolzfLrsYM2dOEA2LGQ9tj7X2dhII51veYgwpVm69NTAFQoiTTH9eS8PNSkKmgY2ObEI0iUiHbKIBhGzyQptJZSDI6IE2PxYBPV2V7vSt5pyY4Ak+8sJ60HiyPtZL6cnwcd/Ov6PJ5QXZpk56d8gnY15ySeDbjJawnCQFxPEAhoYvLHzfyQSBSRpXklJCvtvPfhZ3iqAV8FBBDBKZJPy22toCDS6aSfyk8d0Mu8aQg/NHP0oaIfj9krOUFFFxEs5nynH+tyQFIUJmb7ghbpRgXzlrSXLP/BzBbSPsukG2ET2E5+f6N2OlIqDNQD2D5+Qmd+65wauWy0Or8oEPBL5t4XEpM0gkMRokKqqQggmfuqhwo/z+9wOfUtozRyofxUmjI4Xj5tCsfZie0ULitwmhhGzi40g1Hszp3lcSzSZkMRyJDRFDM9oK4lMw+bnio8oaX2vVi8utk+HcuXOt3+Qx/nCn93DkO6S7u0LVL6oX4afIwxUWffw448QmBIgVvt9xgpUAjSHEMEkgbeecU3wUlxrydDKfOL9JXGCoaGS/Lo7ckvwezWz0K/DjHwcWBYpIJAkPqEkE1D4LFAlJ4nkQjRMeQLF08DBKkYqobI85i+5u/8z/GdZFBSn+p5x+urEPWO2HM7+Bby6ZB7yQjB+LEP8zRUI9KnqvOQL25iLJCAJHH310RlYSLOOVVwqFffbBIzP+NXlyobBlS9D2a1+Lb0PfI47ogGXlykJh1KjObU8+uaNN1rcs2SzYkpUFG3hTuPHGGwt/+tOfCr/97W8Lv//97937X/7yl8Ltt99eWLJkScHm4SxYc3NJSKxJvmB9P0u2ScvBK664omBJaOx0WOfVV19dsEQ09nijdp5wQufvJ99je3liZebM+Pb+d/P2txcKGzfGdi28853JfX/5y859/va35Pb+fOH3E0/sPEZ4D7/xQw7pPObrXlew37twy2B7+PDObTlfD+tMtmpVoXDLLYXC4MHFbSZOLNjve6GweXOhsGBBobB0afG4995bKOy0U3Gf0aMLhba24nZZ/XTPPcVrD1+/uO9AM3HI2j2umVim4dzSgNac0mvAWiFA/fdwOqbouPjOEfFLYu9o+c5w21AKRecmQFsSgWOmJDoY37KoFijcv5W30WLis4l2E1M67+SWJNgH8zPpjtBoYlbmvRq/TY9LNALe70/Du/0n6+rDg8HYsWNdkFG0NKefJ24Fs2zIOX6iI21UGprRZggafZLT47+M6RjNHxkdSCeEWCWtMzej8cPMTvCcLR2fKJSaJMgOU3tUombu8PG4Y2hqqxECo0qJ9WRwa8GFB/M6kBP9TmUoezk6CRXLqKQUFTJi4TqA2wAlPNGq4tdKICLaTDS0H/6wsdr9oCcxaGQaIAMGx/H7Dgua0LPPDkzS4f1Z3E7yK2atHCPHs0QI1AMBEdB6oKoxa4KAzXZTVqi2VEowo0WrMRFfkmT2KzVW2o+RzgiixYtodMzp+DVCNgmaQSCYRG7vYh1pIZzd9WGsJSaYx6l8RD7QWgjR7laT6wKh8O0kej2JfPrzQTyJ6ifVEpWHmiHkrcUEiokbczgBcZCxL34xyJ9JJSEvPDjxG+BBiuCfJMG8HEdAqQCUZPKPqw4EMatGjjqqfGsCn770peBVrjXlPUnHBHn04s34y5YFrjb4oM+cGbgJMDauCCSw9z6u9CNNG+maIL1JD7kUq7DPaJk3QZNFIElKHUvqo/1CoFIEREArRUrtGo4Afp7dEaKGibJtYKnv7ky3qr5oLz3ZhGhCOCFwaDTR+kFGiUinkpAnm2G/zapO1oDGrGeeVeOhdawVAV1ko3bmzJnj0kLh1woJD/twJi1rtq2eQKL5cfaLU++0UElzYL99PnAvtpMiwCFVkDeCR9AMWr4dK2j44sjURz/akU0i3BGtYChTVfsh/CMpg1mJkNa1VKqlSsaItqE+AdH9kHGCsvCLxXcbX1b8wMMBhpdeGlg5CF4Kk08/JoQ1mrTfH+OdHKbUo+d/iNc+h4+X2qbSE9eChwkKZ/AQkVZB40xJU/zlo0IQp0QI1AsBEdB6Iatxu40AqZPiEsRXOjCaDUyZONiXCsSodLxmtYOcoRmEcGJCh2yi3fPVgjCzk5dyvL3LebIJ+cSk3CpCEBTlJtFS1krQ7hKtTuQ7WAy3aRoqwcTnLSU6fgZ1M5ss5LJNSj/E1CBX5L6ETKE8JptDVCBpccEkNp++S79EYB55Rkm/hLaQwL84obADZC9K6DCNn3JKME+fhonIfNwEaiGsCSL5+ONBblAi7AmUQiBOp51WTD7ZTx5RovsxxScJLgIk+setIU7QpvK/gwwf5DSOE1yBKAnKPAgqI/tHuPQvZBm3CnBNo/Cg/5OfGAOm/rryr+NznwsKGaRxzppTNhAQAc3GdczkKsjjef31ge8W0ZhocKoR/L14EYXLe9QUHx6Lf7zkEvR+odxMS6WhCfet5TZaOk82vSmdcpGQTcgTRI1t6qN7solZvZmaOtZPbsx1NgklZmtPjKvBBdM4LwhjdysM+fOiwcSfk4Tx5Pak2hE5QCuRmdaGe421TU+aNKms2b6S8brTphJOTgYICCY+mpTxJKzEC1pDfCyTBB9TSFMlQmQ62j2i4CFtaGkhmrgB4M9ZIoFAJcPHtoFI8lvEHcEL2k3+N5CIAP9XotjjBBM7BJL3OEGje/nlAXFMyhOK9wpa0DgCSuQ4vqLbPVwMZUajgiYVjTL5VUkhl0bhAWLOnIBIM1+INA//EiFQTwSUiL6e6DZ47Cwn6eUGS64/bjxdETQ73GDgHyTr/ulPg2AF/EEhqB/6UEA+w2OjFepKcBIVgTCBY/72Aqn6p/Xo9zXI2Q/ZJN1R2JQOiYPAYYqmDwLRJDclPptp89tkfrgAkEeTFE1P2Rw4mLC7Kk9YVR4pnxir1nLvvfc6H9hKfTtJyUTA1kEHHVTrqVQ1HppNyEspwafRpxGDmFEUgnREkycHWkCStEMsqMHOwxyE6bjjgocySlh2RRjDfk27JaRV4jd9222BuRqySFqnsOBHSv7eqPhKZxDhpK8cJnSCDknPFGdi9snurXHB/X+BjMYJZGz+/OIjBDuhIPfks/ho508Eg/FgK+k6Alm+x3UdldbtKQ1o6167XM0cUx6RsdwgknIBlgKEPosXB5GyVDtqa+toDdHk5hwVtBn4R3FzwreMmzgmy3KCFo+KOWECioYSUokWjpyZkDbIJ2STYxBWCCcE02s22U6z36bHAXM/Zmt8OCvVMPq+0Xei8SF99RB8ZJMqHMWdj1r1f7WlfXgoIOl+s4Qgm1KuKDyYefLJHNFCRjWRaET5LqO99EL+UZLYY3rH2lCtdJd8YqpnbWHzNyQNn9bzzgtmwzNYkp8mmmFM5GCTlP+TNeP/Gkc+OQM16fF/JN8pFpIkAgqRjwrJ9ysln/RNmkN0XH0WAnlBoAv/dvICjdaZNgQmTAhumPgq+chVEnfjw0Q1lrFjg9Q1mNvjhBsegRph8km7OPLJfkz+RAJbrugE8onJjQohpQSyglZzmY1y8H6bmNURfDcpTwkJxTQcJput5rfpMfDm/4n2QhD4w1q7mpoJwl0v0o0vKL6ylQoPEvtaNRtlOo+Is79WOlA322Fax8eQQCRSjiF2aq7UJYUV8JUuJ5TIDJNP355AGSLKm5Fq5+KLi8mnnxOp1XAj4PcOyYUcJ/1GcS8AHwKTSMWEdcMLpPyrXw0sHX5f9J2HSy9oVN/85iABu9/HOw+/cab1ap6TmGc5LXb4nN3Zhuh25YGiO+dUXyHQFQREQLuCmvo0DQEIIaYvSCY3BohnWDC5cVOOEzRFBDFUI5580se6YjpfLusWaEs2dozyks2LQ3CQJ5u8E4lOQA1+m5BNoq95eVKTBr/NjhV0f8smrbeEYYIzn3d/tPqMUC0BZRaY6x+zUSZE0dfDLaDSlfK9plY7/o6XXRb4PBJwxP5KBG1nknCsGQQ0SbOJVhFfbAgo5JJcp+REjQraU3xQEf4vEAwEmUYrShomgn4g6uyHyMZpK4nUD8tvfhNgevnlAZnF6oFfLeNFBS0zBLecENCD6wO5WOspkPDzzgsqWHGuT30qsBrV85waWwh0B4He3emsvkKgWQgkuQjyT5eo0zjtBHWxCbjojnATu/jily35fcKRTognpBJyCekk7yYaTvZhQicQBi0nEdloBhfYkGaisbMm+G3Ot05y3hyftvURvMXDANelGsFtguT0aEGPw2myiQKxIvK7ra1jEpS7xGxdLl1Oqe999CGuY/T6bpVSRoePYXUgEMlbPZgV1g5ym4aF/wnRQEP+F6BRjRO8KkjwHxbyXhJwxCsubVW4La48H/mIMT/4QXhvcC3QxvLAQBom/FrjUloV9+reJ4j3O9/ZMQZBWWCB6xGZCyRCII0IiICm8apoTl1GoJxfGrlBqXEcFW5GYfMdmpekqPu2tv+4oBt8FSE1kC/IpvffxISMRhAyGs5piWkeEzxplSCpWRKS2/NKq3RF++nXgi8vrgX49fJA0SwhpVCYfDIPzK24pBC4A3lKEvJYksQ9+mDG1xCClCRo/dHeQab4jUByKjH5J40X3s+cqHYWFchy2IcVYkkyeX63+HFzCcitWS6hgU3MkBjdv/fegVtDqVzDlfxECaBirrg48P+CmvOsC63naadFV1a/z+edFz/2N78ZaEJLfTfie2qvEKg/AiKg9cdYZ2gQAuT7w+wWvcn601Mt5kc/MrbKTXHpQkr4XXnlBpvK5SUbkGFVnAYN5xqr6QzZ2f0g9n369Fes3+lEp9mEVKIliwppkjDNh4V2RHFCWiWNRYAApO4ESO1nHQrvsCwMMtqsh4ekkon4MRLIE3YLiaKLORsTLel2IJUIBI7fA76PccIDGabtsObxj38MUi6hWeyukH3CJiZwftV+LDSGVIGKamXxocQHthq5777kh0jcd0qRz2rOQ6ATr2YJxJc8sHGCBhQiXqu1xp1D+4RAVxEQAe0qcuqXKgSI8sU8iZk9SQhCovrJrbdusDk//2P96bZY7eU6m0rlUUs+g2TuJ53U20Wjo6m8886xdrwRRcOhffn2t/fsdIMsamQ/YHIndVJUqjUBR/vrc9cQ6I4GlDP6NFiLrQpu6tSpXZtEN3uV0mJBqMoJATYEwtxyS+APSW7NUnkp8X0Mk08/PppUgoRqoQy+5BJj3vvejjRMmK5LzcnPoZJ3ItuTJEpwk9qldT+ab/7X8TCBnyrp5CCaUYG428QSEiGQSgREQFN5WTSpahGw+cZLkk8/3qWXLrDmysU2uGQHm5y8tzOH//vfW+17wflxelM67yee2N9FzaP1sXFE7ubNzbfVb14eizy9d1cDClb4gv7DhpITbMUDRqMFAkkWh6ig3YoLkom24zPfXV9BKO54eB9ENU7QuGGSrwUBZXxyadaj4BTaWzS/WDyikpTJggfZyy8Pgp6okkQO0o99rLy5Pzp+PT9TGYvvgvXycUIeV9yT4wgo+Y3D/rT1nJfGFgLVIiACWi1iap9KBAjQqEQGDy7YaNhtzmxOqiBPOPHjjJMvfMEYXpLWRgAN6MhuhiHzHRk7dqzLbrB/vaNKYuAmPyYJ58NJ2Ylnw2Qd4wUSM0J1u3BZSZJWIDXEm5GrE/M4lg8EnMiGgStCnFC692c/6zhCjtS//CXQ0JbSQHf0qO8W+YjREofJJg/H+Meypj/9iVRvQYYQyGepClj1nalGFwLlERABLY+RWqQQAaKaiUD36Y9uvZUIDGuLMj0SZ9unzzZz5pmjbXnFfR0BTWzYoAMkOKdqEu+vsna0ZvkWNmi5TT1NJRpQqjiNsRnNKRDAi6T1Psepnzx5Qa+ykTOTbWbyeuUr9eeKvqPpog47yePx+SQ4501vCoKDom1r8ZmqPXElLEl9RKnGVhBbS8BF0FNpCV9ZzNVJmlsqJoXJp18fpm5qpZ91lt/TvHeufZh8hmcCOSVtHMf5brTCQ0J4/trOHwIioPm75i23YioEhckmeTaJMEeDiSn0mmt2t7n6Jtl1JZNPFt23b0978xlaF21RHKikXXrGRkZR3Ye8n6RpCgcsLbW2QUjO3jYkN7w/bizt6x4C5XxAyUxAOVGuExHvZC+gjvyBFBsPCem2qCtP1afDDjssdKQxm8Svvf71waveZyQ3KOTr+9/vOBMmfHJyJhgMOhqmaAs/SEzp5YSk/EkCgU0DAU2qV8+8OYZnCG4HEiHQCgiIgLbCVcrAHCFjaJhmlnFWg2xCMMNJ3UnkDtkcYFVAPu0RZA7N4cCBw+0NcqJFqDT5BEIiQgmqSKobXUuYKa0JkTnggANs0NOtLgKbtU23dQN9lSBIJxpQn94ni/lBa4lptWP5dFd8V/gOlYqCh6DyUAMJnWQrDZC7lSwGfozwuSGglOjkoQgXjiwLOTgxS1OBiQh1zL+lcoq2MhasL0lKHUvqU4/9aHCTpNSxpD7aLwSaiYAIaDPRz9G5MVdCtmbYaAOfhgiSFiWbmEpJZk7JRAga27xDYBE0VGgNufHjk4dmAh+oSuWMMwKzYiNuogStYMJlTbMt62W+91uV0iHby6+gGQUXiPXtVv0iAlrpVays3Vxrp15l1UJ9rQqM7xyVqcAa3KM+v3wmun2FtV/iCgEhhbjGuUWwj+8xGlLSamVdqLXOK+uCryj+oTyoRoWUUWkQHp7JxUrFprAQBc/cJUKglRAQAW2lq9UCc0XLR4L2qH8cJBISQCUgbu4QT1IdQTC5+UPUIJeQBfzvIKeQTMjCNOvI5YloFIJSgRLRtnzGz+vDHw6qx8Qdr9U+1sPrUVvCBW0aZIYUTKzLCxihZcONgLaS2iJAoBDfRx580ICSs5V3XlECyneT68SrEhk/frwr0Qlh5YGoVcXm1nc+g9al1aaaatVV1Gbe+E0S0EVifp/Cl58l5TYpYFFLoba9/TfnMMetohq5/PIgawAVsEjDREnSL3/Z2AfYakZRWyHQfAR012v+NcjUDIgwv82qJfGdC/ttvmz/U0Ky0EhBJsmriEmUNpg+fTQ6Cd7ZrpSQYdG3FlEXaFApkPiwEWxQrpJKpeMltYNIo/2EoDz99NNuXRBRZPny5baO956mra3NYUKic0ntEfB5V/nOjR07tuIT8GCwevVql3IprhOEFa02Gm2i63nAaiUhyTyatKuvDmZN1Z+zzw6ipqslRK207nJzxcUAUk6wF5aVOXOM/d6U61X5cYpk/M//GHPZZcH49vnafOMbxiSlhYobmWtFyWFeEiHQygiIgLby1UvB3CGcEC2IpPfbxFx+9913O8KFRpMSjWic8K+jHSZMSCaBHmicCOzoqnDfJ/UINw7rYtou5DokfUqcoIREc1BvAgrJhIA+b0NTweQR64CKawGCKRjZZ5993Lv+1A8BrkEp/0/OzEMQhBONO99Tvp/k+ywltOV6UnYVv9FWktNP7yCfzJvcniSep5rqOee00kpqP9f/396Zx1Z15Xf8l8Rg1gSHLXgImMUEYwJmCYEkQBYlmSyaTKejaaVK3WY0Urc/KrVqZ6pOR1WXUdVWnam6qU3/GamqOtPOAElDMiGBLCSQgG1MwCFOIEDAYAgEqACDk97vsa5z/fye/fzWc+/9/KSXd99dzj3nc27w7/7ObwkWYlw5zdK3bCYXoGikvdLH/eqv9kesf/Wr5bgjbULAXwI3BBaZfpOMv32kZ3kSkD/aCy+8kOfZoz9NyqYCf6LKpn5LuVRgTfhHXoqXgjfCSHX9MZeiKSuRLIHliB6WtSLIER4oD/1BRkHsj/NbC9z+hkiwepo1OXV4YhDgHESvSzksrfVDS7+h4hnei+/yE3g7SJ4pdwelTsolemGSVf69oKahFM/u7m5bu3atcwnJdY3268XipSBZ5FOBA2G+Vvvh2qvEMf0/ouXmbDJv3uc5M7MdZ1/hBMRdFs9sf3G1AKIcr8jwBMr9N274u3O01ASwgJaaaELa03tJprIpS6f+kMtXU99aWpZiqT/CUjplDZKyqY+WPrWsHF2aVJuhBbDUmGRQzKzw8nd/Z/bYY2bytwpFPl3f/374a/B3YABzFUbCdCxaivzmN83+4R8ssNoOPreQXyifhVAr/hr5HMsKP5zIKi+/Tj23ygWqlyk9/9nKqUbb0YuXLKGybiswKQ4S6NY5ZbhjOS/iQF4EAm+brMqnLs5WrSmvRjkJAjEmgAIa48krVdelGMrnLWrZlLKpP8JSNhW8IX9F/RHXfuW2lLUntGzOmTPHbYcWIC05d3Z2DlI+1Vf5zemaSonqXu/cqdrtFli2LFAw+iNF163L3gPVtw6VT50hS8W//IsFYzf7oz/Kfg17/SeQzxL8vMD0J4VTyqeeXwUXZeYAzTVSpRZ79tln3TJ8HF4yGhv7l3yzRXuPkCUtFwL2ZxCQtVMvsNHAIP37I5ehYCFpiGhOEAikjQAKaNpmPBhvprIpC6b+cErZlEVHf4Tln6n98ouTwilLp5THxuBfSi1NDveHVm1oCd4H0dKWIltHElUPUZWRbPJv/4YCmo1LXPbJAjqS5T1q6dSzrk++ohc1/X/R3t7u/t/I97pqnSffZ0VNZwaxaHXgL/6iWr1Kxn3lvvP1r5vt3ds/HtUx+Pd/tyDFV3/Eu3Kq6qU2U7797cw9/IZA8gmggCZ8jhV9HrVsKlBIQT9SNvWR5UcWzDCQSMqmIoalbGqJXdadzJQ1IyHTcubGjRtHOq1kx4NMR86xP3DjCxTj/rQkv/mbFigR+d9Cy++5ROXtkHgS0IuQUl8VE+iWz8gVTKbk9LKiasXAd1HOSKVd+sEP+tMwqWTld79rgX+27z33t3+qRKSKS0Gc5YDs2tWfwimoSRG83Jspsb+S2v/zP/cHQgbv+i4K/stfHriEDQikhgAKaIKmWn9sFeQTVTgVhS5FUwqlgivk5xYqm/v37x/kt6lI3lz5Nn3F9I//aPbbvz3Yt2rbtv5/4F97rX/ZPZ++Kz4liKVy0fGZ51NhJJNIfH5r+X04a32pRiLfUdWJ3xuYvh544IFSNVvWdlRqUx+kNARk6Ywqn2Gr8qv94Q/7S3kGj4lzCVLqJWXiCN71EQiklgAKaIKmXtYXlXWUsql8mlI2QwuoykKGfps6roAJKaZhnsRKYpCSfFsQhivluBh5912z3/mdwcpn2J7Sm/zu71pglQr3DP8ty6n+KEiZjYoyRH3ve9E9bMeJQD7L76Uaj5bh5fusCHo930i6CBw5knu8mccU1IjymZsXR9JBAAU0QfMsS4+Wv5WXsDcI/ZaiKV+2fPw2K4VBfqXylZPyWewf6S1bsjv0h2NRMunRiHL0KU2KlsnkExoYtOw731GOyP7E0UG+8aD0ogVK+2ha5dxqEsgnAKlU/VPGB5VflRX08ccfL1WztBMTAnfckbujwx3LfRVHIJBsAiigCZpfLcEreGhZULj5ZjkaVVmUN1SR7/qEotKICmJScFOxCmjQ1LBSiIH1K18x00eiqiW/8AuDraj6Q/K//5v/0n5/S/y3WgQqaQHVGOVPrdUGrUTIvxpJD4Ff+zWzv/3b/pfX6KgV/a6qUwgEIDCYQJAUAkkKAeXm1B89H5RPpbFRmUKV5ZQ1NpQZQV4SWWblh1qsPPro8C38/M8Pf3yko9/97mDlU+dr2f8Xf3GkKznuC4FKK6Aat/LfysrvSyYIX+Yi6f3QkvqOHRZYv/vzBiurwJe+ZLZ9e3/aq6SPn/FBYLQEUEBHS4zz8yLwfpBZWXkUFR2s6jJR0VKlrKPFSlCK2771reyt6Nhf/3X2Y/nu/Y//yH5moFcHbg7Zj7HXLwKVXIIPR66UTvKvfldvK0iqCMjaGaSEdW47ct2RD7ryCCMQgMBQAiigQ5mwpwQEpGQqwb2snUr9lClKbK/jxYryFsrX8xvf6E8ho3rK//VfZkp/orQnxUiQmz+nDHcs50UcqDiBalhANUj5gqo60lX5cSCpIyDrpwKNEAhAIDeB4H8TBAKlJyDFU+mgFASVzdqpZPelEuXe06fUsmGD2ebNQ1sNjFumvImI/wRkAR0pCX05RqHcuQ0NDdbR0WGrV68uxy1oEwIQgECsCWABjfX0+dt55RxVMMa+ffuKDjaq1ihVwlPKZlRUSk9R8oUEOEXbYbv8BGR9lCU+LBFb/jsOvoPygioY6dKlS4MP8AsCEIAABAwLKA9BWQjU1tba+vXr3RJkuavQlGUAQaOKeG9t7fclDfRoUxomVViiWky5iJe23Wr4f0ZHoOe+qakpeIZa3f8L0WNsQwACEEg7ARTQtD8BZRy/0i/FVfkMsQRZdVy5wvA33/EhUC3/zyghKaAq0Sl3FLmlIBCAAAQg0E+AJXieBAhAIJEEqm0BFVQVhlDVsT179iSSMYOCAAQgUCgBFNBCyXEdBCDgNQEfLKACpJK4KsCg3LgIBCAAAQj0E0AB5UmAAAQSScAHC6jAyhVlZZCYViU6s2WESCR8BgUBCEBgBAIooCMA4nB8CCg5/C//sgWBH2YbN5r98Ifx6Ts9LT0BXyygGtmsWbNcOqguKhiUfqJpEQIQiCUBgpBiOW10OpOAii2tWWNBic/+I52dFpQBNfvgA7M/+ZPMs/mdBgI+KaDiLSvoSy+95Jbkq5UaKg3zzhghAIF4EMACGo95opcjEJCSGSqf0VP//M/NTp+O7mE7DQRUZetKUAtx/Pjx3gy3LijNJUuoKiQhEIAABNJOAAU07U9AQsa/e3f2gQSxHy6XZ/aj7E0qgcuXL5ty0SoRvU/S0tJihw4dMvUPgQAEIJBmAizBp3n2EzJ2KZmqvZxLgmqgSMoI+Lb8HuKfjP/XqgAAKEZJREFUMGGCNTY2Wnt7u61duzbczTcEiibw+utm27ZZkHvZ7Od+zoLnrOgmaQACZSXgl3mgrEOl8SQSCIxJri77u+9mH11gcAp877IfY29yCfiqgIp4c3OzS8l0PpvPSHKnhJGVkUBYoU2uSH/wB2ZLlpg9/XQZb0jTECgBARTQEkCkieoQ+PRTs698xYIlzez3X7bM7H/+R2lwsh9nb3IJ+JKCKRvhMWPGmOrEq0QnAoFiCfz3f5v90z8NbuX6dbPf+A2zw4cH7+cXBHwigALq02zQl1ERUHGZXPEcYR33efNG1SQnJ4SAzxZQIdYy/IULF6y7uzshxBlGtQj85CfZ7yzXpGefzX6MvRDwgQAKqA+zQB8KInDuXO7L9I+vZ/EnuTvLkZIT8NkCqsEqOGrFihUuOX3JB0+DqSKgf+tyyXDHcl3DfghUigAKaKVIc5+SE1i1yoJI5+zN3nNP9v3sTQcB3y2gmoU5c+Y4RfQw66TpeCjLNMpHH83esFyPHn44+zH2QsAHAiigPswCfSiIwNSpZn/2Z0MvnT7d7E//dOh+9qSHgO8W0HAmVgVvUW1tbdbX1xfu4hsCoyLwK79i9uSTQy9RQNLSpUP3swcCvhAYJnmNL12kHxDITeD3fs9s4UKzf/3X/oTzq1ebfetbsi7lvoYjySYgZe56EIUxTvloPJfpwdvS1OBNqjMo3aXoeAQCoyVw001mP/2p2X/+p9mLL1pQfMHsq181e/DB0bbE+RCoLAEU0Mry5m5lIPDlL5vpU4gEBXOIki8EnIfXKMG7KiBJlIT+0qVLrhLSTfoL7bHIF3Tr1q3Bi9RC12+Pu0rXPCWgR/yXfqn/42kX6RYEhhBgCX4IEnakgYCi5x95pN+H9JZbzL75TQuiktMw8uSOcfLkyU4BPR3UXv00yNG1a9cue+6557JGmsvv8uDBg3b06FF7//337ciRIwPKa6UJqd8NDQ3W0dFR6VtzPwhAAAJVI4AFtGrouXG1CBw7ZrZhg9nHH/f3QJGiWsIP9BF75RUsotWal2Lvqzrr+ijPZk1QGmvdunU5m5wyZYrzvZwX5Ok6deqUU1gVma7AoGqI8oJu2bLFFi9ebJMmTapGF7inRwR6e816esxmzhy+yptHXaYrEBg1ASygo0bGBXEn8P3vf658Rsfy2mtmL7wQ3cN2HAnkEwFfV1dna9asMVlLxwdOc1oGr5byKcbyV21qahpITn/lyhXr6uqKI376XAQBxaLJh/3WW81mzzabMcPsb/6miAa5FAIeE0AB9Xhy6Fp5CBw4kLtdWUGReBPIRwHVCCdOnGjLly83RcxLCa22SAGVQvz222/byy+/bGPHjq12l7h/hQl8+9tm3/ue2f/9X/+NletYgZZ///cV7gi3g0AFCKCAVgAyt/CLwHCrrMMd82sU9CYXgdGkYFKw0r333uvyceZqrxL7FTwlf1S5Duj7/vvvr6pFthJj5h6DCVy+bPaDHwzeF/76q78Kt/iGQHIIoIAmZy4ZSZ4Efuu3siewX7Qoez69PJvlNE8I5GsB9aS7rhv79+93wVJSPKUUnz171qfu0ZcKEFBV1sDzIqscP25GVaOsaNgZYwIooDGePLpeGIEg3sM2bTKbO/fz69evN3v+eQuWPT/fx1Y8CYzGAurLCOV/qqCpW4KUDCtXrnQlOhXJj6SHQH293EKyjzdIkhAE12U/xl4IxJUACmhcZ45+F0VA5etUAVFxHidO9Ee/6x95JN4Erl69asr7qaVsH+VYkILhWhZTlhTPUBTJL/9UgpBCIun4Dgzf9vu/n32sf/zH2fezFwJxJoACGufZo+9FEVCt5AULLEjdU1QzXOwRAd+X35Vi6R0loR1BZAVVXtBsyuoIl3I4xgS+8x2zv/xLs2nT+gehSHiliPv1X4/xoOg6BHIQQAHNAYbdEIBA/Aj4qoDKLUAR7lIoz58/7yLvh6OrNFGyhB4YLmXDcA1wLJYE9FL8h3/YX1b44kUz5Sz+xjdiORQ6DYERCaCAjoiIEyAAgbgQ8M3/U/k8t2/f7qounQty6khBnhEkd5SrwEjS0tJiKi96WeHRSKoISBGlHkGqpjyVg/XTUSqVU8GgIQCBYgn4ZgFVgnlFthciEyZMsMbGRmtvb7e1a9cW0gTXQAACEPCWABZQb6eGjkEAAqMl4JsFdLT9zzy/ubnZjgc5eLRsj0AAAhBIEgEU0CTNJmOBQMoJ+GYBLXY6VNdedeJbW1uLbYrrIQABCHhFAAXUq+mgMxCAQDEEkqaAioWW4S9cuOAS1RfDhmshAAEI+EQABdSn2aAvEIBAwQSUuF3BPT7UdS94EFkuvPHGG23FihUuOX2Ww+yCAAQgEEsCKKCxnDY6DQEIZBJQtLiCfm5QCHHCRJWSpIgeVvUEBAIQgEACCKCAJmASGQIEIGAuxZEqCCVVVq1aZW1tbdbX15fUITIuCEAgRQRQQFM02QwVAkkmkLQI+My5mj59uk2dOtU6OzszD/EbAhCAQOwIoIDGbsroMAQgkI1AEgOQMscpX1BVR8onkX3mtfyGAAQg4BMBFFCfZoO+QAACBRNIgwI6efJka2hocHXiCwbFhRCAAAQ8IIAC6sEk0AUIQKB4Aklfgg8JKS+ogpEuXboU7uIbAhCAQOwIoIDGbsroMAQgkI1AGiygGrci/ZuamkhOn+0hYB8EIBAbAiigsZkqOgoBCAxHIC0WUDGQAtrT02NnzpwZDgnHIAABCHhLAAXU26mhYxCAQL4Erl+/bkpEX1tbm+8lsT7vpptuspaWFpLTx3oW6TwE0k0ABTTd88/oIZAIAlp+nzBhQiLGku8g5s2bZ9euXbNjx47lewnnQQACEPCGAAqoN1NBRyAAgUIJpGn5PWSkik8rV650vqCy/iIQgAAE4kQABTROs0VfIQCBrATSEoCUOfhZs2aZqj91dXVlHuI3BCAAAa8JoIB6PT10DgIQyIdAWhVQsZEVtKOjwy3H58OKcyAAAQj4QAAF1IdZoA8QgEBRBNK4BB8Cq6urs/r6elchKdzHNwQgAAHfCaCA+j5D9A8CEBiRQJotoIKzfPlyO3TokF2+fHlEVpwAAQhAwAcCKKA+zAJ9gAAEiiKQZguowCkDQGNjo7W3txfFkYshAAEIVIoACmilSHMfCECgbASkgCoYJ5dcuXLFuru73eHTp0/b8ePH7bPPPst1eiz3Nzc3u3GdP38+lv2n0xCAQLoIoICma74ZLQQSR0DKZU1NjSk5ey65ePGiaZn+6NGjduLECbt69art378/1+mx3D9mzBhTnfjW1tZY9p9OQwAC6SKAApqu+Wa0EEgMASmUfX19TrEczvqpAetcKaFnz551StqCBQtM1ZOSJlqGv3DhwoC1N2njYzwQgEByCNQkZyiMBAIQSBMBWfo++eQTp0hKmdy9e7eNHz/eFi5c6L6jLObMmePKdKpq0Llz5+zUqVN2yy23RE9JxPaNN95oK1ascCU6H3/88USMiUFAAALJJIACmsx5ZVQQSDyB++67z41RS+lSRKVkyhc0m2+nFDMlbddHMm3aNPedxP+Iw8GDB+3w4cOmcp0IBCAAAR8JsATv46zQJwhAIG8Cvb29plyYt912m82fPz+vmvAKQlIwUlJFyenb2tqci0JSx8i4IACBeBNAAY33/NF7CKSeQD45QKO10uUHOnv2bJsxY0Zi2U2fPt2mTp1qnZ2diR0jA4MABOJNgCX4eM8fvYdA6gmMpIAqUOmZZ55xVlJFyocKqCLGFTmeVJEv6NatW51PbG1tbVKHybggAIGYEsACGtOJo9sQgEA/gZGS0EvpfOSRR2zcuHG2evVqmzlzpjU1NQ2btikJbCdPnmwNDQ2uTnwSxsMYIACBZBFAAU3WfDIaCKSKgJbWldNT0e/DiY7LIqhKQQpS0m8FJiVdZOU9cuSIS0GV9LEyPghAIF4Ekv8vcLzmg95CAAKjICDrp5TJG264YcSrtNy+atUqU8WgtIisvosXL3YBSWkZM+OEAATiQQAFNB7zRC8hAIEsBEby/8y8RMvxWppOk8jdoKenx86cOZOmYTNWCEDAcwIooJ5PEN2DAARyExjJ/zP3lek5IqW7paXFJadPz6gZKQQg4DsBFFDfZ4j+QQACOQmM1gKas6GEH1BC+mvXrpkqQSEQgAAEfCCAAurDLNAHCECgIAJYQPPDJh9ZJadX+dJoTtT8ruYsCEAAAqUngAJaeqa0CAEIVIgAFtD8QasM6cSJE62rqyv/izgTAhCAQJkIoICWCSzNQgAC5SeABXR0jGUF7ejocMvxo7uSsyEAAQiUlgAKaGl50hoEIFBBAlhARwe7rq7O6uvr7cCBA6O7kLMhAAEIlJgACmiJgdIcBCBQGQIKqlFS+bFjx1bmhgm5y/Lly+3QoUN2+fLlhIyIYUAAAnEkgAIax1mjzxCAgGH9LOwhmDBhgjU2NpKcvjB8XAUBCJSIAApoiUDSDAQgUFkCKKCF81Y1qI8++sjOnz9feCNcCQEIQKAIAiigRcDjUghAoHoECEAqnL3KkqpOvNIyIRCAAASqQQAFtBrUuScEIFA0ASygxSHUMvyFCxesu7u7uIa4GgIQgEABBFBAC4DGJRCAQPUJYAEtbg5uvPFGW7FiBSU6i8PI1RCAQIEEUEALBMdlEIBAdQlgAS2e/5w5c0y14g8fPlx8Y7QAAQhAYBQEUEBHAYtTIQABfwhgAS3NXCg5fVtbm/X19ZWmQVqBAAQgkAcBFNA8IHEKBCDgHwEpoCotiRRHYPr06TZ16lTr7OwsriGuhgAEIDAKAiigo4DFqRCAgB8ElERdCejlx4gUT0C+oKqOdPXq1eIbowUIQAACeRDgX+88IHEKBCDgFwH8P0s7H5MnT7aGhgZXJ760LdMaBCAAgewEUECzc2EvBCDgMQH8P0s/OcuWLXPBSBcvXix947QIAQhAIIMACmgGEH5CAAL+E8ACWvo5qq2ttSVLllCis/RoaRECEMhCAAU0CxR2QQACfhPAAlqe+Vm8eLH19PTYmTNn3A0+/fRTO3fuXHluRqsQgECqCaCApnr6GTwE4kkAC2h55k05QVtaWlxyetWK37ZtmyngC4EABCBQagI1pW6Q9iAAAQiUmwAKaPkI33zzzXb+/HkXkHTXXXe5FE3luxstQwACaSWAAprWmWfcEIgxAZbgyzN5e/bscUvuTU1NLiCprq6uPDeiVQhAIPUEUEBT/wgAAALxIqCKPb29vTZ+/Ph4dTwGvVVCeuUEVX5V+YJ2dXXZokWLYtBzuggBCMSNAD6gcZsx+guBlBPA+ln8A/DZZ59lbUS5QMPk/lJEOzo67Nq1a1nPZScEIACBYgiggBZDj2shAIGKE0ABLQy5ItplOX7zzTfdR0FGw4mW3+vr612FpOHO4xgEIACBQgiggBZCjWsgAIGKE9i1a5ft27fP3n//fXfvs2fPmpTRbKJleuRzAlI8X3vtNcdP1s+1a9fayZMnPz8hx9by5cvt0KFDRMLn4MNuCECgcAIooIWz40oIQKCCBObOnWsqGXnlyhWTgnnw4EF7/fXXTRHxmbJ79263S0vIr7zyirW3t2eekqrfn3zyiS1YsMBWr17t2O3cudNmz549IoMJEyZYY2MjyelHJMUJEIDAaAkQhDRaYpwPAQhUhcBtt93m7nv69Gm7/fbbnWI0XEdC6+iGDRuc1VQlJqXAplG0nL53716XYF5K5cqVK/PG0NzcbJs3b3apmaZMmZL3dZwIAQhAYDgCWECHo8MxCEDAOwL55ABVIE1bW5uzliqIRtV8wuAa7wZUgQ7V1NQ4pXPhwoUuyn00txwzZowtXbrUWltbR3MZ50IAAhAYlgAW0GHxcBACEPCNQD5BSHfffbcp6EbKqir5zJkzxyZOnOjbUCraHymh+hQiWobv7Oy07u5uCy3RhbTDNRCAAARCAlhAQxJ8QwACsSCQjwVUA5HFU0vuquwzY8aMWIzN106KpdIyaRkfgQAEIFAKAiigpaBIGxCAQEUIKJr7hhtuMC0LI5UlICuyasUfPny4sjfmbhCAQCIJoIAmcloZFASSSSBf62cyR1/9Ua1atcr51pLmqvpzQQ8gEHcCKKBxn0H6D4EUEcjH/zNFOCo+1GnTppnKdcofFIEABCBQDAEU0GLocS0EIFBRAlhAK4o7683kC3rgwAG7evVq1uPshAAEIJAPARTQfChxDgQg4AUBLKDVnwYFdqlmvJL8IxCAAAQKJYACWig5roMABCpOAAtoxZFnveGyZctcMJKS+yMQgAAECiGAAloINa6BAASqQgALaFWwD7lpbW2tLVmyhBKdQ8iwAwIQyJcACmi+pDgPAhCoOgEsoFWfgoEOLF682Hp6elx5z4GdbEAAAhDIkwAKaJ6gOA0CEKgugc8++8xVNVItc6T6BJQTtKWlheT01Z8KegCBWBJAAY3ltNFpCKSPgEpqauk3zTXdfZv1efPm2bVr1+zYsWO+dY3+QAACnhNAAfV8gugeBCDQTwD/T/+eBFWlWrlypbW2ttqnn37qXwfpEQQg4C0BFFBvp4aOQQACUQL4f0Zp+LM9a9YsmzRpknV1dfnTKXoCAQh4TwAF1PspooMQgIAIoID6+xwoOb3ygmo5HoEABCCQDwEU0HwocQ4EIFB1AizBV30Kcnagrq7O6uvrXYWknCdxAAIQgECEAApoBAabEICAvwSwgPo7N+rZ8uXL7dChQy5Tgd89pXcQgIAPBFBAfZgF+gABCIxIAAvoiIiqeoLSYzU2NpKcvqqzwM0hEB8CKKDxmSt6CoFUE8AC6v/0Nzc324kTJ+z8+fP+d5YeQgACVSWAAlpV/NwcAhDIh0BfX59dv37dxo0bl8/pnFMlAmPGjLGlS5eSnL5K/LktBOJEAAU0TrNFXyGQUgKyflIBKR6Tr2X4ixcvWnd3d14dVoWr48ePO8upthEIQCAdBFBA0zHPjBIC3hJ477337LnnnrO33nrLTp06ZdmUEPw/vZ2+IR1TpSqlZdq7d++QY+GOs2fPDqRs2rdvn3V2droAJj0DCAQgkA4CKKDpmGdGCQFvCRw+fNg2bNhg06ZNc4rIpk2b7OjRo4P6i//nIBze/5gzZ46pVrzmNlNkHd2xY4fL66pjJ0+etLvuuss2btzo9n388ceZl/AbAhBIIIGaBI6JIUEAAp4TkJXz3Xfftdtvv91uvvlm59upuuJhbfHe3t5BI8ACOghHLH6sWrXKXn31VQuV0bDTn3zyic2dO9emTJnidklRlY+vynp+4QtfcEv3t956a3g63xCAQEIJYAFN6MQyLAj4TEAKqKrmbN++3fn+vfLKKwOR0wpkmThx4qDuYwEdhCMWP2TRnjp1qrNqRzs8ffr0gbnW/pqaGhdgplry77//vimpPQIBCCSfABbQ5M8xI4SAdwTkJ3jnnXe6z4ULF+zDDz+0119/3S3bymJ2xx13uO2w41JAZTVD4kVAvqBbt261hQsXWm1treu8vhVQJh/R2bNn27lz55wFXM/E6tWrTQoqAgEIJJ8AFtDkzzEjhIB3BKRQys9TlXNk+ZIy+sQTT9g999zjfmtfVFiCj9KIz/bkyZOtoaHB1YmP9nrNmjXuBaO9vd2UO1RuGBKUzygltiGQbAJYQJM9v4wOAl4SkAXsnXfesSNHjtiMGTNs/vz5rpa4FBEtwWoZPipSQDOX5aPH2faXwLJly2zz5s3Oqi2FVCK/T5XulChd04svvmjyDdUcL1myxPmNuoP8BwIQSCwBLKCJnVoGBgF/CbS1tbmgEy23a3lWkdDPPPOMvfTSS9bV1TWo41evXjUtz8pXEIkfAS25S6nUnGfKpUuX7I033nDBZwpIe/jhh+2DDz4w7UcgAIFkE0ABTfb8MjoIeElA1XIUpHLlyhXbvXu3UzDXrl3rlmOVkicq+Sy/K3WPfEkVTf3RRx/Z6dOno02wXWUCixcvtp6eHjtz5sygnsjqqSX6BQsWuEAkuWZoGV5ziUAAAskmgAKa7PlldBDwkoCW2JVySdYxKSdaepUl7LXXXhuipOQTAS+FU8rn/v377fLly07ZyZaD0ksYKeiUltxbWlqGJKeX+4VeHuQPrMAzPQOqJY8vaAoeCoaYegIooKl/BAAAgeoQUComWTe1PKvPU089ZTNnznQBKVImZS2T8qnE5SP5f6qd8+fPuwAmLemrPVnXEH8IhDlejx07NtApvYioCIEi4WX1VECSfsvdQvsQCEAguQRwqkru3DIyCHhNQInHpYAoEEnLsPLzDJdfpXAqUb2smVJEpJBoe/z48aYE5zo3Koqil+VMiqjyi+7Zs8ct60bPYbu6BDTfK1eudCVXlXA+nEM9AwpI0kuHSrEqMl614ZUJQZkRNOcIBCCQPAIooMmbU0YEgdgQUNolLbseOHDA5YZU8MkXv/hFp3Dee++9bhxalpdlVD6jUkKziZQY5QkNc4XKnxTxj8CsWbNs0qRJLtBs0aJF7mVBFlEpnPIRDZfq5SOsud65c6fdf//9g3LC+jcqegQBCBRCAAW0EGpcAwEIFExAS+r61NfXO0Vz/fr1pkh3ld+UciJLWVRk1bzllltceqZ8q+QcPHjQ+ZiOGzcu2hTbHhBQcnplO9CSvKyccp2Q/6es4Pqtb4lSdUmkiOq5QCAAgWQRQAFN1nwyGgh4T0C+nVI4pWgq5ZKsllJGwxyRmQMYKQhJkfRSYm677TYX/S5FVoFNmYpsZrv8rg4BvURovpUHVoFJWpaXKBhJGRFkzZZ/sCyjsoiGimh1estdIQCBchEY7EhVrrvQLgQgAIEIAfl3Xr9+fVAO0FdffdUpHZHTnCIiBXM4P0BZU6WkKpJafqBSbhUNj/hLQD6f7733nvPZDXt56623OoVUZVmVwUD+wLKOh76i4Xl8QwACySCABTQZ88goIBAbAlp6nTp1qr355ptuaVVBRcr9qQAUWcGiouVXpWoaTgkJI+VlNVPVHVnNWltbo82w7RkBWTUbGxtdwNG6desGeicrtj7yBVY+V82/Xib0UiF/YVlHEQhAIBkEsIAmYx4ZBQRiRUAlN1X1Roro888/7yyXClBRGp6ojLT8rnNVTUlBSop+V8S8lnblM4r4TUBzLYu13CeioheJ7du3Owu5gpD0UtHU1GRvv/129DS2IQCBmBPAAhrzCaT7EIgTAQWZqNSiLFljx451Cqisn1IatfSqbe0PJR8FVNZRKa/6SBQtj/hPQM+Aot337t1rDz744ECH5burZ0C5XFWeU4rnfffdNySJ/cAFbEAAArEkgAIay2mj0xCIJwFZKbU8rmVy+fgpYEj79K3E8bKGqTpOKIqAJwglpJG8by3Dd3Z2Wnd3t1t6D0coi6cCkvSMyAf4pz/96UB0fHgO3xCAQLwJoIDGe/7oPQRiRUD+nE8++aTz/1QQkvz6hgswkgVUy/VIMgnIeq0oeFlBH3vssYHMBbJ8njx50g4dOuTSNc2ePdtVw9ILiXKG6iO3i0yXjWRSYlQQSCYBFNBkziujgoC3BKRwPvDAAy4Fk/w/pYDIjzObSAENl9azHWdf/AlI2VQhAkW+z58/f2BAqm6lZ0V+vXLbCKsjqYqS/ELlP4xAAALxJYACGt+5o+cQiB0BWT3l46cleNVsV8SzouGlXKxevXqQ/6cGxxJ87Ka4oA4rE4LScCknrJ4NiZTPXbt2uaIFsoAqJRMJ6QvCy0UQ8JIACqiX00KnIJBMAh0dHW5ZVZHOCjTRR9WKlHRcKXceeuihQQPPJwhp0AX8iCUBBY7Joil/0Oiy+t133x3L8dBpCEBgZAIooCMz4gwIQKBEBFSGUR8poLKGKgAp/GTm+tTxvr4+lwe0RLenGY8J6LnYunWrs4zLVzgU5YbV8ryspAgEIJAcAuQBTc5cMhIIxIaAluGVhkcR7srZKQuYKuFEheX3KI3kb6sUq4oUyEoeFQWhqXRnpsg6ropaL7/8srOeZx7nNwQg4DcBLKB+zw+9g0BqCbD8nr6pV+DRli1b7I477jAppJKampqBQDRZQ8MoeFVHUkCSzo3mjk0fNUYMgXgSQAGN57zRawjEjoCW3bWUqoCSTIWhra3NpdWJRrxjAY3dFBfdYS29KweongcFHYUi/2Atz+u4lM61a9cOsZiH5/INAQjEgwAKaDzmiV5CIPYEpIDKgqUlVi2rKvWSlFEpFYqIzxQsoJlE0vF78eLFtmnTJjtz5sxAVStFxCtISYnroy8p6SDCKCGQTAL4gCZzXhkVBLwjoCAjpVr60pe+5EowquqRrFry4Tt16tSQhPQooN5NYUU6pDRMLS0tQ0pvap8so3qRQSAAgfgTQAGN/xwyAgjEioACkFRiUVHNUWVUdeKjwhJ8lEa6thWMpOwISs+lEq07d+50iqeC1eTGgUAAAvEnwBJ8/OeQEUAgVgSkWKrOt4JLtAQvnz4ppJmCBTSTSHp+6yVl6dKl9sYbbzh3DS3LK1uCgpROnz7t0nPJGvrRRx85KMqgoJyhyqyAQAAC8SCABTQe80QvIZAYAkqds2DBAtOSvKxZP/7xj23Hjh1DxidFdeLEiUP2syPZBLTErtKc+sj3s6GhwX00ahUtkO/w22+/bbKYT5kyxRUvkA+x6skjEIBAfAiggMZnrugpBBJB4OLFiy6QRDlA5RO6Zs2aIUFIV65ccRbSsCxjIgbOIPIioOejt7fXHnjgAbvvvvvsnXfeccvx0YsVzLZy5Upbvny57du3z1nQZTFHIACB+BBAAY3PXNFTCCSCgJbbZd2SpUt+fqoHf+LEiUFjw/9zEI5U/VCGBAUcydpZV1fnktBLCY3KokWLnBVU1bL0krJt2zabP39+9BS2IQABzwngA+r5BNE9CCSNgPI89vT0OOXzrbfecgqEFIqo4P8ZpZG8bQUWyf1CqZVuv/32YQcoK+ezzz5rekZkNZfIhUMK6gcffGDyD7106ZJTVMOyruF5wzbMQQhAoKoEUECrip+bQyCdBMKgIwWNKOBEikhUsIBGaSRnWxZLzbcCiO666y6nhJ47d85ZOnONUsqk8n+2t7fbunXrBk5T8Jo+elmRAiorqAKUtDSv6kgIBCDgNwGW4P2eH3oHgcQRkNVKuT+3b9/uFAel1pFSEhUsoFEaydmWv2ZfX5+LVleAUWbqrVwjbW5udm4ayh0blT179rgANlVKkoVUfqNSQo8ePRo9jW0IQMBDAlhAPZwUugSBpBKQZbOrq8ulzJHSoIh4VbyRNSwqOk+pdZBkEZDFWwFmM2bMsJ/85Ccu1ZL8PEcSXae0TIp0f/DBBwdOX7FihcumMLAj2NBzI2uoouURCEDAXwIooP7ODT2DQOIIKPWSLJ7K6aiPApBkDc1ccscCmripdwNasmSJvffee2778ccfd36c+Y5Uy/CdnZ3W3d3tnhtdp+dJIquq9isvqALadB8EAhDwmwAKqN/zQ+8gkCgCWkI9cuSIy+8ohSJUIDLTLaGAJmraBwajeVbQUCGiZ0X+nbKCPvbYYwNuGwo8eu6555wfsQobyCqa+TwVcj+ugQAEyksABbS8fGkdAhCIENDS6z333ON89LZs2eLyPYZJ6cPT5Bd49erVIbXhw+N8p5eAIuaVwksR9GHaJS3Pq6SrRO4cWn6XUjp27FjnF6qynggEIOAfARRQ/+aEHkEgsQQUraz63ko2/tBDD7kIZv1Wmp36+nqXlF7L8QpQyQxMSiwUBjYqAqtWrbJXX33V5s6d6yydemGR4jlp0iRX4vXee+917h3KM6tAN730UFFrVIg5GQIVIUAUfEUwcxMIQEAElH5HFqna2lrn9ymfPlVDeuqppwZS52T6g0IOAlEC8iFW2i49OxK9wMgiqhRPoX+x9usFRs+Zgt0QCEDAPwIooP7NCT2CQGIJaGlUSoKUBQUgKRBJeSClLGhbgv9nYqe/ZAOTn6eW4uWqIcungpD0reT0HR0dLkH9zp077cMPP3S/9bwhEICAXwRYgvdrPugNBBJNQApCGAWtgcpCpWX5aCJ6LKCJfgRKMrjJkyc7S7qUTVnQa2pqXDYFLcdfuHDBZs2aZQpIUnovBS+p4taUKVPci040+K0knaERCECgIAIooAVh4yIIQKAQAnfffbe98cYbzmfvhRdecInI5Quq0oxanpfv58cff2xSMJRSR757UhwQCGQSuPPOO23z5s3OdWPNmjXuGZIlXZZQfZ89e9ZUQ17PkSylvb29pmvCzAuZ7fEbAhCoLAEU0Mry5m4QSCUBBR1pqV3JwdevX++SkSshuRRNpczRt2p+y19PASVSIE6ePOmimaPlF0N4u3fvduUZ5funJXsFmlB+MaSTjm9Zz5Xvs7W11TZs2DDgwqHR6+VGz5WeN1VHUqS88oPKOqqle7l7KLE9AgEIVI8ACmj12HNnCKSCgKybO3bscClxNGApmVqGl2UztG7KKhX+Vp7HpqamnPXBZcm6+eabnXKqa5QbUiUZtV+pd5D0EFBO0U2bNrmXFvkWhyLlVFZRLckrSOn48eOuRKdqxy9cuNBmzpwZnso3BCBQJQIEIVUJPLeFQFoIyEqpoBEpCwoG+dnPfuaURS2Pqi58pozkAyolUxbVU6dOOauWvmUxlZULSRcBWTlbWlpccvroyDdu3OgsnXrxkaVdltJHH33U+RwrEI5E9VFabEOgOgSwgFaHO3eFQGoIaIlcCcQlChpR9LsCR2QZlbUzTCiu41JQZbWSBWs40fU9PT0u6lnXSMGQEoqkj4DSeh08eNBZOsPnTBSy1YmXtfzFF190OUTTR4oRQ8AvAiigfs0HvYFA4ghomVxL7lI4lRZHNcAlsmQqWXhUpKxOmDAhuivrtpRN+X3qg6SbgJ4FJafftWuXaYk9DDIKvzPrxMu9A4EABKpPgCX46s8BPYBAoglo6V3KpqKRFRAS+mlKKVU1m6iQAzRKg+18CciqrkC2aIovXavldlXZOnLkiPP7fOKJJwhWyxcq50GgzASwgJYZMM1DIO0E5G+npc9QZPX80Y9+5IKMpJBGBQU0SoPt0RDQkvtLL73kXDpCf+BonfjRtMW5EIBA+QmggJafMXeAAAQiBLRk+rWvfS2y5/PNkQKQPj+TLQgMJlBXV2f19fUu96cCkxAIQMBvAizB+z0/9A4CqSKABTRV013ywSqXrJbh9SKDQAACfhNAAfV7fugdBFJFAAtoqqa75INVAJtKbba3t5e8bRqEAARKSwAFtLQ8aQ0CECiCABbQIuBxqSPQ3Nzs8sOq8hYCAQj4SwAF1N+5oWcQSB0BVUnKJw1T6sAw4LwJKPBIZTZVohOBAAT8JYAC6u/c0DMIpIqAKtbU1NRQpSZVs16ewWoZXtWyuru7y3MDWoUABIomgAJaNEIagAAESkGA5fdSUKQNEVASeqX+UqWtzGIHEIIABPwgQBomP+ahJL3QP7QqS4hAII4EVClJJTh5huM4e/71edasWa70q6Lio+Ve/espPcqXAC8T+ZKKx3k3BBM6uBZePPpNL7MQ+PrXv25nzpzJcoRdEPCfQG9vr6sDP27cOP87Sw9jQUBlOOVXPGnSpFj0l04OT2DatGn29NNPD38SR2NDAAU0NlNFRyEAAQhAAAIQgEAyCOADmox5ZBQQgAAEIAABCEAgNgRQQGMzVXQUAhCAAAQgAAEIJIMACmgy5pFRQAACEIAABCAAgdgQQAGNzVTRUQhAAAIQgAAEIJAMAiigyZhHRgEBCEAAAhCAAARiQwAFNDZTRUchAAEIQAACEIBAMgj8P9iUomcsmz20AAAAAElFTkSuQmCC" alt width="100%" />
<p>While the PCA biplot provides a visual representation of the overall
data set, optimally representing the variance in 1, 2 or 3 dimensions,
the CVA biplot aims to optimally separate specified groups in the data.
This is a basic example which shows you how to construct a CVA
biplot:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="fu">biplot</span> (iris[,<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>], <span class="at">Title=</span><span class="st">"Test CVA biplot"</span>) <span class="sc">|></span> <span class="fu">CVA</span>(<span class="at">classes=</span>iris[,<span class="dv">5</span>]) <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label 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" alt width="100%" />
<p>An over-the-top example of changing all the formatting and adding all
the bells and whistles:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="fu">biplot</span> (iris[,<span class="dv">1</span><span class="sc">:</span><span class="dv">4</span>], <span class="at">group.aes=</span>iris[,<span class="dv">5</span>]) <span class="sc">|></span> <span class="fu">PCA</span>() <span class="sc">|></span> </span>
<span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a> <span class="fu">samples</span>(<span class="at">col=</span><span class="st">"gold"</span>, <span class="at">pch=</span><span class="dv">15</span>) <span class="sc">|></span></span>
<span id="cb4-3"><a href="#cb4-3" tabindex="-1"></a> <span class="fu">axes</span>(<span class="at">which=</span><span class="dv">2</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">col=</span><span class="st">"cyan"</span>, <span class="at">label.cex=</span><span class="fl">1.2</span>, <span class="at">tick.col=</span><span class="st">"blue"</span>, </span>
<span id="cb4-4"><a href="#cb4-4" tabindex="-1"></a> <span class="at">tick.label.col=</span><span class="st">"purple"</span>) <span class="sc">|></span></span>
<span id="cb4-5"><a href="#cb4-5" tabindex="-1"></a> <span class="fu">alpha.bags</span> (<span class="at">alpha=</span><span class="fu">c</span>(<span class="fl">0.5</span>,<span class="fl">0.75</span>,<span class="fl">0.95</span>), <span class="at">which=</span><span class="dv">3</span>, <span class="at">col=</span><span class="st">"red"</span>, <span class="at">lty=</span><span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">lwd=</span><span class="dv">3</span>) <span class="sc">|></span></span>
<span id="cb4-6"><a href="#cb4-6" tabindex="-1"></a> <span class="fu">ellipses</span>(<span class="at">alpha=</span><span class="fl">0.9</span>, <span class="at">which=</span><span class="dv">1</span><span class="sc">:</span><span class="dv">2</span>, <span class="at">col=</span><span class="fu">c</span>(<span class="st">"green"</span>,<span class="st">"olivedrab"</span>)) <span class="sc">|></span></span>
<span id="cb4-7"><a href="#cb4-7" tabindex="-1"></a> <span class="fu">legend.type</span>(<span class="at">bags =</span> <span class="cn">TRUE</span>, <span class="at">ellipses=</span><span class="cn">TRUE</span>) <span class="sc">|></span></span>
<span id="cb4-8"><a href="#cb4-8" tabindex="-1"></a> <span class="fu">plot</span>()</span>
<span id="cb4-9"><a href="#cb4-9" tabindex="-1"></a><span class="co">#> Computing 0.5 -bag for virginica </span></span>
<span id="cb4-10"><a href="#cb4-10" tabindex="-1"></a><span class="co">#> Computing 0.75 -bag for virginica </span></span>
<span id="cb4-11"><a href="#cb4-11" tabindex="-1"></a><span class="co">#> Computing 0.95 -bag for virginica </span></span>
<span id="cb4-12"><a href="#cb4-12" tabindex="-1"></a><span class="co">#> Computing 2.15 -ellipse for setosa </span></span>
<span id="cb4-13"><a href="#cb4-13" tabindex="-1"></a><span class="co">#> Computing 2.15 -ellipse for versicolor</span></span></code></pre></div>
<img role="img" aria-label 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" alt width="100%" />
<h2 id="ca-biplot">CA biplot</h2>
<p>The default CA biplots represents row principal coordinates with a
call such as:</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="fu">biplot</span>(HairEyeColor[,,<span class="dv">2</span>], <span class="at">center =</span> <span class="cn">FALSE</span>) <span class="sc">|></span> <span class="fu">CA</span>() <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label 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" alt width="100%" />
<p>To change to row standard coordinates use a call such as:</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="fu">biplot</span>(HairEyeColor[,,<span class="dv">2</span>], <span class="at">center =</span> <span class="cn">FALSE</span>) <span class="sc">|></span> </span>
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a> <span class="fu">CA</span>(<span class="at">variant =</span> <span class="st">"Stand"</span>) <span class="sc">|></span> <span class="fu">samples</span>(<span class="at">col=</span><span class="fu">c</span>(<span class="st">"magenta"</span>,<span class="st">"purple"</span>), <span class="at">pch=</span><span class="fu">c</span>(<span class="dv">15</span>,<span class="dv">18</span>)) <span class="sc">|></span> </span>
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label 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" alt width="100%" />
<h2 id="regression-biplot">Regression biplot</h2>
<p>With the function <code>regress</code> linear regression biplot axes
can be fitted to a biplot</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a>out <span class="ot"><-</span> <span class="fu">biplot</span>(iris) <span class="sc">|></span> <span class="fu">PCO</span>(<span class="at">dist.func =</span> sqrtManhattan) </span>
<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a><span class="fu">biplot</span>(iris) <span class="sc">|></span> <span class="fu">regress</span>(out<span class="sc">$</span>Z) <span class="sc">|></span> <span class="fu">plot</span>()</span></code></pre></div>
<img role="img" aria-label 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" alt width="100%" />
<h2 id="report-bugs-and-support">Report Bugs and Support</h2>
<p>If you encounter any issues or have questions, please open an issue
on the GitHub repository.</p>
</body>
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