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<a href="#main" class="visually-hidden-focusable">Skip to contents</a>
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<a class="navbar-brand me-2" href="../index.html">ClassifyR</a>
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<img src="" class="logo" alt=""><h1>Performance Evaluation of Fitted Models</h1>
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- <h4 data-toc-skip class="author">John Citizen <br> The University of Sydney, Australia.</h4>
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+ <h4 data-toc-skip class="author">Dario Strbenac
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+<br> The University of Sydney, Australia.</h4>
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<div class="section level2">
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<h2 id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
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</h2>
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-<p>Placeholder.</p>
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+<p>Model building and prediction can be evaluated using a variety of
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+performance metrics. For test sample predictions, their accuracy and
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+stability may be of interest. When repeated cross-validation is done, it
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+is possible to consider the prediction performance for each test set but
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+also for each sample. This could identify a subset of samples which have
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+unstable prediction accuracy or are consistently incorrectly predicted.
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+In terms of features, their selection stability can be evaluated between
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+repetitions within a cross-validation and also between different
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+cross-validations using different feature selection algorithms. In the
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+following sections, each available performance metric is defined and
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+recommendations about using it made.</p>
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+<div class="section level2">
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+<h2 id="prediction-performance">Prediction Performance<a class="anchor" aria-label="anchor" href="#prediction-performance"></a>
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+</h2>
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+<p>All performance metrics are calculated by the
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+<code>calcCVperformance</code> function which expects an object of class
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+<code>ClassifyResult</code> as input. It is also possible to calculate a
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+performance metric with a pair of factor vectors, one of known classes
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+and the other of predicted classes, or a pair of survival information
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+stored in a <code>Surv</code> object and predicted risk scores by using
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+<code>calcExternalPerformance</code>. See the function documentation for
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+a vector of keywords for specifying a performance metric.</p>
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+<p>Firstly, a description metrics for categorical outcomes will be
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+provided. Then, the metrics for survival outcomes.</p>
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+<div class="section level3">
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+<h3 id="categorical-outcomes">Categorical Outcomes<a class="anchor" aria-label="anchor" href="#categorical-outcomes"></a>
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+</h3>
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+<p>Outcomes may either be a class label or probabilities or scores for a
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+sample belonging to each of the classes.</p>
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+</div>
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+<div class="section level3">
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+<h3 id="error-and-accuracy-and-their-balanced-versions">Error and Accuracy and Their Balanced Versions<a class="anchor" aria-label="anchor" href="#error-and-accuracy-and-their-balanced-versions"></a>
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+</h3>
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+<p>Error is simply the proportion of test samples whose class was
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+incorrectly predicted and accuracy is the proportion correctly
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+predicted. Often, the data set will have substantial class imbalance and
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+these metrics may appear much better than the classifier really performs
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+if the classifier simply predicts all samples to belong to the majority
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+class. For this reason, balanced error and balanced accuracy are
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+preferable because they are robust to class imbalance if it is present.
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+Balanced accuracy is the default performance metric of ClassifyR’s
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+performance function. The balanced versions simply calculate the
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+performance metric within each class and then average the results. As an
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+example, let’s consider a data set with eight cats and two dogs and a
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+poorly performing classifier which predicts all ten samples as being
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+cats (i.e. the majority class).</p>
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+<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaQAAAEOCAYAAADGy2O9AAAACXBIWXMAAAsSAAALEgHS3X78AAAAGXRFWHRTb2Z0d2FyZQB3d3cuaW5rc2NhcGUub3Jnm+48GgAAIABJREFUeJzsvXmAXUd95/ups59z93v79r6o1dps2bLlHS8sZjEQ9iBnwmRCEogJEA8PwpC8mcxL52UyIbxMkiEhGTMhQ2ACiQw4bMZgsA1eMLZsy9Zi7eq9+3b33bez1/vDEjFgg2Wslu3R5x9dSaeqflVn+dbyq18JznKWs5zlLM85Bz/7n/9Y083XG0J8U7bqHx9918cWTkc5Ukrx+D//7uUK2isF6rc2/5s/evB0lLMWiDNtwFnOcpazvBjZ8z9/57uZgQ0vVVUT2VyterXqr07c8Cdfey7LmPn8RwbdiM9I1bjWslMi9jturVw/Z/t7/3LquSxnrVDOtAFnOctZzvJixFaUSFUUFCtJrDs5Ydtf2v/nv/mB5yr/g5/5nas7kXhQS/S+Mtm3TtjZQRLpglXIJt/6XJWx1pxxQZJSqmfahrOc5Sxnea4xVG2f8D1ELDFSOZRUXteKg395+O9+5xNy1036z5P34X/4nbcT+N8yjOSglcyjYiJjiaLbOE7qgueqDmvNGRWkpaWlxOLe+3cuPnbfjjNpx1nOcpYXDzt27DDe+MY39pxpOzSpfocwJPZDpGJh2Fns3DBaMv++4wdmvjp729/ln02+B/7n+94Vdlqf1xN520wXEapBHEdEXZegG6BI0X2u67JWnFFBcrrz1yfM8PUJR/59WJl/45m05SxnOcuLA9u2U4qi3Pbe9773mjNqiKndg2H5wjAQqo5i2qiGhWImQCjX0Z7/3sK9/zh2Klke/vRvv0nx3L+1UllNc7JIDOIgJPY8IreJEAp+0DkrSKeKlIdNr1X5T4HbMcJWNeE3Fj7VKc+PnCl7znKWs7w4SKVSGy644IILhoeH7/zgBz94/ZmyY/Adk6uK6z6mRAHEIUIRoMQIXSAVCGrLW8PFo/d86f1Xfuj2yR2jPyu/I1/841eEzebnYhnpUjdA1RGmgVAEIpCoUkXVLTS7UF6L+p0OtDNVcOt49fKgVp6wcn1SaJYI6pW8bSf/E/BbZ8qms5zlLC98UqnUdtM0tZ6eHrrd7t+///3v3/eJT3xi35mwJagv3Gca6UtESieKA4T0kV6N2K3idTroYWk4bK7+t3bs/+cv3nDxXkUVitfplqXEi4PAMRPOds00K36rrjYXpzd4pZLm5LOoQQct7hBHFoqaJPIaKHEIfpNIV89IXZ8LzpgguatzbxRRgNAMoagqcdhVw0bpV2V38aPCHpg6U3a9WJBSCiGEfKp/5wl3fwnwVNec5SwvZBRF6VdVFU3TSKfTiUql8ukbbrjhyk9+8pPBz5m12LJly8bh4eHRb3/729/hxDv0U8lk5oLmMkokCYjx2stIQtxGCykjqnNHIQoRYTvrecrVmq7R6XQJwxgr6WCYJiJ2B5oryyweOYCpRYRVgRsKjIaLlmjilZuYYUiqt4fIUQmEu/hz1vOMccYEKfKi7aqio8QxiumAlYy9eslW7YU/lZJ/I8QzuNlneTacFCR4Ji/UWc7yAkNV1YSmaUgpKRQKNBqNS0ql0oeAP322eb7zne+cSKVSfyyE+MVyufx3wLefSbp49diiMbydbqWM7wVEUYdA6aLaSTqVObwgRNUNbMdBNwRCNTENE8/tkkxnEBq0yzVU22ZlcZbe4WFURSUOwGu5yE6FbqlM1tRJDQ6BrHeqtdKhZ1vPM80ZWUOSUioyCrYqhomi2yiqiRAGcQz+yuwvBo2ly86EXS8mTo58pJTixKjoJBKIhRDx2dHRWV6M9PT05EZGRhgbG2N0dJTR0VGCIPijt7/97a98FtmJ9773vb+ycePGh88///xfWrdunTYyMlJ7ponDKDzgNpZl+d6vU5ubYbmyQqLQi9UziOZkCGPQUhkW5ldouT6aY2MnHQzHpt3pMHt8Fk8qYGdQU2lUO02i2Eey2IPmWNTLVeYOHcJHEMVthN1z77Z/+7fVZ1HP5wVnyKlhypBhlIhadcLGKgBC1YRiJgO3tqzK+sLfLD58a/HM2Pbi4YQQKTwpIocQQj4bIXoKYTvLWZ6XbN26dXl8fBxN02g0Gti2TTKZ1FdWVj73xje+ccszzWfHjh3qu9/97v8yNjb2mQ0bNqT7+/sxTZMgCA4/0zw+W554WEr9UKhZeJ5LccMm9FQGt1YiCCMSmRS5gSH0TI6RbRfj+RFCVXAyeVL9Q1g9RaxsjmRxECuZxe9UcNsNvEjQM7YZFIlUFJx0Hi1bJKjO3PrsWu35wRkSJE0ohhNFsSQIAuIwQAhFSs2IMCz86ux2t17ZubDrzjO+l+AFzsm1omc9EjohRBaQBwpSSkdKecY3VJ/lJ7n7M3+54+/edd2z2tvyYmJmZqZ95MgR9uzZQ6lUYnZ2Ft/3iaKo1zCMH5x//vmfXLduXf9Py+PXfu3XskKIL6xfv/4/btiwQViWhZQSRVFwHOfeZ2rL5ORkHASte03bwknbGKqkeuxhGvNHiDoVzGQO08my/qIr0E0T3baJwohUXz+pQpGRsXGSmTw9xSyG8JFRgFstoQU13Mo06XyagYn1JItZNDWK/Fb7lp+/Bc8cZ2YNaQ5Q1Vroe1k6bSLfRTUMFKGoIQKvuigyxQ0vn3r4u99b3nfnZb1bX9E6I3a+8Hlax4WTo51nMFoygY1uef5C1XRsPZk7BuyWUpafiym/p3O+OMupceutHzdTce+NyYR1w8fftuHX//2XjswBSBDi/7C1woMHD1rDw8PUajUWFxcxTZOFhQWazSbtdjvd7XZ/U0r5xi1btnzftu1Gu92+R1GUqhCiIYRYXygUrlpaWjpveHh4u+M4NJtNMpkMiqIArGiaNn0q9gTCu132Z37Dyum0F/fQaawiYxC6TXpgnLn9DzN03sUce/RBNFUjFjpuxyc3MEinXiM/uA6vWcIwTHTdInDbtFbm6NbKoDlk8gbd2jJhsPTo1hv+xynZ9nzjjAhSS1YmCMNhzUrJWAoRui4oioxjiRBahG6qBh2KgyPnLO++64uVPd+6xUoWdvtxGIZumFYdpyIiJe+1y8NCimMM9u7u7d36c4uWlFLc/y//NOZ57V9fv2nLTaMXXX1aovOuFU/3oT8RrkkBIn7Kx+rESKjHa5RfWvruLa8zdfLJjRdOJ7dc/S/AN4DGs7VNSqkBBSArpVwEmmeF6dmzXisWYsWa6BudGIwq+7/yufdc/lfZfPrQ94sDU3zoM/Nn2r61ZGVlZSwMQ3RdxzAMFEXBMAxc1wWg2WySTqf7hRBvdRwH4J2e58l6vS6SySSZTIZOp8Pw8DBBEFCv1wnDkP7+fvr7+7/0vve9zz0Ve6QqjitWTHtlmhhwcn34jTqxaqNZCcLKPIZxJUocoJgG3TimNT9F37oN+OUFrIlzIfCo1o9gDw6jGRZ+p4WqWeh4GJbC8vIRnJSTfe5bc205I4LkN+oviQNfUXRLKKpAMXQgJo6iOFbUULq+7Xdb5McmvPrxXa8JVg6/RnrNuFGaw8j0xtFKEBPHaqdRUUHrmtXe/QsPfP2eVH74vyYntlWEEOGp2nT8vq9u2fuNv//9uLX8NjWK1LAz9LnTUPU146e4fauAwc8QoxOowIT36D1XF6vTF3hmOusffGhdO45TiXNf2pBS3iGE8E7RLhXIhW7r/JW9339VGMUDg5e84uuqanwD6JxKXi9W/u7PJ/P+ytRW06/L1Iz2/etvvjl6umsXvjrpxIFn1/3qG/RUorew4RyW99+xXQaNT8WxE1XLC7O3Tb5uZ6Fv6LagW//BSz54s/ti92DN5/OH4zgmlUrR29vLysoKiUSCgYEBEokEU1NTjI2N0d/fz/z8POeffz5SSnHLLbcQxTFHjhxhdHSUVqvF+Pg4juOgaRrVatVrNpv/+1TtsVTjonoYYBcGiOOY9PBmZBTit10MS8dwkiBiBjedw+rscdKZDKniRoT6xJKGlcpgqgqJq19HFPs0V0vIOEazTEzbweu0KA73ohh2H0/a0vFC5MxM2cXulqC+qqipXjRbI+w0UAxLkWGgS6kEqpVEtdJohhU72QIQsXLoYaVRq9K/2VZKR/aTLA4QRxFRFNtR0L7IreoXt1bn3mwsHNg9t/vu3x2+8Jqf6voopRS1qd2Z1SP7X5Yq9v5y1F59XSZlJ0ytP0j1j93Wf/7qkTVqjdPGj4vSiWm6k/c8/CkjqJPpTGCr3SmdpxWyBRk6VhiFVnDwocvcTO+qNbTlqJTyhwu8Tzc1KISQJ8q2gfM6q3OvX77vKy8NyiubpKIp7sT5VqJncEZKuVsI8fPuFXnBIkHc8tf/daNUo79ta+FLOpXq16u55sM8tVCLhZtusL2QTaVy+6pcH7+vaZpmp9PkxzZTnn5IJNOOpqjmeHl+5iML7fa7VVW//96/eMctR/5l/FuZnvW14tXvaq51HU83l156af+uXbuu37ZtG6ZpUqlU8H2fZrPJ6Ogos7OzbNq0ienpaYrFIpZl4TgOd9xxByMjI/T29tJut+nt7cVxHKSUmKaJlBLLsu7vdrs/OBV7pJxUjn6+/ltCc1g8eoye0fVU5hbYt+8HHK24FAuD/MIb3o7wm/itGr0j6wnaDZr1Gk46x9jFV7MwV2L3g/eSsDXOPXcbyb4xGt0qhq5iJJLUKmVkFJHqMbRdN92kXfKe97xg36EzIkiq6WRUWyfotlCkjlcpYfQNCd1Jtg0j6+k6qCI28dt2un+U5uoCs1PTaHaSVnWVZruLG85jJzMgFGxLEdWleVL5/Dqvvrwu6XUuKO+78xMSytJzvSBRvF3PJz2lVhNxZCSb8/t/4bF//rO36pZxVTqfS7jLh9RYdaRiJgMtkQxRrC8Kcf3T9kpfSPzYWtHJ3pPPz+hFnUhnhO36uNoo9YugYSrEwhemJpUoL3ffcY2RKV6nJAuLQAsQUkqeQgBP/tkLXNctHf/F1Xtv2a60WoWUqZtO1PXiemUjPYPbgePP1drUC5GHdn50xGjGf2PgXxs7tt82k5/7rY/f9ZSjxtmdf2415dzLG+XF3/Rc+Zpsvtfx/ZBQBmRHz2N19gC6pmI7SZT+QRGrWqFRrvyC3+68ZmVm4ejSkWM7v/yRV39VqVX2v+GTD3VfLOtMw8PD11er1fMOHjyI4zjUajUcx2F+fp4NGzawd+9eXv7ylyOl5MR0HXv37uVVr3oVX/va1xgdHSWKoh+OrnzfZ3Z2lkqlQrvdXvjoRz96Sh/7+VuMXOD761rlClY2jyJUynGCdZdtxG9s4Otf/zyX1mdZv/4KWqsLaE4GzXAIhYKZG2alPsWu/XcRjL+Su763k/SwTcLfSmdmlXq1Ql9/ASOfxw8Cuu22me6feS3w1dPRtmvBmguSlFJb3vWll4GLDFy8yMIqDqLqSWlle0NdU4QgUILqDM3yHF6nSafVYGFuiSuuu45O68RSkaIhAcPQKS8voxmaFKrG8tEDItPTMx7Wl/7M7zSpLRxD1R3XSGb8yOuITm3VajdqWt/mC6NkJku7VlWElZJmuj+UsRLGQTjVnxjYudbtcpo4KUbxib9Lnpiqi+EZORRoolVPyfkpO07biqLpyCAiMHXVb9WHxINf+cXsNe94HM38rhAieJJruADkk0ZGfcA7vNWZX1n6zj9ulL5vG7qtOOk0yVhXfL9tAgmemCL8P47JyUnlbRvdzELHf79p2y9zyyu0G5VDii7ufro0IYuZIOSGejd4bdKyTEN0wLbwuzqqmWDiwtfRWt2LbrpYSYcoguL4KKHv66r0trRLx/5z3Kh/INLtg1941/mPf9YL5rVkz1FfSRw/3vuS705OTsZPV/bzlQ9+8IO2EOL6bDZLo9Gg2WxSqVSwLIsrrriCzZs3I4Sg1Wqxfv16LrzwQgAee+wxAMIwJJVK8cgjj3DJJZfQ6XRwHIdWq0W5XKa/v/9p78fTUW/5CaFa0sr1kMikyKzbTm3/FIl0L8f37uMNr7+S1al9jK6/Gum3kUEK33chDtHsNN+7+wHOuTDHXcf3k+obZWh4kGT6HNLnrmffXf9C6dgxvLlFNl14PoHv023W3i2l/NoLtVO35oLUKh3d4jVWxhrHHsVKFVEKW0iMbkAgIXQzXqsqwtYyUbeB164hVYO56Xm6oSSR76PZbKIaKoX+fogjTCeJpmskcn3MHtwnzEQCTddRVYmGD3HI3IFHrHQuYznpDIaT9ofOvzQM2jWtXa+iJfJoVjqOPV9zqxXVyBc+IMbHT2nR8nmKAHTghz26EwJx8kOj8q8C9VRpn3igA1+RsaJIt4bRl8T0DLwgptEsm4Sd7eZjt77Lvuit7RNTdxmg50Tey1LKVSALvDWoLf7a7K3/a1Or1TYMqQjDDDG8BaRXQ/afFwIr/J/p2CCuzU8X5iuZ99WrM+9ODQxpgesFsTQ+957/9sWfCJI5OTmp/MrmxlA7it9eb3WvTKd7zWIhh4x8VMVHEwLb1lB6inSbBl7XQxWCZN8Qsl0nsNI0Sot47bbQojijGeZl5sC6y0Qy64bC+G7b8/7D5P/zwhOjyclJZWFh4SNSyitc16VWq3Ho0CHy+Tyz8/MckxG33ncf11x6KVddfDF33/2EtriuS6PRYOvWrXz4wx9mfn4e27ZZWVnBMAwGBgaQUtJoNGi1Wv6p2uVYjr94dK/neSF+bQUzN0oxn2b3w8d41RaHdqPBsVmDjfNTxFGM26jQbtRQRMzykf3EXsThvfO87RXnoSlpKvMuI0Mas7vuIG5Wmbj0cnbddz9LMwuMb54gcJtv+vLv/cJf7Zzc8aHrJ28+ZXvPNGs/Zec3rldkpLu1NnEX0v3nIWWMkIFwV4/hVaYJunVUMxlLGStha5XA7dCoN+k0KqSLA7jNCqHXQVXAMAs0VxdwRjeJXD5H2AVN19FNB6IAXYSk81lGL3o5dqZHdqqLSr00qymaiZEsxEI1ibpdEXqeCL3ulzde+cY717xNTg8mT3jS/chDeUKUFJ6497GU8qdFbIhIpn1R7I0DNKSZJVQUOmGHZrNDa2kulcqI66yRDf0iOzFF7GdoL/eg2ZAaXEKoi0BRNmYvWfrG/xhzvcDIDwxiChXbrSDdFp04gZ7pawHTwIuhI/CMmf3qH208fPjQYClM/1s7kXyHHlcS9YP7ZGyYD8Wq/TmeYhrtZS9DaR5v/kq93v6/rGS2J+fo2AYQ1YmjCFUxsRyNerOEYWdRowYxAkMFNZOn02khFA2juJlk/wj2wGYC9HB2fvGmykrl/3335E2VtW+Jn5+FhYUrXdf9cBRFaqlUYmFhgQ0bNvCqV72KrhDcYet4//QFHtZVdgwOkkwmqVQqzM7OsmPHDo4cP85XvvNt6vUGE/39jIyMUK/XWVhY4NixY+zZs4cgCE55j1dpYV522p2g/5xteCsLzD3wTVJD65koZqm1ctgGXL2pxewPbsOxI2rlGq4XoBk6R+55kPXZfvq3v5blqWV6e3oZ6dU4+r0v0FguYeR7cHoG6R0dpbE4z8KxY/SPDBG0qu9XgpidO3Z84Kc5xDwfWVNBuvPOO7Wo09gRdJtEmoUbqWRUSdgpEzZLdEtHIPaJY4mIYyGATmUO04jI5FLMH9nH4PgEupWSK0tzIl/s5fBjDzK0+SIZI8Tq0jxK0KYwWEXTFMxsP4VzXkJBs6gtHadWmhG6aWuanZKanSOOhfAbdRF6HnEouvnRiQ+9iHroNj8mRk9C8K8jpKf7f4BQ6HrT1Z1ItirMHWlRDSPiMEBNJHCcWEjhZqPDX79KqOblkecpsdsRMorQe8ZCdWBrhKJrjYe+YJSnp9Sq59BZKrN+qEAia9EsNYhFMjIzxRWg9FPsedFx384P2o125TcC3/0l1M6oaWRUZ2SCxqrdbZRLf/euP/3czLv/+EfTyMlJ5WAlurxU67yBuNMrPBuVFjKQRLECeMSRihaHZG1JsphCijShFLiVVZyBdeixhufPYGYHMAujeIpdrdarf930xE3vnvyLF6QY3XjjjWa1Wv2vUspkrVaj0WgwNDSE7/s88sgjvPZ1r+OCOOTuTRsQR46ye/duRkdHaTQaZLNZdMPgy0sLpIeHWRmK2XN8ivCwT7VaJZ/P0263ufjii1FVtbx79+5Tsi01mBP5kascp3cYP5Ul8rr4jRWiwCMhJalCH4cefACEJM7YTM000HWQgUu31mah0eL8K85nYDRPszxPrdom9H3MlEN+YiuKrjO8YSNi0zl4y/MIFDRVEoXe+7Rx+5CU/NULyatyTQVp69Zeq35495DbbtAJQvo2nIOdTuKtHCP2m8RxCHEEqokUmgi9Os16i3Q6wSWjW7jjm/dwZSKHogoURdCqlzETSRl6LR76zpc58vgxhnrTDHTaSBlhuG30ZD5o1VbUympdIeiiWTGOsIUuuwj02O940l1eUMxk7nP9l193fC3b4zRjAu7PENif9aBGeJ1OPLAunr/nOAvlBmoyS2FsmORAH2FnmUZlWnjVOV22y7rXdkkPTdBaLZHprBjt3d/AyhfxOm0y/UVKB8qkEwmCMKTVESgYUth2V8nmDwGrL6LOwM9CBLPlLTN+9xeW5xbX+fGcaE3tx84Uu2Yq9b9VxfnSj39EDt96ozntBxfXlisf1HTjCiWOMG0D0W084aESh2ipApauEUag2kk0UyOKFAxFp11tEoeSWFMwcwOEnsdqZcFtm97bgsTDd7/zQy+snvSTOe+88+K77rrrSKvVumapVOJlL30pyWSS22+/Hdu2OfD441x39dUMbNzMJ771be4VCpdffjmO47CwsMAnPvEJ2LyRR6aOc8nb3sK287cxoht86Utf4t5772VsbIyhoSEajcZFwN+fim2KnrGECIPI7RD4IZmRDXRW5+g2QhzbplaaQ6qQsCxqK02KKYsoCpgvd3AcE9XQqa0sYRoa9dVVgjAgNzCMNG2q1Qq5Yh9WqkAsJV1KGOkcZquF5wZCVcI/vvUPf/U2+MwLJtjqmgqS1mhcEAVBAjvHustHsRIJIrdK2F4lDgMUTScOBYqdRbVzRFHE8akqmy7cRnFsM6bzEJ1mlWa9LmxdYKaydBplcdd37ieZdJDE5HtzBL5HGAZRu1n3jGbdSPVPKIVhg9nDh6Q7uygzzQDdSomw1VSUwMNMZuL0uo2fXcu2WAMUTjgvPA0REJ10PPgxMRA/vMbOdpcP7Q+n9xxgKhBsf8VGPNfD6NTwq4tYaRsReayWVlGdPHGlStBuI1ou1YUF9HKJ1MA4saKx+fIrCJotmtNHafiz9A6NSXqHVzQrsQtonkL0iBc0R3f+bnr38cZHul25xdfSork4jaqpQdeNbnFLpf/7Q5/6/k8Ex4yjQqrWKP9HFPnqVCatBJ0Y07LpViuYVo6oW8dJ5ghrNWIZomeHEB6YpoobxiQzeWIBEgXNTCG1JC3XPbK8dPyB90y+cMUIYO/evcrc3Fx+ZWWFq666inPOOYcoirj44otpNpvs27eP1dVVwjBkaGiIVqtFt9ul2Wxy6NAhjh49yjWZDK9881voS6SxjZC77roLy7JYXl6m0+mc3BybOlXb/KX5jhfX5surC731WpP+i1+KZmcxohg7k0HRNFK5HqpTU/QND2Fn8zSWFvHbAbEFhZERDEMjjGM8KYnDGC8SKJFkZs/DHO90sB0HRTdI2wqiN4eRzGAkFTRFTXrt1kdv/fiNv/z6f/9Xp7Rf8EyxpoLkuf6FhpNREqk0GiFBa5nIayMUUE0bzc7SLs/TLc+SHeshVm1W6h6XDYxi54dkwtRF6HWZn5nH1FSyfSEPPXKE0bFB8vk0bmURQw2A2JWKHiwcO66ZphnlXF91etZhJ9OydOQIrUpdSeUK0kISVFfp2bSx6Qyc88hatsUaEPHUDgvwr84MJ73gniqtAKRiGl7xgotirzSH1RZsuOZllB65B9Fdpa8vhVAkXq2J58UomgDFp9NsY/YqdDxIKBG65RC4XUTURjEcFoSF3l6ltbISbbnmTUvAESDkBb6p75kgd92k3/b9PVd0PO/VyaSpp1KjKKHE66zeF/nx73/osw/8xLSZ3LlDfbxd29FutC53LNUwtCRSNVDMLCRcolDFDzVax48gVEEmkUN1cigGQEhcLpMaHGTpyGFM20CxEohYozE9tec9/+XzL/jNyNdcc024b9++L46Ojr75oosuYnl5mYcffpg4jlEUhfHxcQD6+voAOHz4MO12m3a7jWEYjI2N4TgORrXG3r1PiNfi4iJSSoaGhpidnUVVVQzDiDnFZ3RbYbr8aLnwWbs4fAH6ihI3yohMD8lMASVoohkmQa1McWA9TjlEVNrE7ZiBbC9Br0Omp4BQFIKwS+/YevRkjnazhmGanHfJJUih4LkdKrPT9K4bx+t2CbttiGM0J42O9xajXvvCl3//Hf/LOxh8+fm+prRmgrSwsMvR660PGKaKiLrE3Roi8lAUFUXT0ew8mFkcPUW4eIh2ZZ5YwqbN60n3jqEoqhgbKxL4XbyuS3FsiKmpJWzH4sLLLuXYoYPsO7bC8PhY3G53oq7fEpVax6iuzinrXFdkWl06voKZ6xFqLJGKKfw4RCQdjHzxrsLGjc86DM7zlICfPkKKeZoX68SoCUCiqL6WcuKerVs4fMcjLOy+j3zRRlNNNBEStlYw0r30nX8N8wf3g67Q7gY47TbJngHUoIrmZMinVNwgoCM19FSKqQcXSCWr8XBtpZF4Yh/TGWMt47099NBD+ko1/M24s1poVyoII4mTsSqOnf/Hg8lv/kQcssMfv9F8PFAur9S7H0gmEwU9qGNoIZFtgRJCqkAmUyASfYTdNl5tidTEedzyL4dZacRsGgu4YOs6kukcyVwfjWYZy8kSdjyIn33op+cT+/fvl0KIAUDef//9Yu/evei6zlVXXcW6desAmJmZYXV1lWuvvZZGo8Hs7CzLy8sMDw9z3XXXIaVkenqaarVKt9sF4NWvfjWu6zI3N0ej0cCyrPU7duxQbj6Fj7q4/uZWwgqHAAAgAElEQVTo2Jf/9NbYa/6HzMQFA0IzUVQdPZWnevgBvJUZUrkeMpdeSeXxw1hz08zXW9jrN7Hu3M1UpvfTbraJFJNUskiipwc7lUfGIUIzCPwu/vxRMtk8hmVRXlllpVQiYRoYioKm66LhNt/QrtbeYA4ZD39j8pc+hRs8mPHUvVf+xc3d03E/fh7WTJCSofFLsfQ3yLCNlBKJAKGhKBGKqqDoFlI1Q9VURap/I7qTViK3KUYm6hjJDJHvMbxhI0szx8nlEhSKBaZmSlzzqpfKTE+vnLnrHgXVxM71R0qqqC7v36dIhOoHEZXlMjJWSPaOirHzLpBxKGW7VlG82gr5sXMoTGz9p7VqhzUk5Ok/sj8SAfzJZyf92HRZBEpdTeU9JZ+TW6/aKizdxTQtVCuLkiggNRsUBTOpk2+1WJ3ajxvEhO06I1e+BW/2YVTdxLBMdM1G6Sj0MECwZYLeiVGZWr815EnCuZbTdfft/HM7GeXe+n2zOXR72Pnkq6//vfrpLE9KKe74xHu2iKB5oR55tOpdXG+101Ms/IPupP9lcvJHOxB33jmpdaqtjFvu3qCKeDyX7xX+Up2oU0U3MwhhYGdyVFePoyuA6iCEoFldRdVq7N/zEEYrycve+BpUYnL9Ab6ZZXq+RNLU8L3o4Oms7xqijI2Ndaenp6OjR49q4+PjXHrppaiqSiqVwrIsTNP8YSig3/u932NycpIPf/jD9PX1sWvXLh555BFGRkZwHIdHH32UXC5HoVDANE0URWFhYYHR0dHq1q1b5c0333xKxq1/8+8enP/uZ/97t7bwUT1pInQTkGQKfXiEKE4KNdXH4Ku3U7ntn9j80jdgDg7iVuaplRbIp3pQDR0jnUfLDEKnRae2SOXwXmQEuqGT6BmkVSlRr5apV2soSYd0KkFMhKWYlKUgbNcvEtK9yDCteDkOD3zp/dfcZ9rm7U5hwwPf9fpnng97z9ZMkAT+myK3JqJuk9riFG67gYh9Mj15DCeL7NY5+v37tYcf3s90qYxmWLz0mou48k1vB0XDa1ZQrRR6Ik1PX4HCwAAXXKLQPzIahZ6vEHhcfdWF9K/fqsgoUtJpS+10wAsCmu0AqTbo+kcZyfYK1UxTXVykOXeA3sGsxLSfdz2F54CAnzICgp+IpMDJ3yfPTDqxZ6mMme2oqRw5t4TsukhPo15rsGvfQxzet5/1mya45BWvQk33k+2vYWXaJPvXo2YGUb0uIt2DsC2UyEXpLlJfmsbIJ0hv2BBYPaM1nhBPns7e08XBx2Zf1pdY+JSacRVNtb8DPHy6ypIS8cjN/76n2ur8WxkG491amXarFdiO9Q1fRB9/x598Y/XH0wwuNrNNL/j9WLHfXiikDV0IyOTplI5jZW1wQEukSaqbiLw23UYVz43xV2e59prNXL39HCr1ADNZxC8fJ4gFD37rQRJak/6LL6tKv3PH6arvWvIHf/AH0Y4dO7r1en0FGBBCEIYhmqbheR5BEBCGIRMTEwRBQKPR4L3vfS+5XI5ut0u9Xmd0dJR169YxMDDA+vXrefTRR/mHf/gHrrvuOgYHB3nsscfIZDI1fvba7FNiD235uppM/6G/fNyMUVGzg4hsgGk46IkCaDZBt4O26WKUdJZYqqhWmt7NlxF2KgRuHS2RQagOnlcj9HXUWKAoXVKFPnTDZGZ5iXqjQ6rQh6nLJzb22jaqpuNYJtPTK6wuLuGYupJKJc6NpTw38tV366pafmWu/aVrP/bOf1h6sHP/mZzWW5NzbaSUigy8cQE0y8s8vms3Bx87xMrcAq3VRSLfA6NIF4eJi89hxc4y7QU8tudx5g8fxEj1otk5hGZQr9bRDItAaoSxQrfZ0srLJaW/mGHDtu2oqqJGXkPtH9tEtjiEk0xTqzXpdru4XZfS0X0ceOBusefeu3HdLuh2HGEcWIt2WGN+4qF6ugP2nhRW6OR1J58LCZSI46psLcvVo3upV9uUZ6Zo1rscq/ks+DF75xvs2z9DK04Q6SnMVA+pkXOpteHz/3gbf/0n/50H77yX2O+SSBmMb+5l8yteLrMT20uK7twJrHm4oJ07d6ojfdnX5qKmmfICza0vbj6d5QkB7aXmFe1q7a1Rc1nxul10y9wrVPOjv/6X90//+JTh5OSkEhrGRMv1Xt+TL5ipZAY1amCm+zBtG7exhNKtEnkdDMvEyhToP+dyChOXE8UJ/OVpeoaSWMEU4fwDKJHH4uwiY6MOL3njK6NAVf5sfeGSfaezzmuFEEIODAx8tlgs3iuEwHVdhBAkEglardYTZ67FMYuLixw8eJDHH3+c+++/n127dlGv13EcB1VV0TQNVVWxLIsLL7yQvr4+FhYWSKVSjIyMEIbhRk6hEy+lNKWUOSnlYG7ikqae6rvJHtqKne/HXZohFg6k+pBWjlDotCtV2pUK3cUSrVKJwAct04+ZHyIxsg01vY5mtcryoUfpLD1OdmSc/q3XYCYyHNm7m5n5BZL5PgqDo6iaCWFIFEeopoYmQqyEQ9sLKVeqtBpNhJC43Q5+6BcCr/WbhO7txe36R2//6A2Z03i7fiprdNDafi2OgkIUeBx9/CCRZrHxwm1sueZ1FDZdhZEbJYh1mn6DQ3UDbeAyvvvYMiMb+lhYWJFC1UFRiaMQz/XQDYPVlTrNLgi7QBArbLlgO6aVQrOSJPs3kBmaiNPFAQq9vUgZgQzJZNNYlk55tcJUqYyvqKBopcHNlxxbm3ZYU55yw+uPjYp+/PdJUdKeNH1XUu30rOzWw07T5eAje+nfdjUj513AcNGhNwkZo87RgwdRNQNFMbASKYyedez67ndoKz6FczZzbLlN4/heosYKuuyiKHGkOvnHgbuFEGu+sF7d/21zZW5msKYqoqUawpdO4aYbbtBPU3Fi3yfel1got94SdtqjzVqdwIsD09BvE1r0KD85MhTvvoxB1w0m05niuKl10dUIoerIoEGqbxN0O/jtVWR3hUhVCQMPYSVJjG1i7IrX0nf+5QRem4gu7fISQatGvbLAugs2xfse2HX7I/fc/bevmJw85aj4z1euueaasKenxxobGyOWkqNHj/LVr36VBx98kIWFBY4fP86hQ4eYnZ0lmUwyODhIqVTi0UcfRdM0JiYmfriOVKvViKII3/f53ve+R6lUYnBwkGKxmLQsyzwFs0KgyYn7mxre9nnVSq+qiQxWPkfn2L3U99+H224SSzALRfLnXURyfAI7V0Sxk4hEEa2wAWEWWJ0+QPng/aSyedIjm4h8j+r0HmYO7KUpHWQUYvg1ErokWyiQyaZJpNJolkMYBuhK9MQeTyGRcYhuaKBodBtVCF2klHYYeB8WQe2uu//6A5efiROi12bKbjGntVcfdQ7dcxv79k7xmre9id6hIfBqREELqfcRxzGddptSqcpXvvBdzts4gJQxCyt1AaAaFjL0sU0V07LotLsMrpsAReV7dz3AA7uPEMUR40N53vzm13Dxta+rgsipilSSSZtMKkEy6ZAfHMHODnLg8HFWOwGdZuu2F2mE6aeaVlB5IgjqD73onhRv7skPn3Li2hBoqk7xiFCMYHWlaQxsu5r61D4yhSSXjiUZMrcwu9TC7lSQrQqqFBh2jrDVoLIwTyFjoMouGStB5rxrqT92O3baQfXKoZYsHgN+6FW2lqMkm3QySevyrGVRaqwIIzvwxxMXKS+75U9+7RO10tTuX//Lu2rPVVnyzkn124/NvdKP9evsdE7VVINOfWWPVPUvvOeT9//Is7dv5w4jk9i6rtUN/l2sJV4+0F9UzKANkYuqO0StMtLRSQxuoL50jExxAC1qEeoWncXDiMwQmhLhrq4StSqke3pxa1VMK4ciA/Y89IOvLM7W3vO+//Gt56x+zwceeOCBrf39/Vf09PRw4MABHnjwQXoKBSqVCsvLy1x00UX09PSwZcsWCoUCAJZl8dhjj1Gv11ldXcW2bXp7e9E0Dcdx2LRpEwcPHqRUKtHX10ccx5bv++tPRKX/mc+qECKSUjpAGbB1227KODocea2eOA5xhs5Fb6/izT1M2Fwlue4iFDtF2G2hWg4ijok6Hapz+6jP7ae9MkfPxDYUVcWtraCZSVYWZzl6YA+uG7JufB3ppImqAChIIVAVlcD3Cd02xCHpXJqwFUH8hMOgnU7jVlepzM2S6hvEl4JOq3Nholn/5nf/9J2/zBPnnq0ZayNIAwtB+ftz7g92HaJveJhkJoX020TtMvXFo0R6loHLrsetd7h4opfcb7yakZTP1+7Yy5tftwkpQ2ToIYhIJk0U08KKBQPjm/nmV7/OvfvmSYxuZf/+fQwqOp/+7Nc4uu/x3KYtoyJoV1g31ksql8e2dSxDIbdxnLe845fjA7sfFL3D43+zJm2w9vzIC/OkoycSPBHBweVf126eKt1JQfLQ1ANCGA0r05uI3QbtMMJdmSY/1Evx3EHOPdfmkS9/gXhJIbd+M0IVBMfv45pxAze9nVajzvjEIOH8Q7j1FTpNnd7ChKuY9nHgjOyPkEY+En3WcsNfGW00G4z1DqezafvtplZ4uWkoH79lsv+zZrm+mB7Wjat/9yvNn8cT7+BSp7fZDW+0LXVAFzaBrgUE7Z1u0N3zIzZNTipHqY/6cfTSZqP9G6lM0dIB3dIIOyEIiaqqxF4DM50la55HozRDUoYY6SGkkaZdnsELYrKWSqhZ5PpH6M62CRsaiUw/SmZ4+i3/6Q+Wn5NGfJ4gpRS//du/vcW27aTv+7RaLS679FJ0Xader7N3716+8Y1vcO2112KaJuVyGcdx6Ha75PN5Op0OnU6HarXK0aNHcRwHXdcplUq86U1vwjRNOp0OmUxmk5Ty//v0pz/9Bp5hmKuTo38pZQgoQXO5WTn0IMmRc1E0HZEYxMqM0V4+TvXwfViF9SiqiqJqNJan8ZvLeNVFVF0nMzhO2K2j6DarpXka1TK+lkG1e+gzGyitEnbfJhL943QbVVq1VWI6uEFMt93F6/h0Oy4EIapjo0qJYTl0dItIEQhNJWmnkFLS7bQypuN8/r7//r7XX/mBv7nvdN6/J7NGTg0XR+3W19vFgQGufOVLSWSLhPV5QGDn+mlWKzRnd/PaX30X9379y1jNFfZPNbhiYpwNfUmCyjRxcwlL10glbNpBQP/wEwFZv3nXA5x7zjrZSIzi7d0vlpoBG/tyND1NLM/N4LVraDLAtCwy2RzEIUrssXHThNI/MnZkom/rnp9p/osHA0gDdaDzY728J/+OOTFtB8RBEO/TnPTx4vpzehvLc+rxqWnGhnLUl2vYXkDsd0j2FKiutsmvT+EkstTmD9I/msMoWITdiMAr060GOEPnUjn2uNTsQgVFO8zT75U6rWTM2ElLo8+NHRKZIlHQpdv1cUynx8zKyZZl/5Y+1HtXq7J8961/+Pbpr3ZbqzdVVvZ5Zj3awEZe/1ffeEZCum/nDmNqsfzKjtt5SUp0laDj0+m4j7Rjbn7fJx/6kdHRzefuE5fom9evLFYuUU27aNAlanqEmoA4IpYeGA4KCqZpopkeyfQmIrcD7jKalJh+hBcIKoFNMtdPnOqjbqygKjHF9ZtZXm2+qEZGAH/xF39hNRqNGwErDEMMw8AwDMbHx4miiG63y9TUFLfffjsjIyOMjY3R7XbJZDIEQcDs7CyO4zAxMcH27dsZGxvjscceY/v27aTTacrlMuVyGSEEcRyfV61WzwN2nYqNQohYSlkMKzODSuSz/Nh3SAydg+5kEIqKqii41Vn8ynFUO0ezuoIQMagJpGbhBz5uu4aMQhqleRqNBnEY4bolskmLYnGcpCNI9o/iBz5BfQUpBYpu0q1XCCXUW20E0Dsyii4CAilJGBq9g4PIKMR0HCSSdNKm7ruE7WbGt5L//PCnPnL5Re/62Jqcnr1GgiSkZn6sctm1r5Q967ZgmLYQMqZxbIZYRujJLM3SMfJ2ktf9u3cTSyD0qR26j8fvvp2sMYeiQKzYCBkTt6tEiSyHd69ydGaJlBWLcryKqkiG+gpUK6vs+MU3yExGixulKa1aWubxfceoVxuMrB8niiE1fIGbTVgHxNatL7iIuM+Sk9G/BU+MkH7E1frExqOT03YnNwCKEy/SjDpx+V5nbmp7V5H22ParSA5tIr/hQljdQ3duD309lzJ16/eI98wSZOukJi7EzMcIM0l7+jBex4PcBLaZxMz2u1rftgch2C+EdkZcTf1mWOr6nX9SEsrGUEtepSRyxXbQQOvWUaWn5BLOoKmb70go/b+kWym/Xm8uJkY2zLm1xSU/DKe/+B9ffyhqdw5EkX6s4VdqNzzFmUISxN6o2FetLf+m8LqO59dptpqh70Y7ezrn/Mieo1033aAn4uT49PGZGxXNfM1wvkdXwiah2yWKQyLfJfDaqLqNmurB9R3sVA47oRNnCvi+ixpH2EmdoO7T7NZYmmsRzKwQ+N0nprnLsnl4ZunTX/rUf7ugPtuc/vXJyReFODUajZQQYkM6nabVatHb20uj0WBqaorR0VEuvfRShBDs37+fo0ePnjzbCMuySCaT2LbNpk2b2LZtG2NjY2iaxrZt21heXiaOY2zbptVqceIU2kIURdsnJycffhZu0st6bvghrTJznh51ac0dQM8OYdoJCNtYiQyICImKDD1sx6Tr1gljDc91qc5O0a0u4TXrxJqD73UZHOgnnTLJ9RWxc734QUjoN3HbLYSQoCgEYYBhWhiGQSihsrxCLpemZ6iP0PepV2oYIiIWgnyxh07XRTUM/G4H3W0PlxeO/9XOnTuuv/760+99tyaCJARy7qEL/tlOpy4wdMVQVEOYPeMyWpwSpf33YyYcjHQPjdIU7coSqeIIiZ4RVmcfp9WpUl84jq4JQsXC7brUl+usLFe5Z/cyV473oJkWaSSXvGwL9Uqby7ZvZf255wSV2X1mcXAIO5VjcbnB4WOrSKExbiVJyjhUdaP8DM4EerFwMqCqDwRPUecfF6Qnv2wdJTcym+opeq1mw7bzRazCINg5yG4g6oKd7KOaOsDiTINaqcXmi64gkY7Q00XM3BV4xx7BLx3EjuJw4GW/+rjSt+l/gzp/+qv91Fw/OelLKX/35j/8Qz3KuL+42g7/b9tInGfpodA0GywVw7YwTEvVddO2bLFeROp6+gu0KitIzY4bpRkvUvSFHtl34Ot/tP6Tn6nXv/Orf/at9skybt65Q7GP1d8UedEFhpBIxSZ0u3OeH91+0rV2584d6la2qmpQuWppfv7DTbf9ypG+QcMtH0FGIclsL3YiAckkZpghjCVd18PWDFr1MqoxhKpIFAlaIoXvgZU2UWyfpB/htpq0RAdF0WnHka+okTramzz8QMPv/8hHPhJ97GMfe0GfGiulFDfeeOPGdDqdjqIIVVVxHIfZ2VnK5TLz8/MMDQ0xNjbG4cOHSafTdLtdFFUlmUzS09NDJpNB13Vc1yWKoh/+NgyDVquFqqoUi0WOHj2KpmlS0zT93HPPPeUFfyGEXLzrfz2gWal3GraNt7qMH3jYY1vxA4/kwEYir0nQqpDOZNETPYTlJbqVFfxGhebMAaIwxPM8pGgztmkTuVyS9MAGFE0SoxO2awTNCmrkolkOCpJI0VCVgFw2RaXewtQMCsUCbquL22qSyeeJm1XStoFQNTJ9gyi1GjW3g/v/k/fmQZplZ3nn75xz9/vtSy6VtVd1V5V6E0IrWixhoRkYSwgFrRkmABscSGMWm2Y0YIlFKWwQxiB5zDbCCwwwhEY9DPYw4AFhC4Nkyagl9d7VraquJSv3/Pbv7veeM39kVaklJAFSVbdKPBEZGZmRGd895944733f93mfJ43xGo1vWbrs/Igx5t03+6x89uaQws4fxDtP/VycTqQdNJGOL+oLR006HZnh+iWEnUqpYpTtI5Qi2X6STqdG1AmJIo2SBiET8tKwsT7kyqSiKDR/97u/heNf+2qefuxR5oMB/X5HLxw9Uq2fe0REW58m8BQ4dYTtsT4YINUeBw5HSKUS5dgPfHYv/6sKnzsvIa9+ZXz+3tE1XNuQzy7nWW7WPH6nLsuSWZoz315D+G2C5gK0NHkcc/frvpGdj36c2176NYQHj5Mrgay3IStRjT52PMD1ajOnf/sfgvrINTLJc/VScPUzc2N4/6+950c/XBrzQ9Kz32J7zUC7LqmosOwMTEGZDDA5+N3F/V5ka0mKMvLLSp+odZdORLPJy8Mg/Pjv/fO/99Pq8vZHv/Ff/of8Y7/cvP3sfPbdgWU1LGKiKDNGyj/qt1prH/jAvepraneERZKH0hQru4PZO+LMftXS8h3O0soyspww2bqMzuZkIkX5IcrxkFmGrSOU1aDIMgYb56k3WvszeiiEZSOFwalKclHg+g6251AZQ5SQxAM1eOHr35qsrq5evOaYeivjJ37iJ+6squq3XNcNsiyj0WiwublJq9UiiiJ2d3fZ29vj4MGD9Pt9lpeXeeqpp9Ba0+v1OHToEI1GgzRN+bM/+zOqquL48eNkWUaaphRFQZIk+L5PEASMRiOrVqvNHn/88S/p4LAa/StaFwiTU86GRNNtBo8MaB+/m2K8BZYNusRWNsnOBaZrF0gmA/a2NrGkwWk0aFiSmm/T7LXxm20kCZa3xHSwTTSZkuxeoYim9I60yYWNMiAU1HyLNHNI5nP2tncQVU6jVsORMClLZsMh3XoLYVn4YUge1tB5gih9kaT5j33457/ngjG8/2aqhz9rAcm2Lb124RzZZLPK47m0LFv4gStq7Y5Yuf2MqS2fQDoB2fAiRFv4nRVsc5T5J88yG8Jgcxc3kDitkFluszOJUMpiNpsgqTh07CDlwQVGW2t88j/9rj3c2qDfCTG5TWEimu06pWVzaWfGPZMpZTZ3GguHP3orSbP/NeEZY5KrTB/BfjASfJGB2aswn/P9KpQQbh0/DJkNLqBMSbkbUDh34Na7zAdjdi5vshOlOLtzZDuitbxCmleMLj1OvrdJaLsmPP2qIUHtEzxDTPW5xv4z8FNr73vfW37Yyxd+H2b3lVXx0obrtV3LFdF8iMhypJIQj7BsB0SBXw+JZhN0skOvsdCSQnzDQth/8Tiof/A//PS3/WlezQ6YPHqeMSVRmVLmOl08dLh++Lajb1N4MomMLEt1Mp9NT1danTx6+0mn021RCz2qtCLZLhDSQ0oFRYFwFI4fYActyjKnFnjEsxlFllNZmsnGCI1BaoM0CW6jixXUqbKEstQ4rrE7/pZ6z333eT+0uvpVMQx+8ODB88aYn5FS/rRSqgNQFAVLS0tkWcbx48eZzWZIKbnzzjsRQhBFEQsLC3Q6HSaTCTs7O9dYdFy6dAnXdXFdl729PbTWhGFIURRIKYnjOLVte/2nfuqnviTKfKHdB7WwExV0/PryYSxrk8IIysk61XwXKS00FUIYhBF4LphaSHNxEWnZ+I7CdSyCZgfluTiuj+U3yKIxeRwx3V4jcF1ah48i6230PMKvh+SzCiUkYV2gdcl8Oqcb7pO8qqqk0e5gyowymuPXQpRrE7sO0+kI6Xgkhfakbf+dP/q5t/0/8HPRX77SLw3PWkDqH3/+uXTn0s/snJ29Iwg8mstHEU5A48BJ7dQ6QkiJ0AVSSYaXnqAs1+ideiWLz0v501/5TY7XFXXl8OBDG6wXFaEPxw+2IJuxc+FRJrvbxFHE7vau3NvdJbChKCqMljihjyUFh5Z7XLq0wXQaUZVaKtt9TjXUbjI6wNgYM2c/uCj2M6YvFJA+dxbpmVp3CmSdcEGJdIjrulROQD6foDeexFs8QXP5AF7gs3DkIFYY4jVapMMN0r3LzNfPEvo+7cOHjfRqCagxz5Fc0BfDW9/6qwXwxx94z30fiVJ5fO5Ub64FzndQhUd0PJVurYkTzfAsB+NVaFOST7YpCo1Y1LhOnWq61Wy1w2+1qN7kthZMfzZRlnLI0oyyqrzOgQPfKm1LgRG+6yBsRwhHEWXb+NFlrLAAp4myBG4QMhtu4nkH8cImRV5gKkFQ8ykTSa4LnHqTzLgUmabKYvx6lyKOENKg0zFVKjBGUwoXY6pp4Trmvne/N/2h53qzbxDe+ta3xvfdd9/9wOullP9do9HgzJkzbGxsMJvNaLVaHD58mFqtxsWLF1lcXCQMQ5aWlgB4+umnsSyLlZUV7rzzTs6ePUu/36fZbBLH8fWB2fF4zFV9xw9ZlvUlCzEvf+1r17Y+9v6HhdV5ieUFyLCNNpIqi6myHKNTJB4YA1pTWzyMGA0J6w0UJXk0I2i1cZsdtNEY6TDd26LIc/Iophb62KrEPXAbpkhRcYwpS3RVYoREYVDKwliKeVrSkBZ5moJUqKpkMthG+R7SdbADFyMEfuAjSy3yePLGKnr43wA3TeHjWRqM3T90zqfNdx596Rs+sXzPa3R95XTZPHwnKuhI6dSFtGtobTDaUO8doHbobkRtSZ963b07//0PfH8chm22Ysnj04JDZ57HC1/2AlqtENuC+WibvCj49BNP8sijTzKfzKmKgsEwokQi3Tp+rUG300BYLrM4A3jE7SVfTf5Hn4s6EPDZgabk8/ePruGZ5TrzjL9rYfITeuNT7mg44dKFdaajEVkaM157it1zD5NGU8L+Ir0zdxH0+qR7Fxg8/qdU0y2aNYdWu4nIZmCHhi9BeuXZxJt/6L3Jt37/P3ks/eBjP3nlyuTV69vj/21qGlkpaxROA+0tMJ/P2Dn/NNEsIkMxHQ/QFMTzHcoCeoeOy17TUisLNY4danD7yRWOnj4hlhfrdjeUsueWom4moiVnNHtN7HzKfO1xppcepZwOKNM50gkQbg3lBqBctFA4fkihxb5+oGMj7BpG1lFSEIRdqjxF2Qav0cFt9FBGEe2uM966TBJtjxQj/WwJyT4beMc73rE4Go1+b319/Zu01hhjyPP8etnO8zyqqkIIQbfbvUZMoF6vs7GxgWVZGGOuU717vR5bW1tkWdFKo10AACAASURBVEYQBOT5Pudpb29f2anf73/i3e9+95dMBhFCmKoo/s+yKE1RgR0uYDk+tlujtnIMv1bH8z0cz8bzQ2wlqdcDZJlRJBHK9THKpyhKqqIgieeUxmY6mpBsnsPzLIKV27Bsl2Q+QVkWthLUWy1aS8vkQKPdpCwrLMsi15L68iE6K0cwSqGritlgQBlHWLZLWKtR5Qmu75MkWTAfjf/bG3LjvgCeVfuJ17zmNeV86/wHq7B1Z5XNnCKZIYoCjcKrtbHDLsrxMUaA8qmkKyphuZ1Td8ux+8e0j/R5z898uzFodi8/LnbOP8pgZ5PdnSfoHTzGiTNnqLeaJOMRrW6b1uIKneUjIATRdIg3y3EdSaO7qO2w86+F+Kpm2BV8NqXasE9o+EJMmc/NkK7p3UngtEknd00uP+U8/NH/Sm4cLj51Fr/RQjX6+P0ZxVNP0uwtAIJotEPoSMx8i1arxaTQbF96iMOH+njTywi3K7Ce1UfvS8Kb77+/4n4uv+e++95WdOYfKsvqh9vt9vNzUrvYXCNLCtoLh1G2JMtL3Bxyp8+hE6dpyAkmnpMJjTAlSnjUbJ9kvI3vgGUrqqJEFTOs4ABSuUw2LxEXinCppJrtoUuJZUuk5VEJB9sBN6xhKZssSai0JiltKq1xvADb8XBLQVbMsS2FVKBrdQJxnDKqyPeiT4bP69zydhPPRJIkU8uyflspdVpK2ZlOp5RlidaaJEmuZTUkSUKe5yil8H2fOI6Zz+e4rksURbiui9aaZrPJ2tradfmhoijY3NzEcRy2t7fxPO/LnuHKJhu/U8yjd9r1btNYAqHLfVUGIRFSYLIUnaXkSYI2krIoUI6DcDyUF1AZxWT9MnlekkURpkyR2ZxGr0/twHGE36KKR1jOvldZrdsjnoyRjoulNcVsiu1YBK0G3aUFlGVRAVramLIkLyuK7S28eossiUC7hL0l2u02kW1955++99vf+6r7fmvzy92Hz4dn/VTYTeS7Fv1gU5TRP8N2vMoYynRG4TX2N9AYdJFRVpoqikU2nTanOzvMy4yve9Ur0EUhhONT6x5GRwPa7SZhp89kZ4Ow1WP5xCm2Ll4gi6c4fmDiaIYSRjT7h6iMzV3zKcdO3/nYgbL5W8/22p9ljIGYz2QjFX+RPQdcH5p9pn4dV3+uAB/0y8xk/eB8NJKNZshgnDCZxQx3tmgtjphMhhw+8zXEoy2yeI7nWOysX8REQ7byHKuMaLbblG0DZa7Yf+6uK0XcxD24Ifih9743Af6v9/309z+ab++9xw/Kv+UZGQTLpxCNJkpVuMZQILnt2AECJyKaQugvUVQlbncBr9FhvnmZosjwhMEOWrjNHun2BYxjUb/9a9m+cJlCKdK8pJrNEEETFS6gJVhS47o1ikpjWfvvDblVJ40SgsAhqLeQUlGkGs+VGGOTFwZNhZE20mQIdK3/+Fd2dvrXxXve8570bW9724eqqoqGw2GnXq8zGo3odrusrKyws7OD4ziMx2PSNCVJEvr9/vW+UlEU14PRteyq0Whw6dIlFhcXMcawvb1NvV6/Jif0pne9612/AV+6dceIdM/Ppv/ZpNM36LCDchwoIizHoZiOyAcbVEVFMpujUSAU3tIR4umcaPMSoysXoMqROqfRaeGEAY1jp3DbK1hBQFEmCMAJaxgTkO1sUm93yWYjAtsQGwWZRVWUlKXGtyzKokTaDlWRIpRCV5K0LEnmEb7rYYRBuDZmWi3GO7vfAfzsDbuJz8CzGpCMMWLnyoXb88rcqZyaJQ0U4y1U2KHKYoTlIK0QIV10XpJEMVfOPs7lBx7AsyzOPfggz185gqk0jlejdfB5lNEe6XxMc/EQ9f5RhOXg1Xs8+YmP8vEPf0zM4gzf9+n2e3R7He552Ss5es8rP83xu78iGuo3ERM+m01XwRfs11wLSNdsKRT7g7EV0ESbU0Ln/nxvgyubE2bapioyciTb2zssknPlkRm2X6NII+xWSFBOSYo5NVfRXmzS6PYx6Ugw2/Q4JJrcgvTGt77jF5/8lX/89763NP73lf7SW616q15aCk1BUVUEQYPGQgtbGoSZsv7UJlNcqq0tgkaLWtim8vpUbkWUGdzQx9QWqISPqPcIDx7ACxsYyyaaTfGDPsKpIYWFUjbCtqEs90vbQmFKhWfZ1MMmtuNghIPOE+azIa7lUZY5VZowHw2IkoJqNAvX5rsuX5xleUvhXe96l5hMJn9rNBodrNVqzOdzyrLkyJEjXLhwgSzLuHDhAs1mk3q9ThzHuO6+HN2xY8c4evQoZ8+epaoqptMptVqNJEmoqup6IHuGYripquoPVldXvyyq/Atfv5o8/f+994/ytcfeMHjwQfzuIm57kcyUpLsbOLaF213AbWvS2YTpNGH7wgXSvQ1UGdNpeATdRfzOInatidddIc8LbNum0AZdRCAFGsiSjKysqPICuyxodlowTYijlNl4Qu9AgREK13dwl5cZrec4nkeSxVR5jrQUqr4/vCuRGK0pi+I7PrB677948+r9N7zC9KwFJGOMGGxePFXMhv+rtMXXaMuyEA5gMHmEsWdUSoHXQNgBVClZusfSiZMsHTnGfGuDJE4Z7mzTP3YC27FITY4SBV6jix22sbw6whhsN+DuVzU5dvsp1p74JE888TTbV9ZxTcHCN7wB1w8PR7u7HWDr2Vr/c4BCCHH9bfiqlcQXElu9Rgm/5tqq2Fd1yAALnbsUiXAsQ6PmEbghl6d79A8ex3EkSgkqrWl3WthWB19m1NuHMWVFPFjHFjmOAik02G4IYpn9Z+8r2r3y88D8g5/59Yu/tPq9P5+V0e1Sydc3aq6gyrCkjYMizgOqMmf9kV0+9fin6R/u0u/1cYWP8WpkwkbrEml5uIXBcXroTJLP5hTaEDR7ZASkKsBxWyB8PNdBWDa5AddWlFUFlkeVJni+BgEaRVHMSdMI10iElEg7II9zsmRCURgydNGu5T5w01hSzzZWV1f1fffd94e1Wu1SkiRHh8MhzWaT0WjE9vY28/kcKSVZlnHw4EHq9TpZlnH48GE8z2N7e5soitjc3GRvb49Tp07RbDbxfZ8kSa7Tw/f29ojjWKRp2uTL78GZoHnsAc92C9vzbKqcbHiReG8PO2zi9pdwuocp52P0eEI5Wsc3mv6pE1hBDSus47cW0Jh9STrbR8czsixGVzlOY5FKOpTxHFNOKMsKsghssPwQFWdI26IsJHkSY9kWVVlQRnOU0ORJiu0HKDegSuZYwoAuKdIIYbsUVfU8b7T5OuD//fLv4GfjWQtIO5cvH9PZ/H4dT89kysgqm+PWGtitw5giAlNRDC9ThV1U0MJ26/QPHkVgMFVJ0OmQ5yVFnqMNKMfHa/aRrR5YDlVZkUYT0tEG+XQbKQRBa8EcuevlaWvxkFtp5MqJO6l3Finz9KQp8m8wxvzWrVAyukH4YuWxa5TwaxmSDXjsH1waqUqdR0aUEfF0xNO724SBhUhHWHYNrW1arSb1ZgvPNnhOG9txsaUmH4PrhpTzAfVeU5BPA3R1GCk9IcRfSQ/sKw27LOwsllsfMBXHMPadrh8KpTRRlvPkhS1Gl57mwY/8CWUxR+RL7F5qMBpHJHnO4oFD2J7Lodtup9PrYzsW5WSd+MqjuL3jyP5psmiK6BzBCftIp0JIRZ7kGFPid9toxyNJK6QCbAtp21i2RRmlmCxCeA6WbUGW76uDBx6u06YM5Jn55b1TH1i9d3oz3m6fKzSbza21tbXxfD6n0+lgWRbb29sYYzhx4gS+75OmKUEQYFkWCwsLpGlKWZZsbGywsLDA5uZ+S+TcuXN0u106nc71Mp7WmlqtRp7n2nXdD9+Ia643D16OA2+uwm5b5lOKlSmNZIJO5yi/TpnnEO/RWOjROHQMoQTC9veFVaMZRoirmnMz3LpLkRe4foiyWihvn4gQj7YxeUaz20LJPmVVMtvbwbYtXCWIiwJhKsosw3ZcvF4Py3WI53P8RhMhFNVkgOP6JElGPJshbR/bD6Sssu8Cfp8bTJB5VgKSMUZsX3zqxdHe2u2OLUU2mwp0gVT79dEsy2j0OoiyQDk+Oo/RZYFd64JQGA3Kr2GrHMv10brCGJBuHV2m6DQhmewy3zxHOtogGV5Ba4HX6IrmwdvtxWNnKttvybDRBKmosnldWP43wf2/za33lv5XxWc9KH9JMLL4TDC6li19Zh7JaDQKEbSwzBMc6wfs7E1YG+xRq3l0OwGlmTAareE7YJPT7rYYxxlWFTHdjvAcRavbQPg9G0yf/aB3S2J1dVW/7y1v+UCkyqmQ5b9qe/6io/ZVzQfnH+DKhQssrbRZ6J+g069RZSl7axPsIKCyEqSOSNc+xdqai/RClKiwwxXs9jJxJjClIqgdQFoSx3Ko8ph0NiBs96lkjQILIWeo0MV1QpSlqMqCNI3QRoBRFGlKPBmS7V1E+T5urUFNyZND6i+H3YfYJ7h8VeCd73xn8oM/+IMf6nQ6dyVJoiaTCbZtc/ToUXq9HouLi2RZdl0CaDgcEgQBYRhi2zbdbpf5fE6r1WI2mzGfzwnDkOl0em0YlrW1NXzf17ZtL9+Iaw62Z7tJT1wQSrbx61hSIBqL+4OoAvLLj2N3lrCbS+gswki1r2dY5sx3N/E8H23ZoCHa28AOGghlg66ospgynuPV6kw2xjhhiFur45mKdDpkHMfkZYWUFmVZUCVTmu1DVGWFSMaoZA6+jxXW0FIQ5SWD0YQqjml3A7QuyebRaz+0+k2Lr1n9gxtaZXpWaN+jzc1DZTz9dmEqgZTCGIPleFTpGJ1OuPTgf+bio39OaYVURph9ZVxBmcVURY7BIC0L2/exfA/bc5FSoLMp5WyHYrwG6QCdDLAsSX3hEN2jZ2gevA2/c8gaTxLrytlPUEQjsvmQqiiksm0f7v3Kp3rdRFwt16mrX8+0NU/YJ0VU+78zokhi4S6c4tRLX8niUpO6W7JUN7StGDcbYKe7WNEV0s1zzDfWuPjwo8Tba2xe3CCP59Q7DZxmD2OQVIXLszhycDPw1l/91WInmnxiPNxZGw7GJGmGsiy6B1a466Uv5vY776bR6VLmJbbjETbrWFmClUXUWk26S4scPLrCylKD5bZNWO5R7p2nmmwgTQQ6Qhf7CWQRDXC9gObKbZRWQF5JLKuG1oJssIURhjTLmccJRZHvy2ttXWF0/iHS0S5CuPhugIX2m72Db1aZfc8f/MA3/nV8fb6iIYQw9Xr9j4B0NBqxt7fHeDym0+mwsLCA4zicOHGCxcVFXNfFcZzrWnaWZVGv1zl16hRBENBut1FKMRwOGY1GpGnKeLzP8j579qy1ubn5ohtyza95TSms2u9J20dXGmm5FNEEIW2MqbBqTez2AVA22A7Scqj0PvHADWqk2Dj1Lrbn4QR1qqIg2rqAZe+PG3rtPnbQorZ8FCtsMh4OOPvoo+wMZwjbJooTlFIoaYFlk6QJ6WxMnFWUyqE0mtHuLrPRhCwv6Xa7CFNRFAW251PqqpEm2atvxF48Ezf9QDbGiL21c8/PZ6OXlencUpYUXr2JZSmKqMSpd6Aq+fQnPkxz4QCW2hNao4RyULaL21zA9mrsF8o16BJdZJgyQwqDFCDDDm77AOHC8aoqclEmkVS2R1FqLp97gnMP/bk4dfIwRZah0zmyuSB0Vdw52bm8Anw1mvP9VXFNcPWazNA1QkPFZ7ySSrQWpEORDDfBadA5cQ+Ng7fjuop8uonv7cvlm3yOyWOkUpRpAsqnMR3hN1vUDp6AcJ8WjuVey8JuafhJOCjU7KN5nt2Tl56daw8hJNKyMNogtCIvbKR0aSwdJBps49seYb2DG9Qw0sYiR1caV5XYVoHjgOUppOWgHJ8iS3DrPeygQ5JrSi2oyhxblKhkgmWDkTZxkpAX4AlJOp8TjXbQOqN//DaaK2cotUO7AWXSume27f2jvBb/wvve8rUfe+vnKI7fqhBCDLTWWVEUYa1W4/DhwzQaDXZ2djhw4ACbm5s88MADRFHEPffcw/nz59nZ2WF9fZ0wDFlcXMSyLGazGcYYLMvCcRySJLlODZdSUlXVMT5T3v6yUJbqV3QWv52qdIzOoUopM4PRBVats09ZNwJpB1TpDGn5pPMRJYqtxz+JUhKhFEFvgdaBY/iHzyAdD1Np8jiiyhLy+ZjJfIotSlYOLJJpweWnzoJQVLrAch3cWgvb9ZBeiPRDiizHsh3i6UWaB4+zdOQY4/WL1Gs13LCB6zrkQY14Pn0t8P4v++Y9Azc9IM3W1zu6KA7myTS0bBup5H60L2IwGl2krJw8ze72DptPn+XQ7XdoYXI523oaIRTWsIXfPrCfjiKoigzL8VCOj1A2VtiiTGYIhNZIUVZVPptNvKoaMdzd5Mr5pynTiM7SCk6ji0kmOEEdZXs1o80p/mYHpGsU7GvDqteM+apnlPhsTBFSplLmuyS7O5RG4bUWCWp92ot3YfIJosow8wT/yBkQNsYIirxE46B0hs5m6HSMjgdC6cpGWeo5WvMNwz/8hV/Ifukff89vFln+uiROTqErHAmYAseqcAIHoTR5brCCkLB/ENf1sWwP23awbQedCXTQQ3opSjpYrodyXAyS+e4aoirwV05iOS55maMriaoKlEjRFFROlyQqGU8GCA34IbPRAJHFBGELr38cx+9SphnzzXNkm+etbsP7O7NUrPXq5vLqKmurq7c+FXxvb09VVeV6nkev10NKydmzZ9Fas729zWw2QynFiRMnmM1m1/7nuoHfeDzm9OnTpGnKZDJhaWmJIAiIoojBYADAy172Msbj8T333nuvd//993/Z0ksLd75kZ+/x7MPldPPr82iCAiQCI22EVBTJDMsLKUuNMYI8y4iHAwYXz+LXfVA2cZwx3tljvLNHrdMjTyLKZI4T1kiykjwrMOmMqijwW01KI5mNxqR5QdMxmDInHo+QNNC6Ii8NQjkYIXGCOkEQMLhyicl4hJASR0IUR7hBwHw8Or26+mprdfVPbhhr86YGJGOM2F47v1wk0/+hTCausR3Cdg+lIItTyixBpRGtg6c4fNsma+cfpn/goHa9QNd7h1U+H4g8GTONpyg3xFQVZVnghQ0sr0ZVFgipjEESTa+wu35BWrbrlnmC7ThMdgfsbm+brq+FW2+Tz0eQx2TzMZ6y60LL43+D1L4/C88w7LsmuHrNcuJzM5cW2vS0KYRlW7hBgCMUOhtSxD7SDXEtC6FjZKOHHXbQKPL5BHRBNriAkA5SSmxLIoURGN0Cas/uim8O5ro665niPwopFiohm5VlySorQQuktPFsmyKfgvRw3AZ+4IGpkAJ0mWM5FmUpsf0GtucgpUVVGbLBZUhneJ1liiLB0nXyrCCfjFFkzLTB8nyiKGM8uUSW5WRFZZpVri3PVf7KcRqdLk6tRZ4lzLYuM3j6EcpkSPvEad/rH/67W+tXnnjx7jf+JvzVvJ2+krG+vn4iy7JgYWGByWRCu93GGEMURSRJQq1W48iRIwRBwPr6vsh8r9ejKArSNL3OxDPG0Gq1MMbg+z5RFBEEAadPnyaKIra3t/uWZZ0CHvxyr1kIYXae/NjPC8v7eml76MKgqwJlOWghEXaAEQ6mGBOPd8nShCqLaa4cQxgY7WySjkYURU6n28JRFXanT71zBuE3kVKRR2MuPfYpqmhOklVc2digqAwSjRvUiCcT/HqDKvCxKciNzXw2A63R8wmWgTyeUqu3qDXquL5HOp8Sz2K8euPu50VVjxvIVr6pAen++++XL3/+me9MBusvsW27chsdqRxPoPfJC1U6QZcJpso5es8r0XnMxYc+osJ2T7SWjhnX8fFtl+neOnk6B2lR5CVJNMXxalRlxny4IdIkozJKDHd26B44LCoteeiBT1IZQT7dE0fveVmRp4mdjLfxPA+36lIVqeuE/gFuUPp9C+Ja2axgv8F9zX7iutbdVZWGg1D1EI5QXgMlx4xGUxq9HlJJFBrH88nKct+TZ7ZDpR0QiiIpcVpHKOZDymSIDkI0SIVZBI4YY556JjX9VsSP/Oy/nf3yu//Bj6VV+Wtlpt4+G83e1Ou1URZUV4UxtIYky9HGYCmwbYUx++zRsiwo0xxjQqSscP0aVAWWcpCNRUycUamENCsR8RyyMXE6QzshCI/dwS6myCilM9+ezH5hb0+fO3Jk8Tsbnc4rK9vIJM6INs8zevos+XiX5mKbpcOnKJxWx8ja92zrJx9fXeVjt3qWlGXZy13XFbZt0+/3qdVqNJtNZrMZQojr8kFBEBDHMbZt0263r0sEWZaF53kYs+/KWxQFlmXR7/f3FQquBiYhhDWdTl/KDQhIAP3bX/KH2x/97QtVOj8mvRCTxWTpFKSFHYQUWUw03ISyAg1WY4FsssfWE49QFTG1egOvuUhtaQXLDVB+E9v1QbjE0Wg/E+ovMnZ94nlC6FjsjuZYUhE2m7RDG9uxmQ+2CNsd4ixHSkloC4wIkY7Nkbu/Hr/VR2dzdDZnurNBMpthkDVf2ie5gQHpptbxX/SiF9k6z9rGlLYdNoxy9m+4QSClxK33UUKQT7aQSrJ47Ayj9QvigT/5T5z71J+J3ctniSZD5uM9qrIkiSK2Lz7JePM8W5eeYLizQVkKLMfFdgPTWlhiPpvx4Mc/ytbmLtuXLrDQbeAGvhjvrpvJ1iWMNuTxDGOQQoiDcOWrprn714Rgv1eUcrVEJ4SohBDF1d6RAFzgeaZIW0WeCy0tjHRwHRvba2A7PkGnR2FckrTA6R3DW74LYftEwwHbF86zfvZRqiLF6x1CBU3wexJdLgIvAfzncP03DN/79l8ZfdsP/OwDjm3/bthoTDWSNNtX6raUR2/hIJblIKWg0jm6yKiKAoRECAcs0GlCmaRk0Ywyj7G9FsaCTEdUqsZstMdkvEeSxOTakBmPyTQijnKSgt3pLP6pZlD7p9/2w+/5t3vT/Lu2Z8n/PU50Oh6OGF96nDzZZenUMQ698DV47R6Bb4ullf4LewePvvMe3ni3WV29ZXt6V6scL7mmuHBNIqjZbHL8+HEOHTpEs9mk1+th2zaWZbG8vEyz2eTAgQMsLi6ysLBAvV5nYWGBbrdLEARkWcbW1hZra2skSXKt7CeAO27UtQshKrt96NeVJSmnQ6QbIm3rqsYe6KrCay4g/ZCsyBESsuEG/QN9jr7gpUgpsNBYQqCUjZIWVZaQJhOS+YRkskueF9SbbRaWFzh2550EjqJeDyiSGC1txpM5ZZ6B7WMJ6NZdimhM2Ftm5XkvwLYt8skOxWyXIpkRdrr0lpeRElHk6Z03ai/gJmdInufVo73pq8s0EaYqLCMkRpf4jQ7SkvuWwHlElYypogH1/iH9/Fe9Vn7iP/4+Tz/2OMO9CaFTEE3GJJkhKUAXCQcOrbAzjAnCfT+XTqfBLBViNp7geTbRdEan4XPm1En6B48bqZQllY3l9EiTCGufJCGqSp+O96oW+6yyvzF4hu1DIYT4YrT3LlX+fKLdcLbxaaLJiKookGEPo2woM6rZgHDlDDLsE42HjDceZ3juQbyghr98jLxS7Gw8QSfPUcuHEbYPxbSGHXwdwvoAcPZZWPKzgo3zT3/YUuWDXq3xyqUDh4V0QmzLQ8kKu7Coypy8MCjbYDsuRigqITGFhCqhygxpPkdXGdghtuNht44xjWKEzinzfH/kwa5RxDFRMkNa7ng8zf7+E9Pa719zMH3D9/z4hX//b/7Zd8/j5E1elvxEnurjnaUjdO58Lb7vYKTB1gK/TOThlf5r03j+jl9f+/N/yC06KC6EMK9+9asvdTqdF3ied10KyPd9rKuaiUoplFJMp9NrVuQ4jnOdwHBNYDUMQ5IkIcsydnd3OXr06L5dvGXxyCOPXAtor7j33nvV/fffGAdVZbX/D7d/+4/L4dNWmcVYXh1TacqiQEhJPJmibAe/2ceyHBbufAnGCESVsVAmgKaMJ6TTMeGBYwgrwLZd/NCQRVNG4wmNuoayQDoOSwdX2Lh8BcdpUCkfx3OxHUEaJ/ieQzwd4/dWqHf75NMdtNegSBPKaIoXBFDOqIc+nWaNzY2NI9zAKtNNC0jGGLV5/uybTJGsOEEIQpoqz4QUhjwaYzs26AKdx0ip0GWB0mXZP/kC9apmR11+7AG2NrY5cvI0s+EWOxvrOJ5PWYRk6QzfJDzx0FMsLq8w2t5knClUlXD00CJnTq7QXejTWjiA44WiKjJMlWE3+lhK4oQtDIKqzBe0tJybtQfPJf6SvpgA9F9SLpPA7ej0eVSp4zZ6pKXA8jugCyQVqtmlsmyS2YysqBC2i9EFdlgjywv04CLC76CdOnma7pss2j4kIwsVnMHrvNYYsw7Mr36evpX7eXq6aclao7KlMUWZCWlCQFFVJZiKNN6fx0oKhePUkMohjWdobaGcOmU0wXIchF1HOC1KaaFnY6pKIj0X7UBZuFQVJPGQNIqyvLT+5RPx3h+urt7/Wffym//+j8yMMb/xO+/9nx5z7Po/r5qHX6FFYBXKQ4mKYrKGTua4tbY8fuL4Gyyv/uhvvK38+Wc63t5KWFpaOl8UBQ8++CC+73P33XejteaarbmUkkceeYQzZ85cF1/N85z19fXrw7NZlmHbNvP5nDiOuf322wmCAM/z2NnZQQhxTUYov+OOO8z9999/Q669ddtd53cf+eP3E3S/3fY0AkORTPf7jLpCWTbKtpCyhlAuQkI+3CBotXDbi0hRkUzGGFEwvPQ00+kE6TUQUuB4AfVmk1oYYgmNQVL0F9jd2cOW+9Yknh8gKaiMYTbYRleGI4uLCAF+exEpFX6tgVxaYT6dEU2HBI0+i2cOkBTmFWZ1VYjV1a/sgCSEqLbOPTk2xgilLGOEFJajsBwHjKEqMqgKTFViBQ1MkTAfXLG95pJuHDitn7d4W3VbNrct2yYdXuF4GiOdkHi0yXy4SZpEnL7j9n03WKXArmOqUNUFJwAAIABJREFUYp804YRUeYLWgng6xA0CY0pEnkywwgZIC12VSF0ZW6jwZu3Bc4kvRNZ4Rnb0BR+gq3+zAPp1xDtH8tGmTKIM6TWY714mmY1pLh/GxiaNC9T8EiZcotbsUm99HbXOAulsyvjyWZK9Kyhl47R7WGEPEBCPBcLu4jbvRagI+DgwAHa4hQeVd3cblw/Wyv8i0S9VQvqVKdFIdJFjCYPnQJok1OpdsqrElRLb9Um1xzyeUJWGehCirABhbPI0IR3t4IZ1wKcsJFkFpdBkWoziKP9lhuOfWX3v51dduHr/H/i11Td+i1P6b/cyvk9bOrRNjspSpOcjbYeGp9wD4tA/iqbjjQ9876vf/+Zf/pNbyifs3nvvdbIse01Zlggh2N7e5uMf/zhvfOMbieOY4XBIVVVsb2/zohe96Hqg2dvbQ0rJ+fPnueOOO67LBTWbTWq1fc7NxYsXabfbDIdD2u02zWaThx9++K6HHnqox/7zekMg3PZP6+GVN1W6CizHQ1guQtmYNELrCj9cJJmOECiELhF+HWH5BP1DFNMtbNdlOhzz8Kee4NKlHY4eaTOJS1rdNkJr+t06/ZUj++KrSYKp9P4UvLIZbF+hWa9jh3WiuMCXBSaNUK0upqrIRusoJcHx8Ror1JdPoHWFMBWH7tRHPzKeh8CXpe93DTetbmw2NoJSsGKqUqJLgTHoSoMRFVIZrfc1uJTtGaMrbaoKN2wJo0uZJXFZFZkxWlNmMVbQ1F5r2UjHx/ZrNPuHaC0cZPH4HRw4forFwyc5ePJu+oduw7Z9HK+GX+9S6yzh1DrGchtmMhyRRxOUVyNLIpLZkKrIRFEmf9OGYwXwBZmFnwlGfAvJ+L+hjJuYSlTRDtMLDzJcv0ya5AijkV4Dp7lAYSyEFOSFQfhdKhzmWxfJJztQlnieg9VcAKcOuoA8hmhgYcwJ4FuA1wEr7Pesblms3n9/jnR/B22eyqKpVgjKtMAyFZ4FjgW+bxPP56RRybwUCC+g2eoTNvq4raMksk6a58SzLXQRo3VFURpm85jRdEqSpqRRcjHPxNu3dhr/5M3v/cvpx9+1+u/G7hX3R3eHk+8YTJIn92aVmVEnnU6wbBvl1ml33M7x02d+vHH6rjd9YPXVtxQDMssyN0mSI/P5HNu28X2fvb09PvjBD3LlyhUGgwG+719XYVhcXLxuT25Z1nWFhmazSavVus64u6biMJvNCMMQx3HQWnPbbbeVCwsLzRu5hl/87d97cnTxoX+x/ak/JZmMyOZjkDZaSLxaF9tvYDkexlToqkRJxXSwyWTrCsPLlxmvX2bn8hV8k3NypY7Jc5qBQz6bsbjQxQ/qjDYvMd/bZrS3B0oilIUWglq9QTSfsXnxAtO9bcpSU+BRzGbMLj/G/Mp5JhfOkg42wBiy2YB4uE002MQSeml5ofviG7UPN+0wvphl2inSI7pInVKC43sIyzVVWaDsQEvlKlPmleX7osxTYXl1kydTMdvdMkk0Vc2FQ6Xf7BulFHk0FFJIinSO8mooO0AFbcoiRdkBKId4so0QimQ+xi4K3FqHZLKHF9ZFlsQ4vo9Ta6ONIJ+PqTIbZXmLynJeCDx8s/bhucIXyY6uqTL8BVxl1fWBb8SYb2V+5RhoWwqDVBa15dvo3LVCnqbkm4+z/cR/pXXsboxTY7a7ifJChHLICkM+H+M3u2RRynBjA8914MBxkBZIMNGuEKawwWoDXSAEnKu267ds2e6Kd/qhg5Mn/nVeVT/pO6pdq9XRtqTUCsu2sVSBoqTUCcVojirrqIbGtxUWEMUx8XS4X6bBI9MW88kMXEMJJpvOPo4of/KRySN/uPoLf/X5j9esrpYG/t2//6V/+oDXcL6jJtLv6briqB2XeG6MkJJms3748LFjP3o5m08+8JbZn7z5Vz8xuYlbdUPw+te/Pjh//vyq7/td13VRSvHiF7+Yzc1NLl26xGQy4RWveAUPPvgg4/H4ehAqioJms8ny8jLr6+t89KMf5dy5c7iuS1EU7OzsXNfAU0pd18Lb29vj5MmTJEmyAnz6Rq1jdXVVv/EXv/N/dx35P+889l/cxuEzWEEbUAjbRlcGg8L2Q6pkRD6fMN3ZJrr4GLOtLSylmE3mSMdh+eRtBN1FnHoNnSbUuwsgBDovGO+sU1T7JctK2qRxhO24bE0SdFHSMjkLi30a/UWKdE6WlRRpgas0GMgGVxBBh7CziC5LksEVS852/pfV1dUPXethfjm4aQHpKHB2vHO6qnKMUUjLBqgqoEhjJQRQpaIqUpGO10U0GeGHDUyZSZVP2H7iotLCpnHgdtNZOT53g1qYxjNRZTFuvYfQJZ7fQjqOrkqDHg9lmcV4YYOi1GyeexjbD4nGe0wHO6LTX2CQl4wGA3qLB3CDBmBsafvDm7UHX4G4Nmf0Fw4yY4wFLAGvBr6ZZHDaDC4GkAsZNJhtXWZjfY+l287gL5/ErncQ0mE2GqCUJB3tUpoB89GAoBbSPXkXtuOA32Vw/nEGm5dob56jftsr0FmMSadCxQNJ/eA1IVeXz6hG3LJlu9XVVf2+H3ntb6Yz/bfnrvPNriWFlC62a0PpQ25wHMMsTciKivneHCkVtu1QZQk6TbDdgLIyxFlKqSWVsk2R5RMl7d/NptEP/4+rvzrgS2giCzB834+tGcO7f+9f/fhHhNV5O7n79UU+s13XwXIFvV7/tuzoHe8s0lHyG2/rfuQruadkjBEvf/nLXziZTL63KArRaDQIw5Asy3jBC17AmTNnuPj/s/fm0ZZd9X3nZ5995jvf++ap5rlKA5IAIRmsmBUCGNzGFrFJO4Z2DLFpetHEThZpOi5sx9hOu+kY27RJYmgPMYYE4sYgp5kNSCChWSqVanzzeOd7zzzs/uNWlWQZmw4qkEr0d62z7nqv1np3n13nnO/5Td/v4iLD4ZClpSXyPGdpaQnf9680MjxdCbxQKDA2Nsba2hqGYfD444/T7XbJsozBYECj0cD3fXq9njs5OTl+tc+n8aIfXsHbbBfby9Od7fMgwCnX0U0HpXKElGjSQDglSEPKYxlWtoeCNdK5q8/NYE8sYDZmyIVESEEWDomDANO20QwLvTxGml5EaDqlapUoCIjCEENqkAtUkCCAOAwZbG2gJR52oQB5gl6oorsVkDphZxNBTup1kSK746eOO/tOXgWC/q6l7DZJX+Jtr75CpdFIyTsMlG5ZkUoTmUS+8Fob9LbXtJ2lJ4TuVNHI6e+sIHUDtzrOzJGXMn/sVmzHEeGwZyeZENJwSYI+O+e+QR6HI0OtYU+oPM8NexQBtTdWUGnA9L4jTOw6xPS+I8ztP0ypPo7pOFiGmSMNYr+HNIxUoaafVld5weJpNhN/w0L8UmQ0BrwceD1ZeCOd87Vo+4Ke5jkqz1k6t8rFi5s8ds/XWX30XsI4xSqNEYc+aRIidJPA99AtG7NQwahMoJen0O0StYV9TBy+iUSZkIXkQVvEzYuCaCBBWYys1guMSEkqpcS1/H/ytt/4XE+Hfx/7XmfY3SYJB+TpKM1i6BJd06i4OY4Ro+sGURjR6/fo9TtESUqmWSRZRhoPwySTm7Gv/p0/9H4obl38p286+aEmz7KjSQjU69/6K19eawU/vj2Mf3OgCsnAj8kCnyzxxOR47YaJXcf/d8fQ7/jwm3/QvkrbctVxxx13NNbX19/t+76dZRnFYpETJ04QRREXLlzAcRyOHj2K7/uYpkmapjzyyCM88MAD9Pt96vX6FYvyWq1Go9FgZmaGUqnEy1/+cm677TZe+cpXcuONN3Lddddh2za1Wo2trS3ZbrdvPHm1W+UrZUcvVKtWeYz69Cyp3yfPYlSeopBIwyHLEoQw0J0ypu0ydvQl7PqBV7PwA69i/paXU5rfD5qOtGxM0yLNJUmckHge3fYOUZKS5KAZ+si+QmhkQiIB2xAUxyfRTIss8VBxCCiibhPddsmlS5Yr4t4mUXuFqNdENyS6WzGF7tx6NbbguxIhKaX0R7/8qbfmiWeZpQam7aBbjhKa5phuUQAIAUZsopVKSpq2mjz+ipgsDUa2BDLVDMvN01RTnY088IZGlkQYxTFKUkNlEaBGbw4ooZRKrWJdS+NENGYWBIBu2gghqDRmKTdmCQOPoN9FCqXZbgm3NqHCMCYK136uJgof4fun9Tv7FikxEzgE+Q8RNG9W7QuTeX/TQsXCqM0QXnyI3UcOUp3qcPHx0zz09Qe5wSpgNfYgNB27WCPWNGQQkUY+7a2YqckqcbfNYP0C2088iJQ6+05cB0mIZhVQeSZIQ4nKbIReBMqM5pKu3OTXsopGFFkP5EbyGSMz3ljKQ1OkOkqXo2JwrkizmHKhSJwKvCQiVxKlWSSZIhh4gySMPhNF2Uf9PHpwXzq+dsfJ9191U703vv3k8MMfPvmr0dDNikX7nSpXZT28CGZRlBzr6PiuY69T44ufv9rfexUxF8fxrQDFYvGK7cShQ4dYW1vjwoULaJrG4uIiruuSZRm33HLLFUfYI0eOEEUjkYqHH36YBx98kOuvvx4pR6pWN998M41G47IXEisrK7RaLR599FHiOH7t448//huMjDCvCtqr29FESeRZ4JMnOaYuRu2w0RCVxijNIM9y9EIFTRfIOMQoNZC5jfI7hO0Vklxn4CXEvkfQ3UaXMHHgerprF0l0m872OrouKRVsdN3ESwPKlSp+r0vBdiELiOMMPQhJk4Q8HVKYXEA25gi8IUmzBWGb0vg4emmMXruNY9o4Vul16uTJPxbPMm131QlJKSUWH3/4HV57+01aliANA91yifyB5tpFJQ0LlaVYbgVZrimzUO5l4cAMO5uadGr9LPHTJA5t3XJUnkRCkMs0GtJdexK3OoVTnaLmVEm9NkIamMWG8tvrplIIqbt5aXJvHvZ3DE1KpG4RBT797RVypSiUq1iFeqabpui1NrN4OLQKbmHPcH5Xie8fQnpmdCSACnCc3uLx7PyXxnNZtPKgIzAdVJawevpxrKl97D0xQ3l6js9+4r+ytbxCcXIXURJTm5gkD4E8RdNNgmFAHKWsPfoQ933uq0zVdCamqxiuC3kKQiLLE0LFvi7y3EJSBEatZKNr8rJyxDWLt77/jzd/5xd/4j8IFd5uaey2zRKoDFSGyBOkZpLnEaaQmFZGgo6fZGhJpvxQfTJbNf7pm97/we/6NfmWt5wMP3bnnb8c3HH8AtXie+vlqV2WyJBRR5RL8h9Gyb4/A77w3V7HfyuUUuKGG244lGVZKcsyNjc30XUdTdPodDocP36cVqtFEAQcOXKEc+fOIaXkwIEDdLtd9u/fT7PZJM9z0jTlnnvu4bWvfS39fh9N0wjDkM9//vMcO3aMarXK1tYWFy9eZHNzkzhJUEqV4jgucxUJqTpdN/Ne00XqxIN1FAJVniRTGSoO0KziaJYtkFi2jbSKCM0kj7pkcYJVn6V98Txhe4fA8/GGA2xdkgYeRnmM4cbKyDtO5QjDRHccnCRj2O8j8pxBr8tYo0KhVCANhsgspDA+jSzXRzp3voe3tUxlfJwMkyTwcYslsrBHpNJXnjvhzgCrz2YPrnrKbnFx0dpZOf+Ti6cfotdpkSXJyGlQaCoJfZGEHpHXJ/T6hMMueZal0ir0DNv1kuHmdOv8N8b7a6dK0aCpB8MOSrMojs2PWsTzkVmZ7pQxS5cKdUmkDKeSCE1H5anSpJabtoNuuiPFZA1q07uY2ndClacPJJlm+pvrG9HW4nkjHjRFsTGxnNnGC0Lx+Nvg8uzRMx/0Epgii47E5/9qsrV01k5CT8R+H38YgdUgFyBMF7dUYvLYrVx3+614/T5xGKLiEK+1jtBt3EJxZKMc+vidHc489AhTs3Ve/LrXcctP/TPMhZeSY5DLIsKqCIyihjQMRim7IiNCkvBUU8a1mroTAjX0Bg97cfC57sCLPS8AYaCbJUy3hlkoYzt1pOkidAPbsCiaLnGe99Mk+Q9vfP/7v2cvSG/8+Mez1//cL/2hl4vX9XPr3p4XK5WHFEyjUrT1n/vYyTufl7N6pmne7TjOH12uB8VxjGVZFItFlpeXCYKA7e3tKxYTN998M/1+n52dHcbGxojjkUxOrVbjpS99KWvr62xubjI+Ps7s7CzNZpM//pM/4a677uL++++nUqlQr9dp1Ov0er1iu92+qgaTC63CoL9+Ptk6+wS5dNGLdTRpEEUh4aBN1NsmGrRQWU4SJ0RRjIp94kGPLNcJwxjdKVJbOEB5chqpSeLAp9/cxChV0ItVWp0B5WqVXOUkUYouNRCCYrGAHyWowCONQxIkVrWBVhrH6w9I+i1c16E8OTOK8p0qSZrRXjlH7ncJ+ztVv7P4D57tHlzVCOnixYt2d+nsB5+49wu3WIbCKVWRloswbKSm5ZpuaCrLRBr3aK9foNvtCiUeqG+srHumbWiWU0z2HjwgaxMzSaExGQT9TjUOhxQq47i1KWG4xZEuVTKaWE+jAE0TgMwM2/Ux3CzP0pJhFRCazFAos1ATuVLa5sam+qsvfNE4+/ijxr6ZCtef2MfsiRcjTauUN7uzQOdq7sXzFN8q6rCBPfg7+/zlx8tJmGh57BP0dshkGbKY+vg4gyAjaG9j18Y5+rIfYOnUE2wvn8OwLWxLkmcppmWOrGdTn9bSMkkUcfQlt1A7/BI0t0Jp9jjCsMm2L6AZRUBpqFxHyMt1JIvRNXlN15Au490f/HT3937hJz+QJcmB9tbqD5iqptmWTZr4OJaNMAyEbqAh8YOAjherKHc+trSV3fe9XqsQKHjXo3/6m7/4C66m/fmY4deK5g5Kn3x5vXJsDj7+vFLFF0KogwcP5r7vvyJJRu+TlyOiNE0pl8v4vs/Zs2e57rrrCILgirfR5cYH13VxHAdN05ibm+Phhx9mcnKSz3zmM0gpr1hRLC0t0el0WF1dZf/+/ZfFWMuO45zgakaPd9yRBf/HTzR7y2dm2ksXKIxPU95nkimBJrSR+KRSKBSx1yPLRrWlzvI5uhtrBEqCNLDLJQqlMgdvvYPlUw+xffEiUZzhGSU6rTayVqQxMYUuBSoX5KHHIM+p12oMejvU44z+zhbuwgKGrpEHHoMoRJMtqlOzCLNOFAQIlWEbkClF4vXQVH7g2W7BVSOk7e3tYm996X3NlSd+OvLaaG6BYbdDEnoYpolKY5EpJXTTxG1ME3Q3efL+r7K42tTGG+VS2/PYf/gQRYtcN41BmsRITYaGrluQa3Z9dmRnDqgsIYs8VOyjV6ejOPR7mm4UhaYJhKnyPEOhRJokWmtnS2xtNbn3a18VDz/8GFoac2xhZI+uSZ0sDmytXF27WvvwfMTf9nB/Kl2XH1Sd87P91rYTY2nOsIU/8MgJyXvLRP0WYadNc2uFYn0CZ3ovhVqdaNgjU5VL9Q+TOAqRhkMaeOD30DXF7hM3YoiUeOVBzHyAPPAqNMslC/tCt4oCMTLiZlTHutxld82T0SWo7eLGKdVx/kBT+s2h7xd0KTDtEkLPCXY2SIMIijXM+hyxGJ7p+/773/X+33vO0sfheOE+sxV/hZ7xunSuJEpuqRzoxgLPP5sWUS6XD3ieN3FZu84wDJIkYX19nfVL0Y7nefR6PdI0ZWtri5tuuom9e/fSbDap1WpXIqj77ruPY8eOcebMGVZXVzl48CCHDh3CcRxKpRJ33XUXrVaLCxcu4LoumqZZeZ7vupp1TgHq4uGXpCJNWHnkIQYDj61uQGFigfJYA1PzcQsl0mhkBqnSjLC3SffiEwRBhBfldHoeliFoTE4we/3N7L7+NtpbS3j9PttrK6g0odKYQOgmlmWi9NGsVZwJ2hdOMzFeJskUpiHxez0gxS66pLpASAM/zCCNSP0WjqHh1saIcoGWCyxdHv3Yx+6Ub3zjdy6pdFUISSkll86e/ftnvvmV/2H17APCNCSlag2nWCZNYhQj0zJNSoVSQmUJ1al5rnvJSzh0Q0p1ck4F3lCUG7PkQhtsXXik4pTHlemWgmJtwkkjH6EgTyOs8jhC6sTDFk51GoTMDKfSz5PQUQo3C4daFHh5HMfa3V/4LJsb25w/v4hjSm7cN8HkeI39B3dhOEVyBUKa3cQ1r3rB+PmIvyVdNw7sy3pbjSSKjEQlxMMuKktQQqCSiMHmCsMoZWzvIYj7BOtPMLd7mtOnzlGwKwRRShg1GfZ6VMZSdC2jub1NdWqaaOs0WVujOLVnNBjdvQhZhjBLCLsCI/KRTzteKGQ0wuPjWvGgOFSrlWRpvIpKQ9I4QqUpuutiuDY762vYZjHSrMoHtC+unnkul/uWt5wMP/S/vv1fJiI/OquN7XethkiH4fPRu0pNT0/f2+12P62UutMwDNI0pVarMTs7SxzHpGnK+Pg4URSxtbXF2toatVqNubk5API8p16vs7y8fEVmaHpmhhtvvJFDhw5x7tw5XNclDEOmp6fJstFz9pJFhSoWi8Z73/veq+oWIE27b7gutbE6i0sbNDe6JOeX2P+SVzA5NY5IJUIlGMLCrU4Srt7P1I23owlBlKTEYYA3HGJYDppZQLNMjFKN1E9YXVtnbqKBadskwwEDH2pjYxQmZhj0u4xNjVOenMTv97F0gzCOsVWZuN8nVwqr4GJaxiV7jAx0g2EqaG/voKc+43N7F+ZWXZNnUY+/KoR04Ykn9q6efuBdi2cedlUSUR+bROoS3S6QKUgjD103tDzNMdwCmhAYhTJzJ34AoRkqTdIsXn5C3149S5aLimnZyvcDkiw3LadI0G8hNI1CeeSiKKSBptsITc+yJBRohp0jHJXGpkLDH3Q0f9Djm/fdj4pCXnRkF7NzMxy88WWqUJ9Own7LCPyhWFtexBsO98yb5i7gsauxF89HXCKib3XT6MAEWTKjadK1yxUtD2KGvQ5BpwWGS5rm5NEAb6fHsN1BVxHSMDBKk0zPzxDkJkKTFEsV/KGHpkk8L2TgJdzwituwKlWM8gSJtNh+6OvsvT4jL86ju3UwHJ7GP+IZB0/7vGYbHKZrNaXSnTQMBkITDTTbIm2tk6gMpzqF7lSo2g3aW70v9KT+p2+8SoKdzwY/+8u/e+rPP/Ced2vV8d+Kc7WZS/vx53pN3wrT09PJ2bNnJy43JmhS4vs+p554ApXn5HnODTfcQBiG3HrrrXzmM5+h1WqRZRnz8/O4rsvi4iLdbhff99nY2EDlOZOTkywvL2MYBqurq0RRxOzsLI1G4wqJ2bYtisXiTcBHGDXhPGsopcTmNz5qFuYOYjo2eqlKeP+jtAZNFh/8OsGh62lMT1FwXUqmS9Bv0l16EtPQcaoNpFvE0sskuWKws43XblOe20OWJDz5xGnyNKXaaCCEJE8CiqUymi6J4nD0cu4UkYUq+XADdEmS5YRRQhZn9DYXqY2NI5jEaMygaS5xLug226jIwy4WyJJwLq2WijxXhKSUkquLizcvPX7ff1l+7KtT2+srZGmG1AWlcoJbrFIbG8OwSyiVo7IEzbBHApJpgMoiUr8lwmFX13MfW8YsXzzL8lpHbLQD0DTe8A9/nEqtwaC1gukUMEYKTOhulQyZqSzRkmFrXtMtgRiN2qRJTJbG1Es2N95+HXuP30yxMYsmdaVZxaUw7e469dgps7XdZO/ClLaw/8j3S4fdM6EDNVReEU7FAE143TbDwRBDKKySRUyBuR/4MdS9d9FaPo/X7ZFEMWa9T2F8L2lqkUYx5lQNtziALCPqN5ncvYcwiDl73/34A49itczUVAPNLpMlIZphjHr/R1BPO+Ap+3QB13b798bMh7L5/mt6htDEcHsFtzSObMziWha60MmsGrpVa/pb/m++8V3vf14MaQuBUupX/vOXPvHvv55npnrtW376eakCPjMzI1zXHQwGA3zfR5MSlOL222/n+PHjaJrGmTNnrmjYvfrVr2ZlZQXXdYnjmGaziWmaDAYDer0evV6P4XDIvn372LVrF47j8OCDD/Lkk0+yubmJ4zj0+32azSYnTpygXC634er5SAkhWP7sB6VQOU59gjG7zPFSjd5Ok6XzS2yceQyzVEUInSBcxVYhhVoDQ6V4/S4mIykgy7TQp+YZDvqkoYfVmGEQJDSq1ZH4QJZj6RrFSpUcSaVexej3ifIQoXIMKdB0nTxJydIUy9CoTs9iuGXM0hi65RLHEVkakw3bFIoFkAZBe61WLc8cAXa+0z34jgnpi1/8ov2lv/jEDzeXn/yFC489MFUq2VSrJTQB6+vbVMOUamOCNE2I/P7Idlw3SIIhgiIqS9EEJHGMWaxTHFvAay4zbO+wfGGZzuYOMRp/9Zef4o7X/nfobo3QG2CVUzTdBs1ASD1WWWyiEi1LMjTdIs0h8Aa0tzY4tH+eiekJov4WWeSDtLWt9bUDORp5OGDvrmkOXnfj6sTxvS/oGtLfAQG45ImdDVqaYZn0t9aJM4VWqmCV66jBJsLbQnfKTB8+SjZsEg/axKmkF3YwLJc8jRFCUqg20EXGruPXs7G0xtl77yEP+tTrRZyaoD5zdOT3EiaQRAq0yySUM1JnyHnKHPAFkbor9+60dNM7ruWRnsaQyYiidLAsm2F/SC7ieJjov1/1pr76XK/16bj0AvCsWni/B8jHx8fP+75/ZZ6oXKmwubnJkSNHGAwGxHHMwYMHsW2bcrlMpVIhjmOWl5exbZvZ2VkMw2D//v3ouo7neRSLRe699152797NzTffjFKKb3zjG0xMTFAul5mZmblsbxFzFQnp4sUvWpx/rJ4NW2iOg2ZIKtMLuBO7wC7y5EOPsLO+ynrQwRQZN77sB6nXxuieuY/m+bNozjpOtUZtz1GkZmBLC0yLzbVV/G6Lsbkp8ixDSwKyLCMIPCJlkWHg2gWKlTJSCGSekKUxRdslGPSp7FrAEjqJ30eKGKkbaEoQDwNKYyMrmhydPMtERHoA+KvvdA++E0ISZx9/6OjS6cd+4/TXv/Sarc1V0Wx1KBYcpqaNsh/0AAAgAElEQVRqSKlRcC0GQx8lRtkXoRnkSCQCpRQIQXdzle2lU+RZTLExx8KxW5RVW0hnTlhodtUoVB5lfbvPysoG6xeeYGJ+L7mREPTamIUqWZYrIXMUmp4rRhPMSuIHITvr6/RbW+w6cIBCuToy6xCSXCnSoI9tSY7f/GJlu0VRm91/FnZ/P7R9fyuEQIzQJIkvBIpqtcB2s490Kihpk2BiO1Uivw9Co1yqMrH/MHEMwUOPIW2DLEtJQx9DalhuGc/bZLizBpnP4VuuY9f1N1Mcn8NIAnKjQrR9GpEnmHtug6fIKL10ZPz1FN017ejryLRkO4UDpiuEWahRdMsoleD1eiQ4eb/V+0Q7VO9/w8n3fV/UMa8ixGAwODgzM/PKnZ0ddMOgeEn6x7Isvva1r3H48GEefvhhDh8+TBiGNBoNwjCk3W7j+/6VWtK+ffuQUtJsNhkbGwOg0WjQ7nQIT52i3W6zf/9+Wq0Wm5ub9Ho9Tpw4QRiGteXl5av24mS1hlpu6Lbm1EjjHkpIhCaRmkV991EWMsnKZgcRdZg6eIJqYwJN9bCKFcZ37WHYaSIuD16jWHnsAaIopI/OeLVApVwkbG2SeF1K41OE3S6aW6K93idzJFm5jFUsYVca6FIS9FvoktHfNAzc+hRD3yfqdZG2jV0s09ryCYMuRhZhGJIo8vc9mz34byKkR7/+9cko9v/5hYfu/dn+1sXSxFSZLC6i0pi+F3D63Cqz0w0qJRct05CWm7v1uaam4krYb1q5oVOcmAchsEtVNpYu0OkMqE91SYQpbNtJg+6GXZvZy0vnDuRJ4IknHn5APPjAY7zYKVFtjDPo7lA2HFSWk0exobJYy3KNKAoJgiFJmuK4BsXCLKZTQGkmSmWYTomg16JQKhEFPstnT4uFvQdJ4ujbmdS9YCGESJRSqwg9U5qJ7pSp7T6MrHRJNBfdKZDlOXp1jqnjt+Ktn6I4OY85toBjuOxx57h46uzI4Msy0XVJFvqsnTtHEMbsO3GMvbfchl0okacg63vJNBuvtT7SxxL65egoZWSdnvI3yeiaxni5NGsaaiGTudClQNdBpZAbRcJM++b6sP3ON73z37ae63Vea3jnO99ZUUr9qpTyqOu6WKaJ53lo2sj4s1KpcOrUqSt1oPHxcebn5zl69ChnzpxB1/Urit+2bbOwsMD58+evRFPz8/MUCgU2NjbYv38/i4uLRFF0xdAvCAKVZdnWxz/+8asWIUWDYi76TS3cvgBZglYZA80lVSB0E1mbYsosgpqmOj2PYeqk7dZI+HhmAXd6N0ahgrTLZJlg+sBRttZXaa9v0Zho4Dg2Vg6pLOEWSwy219B0h3LRwjZ0SGNUnoOuo1RKcWyKLAerVEbpDgpFtTBDlAHkBIM2QXeH3OtSHh/HKtfJo+RZWbt/O0K6Ulw+9cADty8+9LVPPvbNu+u5lFiWhSUzLNOkUi6wtrWDH6UUCw61cjk7cPT4Q5XpA3/gJfmmnXr/Rqhsr26VRwKSmo5uFzh4462kcYBtW0TxEH9n1TENmzxPMZ2ScMrjHLxBUiwX2V65QJzk1CYNpNWlUGkor9e0pG6SJhnoDpqpE/Y3SDJQpkOr3UNoPqZpIQaji8nPDL7w+XvYNVlGxRFZltafzQa+ANBCyEgZbm5OHMTAwtGr6LkA3SDLFaK+D9vbQlXqqBzijcdxJ/ZQ2nsLxaZPkiRguOS6jpZEpP6A6vg4s9e9FJEnRDvLmMUacnIXQX8by7Ewpo/BKC10OUKKGZHS5Rv86c0N1yzsUunGPPFnJGDbJjmSXCvjK8Presn73vTOf7v1XK/xWsRwOLTCMHxZnueiUCggpeTy5+bmJkIIjh07xtTUFFEUUSwW2draQtNGWgBCCNbX15mfnyeOYyYmJtA0jampKVZXV/n0pz9NrVZjZWUFwzDI8xxN03Bdl0OHDjE9PS10XX/lm9/85t/9yEc+0r0a55TOBcpZHZd2npB7bZRhEoUBmcqJE0GWppSrFeLhAE3l5EGPpNchCCJMV6I7DnkSohfqqCyhNr+PSFr0ggBLaui6TnlsDyqHLI2Ic4mVBKQaZIaJoUvyOEQaOrqELAmwSuXRwK1ro9sOSuiYpkWOhuh2qNTrWFMTCKlh2eU0crVn1SX6txHS07uctPvu/vKJxYe//vFH7/1KvdXcIYwT0HR0UyeNI9q9HoYmQSiyTLUq43P/59ntwe/86M//WPf1r3+98Vv/y9sfkSrdK1AgNDTdQNM0JvYeJwsHRP6AgmEoXT+QZYgsGHbNMIwJwkQooau5AyfE2EyXfruJUorA9zALVZGlKWmSI6SGlCaGbRAmGQ89cgbNdPC9If1uD1PXaVSLNGpltjc2+Hs/eBvnT59iZWWFqfm9G89mA18AEGhaoJVnszRZU7K6IFRwAQUkScaw26aSC0RxGq3UR9dSiBNSvweOR5Kk5LJAkmYMls/i2JK9N92KU58gCbYIA49SrYEzfQBRmkWKAe78DVCe49JlphgR0uXjch3pmk3TPR2DID9bkvSzPKz7Qx0hHYSVE4Xq8/iVu57r9V2r6PV6jW63W69WqwghGBsbo9VqIYRg37597Ozs8JWvfAUAy7JYX19HCMHx48fZs2cPS0tLRFHEuXPnOHToEJ7noZTi9OnTfO5znyMMQ7Iso1AoUKvVuOGGG5iYmGB8fJxOp8OTTz5Jnue3Z1l2J/DvrsY5FZu9ab+/oWd+H5WkpGHIoD0gNYtkRplSqYogJjN0yLORUHEckoYhWZZSsEt4/SG9zQcozR8kkybN7Z1L2nwCpTSiMII8w3SKTO45CHmMLjRUFKJpOoZloMjRLBev08ZyXaRhEAy6GDlYjkUWBmimhbDLkCvCNCJobeNY/dRoNP42c8f/Tx2zf1eEdOUNNfPDt51++JsTFy4solSOYeoEQciwnVAuuizMTbO+1Yp3zY9dvO5FN/3qn/3V5z7xqU/dnwHi6OysLkR+BE0ghIY0TISmIQwTU5f0u1s8+c0vEyW5KE/MS7tcFxsri0IIXfV6PUqVsrBsB8M06bY9pt1wlH4b9oTpVoj8ASBB6LgFx6vVxlO/P6jE+YD+YEAe+sRCMOHkjBdLHP17t9NvbfDil92CU2kwvff651Ux+XuJS40DBYT0hFNJyFdVGidCL04QDYd0tpbQZJf6wgqiv4K/dQHd1Mn7qxi6hls7RpYlYJoEwwF5GoJWpbhwFElAFmwQhgmWHaGtP44xfRO5nqIXGoji1DNTc+IZP78g8BPv/uBXP/rLb35no+Z8IIrCivB9RKohLUc5pfYL5jy/1zAMwywUCupy9NNut1FKsbOzgxCCiYkJSqUSOzs7+L5Pp9NB0zTuuecearUa9Xod3/fxPA/f98nznEKhwPr6Oo1Gg9tuu41qtcrFixdRSiGlZHV1lW984xu02m2mp6ZwXVdfXl5+yzve8Y4//MAHPhA923NShmHrThnCId7GGhGj7E+EjbR0CqWqivsbQtMklq6IOxtkZoE8iNHiAK+5Sr/VQdMk+eYyqVlka/EcBVsSpTmpb5AlGSoNqYwb6E4BmetYpoVZsNB0iWlbKKVIMtCljm5YIAXl8Tlif4juOqgoIckF0iqiZynt5hYF20U39c1kEBtPP6eTJ09qR3ncna6MTVgFs2EY9gGn2qhkab5Ynth/Ls0bK3vuuOOKBNO3Tdn97smT9vbq0iuWlxYJkwQpdVCCKM2pVStUyyWU0HrT0zPv3r3nyKff87t/tr24uAijiXvto3fdpd78Uz/cskw7F9LQNClRaCgFeZrSWj2Laei4rknY3xJLZ8/ICxeXmZicFJsbG1jFCmGuUa7UaG+tc7MwmdlzGCENhBDYTgHddiPNcO9FMz44d+jG4at/pPMfty8+XNxaXcfU6zQaFWpj4xQqDbyhR6lYpD4xhV2fzc1C+clneyFdw7g8iNqXjV2xtnpaCc1EMyRZ3CJPc+I4IfI98tUn2F5vYhsJMveY3HcA03HQSxP0+wHkKW65gVOtEw86WNJHkxp55oNWJcs0lLcNuMjyNGjyMglpl9ahX/qEv9kGfs1CCNTvv9X8qDTS8XrV/ZU8i1w918hC/VVDJX7yYx+78w+fzWT79yNOnjypXbhw4UcMwzB8379iIWGaJoVCgeFwiO/7VKtVXvWqVzExMUGSJPi+T7fbZXFxkVtuuYVms0mhUCAMQ/r9PuPj4yRJwsLCAp1Oh42NDTzPI8uyK7JDmqbh2DZxHFMoFNizZ89Ler3ejyml/vTZjiZErQ1U7JOFHugGIk4YdrtkRQtNBlFlctcf6SJ5Q5Rs1CuVMprvE3S7WI6D4U6hAL3YQJhFet0eWxsbqDgkt8uk/gBpWwzzDCklThQRhx7lSgXT1LCMArkSCMsFlZMNu+iGjpQKDBvpVLCcKlGcEvoeXr/HYGeDZNiGNKIvNWoTkw/n/r6zJ0+i/f3ynVYi63NptHhbFBkvdkv2LVmW7hemU8EsiyxukSZeLmz97MUv/6f3tQqt/3jzzW9Lvm1Tw77Dh/fd/flPVVp9L9N0Q+qmRa5yCm4B17aTUrl8z9TMzB/88efu/7P3/V+/oRg9VC7Lv8hWq6X7g24309GsQkUlrS1hlxpopgRhqKmDt+T16aYkD7ALNTVx8XHRqJgMBx550aAfBehKkXQjThxaYH73rlHbodTRpMzQJbk07vnKNx75hS/fffeyECJ8x5tecx/Bzh3zu3djmyPCNu0CaZJgOy6DTpMkzbBzoeIw+a55Ql0DEEAEDJFW4k7MKW97hSwT6EJRmZhha22V9tYG0+PzdO/7KqWyS6lSII4zCiKn2Jii3b1IEoakQUQSxTRmpzFsm8HGNlqa4Hf7VCZqKLuBYVbRi2M8LQiSjDTsXEbiqgZPddZd84QE8LYPfSj57Xe843eNoj1TahTeqZNIkcZ2mqr3Mdi3phSfHWnJ/f/4djh58qR29913vz6KordnWSZM00RKia7r2LaNpmmUSiX27t2L4zjMzMwQBAGNRoNqtcr+/fvZ3NwkyzIMw6DX611pfKhUKhiGgWma2LbN9vY2Uko0TUNKydTUFMvLyxw+fBhd19nZ2cE0TS3LspNvf/vbHwSeeDbnZhUqfqwSNN3AKZWROcjOkOb6Eno1/cupV5z4eWtr8pt1xO8Z+FrkeyD1kXKCyjDLkxjSIPADYqURRzG6rpHGCXmeozSdNM0wDJPhYEC9XkEkAZoskStBmmbEgx5SSoQAzbIwytNohkmaxgz6HsPWFonfw5CCkqOjVxfobKxgWjp5mq/749tjt4U/85peEL9Wqt7LLUuv+7GnRf6Aysw+vG6TyswBdNMkCj1N5NohLc8+NOXsnv/iF7/469/qYfzXpuX/x/e853SlUX/tjTde9/n5mdmkWqnkk5MT0f6DB+5d2LP7R2cPvPhH/sl7futPv/SlLwlGDxOD0duuDsgfvPXWEqm/J/HaDFtrIg58vG6LYNAlHPZUkqT0mmt0tjbobS8LzbCRmsCSiv0HZjl+aIoT+yd56c37OHbji5jac0xppqOiKCLLlaZ0a7i63b/rzT/7s5sf/vCH+cQnPiGHufFBq1hThlnALpRxHJcs9olDn363i7SKanttlfOnHpSx137eGpB9D6AYNRNEIDI5fZzS5Bzh+pMMNpfpNXdwq+N02gPMfXdw9FVvpDY7TxT4CKtCHvlIwyCOIjaXl9ha36Dd7qE7ZYTUKUzsIuy36K9dIPE6CKeOUZ4a2ZiPoDG6XgpAnZFJYJFnRErX6lDs0/E/feADUStNf601UJ/0szwfdjbIWhcns+72r//Rr/3UMaVeOGnK7yZ+6Zd+SUkpoziOK6urq6ysrjIYDK4Qh2EYlEolwnBk4Pnoo48yNTXF+fPn+epXv8rjj49EJ7rdLpZlYds2W1tb9Pt9giAgiiIWFhbY2dmhUqlcGZyVUnLkyBHe8IY3MBgM2NrawnEcHMchiqIDYRj+9m//9m9bz+bczGItU3mCUR7Dqk9i12aY2L2f0tg4QmUfufnmtyXCqvyXSr2xJEVO5vdIhl3aF5+kv3YRoevkWUomNDKhE8XhpaYEj1RBmCg008UulDGkwNDAKhSRhkWSxCRBj7DfRsVDciHIhIHn+XS6Hr1+b1QvjjzK1QrV6XkKkwvoxTK1XQew61MI3brDGvr/Wc/T3xFZ+Iaw3x1TKtWqkxO0mk2SaEhhbAa/vUYcJwT+EN/r5F4Y5O1u1zxz5k/FMyOkp98UCtDOnTvHP/v1Dzz+hx/8Nz+199gNL8mSaF43nHYz73/6Z37mXwSMHipXCIi/3hAhb3nJi8byqL8n9rvkucbO8EkKYwskaYZhWdr4zN6sVJtUKhkK0ykSb5xlbmEWKSWmWybLc7JcIwqGCCDJlAjDgWpvb+WVsfGuF2b/99v/2bv/Hy556XS73fiBR05duGVGqShsi2EzpDw2i+0WcStubvTaWmdnR+Q5OCJT5VrtOdUOe47x11tWpaXcAy+jtvYkQf8ROl5Mr9nFKjdIMgHOOO7sUdyJOaRTIc8yQOPMY48zaG9hGwLNtBHk5LlAsysUx2exXZfyiVehFScQ+hX+v5yuMxh5IU0C88AyI4+ZAd/aLuOaxT951/vbf/j+9/wrL0zHkmF2m6tCQ1fqejtOfv+Tv/Hf/zz88cPP9Rqf73jve98rDMM4WCwWjVqtRhzH5HlOGIbkSiGEYDgcUigUWFpaolQqcd9999Fqtbj++uvZtWsXlmVxqaxAGIYMBgOSJMHzPG677TY2NjYolUp4nkepVGJ1dZVHHnmExx57jN27d3PdddfRbDavSApJKel2uy/e3Nw8BjzIdxjZxymRXmgggia5SkaKCraJ5RaRmvsYwPEfOrNz8TMFhNTR3TJGnGLN7casjBP2+ww2l/FyQWsYk6cJGRq6aaMpQZLEZLGGECUsy0ZaFkpA5PcZNrcolguYhk6OQBMmcZQR9Vt0Om2sYhXDMEgz0JOMYGsNr9fBdApoho7lFMkS73CeJ+huifr0DL1uhzSNKVfHsApl4qCPWayjpJ5tbG2fO3Nx6f5Hz6+efeL8xvLXHnzi63Eca9+uqeFK2uQf/9wvdoC7brrpJnH//fdf/nedb01GV2oALz5+4MVh+5SZxwNazSZREDLYvkiSSZz6DJWxWc2tTqcyHeqR1xVubRqVJehWgSSO8bubmLZDqTpGmGn0/eTJex549BN/+V8/+9DDDz20vdls+pe+1760DmN1dc2+fdc8pdoc/eYG/c1FtoKQifm9mltuMDY1hVApxfG9G5678KzC7Gsco6aGESHogBCFMRo3vY5cM9m85yu01jeZcU1yBUpoKLOMkCbDrQuYjT0oo8za2ipx6KOkjlYdIoQiT2NIIkq7b6AwtoCcOPF0Mnr6918mpBngACPZER9YAzylVPJCIqV//D//6ukP/POf+Ed6Gr7VmTn4LvJuacwevjQW1rs/c/IfvfU1J/+k/1yv8fmMlZWVahAE7+r3++KyEvdwOCRNU+xLtR2lFIPBgE6nw9raGuVymUOHDnHkyBFWV1dptVoUi0V8378irFqpVCgUCuR5jmEYzM7OcujQIZIk4fjx4zzwwANsbW1x9uxZSqUSR48eZXNzk36/fznFV86y7F+cPHnyp0+ePPkd+SQJTQpNt4jDEEmCQKJLDdMwYtefXwT40pfQ9gglVTZyPqjuOUacKXS3gQgGuJNzBIOAaPsiWRITDPsYtovKcmSejf6eZeKUywihiKMIlUaQRUQ+SNMiTxQCnVQ4bK2u4LfWKUwt4Hc6uDJFTEyR9ttsr61iV+s4YzOEfojMIpxCAccxEUlIqVInTRPyOMIuVIijIL+wvNb67DfPfunD/+kLn+x73iKje90DtoH47yIkxd/sdhL333//lfoQTxWjNZ4y+7s8dS/uvPPO+nTd+sVhP9LG53bT7Q1IPR8jT0edL94yUn5Z7Dl8wuhvLdJrNxEo5vbsp7u1hD/00fKYaqOBZtn4vSHLO4tP/Mt/dfK+IAhiRpYFGqP5lfjS96atdtsp1W/Csk3qlkNj3qC/s4rXa5P4PcxCFcMqKCHZ3rV791URRrxGUQGOAAuMajgCoSHH91E7cjvVUw9w49QNZHmOUmAUKgw6KxB7KCQpJp4f0Oz79P0IJTNu37WAYWqoXNBZOweNOsXZE2im+62+//JLjQtMAIcYqUeoS79fBXpKqfQFRErqHb/50fXff+tN/zramm6JNP3fUtMyGYt+VFWs0wreK14gtbPvBsIwnKpUKo3Z2Vl0XWdtbY0sy3BdF9M06XQ6hGHIxYsXCYKAer1OqVRiZmaGe++9l6WlJebm5lhdXcWyLDY3N7Esi/HxcXzf5/Tp0+zdu5evfOUrLC0tMTMzc6WDb25ujlqtxubmJocPH8Z1XQaDAYPBgEqlguM49vT09HfcoBKgXFPlIARpEJD0mqSahWXI7OUnT6YAExNHNbV00Y77bYRhkyrIEcReF8OtIJF0lzbwBz2yJMKwnJG6fC4oFUq41Qpe4BMFfQyRI1HYtokmNYTUUZokCiJsu0pzfYPh+iJupYjluvjDAZN7D2A4RQLLpjwqm1Co1Bh2ulQKBQzbQUlJlueYEgqlGkku8sXt4fCTn7/vzKe+eN+Xmj3vC8DDQIvRM/uKZNjfRkiXyeiZheXLHVHPPDSemri/LP2iv+aVLztO0p8tTcxjVSbJxCn2HT1BFnaZljoPPrZInGYolYPQECimd+1F6gLLdjFNC8NyMewyYeDhD7pKZBU7y7LLHjqSpwYrL0/65zs7zaJuWEqlo2HYLIkw3QpC0/C6O+SJT6qUkJocu//+v7AZsfT3FZRSDvAG4FXAPkakoAEI3cKaPcKRf/DTnL77L0gSgTRtMpWTxTFbTzyELgXlhR0sZzfL3YjtVo+SY+B7HiiF0ASFsUnsSh2SAIGCS7JRT8PltJ0F1Hjqwrx87UWMCOqZckLXPN72ofuTj518yYeHxamf0dP4eisUZt+JXv3xk3f+Gic//v38kvR3olardXd2draazebey6m5sbExpJRIKfE8jyRJME2TWq2GUgrP81hdXWVhYYEf//EfRynF2toaX/va10jTFMuyrpCOEIJCoUCapvT7fc6fP08cx8zOzlIsFqlWq9RHjrGUy2VKpRJra2tIKVFKtWu12nes3CDCwAnbq0hNjhoQkCSpQEjriqZgLXD0RMhK2N4czQFlClmsoRkGSRwQRx7drXUGO5vopjVaVxajGxYZOX63SalcwhCgSYmm6ygBcZKBTBFJRqIUtgLdMCnPzGA5BXpbqzS3WszOzYIMCYMQWaqjSwNNpRRdA7tUBaFGgq7FGprpqrV27P/5Vx879/m7H7r3/OrWZ7MsuxfYZBRA/I17+plNDd/qpn/m7y6T0uWoSPBUVHT57UAC5uxY/UVL5y/opcn9DPsdzizuEMUpultDaSZjjRrbrTZ+mKj6vheHh25+BeXGJEibLInQTRfDKZLGIZHfY7h9EZH4BSnlZTLSGUVJNk+lniqnnjhjCcMa2Zqr0TMu8Tv/L3vvHWfHVR5+f8+ZdnvbXtRWktUsucjYxgRj3HAMhAQCIQkJhEBoP3BCQg1J5LxvICQkkBDgE/Km/JKQBDsxYAgYsI17kZusZnXtavvevb1Nn/ePu7sqXlcZVDzfz2elu7N3Zs6cmTnPecp5HnzHRFNVXNtGqgq+H2j33LN/MU3wrGZu/dF1wAeAVwK9HI1ugyAgCCRqogutYwWeGkfgI9wGvl3HiKcIFBWrMsNAT5J161aTTCZwAsH+I5N4joNdmaU2NcbU9vuoHbgfzOIz9fK8DzJGO6hhGbAWWEW7VtNpWT77peBtW75aN1Idn6m57jenpkZ/rBC5q9SXPasE70nytCdm48aNeSHE16PRKJs2bVooI6FpGvl8Hs/zUNX2PDsWi5FKpRgYGGBwcJBKpUKtVsOyLLLZLJqmzQsSLMuiUqlgmib1ep3e3l4uu+wyrrrqKhKJBJqm0d/fj6qqC9F486mE5momBVLKbbt3737x968+famixyAAu9nAcSWB0DFNc/f8V/xa/krfbhiJJWtRYykQKq7ZhCDA831adruatiIEgesQeC4ikKhCIHwHIRXsVp1Go45lWpjNdqBXsVhhcnwSB4lixNtmwHiaqbEJyrNTRCJR9GiEmckJHMdG6gZmuUhjapTi8H7SuU5UKUBRiKRymIFq33zP7j0f+cJ/fOPrN/3wT/eNTHzO87xbafuILZ5hgvlcJrsTP5/4gCy2un5hXcnd99711M+/+qLAC6QYmyzw0O4JWg6sO2cZHR0dxFM5vn3HPfQNnWdvO7Rt+1UXr7rQa1VV3BaaJrFaVRQjgm21UFWVzoHlYqpq9+VyufT4+Hj1mPPCMcK1UC5HPd93A9eiVS0BAY1aGdu0sFpNlLZdFjwrcu7KviwwzVFh+nIgDbyHtrlu3v83138BntWkmZ+gMltAJjrJ6TGiioUXjZLp7ASnjmtH8ZpFRGOcV5y3jmTEIBqLctF5q7HrRaz8KLNjYyQTOkiJV89DsooSSZ2oJcHxQilL23zXSXuScfYV7TuGt/7Ox7+3ZcuW79O1Q65fSvC+l9eaJLlq1SptcHCwT1GUlGVZqb6+vq0337ygIYqenp7lU1NTwwA333yzbDQaSldXVysajbYrnc6VkZiZmaFardLX10ez2aS3txcpJZs3b17wL81n+i6Xy7iuSzQaxTAMPM+j0Wgg5p7L0dFRLrzwQmzbplQqkcvlaDQa7N69m6uvvpqdO3eSSqWwLAshxPz6JqGqavNrX/tasGXLlhfVGUai63q7MY3r2ni2g23bSF3DiLSD927e8vYrysWZf0moEh+J3aziOi5KJIYXSWC3TEw7wHIdIpksihBty4TnokgFVYuiaO1MDAQurlBwG3VM26XRstBTOWaqJoEAACAASURBVKojeTp7e1CcFpFoHCJxXKExNTmFaztMHiygeg69y5bjZrJtge67+L5DLJGiZTn+A7vHJr55++N3bt0+/F3b8x6i7R9yeB5WjsUE0rNpDPNmuRO/e+xK+4WaNn/51W9sX7d2w82mPf7Ljz95UPo2PLFnglbNIdNVDGotc3asUN3xsf/3bx93All/3U1fvMBz7fbiGLOJ74NVL+EGAkUz0KJJkq7de96G9UvHx8cPcjT32bzPQQfkB9/1Kxfqwk54eAROg3q1Rn5iDEXVUAiIJhP4dgunOpta3bfmncAXOFoG4eXAucBG2polHHu/gwDfc7EaVSZHDmN09NG7bAVmaRRPpmkESRyjE98rYPuSwK7R3ZljJl9F0zR6O5IIO49QVAbXrEIKSatRZ2bHD0nVSkQHL0DLrXgmoQRHNd4IR8O/z2q2bNni8/J49sQVV1yhHDhw4I1CiDd6nrfWdd1coVDIGoaR9H3fGRkZeWD16tU3NRqN77qu2x+Px7+2cePGb6uq2j0wMDB97rnnZrPZ7Hvj8TilUont27czPT2Nbdskk0kSiQRSSlzXxXEcxsfHWbNmDclkEt/32bVr10Ki1SeffHJBCEnZzvXmed6CRtRqtRYCFwA8z+Puu++mr6+PVqs9Se7o6EDXdQ4cOGAJIR5+sb7OwkPfT9WaY9c6tQKe4+CgYJkm0nZp+qr671t+fdCTwbcUPZIJhI9jmXg++LLtwtcUHRnRKU2O4WlpFGnhOS0UPDQjgiI1tEgCAhe7UQbfwQ0kzXoV03LRYgnqM7OomqSQn8ZVdBLpHGqkg73bHyWbjJPNpkkl4gjHQhUB2Z4eylPj4Lk0G6a3Z7o1/d937rzrRw/u+o7teQ/SNs29oEoKzyfb94makkNbm5gfUY6ZXcMx233btu13v/8Pbrz26tfcVimWOivVct3xfSYKdXe6vKNSqDUrjUajDkR+7rJLVnpe4GhGTKvOHkGRCp5t4totAqFimi20aAq/VYm/5pLzLrjt9jumfN83ab/I/ty1RIHouqG+DZ7VxGmUKIwfZmI8T0cuSTyh0dHTR7VcJZqIE0tEhR4L3vHw7bf8zyVXv/kQL4NBIQgChbaZLsczTTwCn0DVyQ4OEUnniKd1pid24zizzEzmyXZ0oxk6SjQN0Q4Gh1KU6mCaFuWmRAofx7TwXAehJ3Fnx4naKl66gBsZIZ3oRjESi515Pljm2OfprFkg+3Jm8+bNnVNTUzfs2bPnGtd1L/Q8T3McB0VRqNVqJJNJDMOIxuPx60zTvM627Wlgf61Wu8yyrMui0ehC5Fw8Hl/IuDD/+7wvqVgsoqoq/lzFWNd1GR4eZmZmhmazydq1a1m9ejVTU1OYpkmr1ULXdSzLwjRNYrEYnudRrVaZmpqi2WwuZHgoFousX7+earXKqlWr2kUBpaSzs9NvNBq3dXd373+x/dMMau+yyhNpuzqLa1lY9TKiVabpa7R87cjMbPUjjoxkVq8qI1WrXZOsUQNVQ9HbsV1+4FAolpmZLRJRA/SgXVxPSBCqwPddvFaVZmUWLZZEqAo9S5aSzqTRNAXP9Wk1ajiNOlo0RrXRpNGcYPVAJ42Whe84NIBMIkqtXiOW7SHeO4hnWfzbj7c//q2H93+5XDXvom1xelF+0OcSSItpS/PJME/Uio6tW+PTFlzCBut7t9/9PZ4utCRHndXJ66569Tp8V2tWZmhWyzQbDYQU+KU8ihFDNyKoiSSKcMS6PmNTf2/vg2MTEyWOakjzzvGE61iJcn6C5vQ+fLNKKipJZNLtlO6qxsC6iylOjRHvWe27VmvNYFL845Ytv/vGLVu+NG8GPJvJAa/lqHZ0DAF2o0qjXAItQrK7HykErWYNywkQgYcWTaAmOpBeDBQNL9pPrMNjxRpBuVBG6oLS5A4kYDsCIRQIogTNFiP7djKoxEktfVb50hZAvh8g5VkXzPByY/PmzVqlUumpVCofNE3zD3zf1xzHIQiCBS1GVVVs20bXdZrNJqqq4jhOjxCiRwiBoig4jkO5XGbfvn10dnbS399PX18fXV1dzM7Okslk2muR5suZS0kkEqFUKuG6LslkkgsvvJBUKkUmk2nna3Mc5oWi53lIKRcyg0M7Kevq1aupVCr4vs/o6OhCiYpqtYqqqpTLZTo6OpzOzs6//uhHP/qCK0/vveNrA9IyX2mWZz9uWxaNaqX9AvgOmq4zWw2oi8hdybj3zmrLR49EcauzOJaJ4wsC00ZNSISUOK7LvoOHGR2bIBYxSMcN0lGVdBwML8B2XKRnM7DyHIxohOL0DD25tmCyA4liGGhCtjWnVhNFVYlGoniqSjqTRNENxidmadgeQX6GcqlEMttB3aJ1357Jm8pV89tAnZN4Z58tyg6e23Y/b+byWdxsJ475jjxmm5zbPl//JnjF+hXLmjMHtfL4ARq1GkJVEYFPo97EsvNohkrObiHUGIFlJpf25XJzAunEGbQ+Nl1ubV7SBVIhNbCK6pFJfvCT7Vz1ytU0TRPZMkn2DgXl2SkRzfbZSPOVb7n26rds2fKlb/AsDrcznblghk20zXVPM4cFjoXVqOH57azsiqYCAR4pRqabCBwmRgv0WhqtRotcdy9an0E8Y9BvRIgnZpgaOYxJNwmlRCQRx/UCmrUC8a40IpYjUDQ83zvhwTtu3tN+XqScD5I52ycIZy2rVq26sFarfaJWq73Ssqx+0zQVKSWO4yDaddIXfqSUC0lMATRNw3HaKW8cx8EwjIWAgzVr1tDf349lWUxPT9Pb20u1Wp3XViiXyyiKQiwWI5FI4Lounuexf/9+crncQqQcgOu6mKaJEAIp5YJQzOfzCz6isbExPM/DMAzq9To7d+5cyPxt2zbVarUupXxBZUTe+ta36p99/7Wf8qvTf2SWJ5VKIU+92ULxHWr1BvFkhp7ufuqV2erH//mOqVdvGvrP5V3JPsW3LjBti0q5SiAlejSObVsYroNlOjz01PjMVLG22/HYrUlR6krrse6EtrQ7HV8a04KO3q6O3Oa1GzMzY4fJ5HL4QqBKlace38aqlctRo1HUSIxyfppYLEIilWmv7RICoSh0DgySnxonJn0cH2fX8Ox4S+/Ytn909nba64lOaux8PhrSiVrS03xFHK8dHZupQXA0LHteEM0LpnlBJgFyicgK1XdIZLO0mnUiUYPZmVlUI4LdKNPT38XsxBipjm5mJmt+pVQKaIcEW3PHiMwdj//vP79z+KqNv7Upls7EUBMkMh20vGG8QCK0JIXZ6WBw9YBXnB6TarKnZcnkYc2r/9batWu/vWfPnvnKpWc882XAj7Frq8DltAMGjv+u72K1GriutxCC7/sBmmEQS0a45HW/jOc5nNtqIqRABAGq2s4h1qzX8FyXeDrJig3rqZb7GDu4h0P7DuI4TVKJLAf3N+nqM9F7dQbEibLwuHnPsTWSQg3pDGXp0qXri8XirUKIgfloNCEErtt+tTzvaOyG53kLP/MpgHS9HVzZarWVjvkS5dlsdiGqrlgsoigK4+Pj5HI5stnsQjXYec1n37591Go1YrEYQoiFhbSpVIpoNLoggAzDWNCq6vU63d3dFAoFurq6GBoaYnZ2lmqthqqqaJpGtVoln8+zZMkSy7btrwRBMPUCukd++l1Xf9qrTP5JozCJVZrG0DS0iMRreQSK4MjwEYikuWfHSGkyX35Ny8O/aONypTY7RrNawheSeqNFBEkiGsVyHFQ9ysP7ZrYCNwN3AsWRQhNAh3wUSH35Dy7Z0rKdtwdqlCVDfdRKBYbHphhauw4jamC2mkyPjXFo524SCYOOJcuIptJYjouqauQrpjmct2bNemPsQL5150OHa98HhoFZXoLJ4/OtGPtcEXeLVflcrKTAvLnv2Ig8uWRJdyqqmhuiqeVYjk+636BVmkRVJAdHCvhSodsVSFWjXq2AojVKTasCVGmvIVJo+48kUM/ni/Vay/Zk0MCTHpV6i80XbiBQAyzbY3JqVvStDESh3PD1UsFwRNQ2a41lQ0NDiT179lQ5XsCeyZx4HVngEha570IoBAEEzNmchZi7ee1/NV1HDdrp6IWg7WcKfBQJaiSOEShAMFcErI/+obVceKWP63oIKUAqaFoEIxptl7FfPHZm/g/zAunYKMqQMwjf99+lqmr/vHDQNA3XdRcE03wwwfzvwILW5LouumGg6fqC5jQfEZfP5zlw4AB79+5diJ7r7Oxkw4YNVKtVZmZm2msPj4mcMwyDlmmiaxrxeJy+vr4FAWfb9oIgml9gOy90stks3d3d2LbNjh07KJfbdfgikQiFQoHBwUHfsqy/TafTX/rgBz9YeQHdo2tm4bdbpSka02OoyRzJrg4qE6OoyQiJhEBMFzi0dx+P7M/PSim1D/ziZb/Wl2JlszBBo1Skb8Uq0o5HsTBDRBHgtmi28Gin3CrSTr81v76yCZSBmZ7u7uFquUGqYwDHKiLVGLZsh8dPjI/hqRFKpQpCj1FptCiNTJbMiLVzOF9/fLJs7z0wXh5uWt4kUJr7afASRigvJpBiwPUnedzFTH2LmfMkYKxa0r8+nu1eaVbzBEoM162ixRKIapX7d05w3WvOo+UGqLqObVoIX8Rdx11OWxDNBzZoc21PNk0z9c+33Df+y5cOrEl1JcWeg5Ocd/5GRoYPMpRaRsPTqTZdKmbAxNZHY91LVp/7hb//13/60Z13X0n75p0VA2EsFpOe5wXzs82Pfexjq2644YbeRCIxLedLZ87huw6NahnXshBSwjGVNU3LQlEU/MDH9by5snrtyZCiKFiOjxu0tZ4ABYTAJwAFFEXg+z5CCBzPx2s2CQKwbBepnPD4+QSu75qVSsU+ePBg12233XbJd77zncEjR47MZ28IOf0R0Wi013XdD1qWJYIgWPDrAMeZ6o4VTPOf54MRACKGgTu34HXe1Oe6Lo8//jiu69LZ2cnq1atZt24dAOPj4wwPD2MYxoJgq9frzM7Otp9Ty+Kee+7BNE0Mw2BmZgbXdRfMhIbRXkgajUbxfZ9YLMaRI0c4cuQIMzMzCwlbbdvmiSeeoFQqBcVisX7w4MGr5679eT2j8UgkEshoT9Py0Y0oTWFQt8DxfAI1jhso6MkOJguOtXN4prZmxcC5g325IWk3kAIGlixDOjaNVgu3ZWFE43hqlInhUZ92TsiLaS/tOLFGk/jK/9xX/fyH3+45tqdkevqptlr4YwX0zFJkw6NZrVIQqfJj+dmDo7P+vuFiYb9PYYq2b8ihvdYz8RzXmgfufj59cSKLCY4VN12x6vFNudiiuV5OhoD2Yv15vCCganuiuXaTXP/O9yizI9vxXYunnnyCFUNLyU+Mc+tdO3jtqy/ikcef4jWXrCE/MUk0mqD18FNut/SDhCrRpMAPwPYDGq5P2XbFSMNCW7ZEZtaulfVGg1arSaNSJxGJBof3H2Hz+tWBNBvYMzPBUEQJ+rD9qNpeQCbP2lUvISEnx4KdPjj627HbnCDgj/dU1fvzdTmf+NS27faExveP04iCucFgXhhp2lyNs0hkQSPyfX8hyMDzPGq12oIZL5vNctlll7Fx40YeeeQRdu3ahZSSRqOBlJJSqUQsFsOyLHRdJ5/PtwvxJRIsW7oUwzA4ePDgQiLVWCzGqlWrSKVS6LpOsVikVquxa9eu9sRsztfU0dFBOp2mVCzwltX9/m+mLVeTAmVu7Ji3LAix+ADrB2Cef6kS2fwKRfotqpUiyVwPXqM0ZwosUJgpBPse2RVkzaa/bNkSznvn21Ra04wPH2HJQCetaoWpQpV4KkUkGoNIhoce3cGD33vAu34w42/MxgJDefrZXT+g0Dck69GUEl+5Vji6xuTI3kDzEIVCPmiNjfnZaiVYndSDjK4EmhTIpy/ReFb+fMfE4X/ZP7v2Be00x6Imu5SuWpoUmRdzwOdiXigFBMhAoCkCI5VppxDSkkg1Sq5vKSKSw1VrrFzaz3TFZcngAK5MUXXKWOPjrNdRM4aOPvcgCNE+rk+A6+tsyERpmhXc3U+2nwrbAt9H1hBX5gTGzAGhSoGWEKjCQ5UK4lkeopCQlzPHvrcwZ1MN2oOrGwR4foATBEyZHjtqNo7j4HneggCa15KD4PiJ9YnmumODCxRFIZPJEI1GFwrlqaq6oC15nke9Xuc73/kOTz75ZNs012oRBAGpVIpsNsvMzMxCFJ+UEsMwUOd8S+eccw6+71Or1ajX60SjUYCFzN/z/inP88hkMqiquiDspJTYjstOz5C7a3W9RxckVIX2pJa2KRuBKsWi44m6/SGa2x+h5QdYART8dn+6toXwfPokYmVSing2JQUtFDWB5U4TS2XxUfHVCBigRtPoiTSunsK0fLKGqsQ1qRiKQFtkZq1JQd/MYZquT3Xv4/heQJfvC10KBiUiripKvDuO8gztfj7oJzGjf74+pJcMMfdPELQ/G1JQ2L2D8qVXYQYRWs0m6b7VHNh/AMcxCKId7N4/zgVDfey+cyvrVZcVwiIR1+dmI+Jp6dECCXEVskaAF8yZmKLqwvnnv39sl4eCKCTkmZkXRu1JX3um7fgBth9geT52ADXH487pOk3naEzQvICZD2KQUiKEwPO8Bc1ofoCfz7Q97zeKxWJEIpGFaLv5oIj5AIharca9995LvV4H2gEQvu8vpPeZP67neTSbzYXzzoeWT0xM4LoumqZhGAaGYXDo0CF6enpwHIcAKBQKeJ5HqVRaMCXW63XK5XJb6ypXeNRwWB+BzohKWlOIKgJDkRhSIIVEWUTDUIQgiU9SOUHr1I9myjq6m4/1vVvQr7qadHIpeiyG36igySmUVBee1Jkcn8AZnWZTNkp3RFv0nMedW1NIaos7/08li5rsbrt27YOrU0bPT/PEx864LC+ghgI9A1RLJSKaiuN7eKZN1LOIBD6GhJi6+M0NCQn56eIvIpDcIMD2Amzfx/ICqq7P4ZrFvppFzfGwvLbAcvx2njU3CBbe++MCG3wfXwgsrx3+rRwzOZx/3U/UrOa1qfYYMtdG329HSkmJYkTRVAXPccD3COYEWst28IScmwwfPd6CpiYlqqIQiLYboG7ZBEBEVWjZLhFNXWhjNGIQjxicrzn0GJK0rpDUZFtTUiSGIl6yMSsAHKnS0AxMI4ENlGt1ZOATNBuojk1SlaQ0hYR2asfJz++Y2Pv1vfmXzmT3s+CopiKIqYIYARTG6IGjrjgFUOYX74eEnD7MmA5/sHV04feoKliRjPCRdT3E1MUKMT8//nrXFGXb5U8vGOSvdk5SdXxuvGDgWfe5c7LK5T1JVCn43YdH2JCN8d5zul50GxZDCvADASJoJxeUAhWBJgOigcTxA2KqT0KVrElHsP124ILrBwTPc3CcFygv1VDaFnrRp4UDz2s6z7bf047D8UJSCtFOwCgFCgqaFOiyrRnpUqArop3Q9CW6GgHovotuuQRWA4Al8ybUqEBEI8dYfs5cTplACgk5k7G8gPtnalyQi7EmE2W8YfMPe2eo2C6f27zkRR93d7lF3myn/+qKaETVZx88v3GwwB8/McauX9qIiqA/ptNh/HQmcHJuAhksfAa1vdSNiBIQVyUZve3HheMDmM5GjhUAgqMBDfMCa/5vL/l5jzv/mSx+nk4okEJCToLXDWYWtJFrf7iHrfn27PULOydZmYywdbbO+kyUd6zs5D8OFngwX2MgpvO+Nd3kjPbrd8tIkTsnq2zMxtpZMhbBD+C/Dhe4f7pGQlN456pOOgyV/x4uArDliXH+5ARNyvUD/u+BWbbONuiJqvzmyk5WpSKULJcv7JriF5Zk+OF4hZLt8RsrO7iwI/68rvm4xYXi6FZFLPaNkJDnz4u3LYSEhDDdcnii2OSWkSLjTYfeqAbArUfKfPKxUcYbbW3nq09N89ntEwwlIzw62+A37jmIH8D/jpb52COj6FJypGFz73Rt4dh3T9X40Xh7veWXn5riT7eNMxjX2V81+dW7D1Kyn74e8dbREg/PCcVPPDrKX+2apDeqsbvU4hfv2M+hmkXd9fmvQwU+uvUICU3hiUKD9z8w/FPuqZCQ5ybUkEJCToJ/3p/nn/fnAVieMI7z96xLR/nXy4cAeO1tT3FxZ5xr+9Msi+t8/NFRdpSa3DZeYSCm81cXL0UA2wqNRc/zP8MlXjeQ5lOb+pk1XQ7XLZYndK4ZSLO91GTLBQNElKPzy6LlcutoiQ+s7eGjG3ppuj6XfG8X3zg0y7tWtTW6X1/ZyQfXdqMI+Nvd0zRd/6T8XyEhJ0sokEJCToIPrO3mV1Z0kNQU0rpynLFqXlsCKFsew1j8/d4ZAK4fzCAF1B3vuP1yhkrVebrmU7ZdUpqy8J2coT7rAu6K7eEH0DfXhpgqSWoKJevosTvmTIYJtX1c92x3+oSc9oTToZCQkyCtqyyJ62ROEEYACe3o67U2HSGpKnzhFUt509IMOUNlSdxgTSbK/qrJ3orJaMPmyWKTxVifiXL/TJ2C5fKNQ7Ns/PYOdpSaaHMnzZsux7qflsR1OgyV7xwpUbE9fjReYablcHHXUT/RIgv5Q0JOKaFACgn5KXFsyO/HN/Uz3rS56Ls7ef8Dw5ieT0ZXeO85XSxLGFz/47285c79nJNapEwV8MfnD2B6Phd/dxdbnhjn5wfTnJttR/gJ4IofPMV482hNNFUKvnDxUvZXTS68dScfeHCYNy/P8dbluZ/yVYeEvHhO2cLYkJAzGdcPmGw5ZHSFpPb0MOuJpk1EkQuRdPP7HKpbxBTJYFw/bvvBmsWSuN7OeuAH9ES1Oa2n/RnauRoP1SwS6vH7jzZsvCBgadxgqnX8eS0v4EDNpNNQF44z3/acoRJXJTXHo2x7DMT0MI9jyElzRi6MDQk5k1GlYMkxQuFE+mNP/5sqxaIakCoFa9Lt7ccGFXRFjn89dSlYm376/se248TzGopgQyb6rG1vp5EJF5+HnHpCk11ISEhIyGnBaa0h+QHcN1NjX8Ukoyu8biD9vGZyth+cVMbZkOMp2x53TLQXUJ6TjvDqnuRzLn0M78ELw/R87pysMtawWRI3uKY/hfoc/RfQNr8tltX5TGR3ucXWfANFwhW9qWfVQOcJn7PFGW3Y3D1VxfEDLu5KPE1LXozToS9PWw2p6fr82t0H+MbBWVQh2F1ucd2P9nKodmLNqeP5h315vjda+hm18uzn4XydX7h9H/uqJpoU/P2eGT704DDPkFBggTfdvu9n0r6zgeG6xRtu38f903UMRXLbeJk337mf+iLh38dyw0MjDNef/X04U7hx2zifeHQUJwgoWx6/cteBhUXBz8TD+TqffXLiZ9TCM4dvHCzwG/ccpGx7uAH87sMjfHXPzLPuM9l0eP8Dh39GLXxmTlsN6ctPTbM8YfDnFx3NC9YX1fjHfXn+bPMgACN1i5G6zUBcZ2XSoOZ4PFlssDoVoWx7ZPTQLn4yuH7A7209wt9csoxXdLbDhd+xsoNfumM/jxUavKIzju0HPFVu0XB91mciZHSV0YbNkYbN7nKL9c9jZvZy5w8fG+Pdq7v4taEOAN65qpOPPDzC90bLvH2ogwB4qtyiYLmsTkXojWpMtxz2Vk32V02WJYxTPrM9Ge6YrLI1X+eWK89hvqjcz/Uk+NRjY1wzkEYAs6bL3mqLhKpwbrb9TD0622Cq5TDRtBf12b0cGa5bfGn3FD+4Zg2dcz7IX1qa5Rfu2MevDXWQ0RXqjseucgtFCM7NRokokh2lJpNNh0M1i6Gkccraf9oKpB+Mlfn8RccnqXzPmu4FU9Fnt0+wv2KyMRfjs9sn+JUVOS7vTTFSt2m5AZMtm4weDoYnw2OFBpoUC8II2rVUvnP1OQjaizp/9e6DC3///a1HuPm1q3i80MANAm4br4QC6TkoWS5bZ+v8w6tWHLf9by5ZhqBtlnv3fYfoNDS6oyqffHSUv7p46Xy1Ze6drnFZdwJdP21f5efkB2Nlrh/McGyF0ws64vzg2jUI4McTFf7uqWle05tiR7FJVJV88eJlPFlsMt5sT3xCgdTmx+MVXtmVWBBG0K7TdP/r1yOApyotfn/rEa7sSzHZdNhZbvH9a87h0UKDiuPxcL4eCqTFyJvu02zI849rAGR1lX941QpUKbiwI8b/3T/Lb63u4sKOOJuyUdalw4HwZJk1XZYuYsefvw8zpsv71nTzhiXt4sJ502Vbscmblmb5zONjfHRD78+wtWcmecslZ6hPS9kz38cV2+O1vSl+c1UnABEpeWCmzkc39NIb1Xj36i4yZ7AwgvZz85re1NO2z/dB0/X520uWsSxhUHc8Xvm/uzEUwRuWZHgoX+fq/vTPtsGnMXnLZWnimd/ZkuXxpxcMclFnHC8IuOq2PUw0Hd6yLMdjsw1+dU5LP1Wctk9yzlAp2x79saPbbD+gbLt0RzTOy8X43a0jjDZsBOK4VfEhLw3z9+BE8mY7jc2yhM5t4xXecc9Bmq5P3nS5su/pA0vIM5PTVeqOjxcExxVVK9seqoCM3i6L/e77DlG0PJqud9YNwDlDpWS5T9s+1rAZjOucl4vxtT0z7K+aGEq79lLI4uR0ldFjFkjPM9l06I6qrEtH+OqeGT6/YxJoP2enU3+etqP4a3qT3HaCU/O7R0r8nwdHKFkuH35omPee0823rjyHD63rfsa0/SEvngs6Ykw07eMCSQLghodH+PaREv9+sMAThQZfungZt1y5mvWZCH6YD+0F0RlRWZk0+Mlk9bjtX9w1xZd2T/PATJ1/2pfnxgsG+fZVq3ndQBrvLOvj+Xf92Ks6XLN4/e37qDseH3pwmFd0xvnPK1bxlUuXLQTUCCE4u3ri5Lm8N8ldk1Va3tE6Wk3X50137GN/1eL/eXICXRH8y6uHuPm1q4gq8rR6Z09bgfR/1vXwrZESn98xyT3TNf5pf57P75jkk5v6cOY60A8CHis0+NqeGUyvvS2tKzyYrzPWePosQsz1hwAAIABJREFUIeSFEVEkn9rUz7vvO8TNw0Xumqry+1uPYHk+v7g0i+0HCKDiePzX4QIP5RsLL0JSUxZq9YQ8O585f4DPPD7GP+3Pc890jb/YMcmdk1V+Z00Xjh8gRDss/McTFW4ZKS30cVpXuG2s8pzReKc7b5wz+X7owWHunKzy7SMl3nP/YT66oZeEpizM4A9UTf50LqrO9gPSmsKessmO0uL5/16OrM9Euao/xW/cc4gfjFX40XiFd917iGv606xNRxb6crJp8xc7Jqk4Lq25NFbjTZv7Z2rPcYafLouFoWXfsbLzPR2GmviZt+YYEprCm5ZmOVSz2JpvIAT8yfkDrM9EiasK6zJRvjtapmC5fGJjPw3X45KuBENJg/1Vi66IxkDo6Dxp1meibMrF2DrbYHe5xaZcjD86v13qYGM2xrTpcPdUjcG4zm+t6kQRgqFkhJUpgycKTS7uij/nepqXOwMxndf2pdlWaLCt2KQnqvFnFw7SGdFYnjDQZDsUXJOCG9b34vgB52ZjDKUMdpZbrElHSZ3BEaVSCN6wJIvpBTw0l0D2fWu6ef2coHpld4I7Jqvsr5r8+lAHq1IRBmI6q9MRyraL6QVh8MwxXNGXIq0rPJyvc7hu8YalGX5nTTdCwMWdCbYVmzw22+Q1vUmu6E2TMVRWJA3iqsLhmsXFXSc39N8/Uys8Vmj+3YvZN8xlFxISEhLyknEyuexOW5NdSEhISMjLi1AghYSEhIScFoQCKSQkJCTktCAUSCEhISEhpwWhQAoJCQkJOS1YNFPDkYZldEfUMGV2SEhISMgLomr7/nN/a3EWC/s2gItffHNCQkJCQl7GVIDtp7oRISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISGnjMUqxoaEhIQ8DcuyNghdNxzHQdM0NMcBmkCTp+69g29989/ZvPlyNl16JWUtzapVq0DTFvaf/+Q4c//TBM1BQwNi8389+j00HMA5Zl8ciGlzH4476mnLQSFE5VQ34kwhFEghISHPC9c1DwYoQ4GQBL6H26wwfngfj97/I/bvfIJWvc5MvspIvoGr53jvB97HW9/2FoSiIoVEIhBBQOALUCUeLRAOEhV8gyCQBNJGCTwQggAFT+hYfoBEIkWABHQJ4EPgg1A5zYexNwshvnWqG3GmoJ7qBoSEhBxPEATixhtvFFu2bPFPdVuOxWtVGRkeYevWR3j4gfuZGRvGrpdJRgWpdIZtuw5yaHQGyxNEIlH+7nOfoUOtsnb9Rqq1JsVyjVq9SalSQyqQzcTJZZJ0ZLPkOjpRNIPHHnmUp3Y+yebN5zO4bBm57j7imU4CGUcIgUDQFkAShOQ0F0YhL5DwboaEnCYEQaDsvuuHH9h7+NAHjuzdUdy9f+fbvn7LvZOnul3z/PUf3nDwhz/84ZBttbCadWKGQjoeo7Mzy/a9oxyaruJInYiusaQ7y2BnhJ+79EJM0+aRJ7YzXWygRtP0LelHCpfhfQeQrsvGDetYv2EVu/fuY8fOESrlIoP9XaxfN4SuK3T19nHJ5W/g3As2k0x3IDQDkARCnAkDWKghvQBCDSkk5DTg0Ucf1Ubuv+0ay/H+OJlc3VVt7CWqxX4f+INT3bZ5WqZJq15DwyOpSSKahq5pHD4yw/BYkSASQ0iNVCpNpVrlnKFuDhw+RH5qElUoJGIGxVaLT/3hZ/jfb99EeXKSVrXKtm2Ps2PPTiotj7GpJkHgc3jqANOlGisGc+zfu58f33Y32c4eVq09l+t/6Ze56JWXg5AoWjiEnU2EdzMk5GeL2LJli3hDX5/StX4g4erpLiGVS+36xCUtYVwXxGKdUnHpOGcNs7OHrn8rfOJm8E51owGuff2bufmmW+hORzG0tlnOV3T2jE7gqTHwfKKqT7VcJJZIMFuu0p3u5Bevvwo8jz0HRnhk92Fks0xQKfDqC4bIpaM8sWs/Tzw1TrFiY0sFxwHdiDBdqNOdSeK36rRsj1q1xsT4JLf94Adcd/0b+b1PfppMTx+hoefsIRRIISEvId/5j//oSSr65sC1Zg/v339ARKPOeReukLlYR8bx9UwiEekOInq/22qsDILIBmEWlwSaXE4klbaEptVrTfHQj+/ANW1SXYOx08ZeB6Q7+1CjcYSqIhWBrxjs2neEhqehqCrduTie06BQqWJ7BitXLOPnrzifhLAxq2XUpTnq5Vka4wcYTGjEDYNo1MNe0Uml6jA6eQgQeJ6DHk/iOSbVYgU9cGg5AW7gozkBjZbJTd/4V4aGVvDOD3/0VHdLyEtIKJBCQl4ivv5nW873mo3blU6Z82ma689bNdbbt7yQTMTNQAkMJXCivm9rjhekTKsVM7oG4qr0tcBrSh+EDAStagPVg2giS9OL7D5dtCOAvqVL6OnpxixNgh5ldKZIsWUhXZNYIoupaEzPmuQiOtdeuIINfWmeePBBVvR3kIyqRHRJf0+Wgwd2EE8ZxBQPQ/XoSMXp6zQY7I1TGzeRmkHFtOlOJ5iu1FnR04VtVrAcHxcP0wXHD9ixZ++p7pKQl5hQIIWEvESUpkfOG1q+rkNLdKLE4tGujq7ViWzXShk0cJsVHx9hOSalcl42fElEs0XQLOM4EEsNID2LRCJKMhEn3tlJeedjd5zqazoWVVGIJ1MIt8nqNedw6CcP4Hg+6USUmCYoFqfRA5vrXnsFl5w7xK5du9j71C7ExRvoTOqkknG6Mwma1TzJ7i6iER2JT6NZptnyWLNyNa4/xqGJSSwvwKraRHWJaVs4XkDLsrE8H08qOD70Dy491V0S8hITCqSQkJeIYjT1EzMim0qtGlsyOEi6oxuhSWmXiuC2pIjlsFsW+eki+brNg3/xBXqzKRxnjA3XvJPla1bTmepi+fJlOJZNT7pDOdXXdCxCCgaWLuO861/H29/x67xndJwbb/wsjz38IK7vYjcbrFjaR8u0+OLXv4kH9HQkKLYC8KpEdAXp+XQkUxiqRxAI6pbH4fEC9z6wi1zPAEPL+vACl5HxaTzHw9RUpmomEV0Dy8L2AzzfQ4tEed3rryf0H51dnFYPfEjImcz99z9cvfKSi6K9fcsu71qxlNLELh6749soSZ1cdhl+JE69UiWS6ufRhx/govMkxgUrufZiQXGmBy2waNSmkB0RlFiCpm+IC1uv+M+7hu86LdYjfeaPPn3D0KpV2ddeew1aNEa2o4vXv/EXQIvzk7vuRZceywZ72LZrD4nuPjK9Axw8eJh0TCeuS3KZJM1GjVxHB61Wi3ypxvBkmQe3H2K8aDFRbDIyOYVqRHA9sDyoe5JkZy8xQ6XRMnEDsFyPD3z4w7zlrW9FytN+Tv3NG2+8cc+pbsSZgjzVDQgJOYsI9K6+z3X15MY1s8Ho44/QtXIT/vQTiGiK+uw0pXKJ0fHd5PQkmraUy5clSHRfzjkbhxDSZ7ZYYHjbNg7ufQIRUS7zXi1fdaovah5VU1mzbj1CjRAIHaEYRGIx3v+hD3Hu+jVc83MX8OoL1pKNaUzlC+zYcxA7EOw5OEyh0sB0Akp1k4bpMT5ZZt9wngeePMCukQINEcHWIniaQaFYRhcQUQVCwMc//SkGliwFReJ4PqvWruX/fOQjBKF2dNZx2k8vQs5sbrrpJmWoVJIAh7JZ0dXV5efz+eBtb3vbaeOsfyn5jSVLrOnAbAkHNp6fYMLay/KlGxi97x6q+3ay9cAIy177Jjb93CVksylU6VA4vIPC5HYKlSozrYCKFeDrgphfEkFgZ0/1NR1FEkgFLwARCAQBUkBUg/NX9bGmQ7K8vwO7dQHfvm8HvuehKRq67pNMZZgpVmi0HGoNj0rdY2K2zhNPjVFoBdhComs6qmvTk4nRn0lTqdeZaXq85Y2vozR2mG07diBUhb/4y78kl+vA8TzU0MZzVhEKpJCT4ic/+Ykazw932kFznfTt9b7nrLGtZsx1Hd0ym5lEbXu2KokhCAbconRHdnt9UniP/M/fzEhVf7zVcm6bkL2PnC0Cal/SWBWzK/2x7g4s5VWsSRuYVo7KzB1Y43DxG3+b5LIB3PokZsuihUtdZqE/h5+oYdQdOj2H2WKemakDuunLTcCtwCk320lFQyCQc4qJAAICAnxeefmlML2TdCbCpjVL6MkmOTB8BM9zycU1OtIxqvUmyBh1V6FiOlTLBZbmUkQqAXXXJRoNyOlxMpk4mZgkm4iT9hLoaow3//Kv8pWvfp3NF17Aay6/CikkhhoOX2cb4R0NeVHs//6/pxzN/m0z//Db/YANEUEcJcC2akQ1iReY+EGNbKYbKUBqBlLRsRoeBAEqDXyr/EbV9T4zYE/d8vC/bfmR63AoMTD08Hmv+83Gqb6+F4uqaEOthivNPVtJdvTjpvpRUwZrfu2N7P1xD5EVgzhSoRFILCGQMoUZ1Snky5RqJdKyxUy5TGm2SCBdGQgu3by5P/LYYxPNU31t84l6xAnb/MBn6dJBpoq7iURUDBV6MjG6Nq5itpDHcxw0RQGpoRgRErle4i2HVLVCtZanJxNhaTJKPCExfB/TtYlEFQIPilWThx5+iKuvvobrfv7n8YMAKSUEhPEMZyGhQAp53mz777+6QEhxte/bv+oGhQ1eram7rSKRWBJF1QgC0JNxVC2C05J09g0Sicbx7SaqHgWpENGyeK5DqzqLZ9aIKIrSaBXfOjky+9Zm0wnShSOl+//xE7cqmdwfXfqWT4yd6mt+oQgtqshISuiRDFqqC6FHsX2FibFptt5/L73TE3Rv3IAIothVE0+ZpdG00LJJ/GLAVKVOvKuPpKNy5NAufGmtjEq1Fzh0qq/tmRBCkEwkKaoKuqqQjBvgOggPfLOOosfwFINm4GMkOuhZvpaO5ecwUyrR2j+OgiBlRNGEje066IaOogS4vkc0FuWmm/6Lq666ig/fcAO3//jHoSA6iwkFUshzEtx0k/JgY/unJw488YeJRMTI9gyAG2BVZ1BUDYmPIn1UPYbnOghFQU1miCUy+I6JUDUC38FpVfA9Fz/wUfUIQoDXqtDVv4RKtcrMbFHUDu3KlfLpd3V2D1x319c/8ZevyWz+G3HmmPOETaSuRTpaImIYIpXCQWCaLocPHERqcbREjgOPbmdw02qc2gxaIkm1XKLpjyFUieNp7H3kfmxDEknFaNQ8ten5p3XwUeBDxIhimjaWbaPpGlJCo9bADSBAw/I0HE1l2Yo1RDLdNJ0mejzVTpDqe/hOAzdwkdIgHo+hCQd8j8AO2PrIVhqtJudu3MjgkiWn+nJDfoqc1g96yKknCLbI++s7fmvi8M4/np0+Yvi+ixQ+jdIkAT6aqqFqCtF4ClVVUTUNTTdwLRO7VUdIiefa2K0qvu/huxa+a+PaLRRVw0jkUKTGqvXnEUvE8IXCxOQErep0b6s8+bm7a0/+9Y/+cUv/qe6H50lgupaT7OgKPE0jkDoN02JqKs/0+Bgrr7yMgY2ryQ0tYWYyj2IkGR89gJbuoHR4hMLBx7CtIpHeIbyWgZmviEa15MViaftUX9izIhUyvUvwZYRCpY7UI0SSSRoueJEM2SVrWHbuxQys3ogSy1CqN5jO50lnM+gRA0VV0QwdXdcxjDiK1AkCCUKl0bDJZTuRioJQJKlMmoUKFKGmdNYRCqSQZ+Qbn/tk9pY/n/5aYerwl0dHj6h6Ikk8mcCsl/A8d85M5yIVFUXVEIGHFALfbuD7Ho7dolGeplmZpVUrYTVKgECPJIinu9pOcqnhC4VILM2GTRcyU6qQL1epVCrUyzN6fuzgR0afevyRb/35+27YsmXLaf+8jo2NtfKVsmU3beq+R7lcp96oYKQjxHJJTN9ET6hEExIiEWrVJoWpCfpWnYfUO7FNE7U+TTIt6F23llRuWUI0SHAaD7+2J0hke+lZvpqmE2AHAmlEUZMdXPCqa9j0yiupOCoPPL6T2++6j7vvvY9SsUBXVydLly3DA2pNE0WPoKkRFKUtkHQtSn6mRCKRwnW9dj0kcdp2Q8hLwGn/goecGn7y9S3nq9b4N63G9O/UasVIxXTIZnMomoHjeih6BKmqaEYUELi2idUoU50dxTIbuHaLRiVPcfIgntNAj8SQUhD4Dq5tIgTo0SSe5+L5Ac1KiWxnL5s2rsdyfGpNk0q5QGFmnPLsRP/Iwd2fW6eMf+In//zFzKnum2fj/vvvGvY9/8FGy3QLkzPYtoePJJnpwGxWset1PNvGd01ss0YyHqU1e5BiYZxYIorqlvEDj2atxpHd25gpjsXjA51rTvV1PRtS+KBorHvVddSDOEJoBLbF4DkbWXXx1fzbLT/ii1/+B/YeGGXbzqe45dbb+Pt/+iaPPDlMLNODHtExVIVYJIFiKKiag9Q1aq5GvtagsyeF61p4ntMOaAg5awl9SCHH8b9f+VivXS1+spwf/jC+KQlcLMumr6+XbEcXnhcQCJUgCPAcGyJxFM1oa0l6hMbUCKppIoTED3wSmW4UTefQgT24XkBv3wDxhILVqCIUHc/3CRwbKQV2s8rqlat4fNsOGi0LPEkgPRQpaFQL0dmJvZ9Vpfv+W//6Ix954+/9za1CiOBU99eJGIZRqtaKf5yMZc5v1morpKohVY14MkkpP4rv2Th2E6tp0apXqeaP0Bjbi5IsgwtmM6DlFnEsH6tVDVq1WlBuWlHacWWnJVJAEEhSnUtZtuYiZkf3osgEF5x/Kfdv28Wt37sN2wGkheXYVGsNqrUmd9+3lSsuuQDTc4kGKo2mQ6AC0sfzJTv2jLJuw0ZWLBsEESCEwPM81DDc+6wlnG6EAG1f0fe/8vFfr8+Ob7XrxRs8uykJPAqFPLbjkMskkVLDRxIgsc0WttWiODXOoV0PMHV4B/VyHt/zMJs1fEBKBalHmRx5ilJhkiOjozz5xMPMTI7RrFexWjU8p4VtNrHNOvV6CSk8ers78DwXH4nngW07gIvvtrCalaWtwug3b/3z9/7b/3759zYGp5kpa8uW/5+9N4+S/LrqPD/v/fZf7JEZuVVm7YtUkqwVybZkW95Z3CwNdnOgTzNMDzQMjYfF0NNzmDnF9Aw9GAZo4+5pmsYwzTSLDMasxsa2sCXvkmxtpdq3rMo9M9bf/nvvzR+RqgYvoDLGVUb5Oacy6pyM+OV7LyJ+99377v3eY/rkyZN923VWPGmMKlJGqxeJV89TdtcZLF1guHSaePMCcXeVMtrAd1z8sI4UOa32NHl3k3iwQjzqC6OVxqjkes/rb8JCIoUNxuOWe17FufWCnmkjwzZb3S62Y7O1tcXK6ir9/oAsTcehXaUYjGLSwtBPFevdiGeOn0VYAafPLlFqya1Hb2NmaoZGvY4xBsvauWX9Q2bn3d2Bh3/92MyH/33vl5LNxXdlUW/B8z3KMidOIizLIgwDgsCn1JosS8nTBKNL4ihmY22JNIlZW73C8pXzjKKIJI4w2lAqzai3RpJEZKVFriyK0rCxfpnu1jJG5XhegFY5WmuyNKa/tUalUkFKQVEUKK1RRmBJC8918FwbjPL6m5e+O+uvfvyDv/pTN13v9ft8Ll26dGVtc+Xdg0E36/c2sPOYpl9ncm4PAKOVJQZrS+TDDcLAx5/ahR/aCN9jmKzhVZqkoxFZkpOMUvvGaUDxxRkf6wiwXILGDI3pAzx1bp2kEGitaTVbVKtVAt9HSollCcoi3U5UcMANyYXHyQtLVCo1hknJ1jDn/lc8SLvdRqiS5eXnO0PdUPuPfxBcPn16/it1rZUn3zP11Id/611Pf+zPfvzLef2OQXqRY0BYRf7OdLT5w0mSuIHvYwlI0gQhLRzHAaPRSIoip8xTLGlQStPtdllc3eDK6oDLy5usrm+yublOqTTRaMBo0CUabJGmKXE0IsoUA1Vhta8ZjhL63bH3ZbsBWpUYA0mSUOQJlmVRqYTUKiG+72PZznhnLcehwDSNUPmomnTX33y91/DzOXbsmD5z6qn3iDz7aLvW1o2JNnbdY7R2HHu4hBd41Ccmka6iTBKSlXOsP/sxoovPsHnuFLmSZFmONAbXdigt4V7vOf2tbGe9CUty5733cmVllbwsabfbzM7OEobhOAPTsalWQtrNBp1OhxJBjsXmKCM3krn5XQyThNd8/evZu38f+/bME/oW58+fQ4ixgdvhK8djj/1xuHT+M5996kO//Z6zj/3x36mfx8mPPnTv8uX1Z7No9L39tUs/ffn0J6/Z0O0YpBc5v3PsX3z71urFbymKklGSAYZSG/wgxHNdpBAopTFaU+YZWhs2Nje5sj7iucWYE4sjVrcGjJKE0WhEmmZIy8FoQxAElEWB4/oY26UbSz57ZsTvP3yW933yMs9dithY3yBNx9dVSpHlBaNRhFIlYehTrQS0Wk18P8T1fBCSrNAkSYouS9Jh/60P/dzb9l3vdfx8/p9P//pSniX/RzpcPxuvXWZw6VlEWhBOzGAZB+IYK8mw/YBgaopKs0Gt1aAzM0u1XcexLRzbMo5t5bYQPl8rroFR7Nuzi0pgcfzZp5ma6tDpTDIzM4Pnebiuy0S7zfRUh0ajweZWj1GSszWIedXrXs/Nt9zEffe/jPm9e6i36khLUeYRn/7UpzDGYMwNe5T2tUmcN/rd3uRgGH3b6oUzn/nMn73rO76cyzz96B/es7Z0/v0Ke1I4ISqKKitnT73yWq+zY5BexPz6sWO+0vHPRUliD4YjXMfGIJC2g+c52JaFY0tGcQYIDILeYMTljZJ3v+8J/vwzF3juSkwvAcsJCIKAarVKtd4krFTxvPBqVpTBZX2gWNvsMxgOuRzZ/Jf3foQPfOI4W91N8jwjzQviNCfNcrQZG0FhWYSVCtVaFccL0EaAZROnBasbQ3rRaEKXo5df35X8Qh7/T48Xn73w+BOuZT1VbU+aamWKiZndTM8f5sAd9zC9MM/+W+7mwPxBOmGDick92NU5wsYUtTCgMzXBrulZOs0Jrx1W93EDGyQjxv8QBoTB931e/ZrX8ovv+GX+4A/ei4+mJhQ1V4JlIXwX23EpSsnKapetjS5T7RoH983hhBU8r4pr20DBcDRi8coqy4uLfPD97yMa9tFaYYxGqRs8lvk1wN2veMlWnmaDUoFxW1PrK0u/++gf/adfMKdPey/0GqeffHj+5GMf+d1S201snyLNcAyUWX7ztY5nxyC9iKkcPVo4vvcJBSTZWLJFSAvP9wnCKq7nYoC17pBhFJOmKSvrXT7yxFmWN/usb3SJh0OW+oK0AM/z2XPgJiand1NvTVFvTdOZ249l+4zinFILVJFw+/4WQdljoubxyJOXOHF+nX6vz2AwYn2zR2+UIISNkHJsBo3B9wJs20NrA1gkmaIUNsYNTynHevQ6L+UX5fTpQV6rVpLpXbtYOHSQ3Ydvpd1q0ulMs3vfHVT8EKVTRDHCt0vmOw2m2g32Tu/i3rsf5K6vu1/ccvudwa7dhw7dfffdN6yutfkrjwaBsB1e8apXc+DwYc6ePsX8RIvNC6fpLZ6le+UCV86e5syJZzGqII4iWs06r3nw5fieJM5y0rQEDetrK/T6fTY3B1QDnzMnT/DUZx8nGvYBg5Q3rI3+mkGIQ5nrOE+VWYLSBuk35LmTJ370PR/6rYf/5KFfvftve/1f/MVDjUc+8Ke/PUqK/YWWJHEKQFCr4n8Z2ZA7+ZMvYt7ylreoj/+/v/ATq8tPvr4s9SRmnFrruD4YQxIPUErRiwpWN3r4nstGLyJVkolWnTsO1ThzZQWQxElOrTZHa2oPUjoIkW7XKVVQSgOGTs2mV62xHuV0ahC7Uxw4MoktFRcWl3FdB9cWlGVJqWwMBtexkbaF7weUyqCFhbRsgqBCs1HrTy3s/dY3/dDbL17vtfxiHN2zp12v+HfkvQ1RpjFSZ7jpEK18/Ind4E1i51t4psKolyGkT60BaZ7hBh4bq0t4opTtmhde77m8UKSUqLIgCEP+xx/4Af7zv/9lHnzgPp77xEc5e/oMU9rFqlQ4cMtR2jMLXDx3ipfedz/NVpvBMAZhoZRia2sLpRRlWVKv16lUQtIkptvd4uzp09x+551j47eTdfd3xnLcz6gsfSAajiiLDCyPxUsXX1btbn36//pX33epNb3rxMK+m97x6SdPvP+uu162J4q2yqIotnR/8fsvfe6xf33u1NnOvn27USrHqBTLkrhhSHN29+q1jmXHIL3Iefn3/NiV9/7Mf/9B4DuNAaU0cRzheR56+0wnTjPyIiNJMvbOtWg3a5xdLemOUvbsP8RURdEIS2q1OulorFdn2w5aByBsWpOztDeGIAy2O02mBNKyuWkq5I5DM6h8yMXz5yjLjHa7jpQ2UliUSmM5LspAqQWFNkTxCKVhZnqKaq3+H9/0Q2+/Ubtxije+5s57Xc/sqtbnsRyfIh1hipRoUOA168RrZxG2IQyqdMIWSriMCjC6x2jQJS81flgzan1tQilVAXrXe1J/G4axGrcUgnarxdGbjrC0dJlX3v9SWoFLmhaUrst9r3g5v/2eP2L3wjTz81OU2wXSoHBdl62tLRzHwbIsbNvCdSzKskBoxZXFS8zOztKZnsZsb6Kef9zh2qlUm+9OyrUftUxBOorQ2jCKClbXzsulK1f2VlqX937msyfeoJ1w5fzZM3OeVLQqNrIc0R/GeLakyDO2trYwWuHWmySDETP7rQ9f61h2DNIOKCHfWxblP4mTXFR8Dy1spGWT5wVKCYSQ1KsVpCUJwwbNesnsrM8gNZRZhqUGzE02qFRqFFlEGg9xXW+cPWcMQVjh8KH9JGlOph2SUqPLjFY9oBI49OKcMPRwHYssTym1ATHe+TquhysDBqOEldVVhnFGo1ZnZmay25g7+A7+7gWj4itwjS/g4V//dc+O4m8dR6/jAAAgAElEQVRJ8jLQYYbjV5FeiG1ralNViizD8ltM7L17LLOEIhslVPyAsNslSDLCOOHShXM4lWp7YqI2x9eAQQL+m4HQBt8PeO+f/Cmvu/9+7nnlqxkMIpTl8MgnH2ez1+WVr301SpeUZYklJI7rMhwOkVKSpime52FZFpsbG1SrNUbDAUibRx/5CK9/4zdQrbdAyh1j9Hfg3q9/8xMf/PV/O4hzVc+ShDzNKLXm1LlFjAZlx6wPRzJKy7nZqQZeIDhxfhk/9KlXAnRSsrq6ztrqFjXbYmaixdz0FE89+vg1t0zZMUg7ULWbf7IlNs5HUX9/mqZUlSYIffIiIy00SabRBqqVKkJa2JaHhcT1JJ5TR2c+gSsxQlIqTZ6lIAVG2gghKMuCaq2J6+a4QQUlbOJ4hDAla2tLlHnC9NQUSpVkaUSal9i2jdKCPC9wggpbvS6b3R5FqehMtLRwg595wz8/tvQVmP7fS9rW/rtvnQs8/27HcxyEhXA9pBRIozBxH2EMtek5LCEo4lXKOMOEFnG0STLYwLVctKOYmZ4QwpIz+wbpPcDxv4+xfkUxBgOkWQYa7rv3ZXzo/R/g53/1XThuQJSUDEYJWhi+/k1vpNZuk4wGYDS2ZWFbNlEUkWUZSinyPCfPcwLXY3KiTZbGKC3odrd45CMP88CDr6PeaKK13pEV+jIRQmS/+TP/8klLuK/YGiUUuiTwBO32BGcX13CrNpgYqUvKLOb0ap+98x2EkHQma6TDPkqVlHlGvzcgEHBg3y4GOqtd61h23sEdeONP/HzkVqr/VkhLJVlOFEVopShyxSg3KKPYt2cPfhDi+wFZVjAcDCjyFFuMpX1sNwAhKZVCS5tCC/JSI2wPL6yT5ylFkaKKAqEzosEmK0uLDHqbtFttavU2nuvQbnfwfH/7ZlQghE2el2RZhhCGXbPTBGH1vaPphXde73X7UhhjRMWXr7TyjXkzWJLF2jnKldOUowglHUTYxlgZo5VnuPTsozz7xMc5cfIEfm2KoNagPd3CCgJsWzLR6Yhqq90MveA1PHhjbiDFX300oMuSMi8QCGr1Bj/yEz/JP/7O78JvNrEqPrfceSvf//3/nH17d+MIQavRIAwDPN+jVCVSSuI4xhhDno+LpqVtk+YZRVmS5ykCzcbaCo9/+pNsra+CKTFGY/RO5t2Xh0wvnD5Nrkr6Ucziyha255PnJZISaUqmWh66yCg1uH6FKIro9kcE1TpKelieQ73TJi5yYiHpHNybXesobsgP+A5ffTqd1m8Oh4O7sm75A3leiKIoKBRMzexi9+5ZXNfFkhK57fWkyVitQfkuGoFGkBUFRjp41SaW46M0lAhUEjPobwAWWZYThgEqGzLsbzHVmaBeb5CmMbbj4rguU+0m5DllqUAIoiRhMIqoVGvaC6r/n+W6P/w933ssvd5r9qU4c+ZMrZn3Xu8M+rV02BWiUsWaPYhVb4BRqCxDa0k2GDLorjI3uYBTrbP+7Ac4/8yTeNUazYV9CFx6kcTSuZzpNF/1TStvuOlP+cAz13t+n89fC5YZQ1mU5GmKJQVxkuD7Aa9/w+u4+egR8jzFsW1GowHnz5/HdV2ksHA9h6IoGY1GGGNotVoYYyjLkiAIsF0XpTSDwWBcrA3klmRp8QKjQY9bX3I78wt7cH0fo0uE3Lm1XQuJsM7mQfj6IonZ3OoiLYsiSZhsBJQKhlFOs16hSBN2dWr4rmCyXUcVOd1hRKNeZXZ+njPHT9MvDfL4Kb7j3jf41zqOHQ9pBwC+8a2/nNV3Hf6JWqP9X9NCEyUJwnKxLIkxhq2tHo7jYDs2Ek2eJTiOTak0CIm0XXItsdwK1eYMleY0RjqUxkI6DsZoijwjjYekSUSrUWd+ZoJOu01YqeH7AY7jk2QKy7IBSZKmaK0ZjmIsy0maE52fnN+9+/v/6bH/Orje6/WlMMaICTG835b2q8pG23X23I6q7MJYVYy0MGacrmw7DaygyvSuQ1iVKstXLtHNQuqHXsHsoTvpr6yyfuo50uWzUPREczJsH5zf9Wbghk3/BkAI8iwjz3NUORZCtSybsixRSlGr1fADn3a7za233srs7Cy1Wg3P88iyfPsS4zMopdRYpcOycF0XrTVbW2PlD6UUaZqSJjGbG+s8/eTneOKxzxCNhtvnSTsFtNdCXLr1pdUt8qJkanoKW1rkacb8TJNK4FD1BbaEmw8vkCUxg2FEGIbU6nVsaUjTjAsXFsmU4tTlVT712ee4cvrxf32t49gxSDtc5Z/9xM9Hc0fmf7BSrX2s3xugsJHSIholrG10x4Wp2uD5Lvv2LlAJQ0pV4gXBWEzVCSix6MdjReckVxTaYHtVqo0JpBSUqiSORmR5Rmd6lnqzjW17eEEFbRTd/hClJaXWIBySvKQslZmY3fU/ff/b3/sL3/jWX77mMMBXk0984t1+Mep/S550GxJDmW4StjtIabCkRGCBybEdQyWoU5vei7J9wmqTZqfDzJ49VHYdorr7JQQzCzhBhdHGOutnnqsEjnntgw/e3brec/ybMNowGo0QQpCkCXmek2XjDKxer0cYhjSbTcIwxLLGBjqOY5IkIUvHTu/zEkGO4xCGIUEQ4DgOq6ureJ5HGIbU63XCMBzLWqmS4aDP0pXLPP25z5HG0Xa9GjtSQy+AT37kjw9dunD69VmpqFSrWJbN7MJuRnHCRKtOe2oX1XoTz4YD++aJUsWRm2/elhMraDabOLYEaWO5LgWGRrPO5cWL37T43GO3XctYdvzaHf4ab/mh/zD6vZ/74Z89f+qpP9KlplWpMuytEScpSpuxwKkzQTwaMIoGuH6AH1bJjcuzp5c5dX6ZUZxiWTa1isOdN+2i0/AJvRp+JWMUrVAWOUHgoLUmTWMKbVBlgcYCYZGXGqUFnmMxGCY0Wq2Pnrdu+jXB79/w296pojFJHh2UXt1RRgqV5SRpQdDuoOMhIosQQYDWOdqBZLjGcDjEOC7t2f1YKmN9c43l/oDHPvwwIo+xbI9gck7k6XC2XWneBjx8vef5xTDGkGcpaZpclfiRUlKWBVEU0Wg0kHLscRdFgRBiW7OwQr/fx/VcymJ8bvS8VzQcDpmfX8B2HKrV6lWPCcbGRpUltuNQ5hmF47C+vsrnnnicO+65D88PdrLvXgB5PPy+eNDr1KohShts29r2fmrUmw2O7LuNRmihsj5xWnBgzxQz01O4FlQrAUUacXlxkSSN2drq05moM9WuUOajWrRx4XeNMXcLIV6QYv2OQdrhC+htbN05jEoaofcx16/eU6tWPYxmFCXUKw7SaIS0cD2faq1Bd5TzyFMXOX9xBa1KALROWVkrWFze5OtfeRuHFyaotabobm1SZOn2eZE/FlNNB0jLodvts9Ud4EhDYRS2W8Vxfbyg9uFj/8uxr4WtrnAn23f51XBXkSSyUBn+9D6E7WHZHsaSqCLH5BqJi1uZBLskzgXCq6DSPo//+W/Q2XcbRw7fxu75W9hYu8jG8jkunDkpAtevu8I+AvwlN1BM6q/WAsVxQlGUaKXwPI9hP0Frw9zsLP1BfzsMN9a0k1JeLX6dnZ1FCMnlxWWSJKHZbFIUBdVq9apMULVapSiKq16PlBKlNSiFkSVlkVPmGb1ul1OnTnLLrS/Zybx7AbhSnulMtuhHBc12h5MnTzJKYl567+2MRjFRFHP41tt58tOP4voBCwu7+OAHP0S96rIwN0ejXmcU5zSbDYwROLZgoubhCNi8curmjXOPfxvwWy9kLDvv1g5/jWPHjsn1rf6rlrujnl9p/Etdqg0vqOH7IWfPnENrQWkkluPieD6FETx5dpOVzYj2RIeZud0s7DnI7Xffx+zsLvr9mPc/epzlrQjLDajWG0jbJU0z8iyjKBVFnjMYDDDCJo5TKmFAZ2oGJVy6wyTVTvje670uL4Rjx46J5cXFr9tcj2ZKAlvIGnkisLwGQmq00shKHduvAiUaF20UjtC06i3irTXmj9yH61UYrpwlH10mK1OKLCYIKqIoymqrVX35wYMHbyj1b7P902hFmsZoVWBUQVmMM+Rs28bzfGq1OkFQwXV9fD/E90MmJzrMTM8w0W5jlKZarTI9PY3jODSbTaampgjDEMdxgbHQb1EUgMDzfBzPQzoOnh9gtMGSFrosuHThAhcvnMdofdVb0zvCrF8U13O8wJV0uz0unjmBaxU0ZhdotTxmd82xunyF/Ue/jtn53eR5zp/9xUdpz+5m774pultr5EnMsD/g8uIVLKkJ3XEHaaVKtCrR2eifvtCx7HhIO3wBwnEvNVvN35ueno8GGxet0BPYtsXK2hpJsgfbtijLHNvx6WeSz524QlEaNosejgVaG4KVGlGcgJBsbI345FMX2TU9QVBtsrG+Tpym2FFMmmZUKhU8yyXuj7BtgWW7JDk4QUC90fwDe8/9z8K/u97L8rfyptlZa+HQ0TZBxbfKRDh2HWwXYTTF6iJWGJImWziVKZI8J9m4RHdlkXB6Lxee+whFrEiTGMv10W6V9tR+RuUF8hJWLl5k6tBBtxyJ/TMzQXjmDDfMWdrYO1KURUaRp0hRUqqUopRXf+/7ITAO1wls/KBKWRRjmSGvJI9T0GasELLtAQkhkFLi+z5KC6Ioolarb4fhBAYQvsegP8B2A6SQ6EKjtMLyFGdOHqdaCZicmsYYiUFgxA2sUnudGHU351VZsH/vLtrtNo8//QyH7Zgkl2glUWU2joi4DpdXV9joRnQaJbVKjbIlqdQbNJs1KtUKeZpiDBSlZnNjnZnOJEIyeqFj2TFIO/w1jh07poHvBXjHwqFftMrhTKcxiSp86rU6W4OIRr2O51ZI84yNXorjeqyvr7C4uMjc/BzCwIVLSwwGfQ4dPIBrj3fRaZpR5gVeWKEsSwpjMco03TgmrIS4rkOjXiPJFeQlvu/Rntr93m97y1u+JopL8j2tWtzr7fKkJSmhzEZUmpNoVyKaHVS8jshLtK8poyGr586gpY1bKGyvjhME6M0rLJ57Bj9s0d9aJ881Js8JGm22Ll+R/vT+/VONuTvg6RvsHGmcop3nGUYbtNaURYk2jLMz7XGm3fMek5QOyraJhgWu65JmKbZtU8TpVRXvSqVCrVZDCEEWpeR5jhCCIBifDWmlycuSS4tLJHHOnvndFEphAJXnCEvy7NNP89L7G/h+sD3OHXP0+WhV3mFZku4gYmVlFaEMn/rE45RFyfTEFM1GjeGgB2XG4sVFGmHA0vkl1HSHIlecPX0W17VptRpI4ZNFIwK/wmCU0u/1wXD6hY5lJ2S3w5dkZaO/33Z9bNeh2ahQqwZsbq7TGwwRlkteKFSRMjk1g5Q2gygmSnMyBWmRg7RQWoC0OLBnmiJLUVoThhUqtSZGWKz3Uj786dMsr20hhKDRaIxfg8B2Pe2GwTXLj1wvdKZ8oo16tnZWXHnuk6xcPEceDUEZhCUxcRcnDDHFECUdgskOrbm9ICXVxjRpOiRJIxy3ztK5U5x//EOMlk5Sq1WoN+pUGjUCS9T2Lcx9HTfgd/f5Ymatx2c+RVmQ5zlJMs62+6vnOWVZUpQFlm2TZRm1avXq2VKSJJRlSaPRwHVdiqK4mq1njMG2x7Vw2hg2tvo8+rFP8p73/iEXLy+S5ilpnmDbgiyJ6Xe3ePKJxwGDEGbHHH0RjOVMGKOoVX2mpjqEvo/UFrunphhsrBDomMCzcf0K3fU1/tEbH+Dgvt10N7ZYvHwFhGFyokmRpUgMSpUsrWzQ6w8pyhLL8ydf6FhuuA/1DjcOg2g4XypFXmqq1Tr1aohl2ayuLFMohTagVEkebRJlKbO75rAdF2UMtXqD3Xv2UWLYNdvGd12yokBhj2uV6i2MsBB+k6VuSl7kJElMXuYoVSKExnWc2HL8G1U89QuoNS2vyHutpeOPWUn3MmnUB9vClCUm3kClEUUygiLFKQsGyxc58ZmHGfaHFFlOludo20ZlA4YbS8x1pqlUawS+xd6DB2hNTmJU5ld864E3v/l11yzL8vfJWCJq7AHleX617uh545SmKUVRMBwOWV9fJ0kSbMvGGIPruoRhyMzMLIcPH+buu+/m5ptvRilFt9tlOBxHfMIwxPM8bHv8ukF/wOkzFzl3fpGTp87w2GOPEScxYtsYSQnGaJaXljj53PHtrsQ750ifj+14SbNWoUhitDG4rs3s3Bxb/QgHhdEKaQf0hyl1zxqH3DNDfxiRZxm7plqMBgOefOYU66ur4wxKo6lVAprNBpb9wg3STshuhy/JwT2dXtVXZHmJZbu4jkc1MBilQFgYxmm7oSuY6bRZ7w7RWmPQICVpljDZrtGsBcRxQiQF9dBBG0VpYLMf88gT56nWathCk+UlWcH2DljjBeGFI/Oty9d7HV4Ixhhx6TN/vh/imUoQiuWLJzDFOPFDC4NUCiENWZETra9jVxoEYZ1D99+HLAvOPvtZatP7CFVB6rgcvePrCKb2MnPoHgIv4Nzpp9lYWUPkQwvhvsSzKi8BHrne84Zxlp3WmuFwODYWOAij0JpxEbBto7VmNBoRRRFlWZBlKZY9gW3ZWGGIdh0MgqxQjEajq57S+vo61auFsxnD4ZBKpYLWmtW1NR57/HNkWYkxgk899jgvuf1W2hMNVFEiConWBiMkTz/1JH4QsGfvfhA3dm3xVxNjzPRH/uBX7tB5Srvm4AYenXaDXm/I/ETIxsqQ0m1z4vQZli4vMtUMqPiCC+fPMTvTYarpEfgeo9BhbqKClIL+MEaimJls0pldwG3O/vwLHc+Oh/QVxjz0kLX66Uf/8aVHPvxj5x9++JqlM24k9u7e9eEyzxgNeuNeJ7pACkG9XkcrNa4VsSW2JaiGDs2qhy3Bcyw8x8K1BaHnIBh7UhtbfVZWxzVNaV7y1MklLlxeJbBKaoFLkRdkWY7runi+j5Tyd/a9+ntvWImgv8pP//RPC7c+15q47X5v4fYHxOyBm9nVmcSUBUQbbJx6Ak2AbQfUOnvQxlCd3UvavcLqhePsvvXrmJnfjbEcciWp734JN738jXiVCosrl1heWaTb7xKlI6FV0apWGke5Yb6/Y1WFOBqhioI8y8bentbj1hGui+s6jEYjiqKg0WhQrVQIg3HRq+t6IC3yfOxBBX5AvVbH87yxR2RZlGVJpRIyMTkBQjCMYp49foLFxUWUMeSlotvrc/b8BbQxaK0oi5yiyCnylDxLeee/+yV6va8JwfSvGmtLFw+k8ahaazZoNapMTbY4sH8v/a0NfMfi0IE9bJ47w1+86xfJBpu85NZDFHlBtVJlslXn1tvvZn5+N/VaBc+1ydKYSuBwYP8eZmdmqDXb2H7tBZdsvGg8pM3PPvZzdrs9o6P0p1pHj/69NHQzDz9sD+dn/0hu9b7BKnJ8lz7wa38ff+vvm4ceesjqn3r4wQuLa9iew+6FWYxRYBRaGfJ0hO2GuE5KNXCphj4gsSyJJS0syyKKI8z2zSpNcnzLoCxJUQrWLq/x3MUeQRhy6546tuORJTGe7+CHIdpAEFZmTv/ZO7xD3/jWGyaj7Etx9OhRoa2wXhjXlq15dt/5RvrryyAklt+gdfA23LCDUiVJ3Kc5e4Cst0iZRMzd/60UecLiqcfIi5z24Tuo+hUe/o1fJC4Ua1t9sjRB+jYGl62tLS8V/s0HDx50zpw5c93XRgqJURpRlOgiRauSvFQYbfB9iZTjPluLixeRUrJ7YReWZaGVHp8RlQppu1g2VH0otgVW9XYbEsf1kVJi25KizCiMYTBKWVrpoVWONmIsU4VhMEjQJQhpMYpjsiyj2WyCKRn0NvmlX/wFfup/O4ZlWTs1SkCSDF5rjCYIa2itydIM09vg9lsOkA57HDl6K6kIMX3Nqx+8j5WTn6LZrDFbqbLvwD4EmqWly5w8eYZqrcHk9BwTrQY132HhwGGac0c+4jjB4y90PC8agxTH2WudcvPOxr59r++vLn1PY3ru/V/J668/9tjsShz/DJeWvkEYzWBpEeM4/8oY8y4hxNdc4DrsnbpveXPlVcfPbiA8yV1H92LbNulggBQWg601Jmb3IQHHshAItFKYPOfi0gqVaoW5uVk810Erw2AwQnsCCxtDzudOruCFVYQcsTDboSgKfM+mWg1RRuN4IcPB+g8dv0QP+F+v93q8EIyOivUTJ7LhxkbF2K6Ymt0PxqCTLQC0Stm6fJyguZtMF/R6mwS7biGKIzbOn8HxJ/CUQ2/xOL3Lpwj8OlQa7J+dIY5i4twwSAq8OHVHo3wB8ODGSP8ui/GZkdk+M1LlOFPu+XOkOI6Znp6m0WhcVWkAtmuKQAhJEAa41rhTcKkUQRjiOA5Sym0DItClJokiTpw8yYULFxjnb26nKghBtq2j59gC3/dZWVkhCAI8z6PRqPPOd76T+1/xKl73utd99RfpBkQIy5aWjZACz6/i13yEtPCDkEq9yVaU05ydI6kYhnGGrHWY8GqEYUil2iQtNbkStCY7VKtVbFHSqLgsHLiZqf23fdyrdv6ZEKJ8oeN50WwRBpvr7189f5708vK0W5o/7Z05/mfnHvnw7V+Ja698/CPflUXDZ02p/zvb8ZGFIutu0F9ZOrjxyPtnvhJ/46tNlna/Lx52HQREoyF5khJWqjjSMBz26Pe6LF5ZQXp1fNej7jtkoxFnz10gGkZcunSFJ554igvnLpJECSBx3YCydPjwo6c5uxzhVSfYNTtHURR4jk2t3iDNUkqlyLOY2G+L3vrlt73vv/yfb7ze6/G3cfz4cTPobY6MUsM4iuhfeJrPfOT9CCTGaWCkxfr5Z8iHMe7EAhuXTnPx2RNsrl3h8pMfozoxSVBtjEOeQYWJg0e551v/B+563XcwMbWXUXfA5vJllC4Jak0UwvI874ZRr1BliTb6qkGQlsT1vKsGRSlFu90eh/aShDRN/5q8kO/7CMZ1R7bjoJQi236Otd2mPMtzwjBEINhY3/gCWSCx/Zxx25LxtWZnZ3G2r9dsNkmzjB/5kR/h7NmzOwkOgBBmTVgufrVNWRSUeYwUMEoVubGpTO1ncs/NHD6wF8evMHPwLvbe9nL23f4AtfkjYNnUmpMcPHITBw8f5va7X8bem+9h9tA9xzsH7n1t0J67dC3jedF4SAb5nmhz639OhwOcsGL5fvUb6u32fSf+8Hf/MyL4j0f+0RMXhfhCeZrHfuVXnKDVmjj6ZtaF+G/1MJc+8IG5QTI8UqsE/yKP0+/QBZYf1CmTDJUpTAkqTUVROLPA8ld1sn9HPvpn7+osP/OpfyKkZn7KJc0MxWhI5Dm0Jybp93skKWymm1y+kHHh7CkmGk3WVtZRpUIbg2C8W11ZXWM4GFANfI4ePkg6GHLq8ipBa5KzZ05x15E5Ar9CrV6nu7VFGPps9QZMTk7QT2JGm+t+vT3z0w899NAH33ID1yMdO3ZMv+WbP/aEsqqn9r709l12suWsXDyJQoDt0L14iSgasuu21xCnKdFwxPwtd+FKweTNd2Nqk4y2lvD8EHvXEfbcfAdlOmRz7RxhpUlz/jDRpXOMBkOUL4jSxM+y7MbZUG4bB6XKsUK8sJDbRkEIgVKKSqUCjDXohBAURYHjONtG53kldImUFmmaIi2LarW6nfqtsO1xmC3Pc9bW177AoJRlyXAwRAjIsgzXda9q3xVFMVaK8H3Onz/PD/7gD/J7v/d7VKvVq5p6L0Ysy/8c0jLSdkRYa2KMJo96VHyPwaBPNOwytfsIwcJe8iwZS4NJCdLCWBYTu48S1Dv4vkdYrVGtNfD9EFGdeFwIcc3nvy8ag3RLrfbZR2G5v7I8q4ygOjlB4NfaM/sP/+Sl555522cf2t978g9//7jvBZ+6fGWR5SuXLs/M7ppby5LXDs+s3nnlPzTi97z935xe2HswqwaBO0yGt1V82y6SnDQtaE/PUxaK/voqG5fOo6ItnFqTMkny6z33ayVfv3KfUXng2JJqaBPYCl2k5EmC126xe89eTp06RZEWrK7FXFreYL6zmz2zC2RZSZRmwDgBIvQ9qp5Pp9ZisjbJp89dIslz9LCP5/ns7bhMTHbo93v4rsRxA3w3wvN83HqHdPk54sHGPXOd9duAz13vtfmbCFpzq7XAecwV8vYi6HTm69NSSyiTEaLImd5/D8unHqc+dZDJub14fo10uIUKJxkOYmzp4VYmyVSOxmLz0ilGoxHduCRHMLV7P05vgwuXLps8Glme590Q31+zXfyqtd5WVVAYYV31jgDq9fp2KwprXE+0bZTGZ0Xj/yMExmgQUK3V0GKcTp5lGUkSE1YC0jQlTsbq4J+v5O15PtKSJElKJXSv9k16PhU9CAPa7TbJ8iof//jHedvb3sY73vEOPM/7qq/ZjYLjuBZWgNeuY7sOZdTFr02gsohaewarOoVSmiSOQIzV3EEBhiCsYozBmw3xnLGaleXX8Sr147bjRV/OeG6ID/RXA/HqV5eP/Nqv/Xmu9PcWRUE8jBD9AlGmzO3dLy+fP9fWRfFAP8keiEYj0jhjMBjx1OcepywV+/btr/i+e0e93sR3XRyhqLebbCxvUvGqCM+hMtUhGg0Z9fpYwpDGkS6VWr/ec79Wsmh4syozmq0mg2FMlKVopZBK0dvcYGJ6lsM3HeXk6fM4ZZd2s8kdR47S3+riOgGLS4v0oxjPtZlpT3Bgbjf7FvayZ98+nlu8hJ9kBGHITCvk3lsXqDZbGJViWRU2uwOqlSpR6RBbDlMz8wihrSLpvoYb3CBduHCh3DXTfiIQvCmsVtva8qXRBkdI6u0mo5WzTO2/DeHVSAcDyiIlTRLS5CK54xFKj6IoKcoSaYPjhnRXz7LcjxHSIolj8rSkO4iNHwSjTqdzw2x2/MBnYnKSteVFLMsBKXEcB2vbIPm+T57n2LY9Vmr4K+E2IcTYOAnB8y6w57nIxML3fdI0pdFo4Lg2ymg8b4DWetsgPd/7SFAUOa7rIIRgc3MTzwQiM5sAACAASURBVPMIggBjzNgTA3bvXuDi4hUsy+a3f/t3eNWDr+K7v+u7rwrEvthI07gZxYmwfYvQ8/Bbu8EoEIzbblo+2hhsZ2wqSpHjOB5Gjzv3el44bqliuZTFuH9ZqUuv5k/80pcznheNQQJwHed9wvO/tz4zh7AEcb+HdAOKPGVh724GgwQjrHEx3eVFNje30FhsbG3wsvsXuHT+FJury8zPLxBUq1CU2LZDvzcgSzMGm12wbdq797J55RKOLZ/e983fvHa9530tPPTQQxarj77BkuDYFkYXCMsiyQrseIjxA+IoojG5wAEZgH2BXO5ldnIaz0hcBFXHZa3XY35ulj2dGeZn55mcnKQxOclL77wHK/Q4usvhyHyFeqOJ7Xk0W5PESYKki7BcNnQFL1vDsSXScijz5MFjx4790ra00Q3Jq1/9anXixIlP9NZX1mxb3GxZBllpYEkH5bZp7N2PrHW4cuEcdhBitMEOQ0Lh4gsHbbLxF70ssIqceOMyk60mfnuOy+fPI0rN8soqeZYhpT24fPlycb3nDGPRUiklzc40a+sbuI6F0SUOBkeA7XpYUqLUWGWhKDJ83xtnYkYRtj3+zrm+S2lJirKkVAopBIHvw7ZigzYwjBLKQiMtC+lKPGUj8gyhFJ5nM9lusLG1ydrSIjNTHYpsrEKOVjhS0AhDbGGhjUQJwY/++I9z1123c/jQYSzLvWqUXizGKc2yymBrFTvI8KtNhO0hpEDKcchVCEGpCoS0kEICBst2UKVBK402alxwLEAIizzPMYwOlGX5J2try2+dmpp937WM50VlkIJ2+4N5FPdPPvF4w2hFUeZUWy06rSqWtHD9gGg0YGtznUuXF3ngFQ+SpTGB5zLZbvPnf/IMR286Shb1qVd8tBPiNVyqlosQkiSKGPeVc5hZmEE41tmvtQy73e7oSM9xH1DlWOqlWquS5zGFkMRRRCAtsiTCGM3E1G4Mkkb9LvIU3OkZ2rU6U60JMmOYnuxQ8X1qreZ2vYnLgT176PeeZaGpaTVCwnoLLAfLdhhEI8JKhSgtEAtHyLdOIVUPlSfEw81D99571OEGySr7UuRS+gv797RNOpR5mWFLSAuNaMwivZDRcAvfkfj1NkWSotwaSmusIqNMYrI0xrItLNdlfmGeUjgsjQzdaEhvNGKz30cKg+eKeqfTkWfOnLneU0ZKAQYq1SrTs7OM+l3SOKM7GCIxTE3PjkN0289/XmkhjmNGo9HV3ke+H+C4Er3duhy42i8pyzLyYqwEYVmSwPewhKHearC2tornSG695Sgve+l9GLZvlNuhuuevI4SgWqlgWZKiKJGWSxQl/NiP/Tjv+f33EAQuSqmr517/0DHmvP/HD/3lt1859xz1yTla0/O4no9jeX/t7M+wbaAsC2mF2LaDVhojSowBbSDPUlSpKD0fmaWMhsODk52pnx0MBp+u1+ubxiR7hAj+1nKbG+dQ9KvAS970pq6wrf/bkiA8j/rEJI32BCU2wzhHlRllnuF54zi443k0W01uuukmVtdWmOx0aLdbVBoTCDdAOi5+GNKanqY+M0Nnfp5KvUZ7YYE4y5mc33fDttr+Yjx87JhdZN2fMmXqZ8kI3w+ohgHTkx2kZzNMxjfNYW/AsLeB6/tMTC4Qhg0qYYXA9ahXakxPTrF3YQ9TnSmarRa+6+M6LtKSTDcb7J+pEgYOlVoDywnwKi00AiElliUYDGJ6zzxKo38eS4DRJUaVB9uFbl7vNfqbMMbQtO1dUufzKl638mSIKkuE42AZQZYMKZKMSnuOPE1Ihn3KeEgR9SnSPr2VRcpsRHtiCqeMEK5LfzRksLlCWK1Snd1HrdlmYmISidUdDAY3TJLHOOwm6UxNbdcM2fi+T1mWxHE8zqLbvsk/bxwsy8K2bfI8Z2tra9yuYNuIJElCHMdXw3xKm3H2HAbfsZGmJHQtAs+mEgYcOnSAb/qmN3LkyAH279vDG1//BiqVytVzLCEEjuPwkttvo16vYNnWdmsK+Mu//Ci/9mvvoizLF01ywx8+9JtH/veffPvjf/re3/v2aDhg5eIpLjz7GXqbG+R5RlGW5EU5lmISEgPjlH6tMRi0Ybs3lUErQ6k0WZYwGvbJspxSaeI4ua3fW/voYH3x7aO1K+95IeN6URkkAKR1S5KmuI7F7N491FtNvCDAdj2wPaqNFvv2HeCBBx7kkx9/hEq1Rmd6luMnjnPbS+6k1WzhBgHKgNKAEAgpsMVY1/7Cs09z4enPMT01S7XVql/v6V4Th8JbVTr6FktqXM9DqxLf96nWKnhhBe24KA3Lq0MurhcMRxFB2MBCYkuJHwR4QYDv+QSui2PbuJ6P5dgIKUFpfNfHGDXui+QESMfDDRt4lRZGa+JMc+pSFxGv4tkCrXKEACm0nWTi0PVeor+Jd7/73dK1vZYpCz9PhqTdy5CmKFVg0gitJcL2KfIUTAGjdYreFUQZoYsEXSZY0kIqhS5LLMfD9gMm2hOYPCNNUizbo1af0KUi9n3/hvO+x5uUyXFLCm1ACHq9HkVR4HruOKTzfK3StjfyvKzQYDC4mmn3/OPz2XdajzPxBNCoVwk9m2rg4tqS173mlXzXd76ZfbvnMarAFgYhx+Gm58+sAPI8Z3Kyxf79e8fvCQJtQGDxc2//ec6fPw/wD7pg1hgjfuOdP/vWT3zojz/9mU996uiFC5cQtkeRZ5T/P3lvHuzZedZ3ft7lbL/9d7e+txe11GqtrQ1J9ngZG4wJMJBUagB7nGSSQDEFmZqlZmCYqUmlUqIIMzUhIUxIERzCeMgAAyIBPLaxCbYljC0LW5Jba0vdLfV+93t/29nPe953/ji/btvUeCyZSGrbT9Wt7l/dvt3nffuc87zP83yXMqU2BVmaMJvOyPMCkJi6praNrYcxhqIoGlSlkI3BZl03poxOYBE4J3AOsjRhsrN+5/nnP/8zs51LkXPu62b7b92d/xrh8vTmYrLPZH+PujJgLUI4vDDCCyKi7gCpFXff9wDLyysMBkM6nTarS4u8+6/8AGgPqTQ6al9DBUkB1jbCjYdvvpmlpSWEL3HSnn6z1/tqw4GQdfUzkqoVhCFKScqyQNAgpzzfZ7iyQmol1klG04Id10EIiTAWjUQhUEIgHQjXCFvaum4yt3PUWYEpUibTMaWxSNXMBaTUKC9klpSMSo+8KFnp+4RRiNISJQFX4dn0vzv1p//mb575/O/c/8gjj1yP7eYo7ERvVa1epHyNKFJcnuB7AXkxZTbaooh3qeuSYjbC1FOKMkVEfTwd0O500MpD+Bo9XCEIO/Q8R5JNGQ6GxJMRzpRMJ3suzZP4ySefvL7maQJwjk6v1xClrSXPMtbX16/ZTjjnmMUxeZ5jTPPMOOfo9XpMJpNr4ILG+tx82RVWKoSUBL6G2pDHM7qRz+233cJ999zNcNClNiVVkVGWDQLvqmq47/sopZoEqOD4LceQork+nEAIxc7OLv/4H/9jjDHX2oXfavGpT/3Rzf/yF/7hnz7955/+3zcunevt7+0RakltwdSO9fNn2Xj5WXYuv0KazJhOJiRJQpIkVFVFVZlrPLOqKjEWirIgz3OElEjtI6TG9wNqY9jfvsL2hZe4dOZZ9rc3b+ZVjIi+7RKS1WKnNGUj8JglDW9Ca0xVojxNtLDE81/6IkEYsLZ2gM2tjcZ50hS0F4ZcPP8Ks+kU5XvYMm9kTXwfv90i8H0WDq5ifUlmK5JZHH39K7o+4okP/8qtrs7/KiZGSUHge1Rlce10qaRGe5pKKZywJPtbbJ56hq29fZRWeEqhlYK6ObQL1Zx8rzp2WlODranKCaG2BF6j7oCDqsxAKs6tT6llj7WVLksLXTwJEkcQ+IS+Rtjsh7WUv+Vq+8Sat/3vT/357y++mXv2lfHQQw/J7/qud/0nnlJ/21Sxp5DoVg8jNEor7GyMV8RoBKo25HvnMGUJRUYdT6nKHC/sEYQthIwQ1sdqHxV0GQ6GOB1w/LbjBFKQxZN6a3trxnVkY34thMDz/UZ1IfBZWFxgdXWV2jakWYA0bWDbVVVR1zVRFNHrNdp1VyujIAhotVr4vt/4KtU1WusGyu0suJpBr8PCQp+oFaC1QkiHkHOajOAaB+kqrNzzPKSQ3HLLcQbDHlKKZq7lBFp7bG5ucPny5W/JCilN00Nnnn7ipeee/LN3FXnK/miKrwTGVFgkvh8w3t/j6T//M0499Tle+OKfcf7sKZI4ZjKeMB5NSdPs2mFBaw+tFM4J/CAAIQnDFlJqZvGM6WTMZGedzYtnKIucVrf/PPB1QTjfejv/dSKJJ0FaZQyXhuAsvqfxggitPcosBgllWaG0ZPXACgeXlwg9uOfeexA4Dt54jNqUOFtjpaTGIX0fnEP5mrDX5ZYH30JvYYjU+rpuMX1lmLL6G1LUPWyF9sMGrusMzpk557HGmJput0PlSq5cPM3mS0/x2KOPgBb4YYD2PLwoRAd+M+mkadsopfCjEBX4BF3F3d/xDlYO3kLQ6uOQICRlUZBnKS+ffo7hcEC33UV7zb6aqkBKwBZo7aGkEkKI95g0++MnP/Gvj7+5O9fEj//4jw886/5hNd0+kuxc4cK5C1zZ2sZ6UdPSrVMcJaZMicebRK0BoXZ0fYGqY/wwIIj6OBUwGSdUVYFQPkVak6c5zhjySUxW1ezvT4WxdvZmr/lqfHn8L3EOhNDooEValCjPZ7C4gPJ8jLUErTbtTveapFDjNtuohQ/6faSzCGvpttssL6/QaneQshHr1cJBbWhHIYcOrrGysszy4iJREOJqh3QaaokWPgKBp5tDkrMNqVYrhZaKwwdW+bG/9Tc4sjxgoRewMIi47fgNvPNtb+XMS6fIssaCy1p3HWb8byw+8eGHP/jMFx9TeZazt7PH5c099sYz/LBFWZZYqQmjkCpPuHD6eV56+vOcffoxTj/9OJfPv8zu7g5FWZHnBWXVWKVcnSeZyuAsxHFClufs7ezw0snHOf3048z2Nzmwusrw0M0/J4T4uhX99dj2eF2j3Vvo39zpsLSyjBf4WGfBVCTxjDyZoaMWt524G1ukHFxbZToak2chCyur5LtX6Pd6bK6v85u/+I+ojGOWJPz1H/oAx+69DxmEUFdEoc/KkZuY7u5+56XHHouOvOMd2Zu97q8X1tU/qISgthV1VTSDYJrKxouCBqKsPVSoiZOYtMrxuh1CaYjTMcO1m1GBT5HlGN8jj1O05yNlc6IKopCkTKg9h/IPUDtQOqAylnhrg939MXt7OyyvHmZ52MFW2XwOYVBSNY6fc+SUkBqJQ0kewNWfOfnp3/wH5kzyfz34kz/5psGgq8qdsKK6bXf9vKirlEleIFsHiXpt8sKg1u5Ex7u4dIbSEUZrpJLYyOJ3D1A5h5SCVhFzaWsPcedt7G+cZ2PzMtM05tL6Lue399jbuIhNRsJz9fVbfQuB5wfkeY4SFusEWV7QHwwpjCFqtRCu/qqWXVEUaKUIuh0APK2RupnxaK+xLKkKQ21qwjDkLW99K+1WC7/do6qqa5V8kx7ltUQnpQAUONeMPYQg9Dze/tYHue+eezDWUZQlnufR7/VIk5jTL57i7nvvQ839mr7ZEXcf/YPf/c8/9ye//wPO5OBq9icJu6OEA8sDpJRMpjHdbgulfdYOrRJ5krKq2B3tcubkJkZ2uOGO+5HyXtYOrmKtQ+vGsVcK1aBE58jI82df4vyZU+g6x8w2uOX+uzl24oHHB2u3fvjVXOu3VUJyDz0kT2p14+JwjdqUFJkjz2JOPfEEH//ww9x0ZI0kz3n7d30v7e4DjPf3iYKQIPDwPU08mWGF5l/9059nXFaE3QXa+YxL584hQp+d7S3uf8e7oEhQrR5+1Lq8ev+D1719wiOPfCiU23uHja1QyqMuEnA1QkBlanRt8Twf4UALh6dgbalPp93C6TYvnzvJ0SO3EnpthNIUSUqZF9iyRPkNus7WhgvbL5DIEiM00/Vz1KKB9O7v7vLM8y+ytbPN3Q+8neWlAFGOMKbE9xSeH6KEw9nmhaS0QDiHpyVFna2ZtPqgOtZ779Of+/3//t53/tCbwvtKbHnezMqn4tS+tcycGCWOMku4swKExFQFdZYQtDoUWUoRjylsiFQaVEmSpPQXlnFhF5dcZH17lwuvvMzKgQPY7irlrmF/7wLjrXU6vUB1ZNDmOvTjvnpBTautYlqmKO1RVM08qNXpAE377Kp8kJyTaOPZDGcqev0GTBkEAdbN/y5TYR0UVUWRpRy/5VakEGzvN3YSdV1fU2aAL5Ntr8oSXRV09T2FEBJPK0QUov3gmtGkwOFrzdbGOotLSxw+fEMDxvkmjvX19aXf+fVf+tUiHglbl6RJgkMQBB4Ci8SRZ1mDiKTZq45WLHYiojAgLQyTOGfz7Jfod0IOHVpt3gVCEPghZZlTVhV17SiKkotnT7F36SVWVxa49+5buePuu+gsHf3nr6Y6gm+zhCQeesg+/4mPns+ybLGuCp48eZLBYIEsSxl2W5wbTTiztU/8h79HNFzh0A2HUVWGLxztbgfdWeDTn/w0RZ5z+223k5UOOYU77j3BYO0GjNQ8/difcdudJ/BEBlJl3ww8pE5uj9bC9qRoToOmTPH8BmVnLVRVgfKChpPgHO2ohVaCosjA1GxvPsdzJ1e4697vJGpFuMpgoghhLVIKqjzn0c/+OzZGl7EO8rLCWJjGGbPZPpEuWFloE4eC8d4W3qFjKBHNmf6Cdn95TqKcUZUpECGFRXs+QRCQJbG2Uv9NVcgTTz7y8I888J73v+HknFNPPbXe7i39Yrx+8YMb518YnD93gR/76X+ErQwKg4w3EMWU9fWX0V5jQFiPNyl1Gzvp0xkcJLAZpdQIr+Tpz/0JZVnTXbmJiztXOPXUSZ594tMoWRB5bWGUf4Cm5X7dQL+/MpRSDd8nqxjt7yO1TzyLm0QyR9FBIzl01U1Wa02SJAipCMIIMYdrSykbjT/tEQQ+UwBrmcym1NZem/lcBUFcTXZfqXV31fZcywbo5WyNFJIw8OcVWt20G3FoJTnz4ina7TbDhUVAzvlP33yQ8A//7v/5MzuXz7SrIqeqSpTWgKMVegz7fXA1Svn0+n3KPGU6G1FXkqV+SCsK0UpgqoJOK0DOzpPtH6d1+JamW6I1lZF42kNIRZXHlMmYQytd7rzjKIuLi3hRj/bSjX/6aq/32yohATiLMdTsjiZ4QcSdJ+6inI154nOf4cHjN3DvsRt59LOP88zTT3Ps2FF8r0W310G1h4iohYzH7GSW4cZlOmHE8XvupX9gDWsNqwcPcfLxz7K4tMzSqqaydevNXu+rCVGa78bWLSklztTUVY7Dax5safG0xpQZtRWkWUbUauF7it3JHkFrgWF/kSef+xPqynDrzfdTFwZVlgjPo65KTj7zWV5+5QtkRdbA5L0Wym834IVeTTbb4cjqAlLU2HQTzQ1EnQGmyukOD+AFLaT2MBbqqkD7Ec7WOFMSeD7W11R1gquDe/0w/ONnHvm3P3jPe37kDbU+f//731//xE//xKePyvLpbLT7ne98x3sZBD61K/HtDFtmlFVFb3gQTzfq15X2cVLhBV283gJe6ENW0wlblJMxF14+xannnmBvlPDsE59pgDXDPk5qkWbljcvLy8HOzs51odZwLYQA5xpzPd/DFaCVJM9T9iczxuMxDzz4wFe1wZxz5HlObSrqsiQvSjrdHmre9nPO4YchUraQiWI6nRHHMXleNpyYuYzQVW27q3bqV9uBjWBrk7SsNUghkUiEEmBrhJAEc5FXJwS2NgjneOZLT/HWt72DIGp9UwIdTp9+5thvf/CX/xtTZGTxhDQpsEBelOSFadCLQhBGPs5ZnJAgFGleMNPAPDkvDnvMZimetCTjHQarN2GtxZ+DkhpIraVO9zm61oFSkEzHrCwvEXYXzvMaxKW/7RJSWmSlsJadnV2OH7+1OYEPFnjf3/1R/uQjH6EwFe/9vh+g34lwecw0nhCog3hFgfQjlgcRv/LP/ilV2Kac7KO0JB5to3REkmasHjnKufMXaPcXyU3hnHPieq6SnHPii3/wLz4ghUX5Ptb51FVFUeWEYUhVNRyEyjhqC1le0Gq3KXOJmMTk2Yy6HuL7imfPPsq59ae58eBxlAgYxwnn1k8zjbfRUYh0Bt8PUNonCDWDQRtbwpVklzgtWOx3OXH86FxDyycIWvM2TAPN9YI2TR/cYooMJyza8wj8AJsl2GqGRR7DC3/rqc88/P33v/v9b6iO4MHu6fHx5fc+cvA//u53DXtd6YoJfmcNU2vk8k300gRjK0yeUZsKqdpIoQjaPYQXABqBpdVbYLZxhmOH11gfxUz3d1jstclyifY07U639qu4DIKd67I6QoiGj7SwyEYywdZN+3d5cYFXzl/gyuUrHD58+BopFmgAB0qC1ownUy5cuMDtJ+5CKdV4I4UexlSMRmOyLCdOU5SUuPrLiecr4yp/6erXVQCFlALf0/h+iPI9hNQIqYBGF6+qDFleAII4nvHCC89z/4NvBRqR1m+mxPSpP/rY7+ysn480JbV1VGVFZSzCgVICYyzWgTGW6XRGFEUo7RF5HrXN2dzcYbgwxPe8+ZyoQlfjhuvltcmLrOGRGUuVJ9SmoN1uoyJJ6HtEYYQfdk6+lvfft11Cysvq83WRv2tvb5dup0OoHKYsGC4t8IEf+9FG3j5L2d28xMa5F9Fa021HGCkxeUqr5WOpsdMtstkMFXXACaxNsDKk3R1wfvMUp049x2B5+enrORkBPP6H/+L7lSvfqT0fT0qMzfF8n7xMabV7jdtrnqM8QV6YRoXba6C4zTugZjYd43k+aTpDCMcov0JRlpy/eJkwCPA8gRTga4WWjiiQhL7AJ6fC0GtH5HnBoN/F2pqqzGn3NEHYhrqau85WmDJDe5YynVKXGYHvoT0f7QV4xpDnKdaCyeP70eFHT37qN37ovvf+3Stv1F4+9NCj9Wc++T8/vbayXKhqFgkpqasSm4yoJjtMd87jdIiSCiGb9pBUEjPJCbwO2WxKXjqKqqIuctrDAyxGixwzjmy8QZGHiChiMFwgrpSFw8DlN2p5ryIEiDmAQPl0Fg4gt3dwYsZ4fwetPfqdDrM4ZbhyiL2dbawt8ZVEeorKlJQYhIKNrQ3WbjiCF4RITyExmCJld3uDLEspioxOp0Ogg2vAg6uqDFc/q7n1eZIk1HXN4uIiUgnQCqcgK7Jr85C6btxpi7JsrC+kQmuPve119nc3WFxaRYirr0v35fVep/Ebv/YrP/Pox//dWzqRxPdCnIM0y5FCYnGkWcXuaEwUBURhQK/Xb2ScJKRJzELXozXogrPklUWGfWywwDhztKYThmEbpTRlkQMCa0p86UhMU+EK5/CCEOV3nn8t1/3Nk+7/A8VoNvvMxQsX2NxYBymYzGYUlWG0t8/OxhWme1sk030W+h32xlNOvnSBT/3Z43zsk59jY3uXIzcdpRVIOv0F/ChkZ/0ieVFQC01lHaOdTe7+jrfg+T7TyfiFN3u9/3/x2MO/GNk8+XmJVUoplPZRno8fBA03yFn8IGwqkLrCOYuSUBZp0+sX4Gmf8XifPIupa0Oe50wnI7AO31ONBJPXGLX5WoCtsKbA2RJs4+zZikK0sAjnKLKENJ4Rj3eoqwJT5ZgiAZMTzB+CPGskZco8pcxirKnmMjQeSrim712kb61q+StPPPGE9/V34j9chFFnX4bdkfQCJ/IR+2ceJ97bRgY9egePo7UmikLCaIAMFyh0C+P12Fhf58JLJyniDcq9CyhZk+1dJsARaI9DawdZ6PUYDJeRKhKdQC8e6XMdIu0aBj9C0hks4KQm8ENaQUiRZ5RFQavdZfXwDQwXlxvIfznvOjpLVRUN3QBDnsX4vqYVBtSmoshTqqrEuRqEw7pGauhqe87OFSCufp7NZrzyyitMp1MWF+eUNSkpqpLJbEZlKrI8Iy8y0iwlThKyLLuGzquqgiSecvnCeQTuL6Sf64uT/JVx7ty52x//3KP/W57GjQxTmmKtpdOOmvWXNVpJirKaE9MharXoducQ+7AF0qMVhQx6XZyDoLtIoYecvTQmzQri2QzfD6+BR0xtKesag09veICDN96GDvvkefqarv3brkJSZf1YWuS7997/4JL2fILOgHi0Qzyd0A4kywcOECqHcBU7Jyf82sMf4zuGPU6OZ/z9v/e3uONtSzgURZKxcOAwO3sjTp96lnB4gNHeHneeuIfB4jJZURAE+vpsqcyjSOL/zPf5DilCpBAo7WGkwg8iOu02yWxMd+EAygtoRVCWY7B10w6hUW4uqmIuVlldU/vd39unNwStPbKiwNcaT2t0q0VtiqZfbWuUlAgM7VaAlo5WIHB1SeBJgjBkuncZTwlq1zDCld/Gi3rs7uxSFzHDfgdrWgjV9P9xFikc1hqwhqrIvtefnL0beOoN2lKXZ9luOdrcdvn2ajnaFHrxZlorN6BtTTWaoRXk000me1tEq7eidcTuaJ29vU16B26gdhKDAqnRMmWS7FNXGb4E3xN4rTajvFZ7OztLde0vAftv0Npec7TbbdrtNvFINpqGUcTO/gQESKU5dOQGojDg2ZNPYkpDmRXUdYWSknYQUOUZkaeofE3pmpZZ08K1uDkFoOny6Wsk2KvzorIsuXTp0rVktLOzQ7fbxeZNddOQcOdqDSis4xoiD5rf13VNURRcuHCBO++6jyB8Q88233A89sif/Eg22RWNjYRCKEm700EKkEoxmmYUlaEylp29MUsLA4ypkEI2epJSY52hMOBEIxxw+fI6Z1/5AnfeeSvjrfO02u1mjgvkWUpelNT4lAR4rT5+2EYHLVD61Gu59m+7hHTijjuyWZmZG246zmhni0c/+QkGgwHtKODo0btIsoJRnrI47PB9P/gD6N4yv/F//DY/81/+GO/+nndR5BmzaU4wqIGp3QAAIABJREFUWKI9XOSu/gqHb95kNpuy3x+yvX6R6WyGwNLpHLjpzV7v14qPfPChlinT/7Y/XIU6xVqBdRKlA/ywi+ftYuKM2XgPL2whpMDzfMqqQmlNFAVkeY6sJb7n4+ZSQQBpljZUeek1/CUlCDwJ2sd5AmctnqfBlmgtCNstWqFP5Cv8uX6dH4Ro6Uhne8SzKfujPVYO3UwpWpw5+zIL3QBRZ7iqg/Ja+O0BQlqcNVBbFAJTl2GZJe/mjUtIXDp/Plm8+/gI2bbttdtktHgEz4uws3VkERN2F5FBi8GhE8yuvEAy3UKEbVZuuItOf8j4youNjmD/IKau8DKJN02YTmdoTyIEhEFge92uGGdJ941a1zcSUim63S6b1tLr9bDOUZbF3IYcpOexvHaIt3V7vHLmNJcunqfOHFiL77fAgnTgCYnVTaIIwxCwjSWCEHQ6HZRSXwX5LoqCK1eu8Nhjj3HixAlmsxme51FVFVGrRafTxfMaOaEsTRE0Nhe1baqsqqoaG3Yp8X2fNE1J4pjg+kTaf1Xs7Ox0f+Fn/6f/oiyya8K2uuUTBD64Ns4lrK302B6njJKSSVKS5SXrmzvNTM7VRB6EnmA0Sea6dZDkgk4oiHzFbDJCCEGSxmRpzmh/n9neJulsRDLaYWXYocpihFLl8ODtn3st1/9tkZAeeughObTldwrkrX/06Kf+XjuMVp/6wmNoau64406GgyHLBw+xtHaoEYO8fJ66nCF1yF/57u8m0hFvffBuED6mNvhhhB8EqLCNDAUd03gGOQdKwv7eHt3hAq6qjr3Za/9aESr7Hoy5z/N9ynhK7RzO91HKQwcRre4CndIwjVOMhVanR6fTBuFwSLxME/geQjiKMsfTHkEQUpmy8b6pSpCOKPDQEsLQp8xTnADta6QUKOlot1pEYdh44piM3mARnCOdbJKnMVmakGYJ/eEKre4Ck8KxO5qxv7vFzUdWCMMWaTJBeE3S1H5EXaQ4U+NcRY168I3cV8/rGR32snDxRtMIA0jSeEq2tU5hoKs9Smr2nvtzhFKoTo/ewg0YETUvxs6AdLqFEJZO/yDTdIu8rNBBiJM1eD7Z/oyqLHwtvetevLcBxlTkmUXOodiDwXD+3cYlttUdcMe9D3DjrbcTj/fZ2dpktL8L1uKEoraQptk1AIQxBoGg3+8T+OE1Ym2eN5S/oig4e/YsQgjKsmQwGDAcDvE8D88LCMOIdruxRm+3uo3EFWBqc43akCQJvu9fA0vs7O4yWFhBXucJ6d/+1of+/ssvPn+0LDMiX+OspWpMeLG1wQ98OkKw2I9Y388Yz1Iq65BpihOCOElxpmLYb+OpmtrUHFhZ4PjxNcraIbyQOI6xdU1VVsTTMdPdDRQVo91NOpFHMpvgrS4j/fYXoig6/1qu/1s+IX3sQx9afea5p//Xzz7xxR+VUlAZyy3HbuKdb3s71BWtVpvecAHfCyjzgqgV0e71MZmmqhx5nmDygu2dCQLZ6F/pAFdbrKmwCMqikdFQnk+cJPQGCwwXlqiy9N0v/PFH77rz+/7qc2/2PvzFMGXxgTDwhdaKUrhr8FkhGnSS9kN8PyDwa7KioCxzfD/A9zQWOU8mEW5WUcwlmJw1BPOTqpSS0tRo5TccBtGw742pcbbC8wNarYhup03ga5QU4DyUAOss0/1t0iyjto5ef5He4iHCTp/YFEjlk2Uxr1y83Jz8dIAMZrS6i9TWNpIvtsaYBNVuv+Phhx/23//+978x7qrR8kSp6LIXBIUTBKbIhTMxsuXTbx3Em2xhkj0O3ftdKCRlHjPNU0yVkyYpVWHoLR/FbF0km1ykTJPG+TSMEC2PUkVIGaO09OrKHHxD1vSXiFa7sXqQSlHnOcbUeL7fgB+EmCcCi5SaVndAu9Nn5dBRsDXbG1eYjfepbJNkhBAEQUBVBdTWsL29TW0aMENRFKRpymQy4cqVK6yvr3PvvffS6/Xo9/v0+31arRZSeWjt4fuN5bbWuhF+9TyUVtckjay1jMdjgjAEGoTa9R6f/OTH3/K7v/4r/6OtDUVW0I4CkiSl1WphnaU9WMSaEhHHdNshUgrS0pBXNUePrDGLY0xVoENFliaU1CwuDjAWtnf3qGpA+UzinNWjF7nptjsp84w8mXHl4jmmo238I4co8oyt7T10a//J17qGb9WEJH7zl3/5HVtXLn3g43/00R/e2tpYG00m5HlJZQx5lnHXbbexsLCIE5LxaJ/awYLnY2vTDOGlIotTRpMRNx89ijCOcVIxXBwStNrIqEtd1Uz3dtm51KjjKh1y8MiNSKlIp2OMqaR2/X+y+fTTP7x6773fkMf86xF//G9+oW2nm2/zww7ONYrnXtgC0XC37Vw+Xns+WmXNADRLG+i1H1IW+TUzszDwsc7gadVYG2OR0OiWiebG7rX0XNNO4mqHpzWtKKDT6dDp9tDSQV2BkNi6JMtyyrIAqRkuLhC1OoTtHszNwPyghasL6mrG5u4Y6YdI7RF1Bgjlo4MWZTVF4HCuPnJ0Wd4DPMkbIEb6vvd9V3LhhZf/sK7tu5XntVFCq2CBVrTA9MqXMPubWOFTz1Kkp/FcyWLkYXoroGpm+xvIYEi4GlBdOU3UDdje2yFsR2S2IvQjtNJSKhU6wYAve3hfd+EcICR+4KOUwws8PN8n8L/sjYRruC7WOlztaKQNFQjJcGmV8WjE1TaZHwRUVdkoyFvH/vYOm1ubLC2vIpTHbDZjc32D8y+/TNAKabUiwijCD0O076P8gCiIrs2HrhrQaa0RQG3M3BbDsjAYkmdZQ7xVDeS8kSGCq/JE14ANXwW6+2r4wxtZT21dufJ3alPKIPTJMwlIgjAijhNCX5KlceMtVVuMFSgpyIqarb0Jx286xGDQpxX5OGvoRZq6TKhNTZan5HkD3Io6IVEUkaQpWnuM9nZ45exppntb3HjjYTrtFjfddCMHbzjO4bve8auvdQ3f9AnpoYceksnGxs2eEMeOHFy9zRp77PLlC29/7NFPvSXPU7G7v0+SZEzjmDQtkEqyKATGOaKw2VycJZ3sYfKYhZVDWN8Ha6lxLB1YIVCNQVWZ5ZSmhrKC0S6mqpjs7TLZ20b7IWEY4fsByWzaVBvap8yz75vsj/71I4888rff8573XBe69jZJloUQy02CqAnagwYQICXWlA2aTmuCICLVCbKqQHhUpkYI0zx/1jWoHZrqikZbrkHqCRp156qkrX3C+YukNiWBp2hFPisrK7S6QyQ1tkrJ0xmmbtTBK9NUm/3+IkEYor0IgWxQUVlJFEYoaalSyyxJmUymhEFEd5gTdSJqWzbDXAG2rrQtiu+lmSO97i9uIYQ79/y5LwklXi6S7AZV7CkTj0UpNEF3Gd9fQPgKqRye6kLqsHVCle+jOqt4nVUMmiDqkq2eoI6fRVU1eV6Qm5JQpfhaCVvbqNeO+q/3ev4yIWikgZCQ5SmmdgRBSH84/PKfuWraJ6/m1QZk4OZ6eO1Om3Q2nuvjeVjraEURZZ4BjvWL5zGmxo+67O2O2NrYxJOSbruFc5ZwLvprXfPMl1WFm/OJmhaeR13XbG9vE0VNsppOp9R1je/5DRJNSIQUOGERSJo08xXngK+Rdd7o5t5LLzz/oKnKxlrcWvK8oNUKUbKRABMOulFEmiQUZclc65yqNBRFiZaSsihRSuCEBhUxmYzZG00YLq2AgywrWFxZa+D1VlAVOcLVBKGPsQJXVywcOMzK4ePx4uLaa7bf+aZLSP/8537u5ulo9NeXV1beORmN7kj39gc+bs3XihdfeI6t7W1arTZLS8tsbW+Sphmz2Yw4K6hry6AT8a53vpM8zXj5lbMsLS3Rbbfw5qX7zpXztDs9vCDEDyJ0GCFVcxNqqbB1TZk3Loqz8S7CSYbLB3EIagTb65cBS1kUDJYPkacx2vc/cDAKfxZ4Q9UDvlZ4YbBssrhzFbIptUdd5QgE2gsxuWwSix8QhG2SrMAUCdJ3CB3g+yFtwNQ1VVniwgDrmnNh4HlICWVVIY2kAS3VaAlaCwJfEQU+WjrKZL8ZLMdTkiynyHOk9ui0O3Q7nYbtH3XRfpvaFAivQ5JOUV5AJ1DksiZPJmR5Re0gTaYI7V87AdfW4KoSUyRvf+CBB9STTz7ZZM7XOTYmerLiJusmnThhJkIGbbzap0hmRP0+ylouv3KSwaHbMdMCGQR4fkBdl0xG+wR+C9FeQWCwUlGLBvWlXU3g+wRB5Khq48rcf73X8peKqxWI0lTWEscJDker8+qwGEIKOt0u2+tzmSHtfZWBX1mULC4uEvoBjrkTrXP4vgcO+t0evW6PYX9A4AcE2mt8uWqDcw0ir6oqfN+j2+004IWkoRQ4Z5nNpo2EkWqoCcI1ygbzq2uU6v/iNc+/8+VPb0x84mMf+/5f/aWff1vkK7K8edfFs5jaVASBBucYDPs4BKau8T19bSlKewjlkRUlcVpgTUWe5dgyJooiVpb6jJOEojQsr4SM9nc4fuc95HnKdDajMI6scEwnU2699Wak8nHS+6NXq1/3lXHdJaQ/+NCHBhfOnPmPTFFQwiVTloHv+yvHbrnl9jLPv//y5cvfs7ZyQGdZRhRFmDLn0vnLpElCXpQsLC5x333fwSsvn6bTG3Ds+G3s7e3xpadPUhnLfXffQzsKcdYi/IDd/TFxnNJut+fCi4JZkjfIr6hFu65ptbvYuqbIUlxdU9eGqiwp8pzaGIKo3SSqsmr+Uye7BH7YWPpOx9TOUpXhTwA/9WbvL0BdZUsCoZy1DWS6SlF+iPYCXG0QysPWFVJ5hFGLvoX9/R2EqwiDXiNZL6GKp4RRCFJRFkUjUCkBIeeeKQpnyyYZ+QGBbgQbtdbkeUa32yfLcnZGU5TyEF5Ip92m22njzwmLnt+eP94SJzRJ0hwGEArthwR109uv5rykoF2DoAFpOKhNiTDlW95z553+sWPH7O/93u+97lD8t1/+fPnS8RsvhcNlGW/NkONd0vE64WAJmZeU+YjhyirKpphyi6IKyGSL9UvPs7i4yHTnDP7SMeJZQuD5FOMNquk6tTdoDNGKAuUHNs+z616419mr7q3M216ysTZ5NT8L+H7wVZ+VUvitFkkY0ooihv0BL555GS9s46xES4UWEuEcSkqG/QFhEFBXFaUArRXGNONEKZs7axZnZGk65y8ZlBaUZY0fNBBziaXIM5yt5xXdVQIw8+6AuNqtw+EQtpqTc1WDNn0D4vRLz31PmaVUqSVJs0aJoaqopiULCwuUVUnXwjROQShaUUg78pjmhlmcceHSFnE8YzqNWVkacPMNS3T6K2xubtPtdVlbW2A8Sbh8ZYsDqwewtWW0v8fF86+wv7dPy4N2exmsJWx3qPJvDAF63SSkhz/4wf7ezs7/8srpl/7O9uZGJwpDnn3uGfb29kiLxvWxKMvmhtMKYyqGgz7FXOsKIbjp2M285z3vJc9SkiTmlltu4+DaQeq6Zjqd4vkeg0EfP4yY7GxxcHCUqNVGCMGp55+hqmqCMGxu4LpESs3C4iKtKEJKgacUi4tL4FwjPmodYbtHHMcIZzFlSZ4nrB05Rn+4wtbmZYIwapBTs93/9ImPfOQfPPjX/tprY4q9DuFs7Ttn5w6aHhAglEYpTVU13jv1XJJFeQGeXxNGXeJ4gshinHMYU6O1j+cLhGhACVVVorWirCzWOZRsuE1h4ON5mnYYILVG6hBrHbO0wFQ1Ubu5d9utFt121AAg/BZBZ2Ge5BROKhwa7fl4voenfZyvyYUFU5CXhqwoac9t5W1dA5KqSBFSr3zn977l+EO/9Bsv0PSEXt8q6X3vs51zV17avnw21doPO11E1Lkd4begitHhMkhJnY4xo3XqaEilYeP8KcpkmQOH15jtrWOFR20N/dUbuTK5QiBq4tGILK/IqyKXgV9xHc+QgGtFgpSKdqdDb9Aiar9aiUfX8OOUotPpECcxQnCNK5TnBVVZMh2NEV6BcwKFwwpH1G4xGY2xxhB6PtU8+RhTYeqrTrSNjXpVVXM+r0CqJpmFYSMmjGt8lT7z6CNYa7nzxN2NxJZp7surcyhTVVTGUBU52lW0BwOUnltfvM7x4osvdn/z1375J4s8J2oFKOGwlcHTzXO5sblJu91hd2dEtxM2BoZzgBdAkqa8/MpF8rxR198VYw4sDxlNU8KgRRC1cU7g+RGS0VyOybK1fpnZeMLlixd559vuZzjssba2RrvTB8naN7KW6yIh/fov/uKDLzz7zAcvXTh/fxRGmLpRoA38gCgMSfMpcRzj+x5plqCkJAgafkBZVmhPc/fdd3PvvQ9QFTkvnXqOVrtLGDQ22KdfOsUsnnLXnXcRxzOyNEWrpv0WhCFFErN66AgXzr1Mrz9g5cABtrc3KfOMl86ewRQ5nShieXkJz/Pp9Qd0+otzgceCNI7Z3rxMr9Pj4NFj9BeWSdMUU2SsHLyBrd1dlLM3Hjpw4CbgNUlpvB4hlB86kyG1agbITuGFHVyVN2Q3Z7HGgNSNAVddE7U7WOdIk6a/LnWA0gFCgNQOWSt84SGlIww9krjE1IZ+O6IVBYRRi6jVQXsRdk5ynOzvoD1N1G6jlMRXCltleGEb5UfNCbOx9MSisbam1WqR5xmenotlVgGlqaitAyRJPCGIOggsVWVIJrs4a4WV/aOTyeTF973vffL1rpKEEO7kyVMnO6s37viYYbZ/UQgdQpFRpTFaKNJpSrrzEsLNoLaYIOP47XdQFglVmlKVJUYtov02KhyiW4fY2TxLMFBMphOrnKtD5V+frrH/H1GWTfKQXvtVWzpctUFvnGIVk+mYqjKYsp4rNFQs9AcsLizw8vnL9PpDJI4wiijynPXLlzl/7hwrKweIggBjLWlRzFtV9pqKQDNPUkgJQnxZrBUEtXFkacLO9hb//hMf5+KFi5y4+x6GC0NcbZhOxuzv71PkBXGSUBYZ3Sig2+tz4jsexIvar9ueXo1nn37qvz738osdJ2RDowh8Nje2cFIhgV63S1aUhFFAmhVEUYD2G2sJgEGvzWI/oqwMqwcW2d7e45kXzmOMYTjssZTUrK0s4IDBwgJR6BNEEfu722glWR52kUJwcO0gCwcON3qX2p9+I2t5UxPSR377t5e+9OeP//QzX3j8p9a3Nv08yynKCk9r1jc2qOuaWZKjlaLdipqS2tZI2XiaCCmJoog7T5zg0KEjKAlnzrzIeDLh1tvvptfvcubMS3z+8c+zsrxMlqZMJmOSNOH2W29j+/J5FgdDwsCnyCX33HUPuztbvPjc0zgaafxZknD3HScY9vuEYcj+/j7j/X3Gk5iVlQNsbW3gCbj9jntYWjuM9gKKsiCeTlhaPYzfalMlZ1k8eGj9xSR56c3c76vhqSAvpKLVX0ZKgbPyGuu6NgXzxgOmyCmKBmbt5u045fkkSUIYNXBdzw+QSs/9b5oWu1YC44ESgrWVhbnNe4QTPlbMTRGp6HS61HXzQ8I5alMShh08P0QgG78W6eGEQCsPqz2CKKLTHaAVOFs20iU4EIrKWDwrUKZG6YBsus9stEtVGlRXH2i1WvqVV16xvAFV0uJiZzcv3IV0Or2lLkqYJUxGV5AmJh/v4i+sISNNGQuSvU0oKwoipPZQB49BKdg9/zSF01gZ0F1YIE/6OOkYtEJ5ZX9f5Fl1XSuBNK3TuuFIz79qUzUW5K+qk+WwpkRiMdaSFzmmrijzjNoalpaXOfXsC8Rp0cC4rcHzfdrtkMrVzGYTXnjhWY7fepyFlRUMDWhGuCbZlXMvpiAMwVoM4OrGBbWxopBIBdPRqPl3q5xLly+wP9ptYOS+hxCSMAwoyxJTVpgiZ5zFzOKY3sISx24/8bpu8c7OTvdf/fI/+a/iWczi0gJlkSGFZGlpkf39fTIj0Eo08kwO8qJiOkuQ2se6L7cbtVIMB1163S5lXpCn28RJymQW89L5TQ4fGHLviZvp9PosLQ7wtKLX6+HqggMHVuh0OkTdAYVxnHnqKW6/4/a17e3tzsrKSvxa1vOmJKSHH35Yvfz44//Dpz/+0YdMVYeXLl1mFsd0u11CqVleWmQ6GTOLS9pRgNIKgaMyitD3GjfKoqAz9ys5uHaIleUl1i+d5/z58xw8dISjR4/ywnNf4tHPfIalpWW6nQ55kTOejLl85TJ333M/y4dv5Mrl89SmZrCwhOd73HbnXdziIEliLp57Gbu+zkvPP4vvKY4cvoGVg4cZ9Idsb6xz+tSzDHo9VlaWGSwsMlhYIs9zdrY3yWb7DAYLvHL2NM5aesPlf3nfu955XaDsRCAvtLxhFYSRJ5XC2qan7pAI5aO8EFGWmDqnthYz5/UIoUH6CGUoygKtLNbW+H6AlKpp/1kDOKLQx9M+2g/wWwNU2Gt+lRKTx1TFDOkUUjqquhHDbIbRFh1EDSteKKT2QGlK0/Tk0ywnSTNaYSOkKaSH8kKkp8mrGpfEaD/ElSXpdJ+yqqjimHZQtT3P05PJxMyrpNc1KZ09e3bqx7tfHE+n7w7CIHImQwmB9juEy4pse6sxMrU1C90u4/E2xWiHWVKwEHRpD5YZ9FtkVjGa5riqxA/bJFlGOsuF9KIIXV4XHY6vFc5ZLJZ2O0RULSajKZ4K56rZX+unxFdg7cCUBcLVDU9uzhGqTInnaQ6sHmBjY4/DThBGW2TxjJXlfoODs5AXGVk245VzpxmuLiIl6EJSFXMiu6UhamsPW5Uo51BC4IRskpcDKQRJnpKXGZYapQR5NiOZjeh3e7RaLbJMNaRcNzcKVBLpBGfPnKHfX3hd9/jDv//wzz5/8guHtBLkyYw8bbzMPN1US5PpjMo2hOS8KIkCj9xaTJ7SCT3yqmBvPKMd+gjtEac7tKKAE3feQp5lbO3sEWeG9Y0dVpYGHLupzeEbj2PrmjTLUFLS7XYxTrKxsYUfttne2WX1wO4tx6huAb70Wtbzht/Qf/p//+GRz37+T3/rzOkX3xWEEePRPrM45siRo9x6y60MBwOkkuxsrXP6zGkCz6Pb61MUOc5Ztre2m55yu01vMEApxeraGumsSTTtTo/b77iLuq44d+7cXMwyYDKLydOE2267nTCM2N7e4KZjt9JudxlvrzMZ7bC/v8PqwcO0egOi7oAH3vZuRNjixiM34EmJcPDiqefohgH33nsfUgdsb15hYXkFYx27O9tsXrnEeG+LwXCRaTxjsrfNnXeeYGnt4PH1k8/8VF1X/8+RBx54ww3kvjLCVnfcirxYODOUQoFU1GXWsNRFo5BsXYOUK6uq4Yi4xoJCyv+XuTcNsiS77vt+N2+ub3+vXu1dXb0vswIYYAAQJDAQCJEECVESjbAlMigzTEuWZNqylnCEFpt0yKEIyQ5TtBZSFCVaJCGQNAiapEAABIEBQGAAzACzdE93T6/V1bW//b3cM29ef8g3A4gEIGLYA+h+6Oh6UfUq8+arPHnO+Z/f30RpQVEIkjTBtnIMUTatpWGgtMDzPFRuISVIp4WwG7i1DtK0QGVlnZ5y7iNTCq/SxBAgihzLdkGXgc6wLDTlTJQhTXKtcV2Xfm+AbVu4to1rSigyonCCNBVZlmNQ0Gx3SJOEOMkp4oDOCm82TfPfSymLZ599lve97335PCjBaxCYnvjUp4rPvvn1zy6urRyQZ8ctoyqLPEXFEXGoEe0VZDgk7O0SVxrYjRXaYkyllaD8I4LUx6y2aNSWmEW7JHqPBIsw8cmBOA6FLuR/voRPykKrFBrXdjCqDUxryGg8YzAYsri8/jV+opzhKZ/bywHpOM3IEai8/JxZpsk0SajXqtRqNR555CL3tis4libPWvR7R3MVp4lpGMxGY+7eus25sxdotttEaYrKc0BR5BloA5VnFHn+ir2EZUi0MEh1hqYg9n2EUugspchSDMtEFIrQn6LzFNt20LogSRJsx0VaHoZls3psg3rrtVPmh2F47Kf+7t/88SxNadRryGadyWjI0dEAr+LheTYtUSMIIwzpMBpNMDpN6rUKrmtzMPDpzxJmQcS1rb1X/oYfe+QsnmfTbFRY6DbJMsjVNcIoQWtNvb1IoaF3sEen02ZtbRWlYX19FS0MknBWuu9Wa990fPmWBST9a78mf7XX+8E7u7f+2Y0bL61Wag0GvUMmkxnNRpPHH38zjzz0MGvLq0ynI166fp3u0iqtZhPXq3D9pStcf+kazVabMP4KNr7T6VKr1hgc7mFIi7W1YzSbDfzphNF4SJbn9AcjmvU6r3v0UR586BGmkxG3bt1mMhlz/sJDnLzwMHE4Y/fubW5du8xRf8DK2jG8Wh0/SlhYWCob9JbLepLy0Bsex7ZtojBg2TpJnpUOqDevvICpM06dOc/Yj3jxhafZPLbG4vomcRT9JZ0rikLNgG9bQNJai0uf+KX/RuRRw5AWuiix/lmazssoEmE6ZPmMojDIMkVR5KWfSpYhpIlpWqRKU2jNLAwIoxjLKl+vuDZpDtNJQMWzWXUcKvUmpu2BzlCU/SOEQJg2riXn9ug5wjBRWQRFhuVUcSqtsvlfFKSZQiMxpIkqBHGq8ComlmmTWUGJf8kVSpXYl0q1iiEtppNSUn7q7IU/+77v+85/+e9/+8krruvS6/XEY489pur1un7yySdfzpbuW2ASP/mTxfUXrj8nbC45ebIYjPZrCgjVGNcReNVVIleSZT6F3SCPY8I0QVpVDKlRaYjp1UnDCFOHVOsLWG6LPNHE0QFCaFMXqX0/j/m+L61RWY5WBXGUYFou7/7eJ+gsLH2db9cUYi6d1gVFkZaDsFqXs0NCYJsmKlOMhyPubd1lbW2ZzY1VlrpNwjDixo2XmE6nGEpgZIo4iomCkGe/+DTnL16k1WyhdEGeKdCKotBkSVKWEbXGkBLTstEiQ6mCyXjG/t4+RaGo1xultxO8YsuSpCmmNLEsi3qjztlzF1g7fopmq4PteojX0GX2F//Nz/9Pl778dN2Upb9VtrtoAAAgAElEQVSRa5cECs+1UFlGoDIc16PiFUymPpZlkmWKhYUmhiGoVkoFY1mi1CwvtFhbWaDT9BCU8niVZdi2w2OvO8/lK3dwHAfb9YijiEJlLC112TxxgsOjA+qNJvv7B3gVj1anqyqVxjfdL3/NA5LWWv7Gz/2Lv/L3f//j/0OlWj9vmyaNRpN6vc721m28SoUHHnyQN77hMRbabfZ37rC3t4Npuyx2F1nodNBas7lxvLz5qJy7W7cYjydM4hiEZDgakuQ5q+vHWFhYJEsTHLv0yTlzZo3hcECtUqHT7lBxXSzZReWKa9euolXBQ4++nm53iYudJY6fOkcwHnK0v8P+/h6m7fKhX/tlPNfjzLnzbN3bpeZVaNRrHB3s0zvYo91dRBoSS0q6qxuM/YCt2zdYaDU5+8DrEEDo+0jLxnSrR6/1nn+jdekT7/9LEv23DSmlIUofk0Ll5FkEGCiVk8QxWZqQqxSEIM0UeV6qkbRQ5EqTZzmm7SJEFYGmUBlpVpDlMYaRlSiYiodtW0jLpshf/qMvewpFoYESKSMonTspEnSRI0wX262XpTdR+lOlcQCuXZIi5oqmaq2GNA3yvABhAQYaQRRFhP6MbneRIg2YTiZEs5H9yNlz//OZv/KDWwfD4GOf+eKNL12bzWZJkqQPPvigWlxcLO53YBLeQt+xoz01mmRaxTpXqTAsB11oouEeiZYYTgdpOxjCRNob6EwRTPYRVo0kmlBZaLG8vklDSA72DxB7dwn9GXmuZAo1/jNW2aksI08STGkhTYtOZ4kTp8+XZdivuTRCKygyjva22d26Q6PZQGVpaSonDGzTwnMdBr0e+7u7HO3dQxgC2/FYW1/nLW99O4PRkP7BAXu7eyRpiue6HB4eEgQh6+trrK2vYpgmk8kYaZokSYhnuxjCwPHkV1R3QrCxuUmt2cIQgv39A46ODgljhRAKt1JhdWODs2fP0Gg2WVlbLy0ZTHd+Pi8P0N7/dfv27cd/5h//1N9cXu4yGQ0Z9Id4ro00SuCsMAT+bEYcBtSqHq5tUWhIsqwc1dAFtVp5nI7tsLHSpbtQp1Z1sS0LORd6eI4FhglkNOsVqrUGpuWifB+vUmXl2DpLGycYDPvs7u6yf9BDorBspw9E3+x5vaYB6bMf/ODmz//Df/i7L169fFFjUqs1iMKQc+cusHP3Ns1mize96S1cvHARUSie+fwf8PTTX2AW+FTrDdaObeDPFjnY32M4HCJtl7NnzrCzfRstNIUuKcKu61GpVBmNxyzMZdpbd27SqDcxpUW71eLUiRN0FhbAkBgix6tUaNQbRHHEpz7+UR585PVcfPBh2t1lTp0+j1IZaRSW2dTVy4ShT7dZx9JLfOw3fplCWggENdfmxMnT1JodoiRl+949rl+7zIWzZ3jzd70L07YJZhO8egvLdkiy9L8A/r/Xct+/3rr8iQ88WuThTxuGdm3bQeicLM/m0mqLIs/Js7Sc4UFiGDaGUQoc0jwnyxVFkZGpAkOaQCmPFQIMHNAKy7SwXZdgOpeHUmJhijyhyBJUXqJf4ihGFxlSVqHIyKJp6aJqudQqDQxZ4mPyLCUNhhhCIm2XLJ/huC5xFBHHEaYJSZaTpIosT3AdG4NyFsM0bdaPn+K4BFUIo2oX7zHiiONN9d/+0DtP3eyPVj/43O3RBz/33JWtnZ2d6IknnuDJJ5+8j0KBTpLFN49UnopqoynsUOBHM5LYJ8vGmFYFsoh0dkCuBbk/RmsBzSamaKANgzSYIBvHEFFGxakj7CZOaxU1Gxt5HDr/6WP49q04CucPGgVCGHSXFuc3t6+3NEUec+Pys9y7eQWtMlrVi5hCoQqJJU0M2yFPMybjMUmSYhQ5cZKSqREHhwPOnLvAiZOnqdaqOPUqSZxSr9aoeFVmU5/d3R1GowH1Rp3u4iKmZTKdTDgMDlhZXiGMExzXw3JKiOhb3vZ2FlbWEQiSJGEyGbN99y5epcLa+jr1Rh3DkF81sAsv28y9VhNIWmvzV37xX/2TcDpAypI44VgmURBgmQLbLmf9qrUaYRghDEm1WqVAU8xCJtOgLMe1GwhRlt7v7h/RG8+oew5nTq4RhAm1qkvFtXBsqFZdFhYaLK2uUQCFLkkabrVJFKUkGQzvbCFMh3a7hut6H3s15qSvWUB66jd+4+LTX/7y71++dGlVmgaVqk0Y+CyvrNJuNnl6d4darUm70+Zg7x6f/sRldnZ28KO4lH2PJownEzzHKVEewLmLD7/iAun7pYWxW6nizyYEgU+WlRw0U0r2Dw6I4ogTJ0/y4MUH2Nm+w50bNziq7XPm3HlmkwmjQY/VtWOsnFlhNhlx+flnWV/foF6rY0iTZneJenuBteMnX8HbW47Dm972DsajIXEUY1kWAshVyu2XLhHMJpw7c5JH3/hWLNslVxnVZgeEYDadkMTRn33+wx8+9uh73vMttfp85iO/tKpRH7BM2TSNAiFASAcTgcoyUAl5npFlCn8yQL+cLSVlEDHKiVdyVRDFMUUhsOycVrOO1gWmbVGt1GCuULIs6xX30DwOUColT1OSOCL0J2AYpfFaGhPlIVmaIC2XWr2DtFxUniGSkp/nVlto0yMTpeT+9DmH3e1788FbUEoz9iOyLGfBMLBMwcwP8GczHNvEkoJOdxFUSpEF5HFsqTS/aKvk77/pZOW/f+D42/7+v/6tz/7KbDYLuI8Zx5kzZFcupy/ahncQjnfqk/GulFIgLBNHLkIWE6uELCixSdQWcLrr1LwGaTImyzTjwZhk9w5hPGMa5EhZ9t76/b7S4jW7532T649ul9YafzKiUOlc5i1ptDrwVT2iP7wEcPf2LT7yO79Fu2ZTcW1Ulsz1lqWNic4hTlKmQYRTaeA6DhVVUG+0WFhaxqvUeOj1b2Lr3jWwbYb9IaEf0FqosFJvkAQzkjhiOBjS6/VYXlujs7BAnub0+j06C4sMhsPSmNJxaXa6pdJTayzHY3G5Wva/5pOwpWJUYMiy1ykMXjm/r3eef9L1sd/97b/xOx/6f98+HQ8wpUGt6tFdXCj3Wit8PySJE+I0JY4T0iQpHxwNievajIaTciTGsalXXPwooe65GFIQJinPvHAD0xC06mXpbnm5y8b6MrV6nWq9Na+UGGgtmEx9xuMZtm3RWFvCEAYnN0+wevLC776ac3tNAtKzn/zkiWe/8IVP/P4nPr6yuLRCt9UiU5ql5WXa7Tb9/XsMRiPa0mL37hbPP/clwiQhzVIs06ZWraHn+B1n7sHjVCqsLC9jOw6O7SClQa1WZ3Fhgc7CAnfu3MSr1BCGweHRAcPhiMXuAmura/jTCXu7O4yGI972jnfi+zPOnL/A2QsPMuwf0j88YPPEGbI44mD3LlmWcGx9A891MAxBxXUpZEkCrrXbLJ84TffYSUCXHkFxTG9nm0cefV1JNuh0KQpF6I8wDAvDtCiUIgoCoiispUr9HeB/fC32/mutX/u190nb5B8ZRXJBmqWzapEn5KlC5TlaF+RZie6Z+VOiJCv7YllMmmaviBvyXM3JyzlKFxTAZKqx50ywKE6oViql9Nu2MaSFFgaGNEjjjND3GY96SNNESoM4TMjSmDxNqHpVHM8kTUJUlmI5LqaXzpV2LoXwSIuYPI2xRMbyygKHe/sYKIQhiVNFmuZgGAhpglYsdrtsHN/EdkqaRJ4mzLZvkmaKIIgZjQOiJG8tLK79bdu2P3x0dBS/733vK37913/9vuy7EKL44qc+9VSQh1fz2dEpaTnS8soSdOIPSMYhbrOF9g+RhoPsnqC5uI5OpvipQaEyqqYgC6eQpWWZU0jceot6u50PRoOA/wzKdXr+r4DSzVVrojBk2N9FqBiVF2RKUOt00bLsWcivcavWWtBur/DEn/5+PvuZj1PkBsgKptZonWFbJv5sSqrgR378r3LxkTfgVmpzS3hRqi5F6Rl1dvIgN65d4c7tW8ymE86dPUvF83j+6acY9o9IVU6aZtzb3sZzPRr1BmEcE4QhqtBEccJwdJfvDmfYrvsKTrUMrl859vJBbb6+BY8HWmv5s//sn/5QEvlkeU4UJqRpikTRqHlYtkmuFHGSzofXTRzHxbIdZn6IbUmkLEc2ajWPU8e6XNs6YqHT4uTmCnmasLN3hECz1K4QRQlpFHL5xRusH1slzeYQZK1RhaLf6yHQdJpVHMfl+MnTnDt/cVxtdD/4as7vNQlIk6ODd3/5S0+v9IdDTp0+RxQEuLVGSQJIYi4//zyzmY9SBZ/c3cEwJbkqMA2DarVCvVYlSmIajQaNepOjQZ8zG5vUGw3qtRqu55KlCbX6OvV6gzAImE7GpJmid3TI4cE+jWaT2WRcmsi5DhvHT7C8tILnOLQXFpmMRiyvrnP+wsMcP7bJeDSksbTM6rEN+ge7bN+5ieV6nDx1hizPSXMfp1LBH48xpEWaxLiVKlmWIU2rzIIMo0QMJSlpEmII8OZlyiiKyLIM03bpH+799U/8yq984k/98A9/K0p3YrP6va8nT/4ry3OROisbzYVCpRHxbEDgT0rRQpqRxBHj8ZQ0UyURI02ZBWFZYtM5hrQotCZLc7Ks9ESpeA4CTbVaAR2VAS5PUXmGylOSKGI0HJa250CaxQyHfaaTAY1qjXajhuNUiKKINCmzzkI3yJRG2h6mdMssC4svP/NlZrMJb3nLG3Echzjyy71VmgLBeOLTbddYXerSWejS6x0STgcYhqC5uMHEz5iMRoRRTFEIHWvvznN3Br+c57lcXV2977eUoCh6Tq7uCtNKbLdu224dx6ugO+vE7jbB4DqmXcWqVLFaLbRKyGYDtEpJgzGxP8SUFqYrMVVBe3EJu1KjyBLTT6M/3oTpa76+QrjWulSw9Xp7pYw/zfGjGRPfL2/e+itA1T/6NoJWd4nWQosHHnmYcDZh0h+R+SHSBCktpJSsra3xuscex6uVbDYx91kq36L8ul5v8tjj38nrH3vrK0Gk0AXrJ07z1Kc/yfbdLXT/iCyJ2Ll3l9e/4TGObx5nMBxx9doNWgsLWKbJ733kI/zp7/8zNBqNbzjQWxQFURTx4otXqFYrOI7L8soy9Vrt/u60EOpf/+w/HziuQ7vVoMgT9ncP8OOYPMtpNmvUa1VUXipVNWUFwZ8FxGlKs9FhMu0RxS6ddp3NY4ts74+Y+QGFKmi3G9QqNq7noNKUJEkZTgL8MGZ7ew/f91nSgjTJmAUp/d4urbpDNJVUzl+ks7hCd+XE3xZCvCq7l9ckIPWH44vSsgiTjFwpotmEqT8jiUJif8bB0SG5ypn5PsIwWGl1mQVRObRmSKqNJrN9H0OaBKFPmiZMppM5H0rguV6p9rAskiRm0D9iMpsRZ4rGqI804NpLV3Bsm4Pduzzw0KPkacxkFFKpVtm6dYNLLzzHI69/I+vHNqnXanjVGnkak6UpllvBcjykgN7hAbV6Ha9SRccJhpEjRIIwDKbDEWJODQ79KYE/QyMIgj66yHG9KoPxhCTJ8H2/9G1JY6I4ku2F7j9+5rd/+9k3vve926/FNfiqJUwhfsS0bUfoDIEiT3yCSY/pYJ/JZFiij4xy1ifJynp9nCqU1hRKEyfZ/AOukUWKNB2ghFuqrBx0FEIjTVleQ2EQBCGuW/rUTMdThsMhQkj29u+xs7dHo1Jhod0ssUKOSxT6TMchtXqTVqOJziIECrfiYbkukTKZDodMZiNAkisF0iKIFf3RGGlaeJ7HQsOi06qjheD2jRcZH21jWZKlpRWkIZn4STIMijhS1XvjqHh+dxh/vjeePiul9B3Hue/ZxtLSUiGSzHUyR0pDI4XEKFLSXFPrtMlmAlFvoWsdbMsjywJyrUi0hag0qdk2QZhBkCFlTp4UHO4fMhrNrDjKvm0GfS//LZZfvJwcaAqVMxzuk+cBpiHQhkmUZmhD0lxYwJj7bfG1gpIQlAUwG9ttYtkVppOITAfoXJHmOWle4Faqc4I3X2UJ8ZVgVP7fBgRCmiXTsNAY0qSzvMF73/fDzMYD7t56iRefe4bBwT4UijwrM/yTJzbAMLEti/39PX7+Z3+WH/2vf4zu0vIfOWytNUeHR/zBZz/DC88+S5IkDPpHLC4tc+rsed71rne9DfjQfdx3+dP/xz96XeD7pFGAbRqsrS8xHgwZjKZIU1KvejQaNWzbZDzxyedydtdxSPMCr1IhilJypVjsNlld6fLi9S2i51Mee+QcK4t1DAq2d/vESc5oPGU8DUGY9I56dFem9IdDMqVJoilmrcEDD7yBZmcB13FJsvhV39Pue0D6yC/92+/aurP9109sbuJ5Lvv7+2RzP43peESWpgRhOFdKKWzHIUpSFheXELqg0+2yvLLCcNgnz1LiJKFA0Fno4jg2QRSSq5x6vcHy8gpZlnDz1g1M06LbWcCUBo5d4ezJk2zdvs2g3+eF575M/3CPVqvD1asvsn3nDkEQcHRwQLezQKfZxK5UmQz79A73eOGFZxkORximies4LC6tlrYVnQ5RFFF1bc5ffIT2wiJRMMMyTVSWEAVTciT93lGJsfcDtm5fxwBmgY8fRrz9HX+KpZVVLCnOaZ39h3uf+9zjG9/xHd+0GuWPucTP/MzPWELoJ4RWpYIJRTw9JAunGHPr51azhWFaaGEymgQc9fsEQYy0KhS6LMYIoyQph2FApSJpzAeNS6fOAF2kFHmOV6nO+20GWZYTJzm9/gClFP3BAXe3d+kudOg0ajRrDUyzmGe3Ce1WiySJuX13SK3isbq2gVPk2KaJadjkec7ewRHr68cwTIdwsk0Sh4xHYxZXj0fNekWkfs/t9/sYRUQSzXArNVrtDlalRiEk9uK5g0s3XnhmZ//wWeAlYDvP8yPgNQGVvvjii/L08dM1Ctu0CLBcjyJTSB1TZBpZ7RJNhxAF2K0SzFlUGzRkDSUks9EAkQ7J1ZDhaMpg4jM82iZLA1GtVBp8m1R2Jc+sbOSXM0IQTEccHWwTBCOEKJC5QqU5cZKwunEC+E9kSFAGKiFg3iArtMa0LZI0nZOqC9I8n2dkXx2A/uP31GLeYNN6Pl+jQZcW91rneK7D8RMncIyCWy9do9/v0ev3qVZrZKpASBPLNAj8GftHI555+mm+7wd+4I/swVOf/yIf+Q+/xY0rlxgOBsRxQp7luJ7Lva07hP7sb3zqU59ZdBzrV97ylrd87D5sfTEaDJVAEIchqVHO9LU6TTKliKOESEps26TQYJmSNEvJCkqG5zSg06px1B+TJDmuW+H82ZNs3TvAlgbPX75BfGqVc2c36S4uoIuCtZU2/cGMvcMRYRAwGg6ZDHqYpBxbbrLcbeN6LvVmG8uSVBvtV83rvO8BKQlm72i32/YbH32EKPC5dPk5nr/8Ip7jMhqNSsSGUkhpIA1Z9iI0rK6ssL5+jCzPsR2XE5snuHH9GrMwmssQTcajEbValc1TZ1lcOUaaJNzbvkur2UbOraLX11Y5ffY8d65fY/vuXQ729xn0+yXbav8Q3w/4zre/k4XuImhNv3fAjWtXONzfYTweEaWKyXiIV6niVuuMJlMOez1cx6Ve9Th18hS1aotRf59gOsJxK1imQXdxuZRPhxG1Wo1cKQqVs7q8TJrldNeOcfrkKdqtFnfv3mEw6HN88+RDcZL8E631T7waRcofY4nTddkW6CVdZEjHIwv6aCGxK02EleJV22jKa4AWLCxJzpy9QBBMmE4mZLliOotI0hzfLzmCcRzPoakurlvBlKWiKgp9hJDEUYSUFrWaw3Q0JE5SZtMp2zt72LZDs97Acyqkac5R/4BKtcKZ0xdxLYHKYyy7QqXi4lXrWE4F262RRVlplmYYHBwdMegd0qi5pGmCbVr5l69uX/GTfPTw8fqjixW1aImUOE7xPI9KrUGYZMSzPuePtTZXfuDxxr/90GcP9o4GW4CyLEvFcfyadACuXEEd38DyaotmPMsgCrEBnYWkiY9l1LGrK5hunXy2RxyHpG4TdEJa5ASTHbJQotKQTrtCa3EFlScc7N9TMs9aTzzxhHzyySe/5QSQl8tkeZ6j4gl3bl4jSxNGwx7SANuSHBz2cd0qqhCce+ChUo32soPD1xzP0RgUc2yUQKl8Pi6QYpgmpuMiDMlb3/ZmLMsm1/rroksL9BwRpAinQ/qHexzu7bBzb5vRaIQhIAwDijwrP9NRSKNeI44jikJTrTfY3tnl7tY9ciyObWyU5PL5LyyKghs3b/GZT3+SK5eeZ393r8waEeQKwiDm3t1twjCQt27e+NHOwuJffPLJJ//WE0888TN/wq03TMtyPM+hsVDl6LDHaDhiZW2ZdrvJmAmz6RTHdbFtiyzPMaSJECWxPM1yJlMBuqA/nJVZY3eNk5sbmKLAkIK7Oz3COGV9pUOz7lGrODQbNZZWlgj8Kf54iFEkCB1Rqzp0FxepeN4rbtGzYe8h4LOv5uTua0B65plnrOELz/7Y6VMbtCsOe2nMA2dP0esdsdcbIwyBnB90ls1BxcLAtsySJ2W8bNZlsL5xgl7vCD/apVZvIC0Tx3HY2bnHtWtXieKY5cVFjq0fQ6mMKE7pdjpsnjjNsN/j1q0b+EFQDnNqjcoVC50Ob3jsjWhd8PTnPs3e/l5pWxGFRHGCYUjOXHyAB1/3Rg76fW7v7BDNppw7eZzlxUWatRrIkjTuek5Z0zZLEnG13gQEedEHaTIY9JCux8bpC/iBT5FFLLbrLCws4HkuvX6fZqOFKtRf+8Jv/sbwCx//jX/65u/+84P7eDnEE088YSiRLChltjAlhu3iymWkXSOLZ3hCoFX5tJlnCQgDrRV5mmJKSa1SEo8dEwqVkzUMZoHJ/lHOeDKlKErPoXZnGa0NbLdeZlMY+LMpltWmEBaj0YSDo0PiJKVWqSKESRgn+P6A7tIaFy4+TLvhYUkA/UrN35DyFRCrkCY3t+5x2OuT5dA/1afmOezvDxlOQjIlw+ksHN7cFVfNZZrHV9u2dCq0O01UoZj4KfVaimEYtOpW+6/+yPf+hZ/+f35nMhhM+kKIYa1WE0mS3PegtLm5aNSqXmFbJsqpkMVjCpVTpCFxMCacBAivipAu2fgWwmlR8apo7ZCFYwxtEcVHmKaHH2bE4Yh2Z4lCm4z6W41Eb5nAtzwgvdyz6fWOuHPpc1gkTEZjxqMRJzZP4Bom1UqFwdTnXn/IE1IyN5D9uvlc2Ykqi3ZQzjHpPMEocopC4AcBwjQ5cepMiRaS36iFplEq5fb1Kzz7hT9gsH+PIovxvAphnBAEYTlwpsGQksD3CcKAYxubxEnC/tEdkjThHU+8k0fe8Dhnz18sCfbzd9/e2eWDv/5rfO7Tn2I0HJKlOXGakGUl8UEDXuSQphn+dEatVjXzNPqnH/rQh/7aQw899K+01kPLsj5w8uTJbyozF0Ko/+0f/F0/iJJlnSfUalU8r+zVosFzHaI4ZeaH5fyRW7rz5lkGaEzTYeoHGNJkNvOp1Suo2QzTsjCKjI31JTY3VvCnEzzXZmVliSJLcGyTlfU2e72Q6biPTgOECrFqrdJptlI+mGZxSDDp/xjwc9/Meb287ltA0lqL3/t3/+bvePXmKc802D86xLDtUpZYcQjTjFOnz3Dr1i2EEHNKt4VjS6azGbu7O0jTZDaZYDk2eZYzGo3w/RCv2qRarZLnOV/60tPcun2HjWPrPPjQIwTjEVPfLwPS4iL9o0Oe+uynGY+HJb5CGohC0WrUWewuceXFS8RRRDibm8KlCdK0qNTqCGmydW+Xzz57idv37vGn3vpm3vve98yVJ/v04oTnnn+WH/+RH+bcmfPs7O7izybYlslw0KPWaCFNC380JIkD0ixn199BoDlz4jiObbK/v821l25hOw6Vap2jw30R+LN/4Hne3/rM+3/x/+p2lz5tWOrL59/53v6f8JKIXq9nxHlWxZBmrnLSKMT1qjiVko6g52ZlKs8wTGuO0s9KHIolMXBJ05QsjTEtk05ngU6WsLLUZRIkXL56hziVzHwf07RQCkypMQyNadkEYcqt29uMJ1PiJMFzXUzTLhlYUmBX6px76I0sLXVxLAOV+ORJwNzHmgKBQJClEUrb7PVmaA1pmnF7+0CbhszDIBVaelGt7qW9kT/tTSNx4fjy2DCtJcty8WOFiKbkuaA/mmKYLrXOGm232vnhP//93/PP/82vXimKYkspZcz37L4GpYfTujKLdNtQuihMyzBMjyQaYcoaqR7jddqowiPNJaHRwREmqAylMoooJ01jLNPArDSxmh5hFLC/t48ptWVbbjuZrQrYup+H/MdeRVHw4f/wYSqqR8UsXVen03LOqtls4OMgKi3e9q53485tXr6xFvrl1Km0B59Nx5gqJw1mZFoSxgF2tYp0PUC+IqR4eb1sS24YAuIxf/DRD3PzxnVc22R4dMR4PGLt+AmCOEYXBaPBACkl0hBoxyPJDY78mEa9xXe96e088NDDdLpLXzU7Vf6+KIr42Ec/wktXLhPHYcnXUyW2Kghj8jwvqz+qIM0zkjQjSRIuP/dlDna3z7946cL/KYBmo/Hzzzz9+fd3FrqXWq3OR9vt9ouAFkJorbXx9QzuFlfX7k1nwelYChwTXMfEcQVFniMtieNYmKYJukCpnGqlQqEU0tBYjk0QlMKlpaUOeZZDEoEuCOIyoNarLpsbKziuQxxF5GlMd2EBaRp0uy36/SEVW6CLjFarRa1ep1ZvYNo2eRojDbOrtRbf1jmk3/25//uH9vqTf3jxwnmu37rJ1Rt3iKKA0xurGHaFWeBz/twFqgcHTP0yIhdFgR9EpWotyxj0jjg43McQBmEUorQmTmKWlhbZ3Njk7tZNJqMhzUaNCxcepNlocHRvi8FwhDRNwjDi7p1bFLrg3PkLiEKRxBEUYLsOaRzj+z5+EOKHIVEY4XgOAsEDDz2E7Va4cfMmN+5u89/9xf+St731rag05u69HS5fv8lgPOb73vl2mp0ulzlMlZkAACAASURBVF+8TLXa4Oa9e1z/2Ef53u9+F8fW13FMzdJCi5prEkQRR4M+K8tL5VNKnmIIwWNveIyiUIzHY04eW58rz5JKlqm/d7hz5+8tLC5nL33ktz5c6zR/Yv3xd9x7FZdDPPHEE8ZsNjN3D/vp8cVmbMjCSkKfQmVIoUt2HKIcZnU8ZGFSFBqVJQA4Xh3DiMlzRau1gO3YFEWB61WoVFJaHRBC8uL1XWDeXNaaPEvRWs2bvzFKFahC4do2pmWhCoUfBjTqLU6cPMPC4gpOtYZORqRxUEq2DQutS1UVhsQwTLIoZf+wD0LgVSp6GORb+4PJjYV2SyZZPu2PDra11jMBIlHGZDD2FzGkqLoW9XqVeq3Oteu3qbeXcVRBMpvRrrsXm/VqezSZ2Y7jGJPJ5Gv4U//J1mz/d7Tnf0eSWXXteBVyKUmFYjYcgqGJohyhY6I8x2iuYEpJ7A9RSULQP8CrVfCaTQq7i7DqjIYDgiAjxxaqKOSxpvNtIX6/3D/64R/5ETJ/xL3bN1gLAnRRlvFW1tZoLHapd9qY0i4ppt+odwS8Io3QmqJQTKcTNAaH/SFeZ4Eoitg4eebr/rQxV8GpLOP3fvNXuXXlEo5tsbt9wI3Ll3nsscdwPZuj3hFHvQFpXrB2bIOHH30dxzZPcvrcBZaWlkuCvZAIw0Brgz887hWEIf5sWgKgpz6a0qo9ihPyXJXOtUKgC02WK6I4fkVwEUURezs7WLZFreqZWzev/Oj6seO5U238lNYax62EH/iVX579wi/8wtKvfuD9X3rsjY//5JkzZz75Vfve/K3f+a2PGYb1RJLGSGGSJDmOneG5NiaiHM9Ic4x5sI2jCMu2iZIZDhYrSy2kNHBcmzAIqVkVkjjk4GjEcrcUGiVZgSoihFZ0O02cObFhclS2XYo0o+oaWLaFa5du23EYIAU4XuWXXm0L4r4FpN2Dvb84CpTo9XukswGffuqzvONt30Gca7b29rny0i1qrS4bmyc4GgxKOeI8tU3ThOs3r2NKk4rnoVROHCeY0sTzKliWze7+Hr2jkrrTbHVYWlkliSOSNOHwcJ9CGOzu7hCHAe9457s5vnmidKYsFALNSy9e4sXLzzMYTYnShChNadSbnDx5kve8589gWiaHh0d89qmn+HPf9z1cPHOaKy88x4WHHuH3nnyS0cznB979bk4d3+DFay+RpBmzwOfK1Wv8rb/+11hdWSn5VsGUqmUgHItGtcLp4xvcvreLaZag0GqtQRhGZEmClJLxeITnuhz1B0T+iIVWExPDUtr4QUt6LX3v3veJjY1vVvQgdnZ2ZLPZtG5s7VlvunAscaxKvShS4lk5rGia5VOUaVoIQ6KylDxNSq7Xy7MVholluzS7a2XQDIcYwiCXEpVnHFtbYjj2ORyGSClK/pgBKgelcpj3GYQoz9swTFRRIE2bpZV1Tpx9GK9aIw2GpLMeRaGQholtlpYW0naxq+3SwTYPKVKfKNEIKf3DUfDSeBa8MJ4FfcMwIiBUcxr0Ti+8ay+bS3noN53VDrt7Q1ZXXCZByo1be5yxmlhGwd27t23A1Fq/ZhMkvQce0EuRb+fBUIQHU3RskEV9xoM9rFob03XJkgjlLmBEOX46pMinGEphe5osibEbNaZBgB8MGY8HRJM+yXAqwt5eazJILeBVSWzvx7JtG7uzzIX28jyEl9e7KDQY6hUV3H+0xV93t/Urc0xpHFAUOUJKWt1lkiInikJWVle+4fEIUVp0a21w5+49Tp08wWF/RL3VZu/wiPigj2G7nL/4AO949/dx4YFHaHUX52TvUnShtUAXgDbga9xX93b3ODrYJwgCEII8y8nzfP6zmjQt+1JojVACQwjSNOWoXzpMi7kQwbZNtrZ2aTWvmrWqZ1qWBYZRieO4GyeKWq369ts3b3z853/u555dWFz8aHthYe/zX/ziQ2D84PL6BneuXyFOM1aXF8iUxptjtkwpEbamUq2RZylClGaGjm1hmpJ6vYJjS8I4Z+zHGLaPY5dcyeE45PBoRLtVxbUly90Gy90Os9mMerNNGAZMJj4LLY8wiLh7d5tqtU5nUVF1HKpehUqj9alv/pNUrvsWkN7wpjd/4J//i3/55+5s71DkMU8/f43jm2cZVid88bnLJFnG1evXqVcfRUiTMM3nihtdqmYyjTQykqT0s7csiyhNqDWa2I5DnmXMwgBtSFSec7C3iyk0hu0ghGAyHtNsNlnb2KQAnnn681SqDc6ePcfe9hbXrr9EbzjGjyLiJKPZaPD27/ou3vyWt+G6ZXP89tYdptMpJzY2ME2TlWMbfOCDH+RLV6/zF/7M97OyuMDlq1ep1epMJyOSOOYn/vJfpt1u0e8f0R/0MIqMhXYLy6kymMwQpsOpU2e4u30XP4yI4wmf+4PPcOLkSTqdBSzLZGdnm8HUp+lZ2LbF7O4Wx9Y32ds/fIdtO38T+N+/mWsxz46kaZruzm5/Ic/LEXKNIEtihLRKt0idIqWkUBl57JNEU7IkRjpV8iwh8ie0V0/h1jtQ5HjVBvGshy4KsrwUOJw5sUyYHBJnBVplIBTCEOi8pB8bhoHrVjBMFy0sQKBUQbO7Snd5hcneVYLxIaZTodLoIKWFaXuYloswTaTlEQYB/V4ftCQvjMww7ZeCKNkSQtwBDihvyJkQwhBC0J+GNYyq4QnxSDU2Fu4dTIRTWSArLGbTiKe+8Cx+nGqdqbthHAdSShVFkZZS3ndhyfved0V//v21mZBSF1lGNOqTRVPCxMc/uEentYT2WpBFTMM9Rv0RYW+EZUfU2nWcepNcpRhGHTONcXVExbEILJtMG0aq1LeF1iC/Chqq50be5ZqTGKTAwHjltVeSo68hm3452yoKhdAps/GQe7dvIEXZJ5K2jQrLmGtaX4+D9xWlneO6fM/7fpQTDz7GT/2v/wtJnHFy8xRXr1+nWqvwE3/jr/D4295emkAaNgqjbF/Py4lCfFWv6w+r97Tm9u1bTMcTijwnS0s6jFKlx1O14pKrYj5sXj4gqaIgyxVpmiEozxUhEJHAD2NGk2A+1CvQukBKA0OUg763bm8blmU+ZkjzMa9ao1arEoc+jiWpVisYhkBImzhPqRailHZnOYXSoOezhHmO41hIaWBKiec6OJbEdgvG4xkShUEOOufoqF9mpzOfzWOLNOrV0lLDNFnstri5tU+SRGRxwYPnT9FdXMCy7bK0ngR41QquVX/VFJr7FpCS9vJvv+51r3vz733uU6vjsW+tb66Ipy9/mXa7XtQareJNmyeLlaUlodLIWjt+bMGuNSszf1rTWiwaQixrrZZNwzylCtWNAt/1/QCtC8azKb3BgDRJuHnrFjt7h5w4eYo4y9k/3Gc6mWA6Hnk+pNNZZKHb5cb161y6/AKuV2Fr6yaDXo/pdMLM98kL6HTafPd3fy9LS0v4vo9pO9zb3eWjH/99ahUbYZq41SpXnn2OLz33Ao8//CBrK8sopTh5+gz+ZMxDD7yVVqOBNAyGwwGTyZRPf+4pmvU6Z05u0OksIqXFrdt3OHfuAu3OIru7d4nDkP54yrEsYTTqgVKMpz6f+vzTvPfd70IVmut3tghnU9aOn8T3m6//Ji+F6PV6Rq1WM+M4btbr3lmgVmiNMBwKszI3PVMIDSqYIqWJMAwM08Ga1+bdagur0sKtdTAtBymrpS+NStCFQtoewbRHq9XhxAZcemm7zLikSZYEFDoljCIajQ6m20AbNr4fAgZFkVOtemxf/iRZEoFh4cnSLtowbQzbw7ActBaEgc94NOLazXvs9WeZsLxrfpLfzLL8wDCMvlJqNh/Cy6SUSikVBkE4C4Jwy7XtL45CfTpXeuXo0pZbqVbySRx548lsnCm9H6fZpSzLtvM8D7XWea1WK+azSPcvMImf1N5H/t1wtns9DQ/vWrP+PnGSoA1Ja2GNyCgQwZAwTLn0pU8yGvsc29hgc6lZkkKkiS5yQr9HogV4VeIgZjg5UMjkgMXFb7vH1ldMI/7w+o+pBl9vlcGooFAZg73bPP/0U6ThlIpXodHpYrkVsrSkbzvfICB99RFhepx7+DH+5S++v8wyLZPdnXu0O6UjtDRNNAZgvDJDhXhZUPG16Qtaa/b399nf3yt7fLrMBKWURElpFhknCVozf914Ze4qiROYQ4VzVTrSlgPgmihOyfOcPP9K9dU25TzT06V82zIxpZzbrhh4joVlitLw0JCMRhNsc5GVbg0RhaUXlVIUGryKRxrHOLZFUSiyJKZar4FIWFxskCYxUuc4pqTRbrHQqpFmGSc218mV5mg4ouKYnDENTp/cYDgY0G5WEWVcLWEFlkG90qDRaE2F675qN4P7FpC+o5yl+eKf9H3ufPKOm3iTt8Zx8gOz2eRinMYtleetKIqa5x98dGk0HptpmoDKyNOYIIqYTqcI0+LS1aucTc+wdfcO2wcDTHNEbzAoVXaFRmmN5zi4lRo3bt8kyVKCOOKLX/oSH/3476HynMff+IayIR8nPP3052nWqrz9O7+TPA6xWm0arRaLCx0qFQ8/DEmTBIqM8WRGu9nk/b/5O7znu9/J6x4qoa6mY7O3v8uxk2fZ3j9geHTEra0tomDKqVOnyJKE2zsHnDy+wf5Rn0Jr4mhGo30aLSRplr/1m2wQikajIZVSlmVZraVm7VyR+q4/Csvh3ywFlVHoHMMonTKzLEcV+XwEpLR4KJTAa3TRiDktQSKkLLFATpU0DudPZxYn7Sq37u5y2BvjeB4GkqwwUBq04RAmmtH4gOlsQqvu8aYHN8kHVxlnKdKuYNpG2Tg2RFmmAdIkRhWCIAiYBZn60vXDZ6eZuZcpdaC13jMM444QYiyECAzDSIQQaZqmmeM4E631sCiK7ThNm/Ew/XJRFHXDMFwxDoTWWhmGkWitZ0qpnpTyAAiKosh6vV7x+te//r5mSQL0U72dDhqT7jqV9gauZVDEGSqbIv0ZI18TG4pq+xhHk1toKUrCeZFhpRGZtjGsBsKsEfs+RRhTtRvJ/t7wOrVvvcLujyxtfO0QLr7O/7/6ZVHKuwWaO9evcvPSF1DxlGDcJ3crWJZkOBwRz03mKpU/LvmgnDtq1GtQq2CgaT74ALk2QJoU8+8xXpFGqK/83MsH/IeyIz8IuHL1Ckf/f3tnHiXZVd/3z71vrb16m96me6Zn08ygkZBAEmIRAkuBGGyCbQgYO3BiY5P42D5x7Bxs4mNBfIIdL5B4AeMkYMd4QTY2kY0I2GhBEmiZkTS7NDM90z29Vnd1dW1vf+/mj1fdmpE0I2u0taT6nNNbdb1Xr25Vvd+7v/v9fX+LC1SrK4RJjNQ04sBPhREKDN1IlyJUTBRGHX+7tKeGUAKpa+sP4fl+2rVViHTdSZNp6g9ouiFhmGaLAGzbppTLpWl1lTqoFAsZMhkb1/XSRoFBQqQ0dMOgoOt4nSCkGzrEWseINUMcRtiGjlBQLmRpizZBbDIz56HiiOGhARzPo9FoMV1bYdvESGfmFVIs5FBxQDaTwfcD6vU227ebZA0o5rMYxnMLKRuu4+TE2yY84I7O13lUT1SL7eZSPhBqq++6Gc9pDtVqq6NL1cXyympjcG7mbI/nez12sdTXN7KlJFSyyXVbZnWlRnWlJtzAF+3QwZ9dYKnR4sCxx2m3mjRaDgLB0KZ+zi5USB56CNuyEIZNrqBx9PhxCrks6CaOl1rb3H30MEODQ2SzGTK2RavRZGRkiImJCb555z2Ui0Xars/k9FnGhgbJ9Azcqet2u+kF+8a2bN384P4D8tBjkwRRjCY1QgU5y2R88yi+5zKxbRenzi7jOs27t93w9mdzkhSNRkOzbduUUhZLWTkyc+owYRTSPzhMb09fJz2R+tgliSKKgtSlWEiUCkkSh5VqBTO7yMTO3fieh1bsQUqBnu8DzyERGkYmD0qRKSpuvNHmr//m75hfWEiblEkBWpZqo029uUDbabF76yDfd+1uDE3g+x5mNo9h5UAzOykLrdPuPEfkubQay7TaHstNUT9yaubROI6nlFKLUspqkiQ1KWVLCOEmSeIKIQJd10OllEqSROi6XldKVZIkMaWUphBCV0oJKWUChFEUBUmSuFJKr1Ao+IZhREB86623Pv/1YHau3zTzmgpiwjhGEzGt9hJEReJckZwOjeYyQeARun5w6mRFFF9/tV4cGhWWpaA6x/LCCSK9SIKJH9bVqtPwaq3aiQcfOvzSB6Rn22VhbQ4qQAmFxOPYA//E9779TXr7hkjihOpKGyVcCj1DLFWqCDNLX09/2uSxI5C4mGBPCgHracUnXlID1kPQ+WKFcyuann6vlcoyCsgVitiZLCCIkxhNN7DW1pJI0IUkimNMy3xi9tdJ4TmOR6IShBCEHR/JOI6I42Q9/olOvtAwDPLZAs1Wm6yhowmFkIIojjA7orA4igmj1O1eSI3F5TpDfXlsU8M2daQUxAnoWYs4jshnLaJQYFsmmlRYeo6spWNZHqdNnXbbIYoTLF0SqoSx8WGIY4IwnaFGQYjvhyyv1Ng3updisUzGsijndfL5DKadFUopSwjhP4t3xDobLiBdjL6dfQ2gAcz9c+5/yy23yLe+9a3yxkJB7K/Vsn4QlCuNijhzZorFyqI0kJlHH3kkcuLElEliIqXVaNeNXNMyRCOylaAYxZF1dn7G2DY2Xjp6/GjZMLV+3wsGDzx6aIvUtP7+nj6rXCr0yCTRc8USj52Zpu204zvvu9+JhWysrq4GP/Sud50ZHdvzlS2Dr/+TsTeOuafvuMO+/8iB8a/f9g/lIyfODAgh+iqVql4slbL+9Fy2XMgYf/m1f/CKwl3ed9nH7n42Y3TjjTeKZrOpAUaSJFaSCKOy1EA3LNqtSbKXZ8kVysRBapzq+V6qmlGCnv4hTMuktTKHZWUI3Ab16gJhoQ8zl1q5pCmEBKnbBM4qumGhW1mGxrbx7ne/k7+69W+Zml/AMCwKuTwLywusNlr0lbP8yxuvRU88Aj+9EsuW+tCsLEgTzbCQuomZ7ydOEjy3hR/EJFouOXjy1NEkSU4rpU5IKWuAA3hJkji6rntxHHuapgVxHEemaSZRFAnf92Umk5FhGGqmacooitbyMMowjEQIEcdxHIVhGFWr1Xjr1q3ROf2QnlfsgYmBer2uRUkdXcSEiUYoM7SctGV5reVQX15xK8sL9zhO67cj5VnTVffjvUPq+nwmI8ziKL16L6tOSKwMSnofq+6UOzqSHHrw+OzzfbgvPOeMcBInuPVV/un/fYO+QpYoVszOLTI1fZYdOy/j2OOThFGMZgd8/5vemgYjnu2LJC7y18VvPZdCoUCx1MvWbTuwMzmGx04zdfoMS5VFGqt1PM9FBAGariOkwA8idAFC11CRQmoSyzI7Es70GYRRiJQaQkiiKFxfmzNNK238pwnGhvowdEGr5RDHEIY+oe8x0DeC7/uEUUy2UxYzX1mlkLMo5WzMjAkqLYiVhkEcCzKGRLOzCKnIWlnCwCObsbBMneGBPKfnGixXa2we7sM0deJEkS2kfcda7TYJqTApjGNabZ9CQWAYOvlCATtfRreyz6mLwcsqID1bbrnllgRY0/LXO1+XyINPe6uanBKf/OQntdtuu03QcnnLQD+87h3cdNNNyfvf//4Y4IHHH+fjn/nM+jYTb3ubBzz+5H3NNVefsv+/uPejz+oom82mME1Tc11XSimjw6cXz9z82s2OxMiqJKDtKxLh4jvt9I0V+JiZPLl8kShOWJ07S7uxkrppmDkW5xfpCyNKA6MEvoNK4lSm7zYIQ4+4s2grNJ3h0TE+/OMf5ItfvpX79h+jVHRZXmnQbAX84E1voJjPEvmQRBFmqRfTziI0A82wQTOw8r0EvpeqrIIQLxQsNdqN7z1y/LBSagZYTpLEUUq5mqZ5SinX8zzPMAw/juOwXq/HnucpgHa7LTOZjIjjWOq6vr6Yoeu6Wl1dVbZtJ4VCIWk2m/E111yTdGZGz+/6UQdLl9mRwT7hOybLC7PEvotuGoTKYmFpmTPTU2eri2f/3bIXfOf+kystQP3S9cbxpYZ3e9/Y9m2WDEV7dpIYSZwYtOtVfNcxRJRcSknAS885536pSY4fP8HiSgvXizCMiHrLY7Xt88U//wpXXXU1I5s3831vuY7tu/eiVCqffimUHAP9vR2VWoGBTUMMjYyya/deqsvLzM3OMHt2mka9TrvVSlufhCFJkqDpGoHnEyepH2SSqE6vsLWJoiKK0hoqwzCQQDGfIZe10SXksxa+50ESk0QRQRih6zp+x/XGti2kgNpqgzAIGR/pBU3DtHQ0lSBV2LFjkuRzFpqUxHGMbuqYup0qDFFMbB7gzFydxY782/dcdMOkXm8S5TI02x6bNg2hEoXnBpw6PYOdLdD2QsxMHjPXg57t+dVLnR3BKzwgvRh01nbW0yb7Afbv5wtf+MJLdkxxR3klhGhPzS2duD2K/na0v7S7lLH6q+5yua9oFYIwpH+gPxZWJqk5QXS2Mq2cVkP5fqDihCSIZeCFjjc0ONCb7THz7WaDUIdsoYTbWE57JOkZnNU5osBFmjlCpWGJgJ/8sR/kDddewz/e9SC9pSITm8vccO3l6KaNZmTQ7TymlUMaGSB19A7DEN9pph9ODFw/xvVjpmaX5hst5yywLKVsAY5Syg3D0LMsy7NtOzAMI2w2m/HJkyfXV4Xf9773iaWlJREEgfA8jzVrINu2lW3bFAoFNTAwoO688061f//+FyQQASh1i3z8QeN6qRnkCjYKSa3u0VpcQlkxjlqYXWo6H7n98MId5x5DbvjPT0n7U1/q7dv8a7bm6z2FMq4f0mz7HKk31KlG/a9r8sETL8QxX4QFwH7Gez0T5yjaVJxwxdXXMNDfi2VIHn7oYeqNBp4y+MDr38gP/MB7GBoZplDu7ciln8gPvthBSQhBb0+Z3p6yiLZPmK7nadWVWrbluFptpSbr9bpYWl5iaXGR1dUazUaD1VqN5coiy5UK7XabKAgRMk31KQ/0jvLN63S2LRayqCTEtnQMKbFMgyiOiBOd3t4SS0sreGHMWF8Z13E75s4J7VaDXMbGKudxvJC2G1DOZ9AJSUKJlGDbOSzbAgVJEqEbJokmQWokScLQQIm+osVKo0nLSSXqMhGpdVsAi0s1RjdvIZe1CGLozdhYlkWEjp4pYeR6bzczpb9/LmPcDUivUIQQSkrZSpJkcmZxJZmt1E4DBU0TlqmbZjZjmtnMjBHFidI0PbYMgzAKg7bruUEQBYlKoiiMZe+CM1LoG3qrnW8Ol/M6fruGSHxCDGSmH7s4SOKtEgY+i6seo4N9GCrgdVdfye6d2yFsUyjm8ZwGge+m6j1y6IaN1C2kbqEZNsL3Uz893WJlfh7Xj5memQ8PPj7zYJIk07qur4Rh2FJKOYZheEIIL47joN1uRwMDA8n+/fvPnQ1zTk+ji523XnBT0sl7r7nakHIo9Fy8OCaOLVZrC7iNhqotL91r6oWfuf2BIwefvN0tt6D+/H8adsF2pYg1lG5AJAhjH9cLF5dX5//rnY++uIIGIcSbXszHA/jFT3zyxX7IS0IpZTWbzddPnZ17f6KS65qt1nWu49Bqt9P2OI0GruPgeR6u6+A6Dn7g4zlpc0rPSzsNRKGP77kkUdjJFiSYnf5hjuOSL+TYNNiPLlIpea3WAKUolwpommSl1sBptRjsK6ZydgV2NoOpy04fMg0pBAk6Qgh0XUfTdRASadpcsXec/UdmieOYXC5HrMC2M0hNUCyV0CRsndjC7NwcEkWm2EdhcMK1h/e8N5vrvee5zI6gG5Bekbium2Sz2TgMQ1/TtEoURR4wJ4TIxLEynMiTjudBDSWljJVSsVIqklLGa2q+jgDAqtfriw8cfDzXVy5/v6VFWqlURioPFSlqtSqjw4NEUhLFVcKwTaVaY2xkGM9rUSraaHqRME5QThOn3cANQnTNRGoO+UKZfK4XLVMmkg6+49Co1mm2XOar7fBkxb/r5NnFe6WUM0qphlLKsSzLjaLIy2QyQRAE0d69e5Nbb731Yms/L2kDu3YU/bwkFkImoGm066vke/q4/47bT8+emv7In9x3+NTTbXfkyFcMw+m/ydZi0VxZJmy1CUNBo75MvdH+ntW2n6u1VJfnESGEX61WDxVLxWviJP6gbWc6NUgxcRwTR+nPKO78jCLiOEr/jmLCMCQMAjzfxWk7tFtNWo06rUadZm0Zp74AkYvveVQWl1laaVNvuvSUcuiawHdTq7Jm02PTph5cz6PeaJOzNXJmp3GhlKkc3dRRiQCpIw0daVnYVh4tVuzYY7LUglyuQBg4CM1iePNmdl62m6GhQYaGhikP7+TooQNc95YbGd08jmlZmXa9Fefzfe3nOo7dgPQKo1AoKNd1YyDUdd0Lw1BomhYBTSmlliSJjONYCSFUJ/gkSZIkHfWZSv3tYg0whBCmGwTBqcmpfP2qvVcERWtL2wtBaNQXp1B6Ft/3Me0SegK27VCp1hkd20q2YKEbJlEUE0UBiYJYCZoNh0IuQagEdJPmmcMUB7aQGCWWl2tU5mfUqhPXj003/99Dh45+K0mSSaAqpXQsy3IB1zTN0LKs8Lvf/W7yQqbbniuH7rrtX+Qy2Q/47RWsOKHebDI3eYpC7zY1unPvZ/7r//n65IW2DRcyA8XhTa/VVFMYRYUVg1Aa7vRcUlmufO32kyef05Vol+efvr6+BvDZ+86e/aNhzbjMyMrrwji5Oo7ij8RxYiZJWn+UmhLHRHGqkoujiCiO0n5PnkcumyeTyZDLZSkV8zRzJquGR6Pq01xt02y1aDseGUun1XbQpERKjZbjk8vnCPyQpWoD3w8ZGx0gs6kXDEkiSJv2KQOlGakjeCaD1AzyVgZpZMn1ePQMbWdkYjetRp3+wSFK5TyFXAFNpinGgaHrGd48hu+18dwWqJiWVvsLx6m/O5st3f9cxvDZDms8oAAAFZVJREFUBqQtwNXP5QG7vLDceeed0jRNQ0qpG4ZhSCkNKaUu5Xm9l9dO4CpJEsUTqa5U/J1iCCEMwzAylmX1f+eBAwt73v+2LSurdZqLi0ROjS37XosCZKaMSgya7hlWmz7tdot2y2V1eRErn6enXESzSiSmT3O1Sm9/CZXE6Jkiba9C0F6l6a+ystKMD05WZ+7Zf/zA3GJlNgiCoSiK8lEU+VEU+WEYBmFqE5/EcfyCKOKeLzRNEx7y0z12Rne9LE23QaUdoBWKTE+dif76/36rB/hXF9r++3/0J+1/uv32sJgvWnEUkh3ajr9YoXfzbo5Of2UceO+L92y6PBveODa29msF+Mbb3/72h37p47/8w9u2bb9RSM0iBIQiEQolBYlI7YVkpx7JtE3yooBpGmQyNrqhY1kGmUIf2dIS2eIiqyvLeI6bdnNte7ieT7Xlg5Ss1BMMy6LlBURKYmXLZEd6USiiwEdoJpadIZsvkMkV0E0bKRSFngEybYfV2lF6e8sMDQ9iWlmE8kDFhEGA0HUS06JvYBNnjj+Cbwh0TeE2w/4//dLd7wdGnmF4jgPHLvTPZxWQDI2bH/nBfX+oCV4SQ8cuz0yi0uiSAFECMallcNpo7wlE55tUnVZn4gljyxhBqBSBEvgIUYtganlKrtQc5QSekEFEox0QBAHo/dRbHotnzlJfbjE0NMJStU797CyN9ip7rr4KI7+JSNjMnpjBdRXYA2SzGbx2nUq1gZbtJ5svsPi9o7Lw+GOjP1WORnr6SyqvCWWSYEmBJVGaSD2eUeudSjYuuoFhFa25yTPML1boGygiRI6ls2cYPPGg+MMtya+ILfsuuovoi7fIxpvfmxyYXZKlTeOYloX36P38nx3iV8ydF9+2y0ZiCT7/C5ArIrfuCYzLrpTJ4IQ0R7dLX9PQNI0olEgp0TRJFIboUsPotNyxMzmivk1sCgNc18Vtt/E8F8/18P20jCIIovV+YSiFrmtpY0tNYesCJ+zYIwkQaGgYJNLEyBRBRaz5QC7OTXNm8nHKA8Ps2L2HJPLQpUq7ACQxgR8iNA3NsGivpmnEyMmSL/fzztaZnz3+Q/v+/YVGIVHID9196o8erjo/d6H7PKuApKEJW5MGaX1Zlw3IunZZQSIFCQqlztczn19Av9Zxs7O9SjvSREoQKDASkIbAI+HkPQ+wUuzBFBGNRoNkcgFrrkF1pc5KZZHtY5uZmlvC93xk4LDjsp0s1lxEs8LSYoXZxSWu3rWDhbPzDE1sYWF2jlNHHsP1dcYnxpGeLwa0RO83BXkpsCVYQsMQCkMINKHSTqLyxVdYPVuUSoju/QahEtjTpzCKfWjtNq+bOUKv8nWkfMbPnjE/Bbd+ltcbBolhkcSwzW9JoQl7449Al6fgtuDYg3DsQSSgWRmsgWFE7xDsvJKwPEA0MI5fLKWNTKOIMAqJwnN+hiFhGBKFAWGUmrrGUUgUxaknZRSl8vAkBpUgUWhCocnUkV9KDU3XMQ0dwzAJlYYmdRy/BW5AIGy2v+Y6EiVwGnVMQ8MJA+xcLj2pdJzYDcNkdGQ7zuwZ5ORj2J5LfOZxw5DyorFBPMMbt7uG9ArjvNpzkTYUOzcfd+591n+e69dFp/1zkt5bpRdc9GmK9uxpWFnhVL1Nw3U5dOQ0ZsYiSVIj1bmFZbKapOF6FHsKTH/vGNXqMsODgwyObkU3bBYaPs12E6NQoVjMUSj04jZbtF0PXUBGKiyhMAUY619rwahjfPlCDd7ziFAK/bt/z7o39Rz0X+K+9DCEMHyejqzLRkH5LvHMJMxMwsH7EKTvdStXRJvYQ9Q3gprYS1gexC/1ESiIwrDjexcSRlG6BpXEJHFCx6K807k2RYjUtULINB2YzsK0zpe+fpsiNXYdGNmVZkykQpNa2hkg8NFWF9Fri4jKLFazhr00T255HpKnbdl0yXQD0iuQNAX3RAC6UF/NcwPR+uKSSKvIdcF6TxelFCVNsJmEvFdj2BSEukYiJAERQZIQGwa0VlMXdzOLiiUnp6dRaDSak7T9iFpthYdaD9HfP0AUR1y+ZztLgUExaxGLPF6tTo8ASwpMmQYjTaRXeOJJx9ulyysSpUhadZJD30v/vvOrmJqGZWWQIxMwOEZc3kRc6EGN7SI2LeIkgU4vM2lY6eckjpGGQSI0tMhH001wmmkDQyEQoU88/ThaeQBtcDMiDgitDEmtCqVexOoSzE9hqohk/53E0+fX8b9Qi7fdgPQK5ulmQP/cbbRO8aKxZn6cKDRdkJMQKkWkICYhVpAgiJKYkJhVQ7AUubirq/TZWU4vpXb2jncKx/PI2Bm8SoOWd5J6K+CRw5MMDvRjaRn0xgp5A0wBOgqdjsOY6gajLq9eVByjnBbJyUNw8hDwxEWmdqGNhKDj7JrOnNb+XttnZx/nVfXz1IvXF3te3g1IXZ6CIH3vaiItpxcohARNgS7TYBQBsYIYQaIUiUwDU0YoLBHRDOr0Co2J/gLtICBRCgedREUov4Wotmk0a+zVdYrNZcSDFUaMhKJUmEKgC9CEQIonN6p+afjmbJ27FpsAZDVJydS4aaTE7tKlGxc0w5jfODTPD46V2VPO8JuH5nnPeA/X9ucuuI0CJps+2wsWJxseXzy5zE/v2sR43rzk4+jyCmQt+HTcws8NRhuZbkDq8rRIkSrzJApdpA3WpAJdpRLLSK0p+RSxEB1ln8JEkdMEgVJEKiJWgsQUoARKZFJzVmDNP0YXERkJOQkFCbYEQyg0kT72RpkdHaw5/OVklesG8vhxwrG6y+eOV7jtpl1sK1iXtE83TvjLySp7Sxl2FG0O1xxuGCxcdJuP3XeGnC753WvHaYYxh2sO7bgreu3yyqAbkLpcENFJ22lCITqBQReCKFEYIp0dxTINRElHnRfLjpPxehRJr8zOdTheu32tMEpfS9EJOjOjNBWxEQUMn3/jVoqGxl0LTf7tPZN8e75BTi9zx3yDfb1ZvrPQ5AfGywzYBn83VWPJC3nTYIHX9mYBiJXia9M1FtyI6zc90dsno0k+ONHH9k5wCxLF/52ucbYdcFnJ5p2jZR5dabO/2mY8Z3LPYpMdRZsPTvTRb6XCpnaUcNt0jQUv5OreHDcMpcHtYM3hTNNnX0+Wb8zWGcoYvGe8Z+NL57u86ugGpC4XRKx/Sx2JDZGm5zQpiFUnKHUk5QnpyXathfV5+yCtb1rv97JmkSlSNZoQotO7s5OmQ60Ho414zlwNIo6sugDkdMmJhscnDszQa+kI4ObREj9xzyQnGz6v7cvyP44t8j+u28I7Rkt8Yv8MX52qcdNIka+crq7vsxnGfOLADL9+9Wa2FWw+fPcpHm94XNGb5XPHK3xst0fR0GiHMVMtn3sqLRLgEwdm2FmyyeqSH/r2CZa8kD2lDH94rMKHtvfxa68d5Vuzdb50cpmteYseU+feSpMlL+SnLtv00gxgly4XoBuQulyUJ0QOYn0hlE5KLVHpLEeJNOCsKfTW6qCeCECcV4DwxORJpcW5nXUiCYg1eTcbMxhd9bXD679f0ZPlPeM9HKimFl4f3TXARy/bxCMrDvdVWnz2ui3cMFjgl/ef5Y8fq3DDUIG/mVrhJ3YO8PErRriv0uLH736qld3+apsHltt8/o1buXmkxNema+R0yU0jJf7s1DJX9+X4+L5h7u6saQF8dWqFkw2Pr33fLi7vyfC54xV+5/A8/3bnAABOlPD7b9jCeN7i2tuOcKzuvcAj1aXLs6cbkLr8szlXer0WnNaqv5/STGgt33fOtk+gnghSTzIz2ujy7v/2+jF6LZ1eS2dfT/a8tNf2oo0A5pwAgN84OMfvdO7QZ+ms+BGJgvF8mpbbcgEhwqKbaptGsun/3zPe84zHNdsOEMCeciqyeE1PBgWcbafHIgVszqXN4XpMjfB5rh/p0uX5oBuQulwSTw4cat3pYf2W8+9/gSAjnvLLxubm0RJF4+nFtnk9Fc2O59JA8itXjPCusTJ/c2aFAdtg0DawNcmBapsf3dbHw1Xnafezpph7uNrmNeUMnzgwgxsl/O6142idNbwns61go4B7Ky1uGCxwz2ITXQp2FC2+W2kiEGhizZXjZTLYXV51dANSl+eFS6l5eqUhO09+X0+Wtw8X+fj+s3zxxBKPrDj8+tWb0aXgZ/YM8juH53l0xcHW5NPG4St6srxrrMynHpnj849VmHdCfu21owAMZw2+NVfn5+6f4ke29q5v857xHv5maoWP3nua4YzBrBPw8X0jbLK7Ll9dXj48q9OHrWkfPfLey1+6VqhdurxETLV8ZpyANwzk12caa6wGMUdWHfb1ZNdnT7FSPLTcZqYdsKecYW85s37//dU2C07IW4cKHKy5bCtY9Fo6Dy632FGwGcwYKOD+pRaz7YC9PRn2lNLtl7yIexabbCtYbMmbHFl11x83VorvVlosuiFX9mbZUbTXj33WCXljR9X3cLVNRteeUw1Vly6XwvvuOPH7B6rOz17o/92A1KVLly5dXhSeKSBtqJTd7TN1vjq1Qs2P2F3O8DO7BxnOXjzlcLDmcEVP9kU6wlc+zTDmjx9f4oGlFroU3DRc4sd39D1lVnAusVI8VvfOmwV06XIxHl1x+JOTy0y1fEayJj+xa2C9VutCzDshuhQM2BvqtPWSc7Yd8IXHKhyre5RNjQ9M9HLTSOmi2zTDmGUvYuISi7pfKC7ku/mi89mjC3zxxBL/fvcmfu8NW9mSt/jgXSdphRevQv/QXU/bAbrLJeBECT9yx0kAfuuacX71ylHuWGjwm4fmL7rd12fqfPlU9aL36XI+QZKm9O6rtFgNXl1OC3ctNPm5+6d411iZP7h+K+8ZL/Ox+06v13ZdiP/00DQzHQVjl5TJps+/vvMk+3qy/N51W/jpyzbx6YPz/P3Z1Ytu99+PLnL/cutFOsp/PhviUqPqR/yvx5e461/uoddKD+mjuwZwopizTsCeUoaDNYdvzNRx44TrBvK8c7TE307VCBLFZ44s8B9eM/QMj9LlmfiLySo7ixa/cM5Y/vY14/zesYX12qKvTq1wuOaSMyTv29rLUMbgtukac07IP87Vn/HKrAvcvdjkP++f4creLKYU/OJSi1977SjvGL3w2FX9iM8cWeDXr978Ih7pC8OnD87xqas289aOk8RQpkQ7SjjbDnhNOcOiG/JXp1dY8kJ2Fm0+sK2PR1ccploBXz61zEhmmMFMV6wB6YX8R3b08/6JVOAynDX4jdePcaiWKjidKOHLk1WmWj7DGYMf295PLYh4aLnNqabHvp4sr9lAmY0NMUN6uNpma95aD0Zr/PzeIfaUMpxsePzHB6Z561CBd4yW+I2Dczyy4rCnnEHCeRYsXS6dB5fbXNN//lgO2DqfumozAvjdI/M8XHV430Qvm2yDn77vDIYU7CqlC/HbCt1F8mei4oX8xwem+cKbJvi9N2zhd64d53+9eYKPP3SW+jkzpXoQn5cdqHghx18BxayrQcTJhsc1TzKQfc94D+8cLREmig/edYpdJZsf2drLt+cb/OnJZUayBiVT44qeLPkLyO5fjTy03OaagfM/s9f059YLon/6vtMYQvCBiT7m3ZBff3SOsqkxnDXYUbA3XPpzQxyNGyv6rQsfymDG4Itv3kbB0DhWd+m3DWbbAe8aK6MJwRsGugHp+cCLE/ou8jq8f2sffXZa4Nlv68y0AzQh2Fm0qfnxJZuMvpq4fabO1X258xRue0oZvn7zZZRMjTkn4Ofvn6bc+X0sZ/H5N27ldw8vcLLh8emDc/zyFSMv4TN4briRIqNLsvqFr4W/8MatbM6ZPN7wGMwYzLQDRrMmJVNjX2+W3EW2fbXhRslFz52fuHKUHQWLU02fQdvgu0styqbOSNZge9HacGUBGyIgbcmbnG75T7n9zoUGA7ZB2dT42e9NYUjB6zpXVt068+efLXmLqSe9Dgr40okl/vVEHw9VW/zBsQq7SjZX9+VIXiaW9huJmXbAjuJTA/eaeOfhFYcP7+jn3WNlEgVv/vpRFtyQX7h8iF89MPuyDkaQzrgFqRvFuWm343WPmbbPDUNFPnt0gdNNn9f15wgThaV132cXYkve4kzLZyz3hOtH1Y/45mydD27r4++ma/zTXJ0re7P0WvqG/8xuiEuNy8tZLE2etxC3GkT85wMzOFHCX0xWuX5Tnq+8bQe/dPkwUaLWrU/O7Yza5bnxr8bL/OXpFVb8J1p2fX1mlT87VcXWJL91aIEvvGmCz12/lbcMFohU6lunCdExVu3yTGR1iR8/dazWzBf+xUgJL074xIEZfvSuk9SDGD9+5Vx+6VLw7rEynzteWb8tUfCbh+Y40fC5r9Kk4kb8w82X8amrNlM2NcLO4GhCoLrvs/N475Ye/vixpfUxAvjCYxXuX2ox5wT89ZkVvn7zZfz2NeNsL9hPGsuX6qgvzIaYIUkBn71unI/dd4avTdfot3XuWWzxgYk+runPseJH/NbhefKGxuHOYl3NT/Pro1mTf3ffGf7g+i0XlSZ3eWau6svxoW19vPsfH+fNgwUaQcyRVZfPXb8VKeCK3iz//cgCWwsWR2ouRUOjHsSM5UzuWmjyZ6eW+bHt/S/109jQXDeQ5788Mpv2muq8XWOleMc3H+P337CVvzpdZcWP+MjOAfaVM9z4jWM8jVPQy5r/tG+En7r3ND/87RPsLmV4eKXNeM7iJ3cNsOCGnG0HfPboAhU35EwroGSma0ZjOZNPH5zn06/bvF70+2rnQx3Bx/d/6zGu7c9zqunhRAlfess2srqkYEj+W0clO9n0qXXWKTdnTf7k5DKjWXO9TclGYEMVxoaJ4mDNoR7E7C1nGDpnSj/ZTCvlX1POoAlohQmbc2ZnkdTnqr5sNyA9Tyx5EUdXXWxNcGVvFltLJ9Jr7gO6FFzZk2W6HTCUMcjqkpONdMG9e6K4OAr4N3efYjRr8rHdafuH3z+2SMWN+NMbtvHh70zyrs1lfnhrD7edXeUXH5jm72++jJwu+fB3JvnyDdufsTbv5cLRVZd5N2QsZ7LrnPfNspe299iaNxnOmpxp+ewq2nhxwpFVl51F+4J+gq9WzrR8TjV9+p9k+tuOEvZX2/RbOnvLGY6uuuwuZVAoDtdchjLGi6pY7Do1dOmywXCihD96rML3lloolapEf+qyTeR0ybG6y28dmidWcMNggUQprh3Ic3lPhk8+MkuYKD79urGX+il06XJJvKycGrp0eTWQ1eUF6+b2lDL87zdve9r/feqql38NUpcuF2NDiBq6dOnSpUuXbkDq0qVLly4bgm5A6tKlS5cuG4JuQOrSpUuXLhuCbkDq0qVLly4bgmelsgvjWN0+s1o3pHj5uzx26dKlS5cXjVgpoxbET/WIO4f/DytjyN4ohdLeAAAAAElFTkSuQmCC" style="margin-left: auto;margin-right: auto"><p>The balanced accuracy is <span class="math inline">\(\frac{8}{8} =
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+1\)</span> for cats and <span class="math inline">\(\frac{0}{2} =
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+0\)</span> for dogs and the average of those is <span class="math inline">\(0.5\)</span>. In other words, the classifier is no
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+better than predicting classes at random. However, if the ordinary
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129
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+accuracy was calculated, it would misleadingly imply that the classifier
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+was quite accurate, since accuracy would be <span class="math inline">\(\frac{8}{10} = 0.8\)</span>.</p>
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+<div class="section level4">
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+<h4 id="precision-and-recall-macro-and-micro-versions">Precision and Recall, Macro and Micro Versions<a class="anchor" aria-label="anchor" href="#precision-and-recall-macro-and-micro-versions"></a>
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+</h4>
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134
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+<p>Precision is the proportion of samples predicted to belong to a
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135
|
+particular class that truly belong to it out of all of the samples
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+predicted to belong to that class. Recall is the proportion of samples
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137
|
+belonging to a class that were predicted to belong to it. These metrics
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+can be combined in different ways.</p>
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139
|
+<p>Macro averaging computes the metric for each class separately and
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140
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+then divides by the number of classes, so the set of predictions for
|
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141
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+each class contribute equally to the average. Micro averaging aggregates
|
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142
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+the performance metric numerator for all classes and separately the
|
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143
|
+denominator for all classes, before dividing, so classes predicted more
|
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|
+often contribute more strongly to the final value.</p>
|
|
145
|
+<p>As an example, consider a different data set to before with cats, dog
|
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|
+and fish.</p>
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+<img 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" style="margin-left: auto;margin-right: auto"><p>The dogs are a small class compared to cats and fish. Macro and micro
|
|
148
|
+precision somewhat differ. Let <span class="math inline">\(TD\)</span>,
|
|
149
|
+<span class="math inline">\(TC\)</span> and <span class="math inline">\(TF\)</span>, be the number of
|
|
150
|
+<strong>T</strong>rue (i.e. correct) predictions of dogs, cats and fish
|
|
151
|
+respectively. Let <span class="math inline">\(AD\)</span>, <span class="math inline">\(AC\)</span> and <span class="math inline">\(AF\)</span>, be the number of <strong>A</strong>ll
|
|
152
|
+predictions of dogs, cats and fish respectively.</p>
|
|
153
|
+<p><span class="math display">\[
|
|
154
|
+\begin{aligned}
|
|
155
|
+Precision_{macro} & = \frac{\frac{TC}{AC} + \frac{TD}{AD} +
|
|
156
|
+\frac{TF}{AF}}{3} \\
|
|
157
|
+& = \frac{\frac{8}{12} + \frac{2}{2} + \frac{2}{2}}{3} \\
|
|
158
|
+& = 0.89
|
|
159
|
+\\ \\
|
|
160
|
+Precision_{micro} & = \frac{TC + TD + TF}{AC + AD + AF} \\
|
|
161
|
+& = \frac{8 + 2 + 2}{12 + 2 + 2} \\
|
|
162
|
+& = 0.75
|
|
163
|
+\end{aligned}
|
|
164
|
+\]</span></p>
|
|
165
|
+<p>It can be observed that micro precision is more influenced by the cat
|
|
166
|
+predictions since there are many of them.</p>
|
|
167
|
+</div>
|
|
168
|
+<div class="section level4">
|
|
169
|
+<h4 id="combinations-of-precision-and-recall-f1-score-and-matthews-correlation-coefficient">Combinations of Precision and Recall: F1 Score and Matthews
|
|
170
|
+Correlation Coefficient<a class="anchor" aria-label="anchor" href="#combinations-of-precision-and-recall-f1-score-and-matthews-correlation-coefficient"></a>
|
|
171
|
+</h4>
|
|
172
|
+<p>The formulae of F1 score and Matthews Correlation Coefficient are
|
|
173
|
+fairly complicated and will not be shown. Basically, the key differences
|
|
174
|
+between them are that</p>
|
|
175
|
+<ul>
|
|
176
|
+<li>F1 score ranges from 0 to 1 whereas Matthews Correlation Coefficient
|
|
177
|
+ranges from -1 to 1.</li>
|
|
178
|
+<li>F1 score may appear high when a classifier performs poorly but there
|
|
179
|
+is class imbalance but Matthews Correlation Coefficient is robust to
|
|
180
|
+class imbalance.</li>
|
|
181
|
+<li>F1 score is applicable to data sets with three or more classes but
|
|
182
|
+Matthews Correlation Coefficient is only for two-class data sets.</li>
|
|
183
|
+</ul>
|
|
184
|
+</div>
|
|
185
|
+<div class="section level4">
|
|
186
|
+<h4 id="are-under-the-curve">Are Under the Curve<a class="anchor" aria-label="anchor" href="#are-under-the-curve"></a>
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187
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+</h4>
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188
|
+<p>Many modelling methods can return a table of class probabilities or
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189
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+scores for each sample belonging to each class. For each class, the
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190
|
+samples are ordered in decreasing order of the predicted probability and
|
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191
|
+each sample adds to either the true positive rate or false positive rate
|
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192
|
+as it is considered in turn. This generates a curve (really a step
|
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193
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+function) with the true positive rate on the y-axis and false positive
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194
|
+rate on the x-axis. The area underneath this is calculated for each
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195
|
+class and averaged to one number for an overall classification
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196
|
+performance. A classifier that’s doing no better than guessing at random
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197
|
+will have and AUC value of 0.5 and the best value is 1.0.</p>
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198
|
+</div>
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199
|
+</div>
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200
|
+<div class="section level3">
|
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201
|
+<h3 id="survival-outcomes">Survival Outcomes<a class="anchor" aria-label="anchor" href="#survival-outcomes"></a>
|
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202
|
+</h3>
|
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203
|
+<p>Predicted outcomes are some kind of risk score.</p>
|
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204
|
+<div class="section level4">
|
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205
|
+<h4 id="c-index-and-sample-wise-c-index">C-index and Sample-wise C-index<a class="anchor" aria-label="anchor" href="#c-index-and-sample-wise-c-index"></a>
|
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206
|
+</h4>
|
|
207
|
+<p>The concordance index, typically written as C-index, is based on
|
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208
|
+pair-wise comparisons of samples. It ranges from 0 to 1 with an
|
|
209
|
+uninformative model expected to have a C-index of 0.5. A schematic
|
|
210
|
+illustration from <a href="https://kjronline.org/DOIx.php?id=10.3348/kjr.2021.0223" class="external-link"><em>Korean
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211
|
+Journal of Radiology</em></a> is:</p>
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+<img 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" style="margin-left: auto;margin-right: auto"><p>So, if both samples being compared are censored, they can’t be
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+evaluated. Also, if the sample with the earlier followup time is
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+censored but the later sample is not, the pair also can’t be evaluated.
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+For the comparable pairs, the C-index is simply the number of pairs
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+whose risk scores are agreeable with their actual followup times.</p>
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+<p>ClassifyR extends C-index to the level of the individual with its
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+unique sample-wise C-index calculation. This performance metric
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+calculates a C-index for each individual in the test set which allows
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+the identification of those individuals who are hard to predict
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+accurately and might be able to be linked to interesting underlying
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+biology or clinical data.</p>
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+</div>
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+</div>
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</main><aside class="col-md-3"><nav id="toc"><h2>On this page</h2>
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